2026-04-13 12:59:28,075 | INFO | rank=0 | trackio ui launched trackio_dir=artifacts/w2v-bert-test2-full/trackio local_url=http://127.0.0.1:7860/ share_url=https://99a4e9acc93c8ff62b.gradio.live full_url=https://99a4e9acc93c8ff62b.gradio.live?project=w2v-bert-test2-full&write_token=A__FFQiizLWAjtoX8xSuSLGtVnk41INaedaLNjeU8BI
2026-04-13 12:59:28,250 | INFO | rank=0 | hugging face checkpoint repository initialized repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors folder=artifacts/w2v-bert-test2-full
2026-04-13 12:59:28,251 | INFO | rank=0 | auto-resume requested but no checkpoint found at artifacts/w2v-bert-test2-full/checkpoint_last.pt; starting a fresh run
2026-04-13 12:59:28,251 | INFO | rank=0 | starting training variant=sm zipformer_requested=False w2v_bert_requested=True device=cuda distributed=True world_size=2 output_dir=artifacts/w2v-bert-test2-full
2026-04-13 12:59:28,251 | INFO | rank=0 | loading LM scorer source=disabled
2026-04-13 12:59:28,252 | INFO | rank=0 | LM scorer ready source=disabled elapsed=0.0s
2026-04-13 12:59:28,252 | INFO | rank=0 | resolving dataset sources
2026-04-13 12:59:28,253 | INFO | rank=0 | dataset sources resolved train_count=4 validation_count=1 elapsed=0.0s
2026-04-13 12:59:28,253 | INFO | rank=0 | loading dataset records train_sources=['/home/yehor/squeezeformer/data/cv22-opus-speech-filtered', '/home/yehor/squeezeformer/data/broadcast-opus-speech-filtered', '/home/yehor/squeezeformer/data/voa-opus-speech-filtered', '/home/yehor/squeezeformer/data/yodas2-opus-speech-filtered'] validation_sources=['/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated'] validation_mode=external record_cache=True prevalidate_audio=False
2026-04-13 12:59:28,666 | INFO | rank=0 | dataset records available train_samples=648240 val_samples=3204 elapsed=0.4s
2026-04-13 12:59:28,667 | INFO | rank=0 | checking dataset audio decode support
2026-04-13 12:59:30,337 | INFO | rank=0 | dataset audio decode support ready elapsed=2.1s
2026-04-13 12:59:30,338 | INFO | rank=0 | building dataset split audit
2026-04-13 12:59:30,338 | INFO | rank=0 | split audit started split=train records=648240
2026-04-13 12:59:30,923 | INFO | rank=0 | split audit scanned train records progress=32412/648240 5.0% rate=55384.5/s elapsed=0.6s
2026-04-13 12:59:31,509 | INFO | rank=0 | split audit scanned train records progress=64824/648240 10.0% rate=55339.9/s elapsed=1.2s
2026-04-13 12:59:32,114 | INFO | rank=0 | split audit scanned train records progress=97236/648240 15.0% rate=54757.4/s elapsed=1.8s
2026-04-13 12:59:32,719 | INFO | rank=0 | split audit scanned train records progress=129648/648240 20.0% rate=54451.3/s elapsed=2.4s
2026-04-13 12:59:33,318 | INFO | rank=0 | split audit scanned train records progress=162060/648240 25.0% rate=54370.4/s elapsed=3.0s
2026-04-13 12:59:33,908 | INFO | rank=0 | split audit scanned train records progress=194472/648240 30.0% rate=54468.1/s elapsed=3.6s
2026-04-13 12:59:34,499 | INFO | rank=0 | split audit scanned train records progress=226884/648240 35.0% rate=54528.7/s elapsed=4.2s
2026-04-13 12:59:35,088 | INFO | rank=0 | split audit scanned train records progress=259296/648240 40.0% rate=54583.1/s elapsed=4.8s
2026-04-13 12:59:35,677 | INFO | rank=0 | split audit scanned train records progress=291708/648240 45.0% rate=54638.8/s elapsed=5.3s
2026-04-13 12:59:36,263 | INFO | rank=0 | split audit scanned train records progress=324120/648240 50.0% rate=54701.5/s elapsed=5.9s
2026-04-13 12:59:36,849 | INFO | rank=0 | split audit scanned train records progress=356532/648240 55.0% rate=54752.6/s elapsed=6.5s
2026-04-13 12:59:37,435 | INFO | rank=0 | split audit scanned train records progress=388944/648240 60.0% rate=54802.3/s elapsed=7.1s
2026-04-13 12:59:37,964 | INFO | rank=0 | split audit scanned train records progress=421356/648240 65.0% rate=55250.9/s elapsed=7.6s
2026-04-13 12:59:38,461 | INFO | rank=0 | split audit scanned train records progress=453768/648240 70.0% rate=55862.0/s elapsed=8.1s
2026-04-13 12:59:38,956 | INFO | rank=0 | split audit scanned train records progress=486180/648240 75.0% rate=56413.4/s elapsed=8.6s
2026-04-13 12:59:39,466 | INFO | rank=0 | split audit scanned train records progress=518592/648240 80.0% rate=56811.5/s elapsed=9.1s
2026-04-13 12:59:40,014 | INFO | rank=0 | split audit scanned train records progress=551004/648240 85.0% rate=56945.3/s elapsed=9.7s
2026-04-13 12:59:40,505 | INFO | rank=0 | split audit scanned train records progress=583416/648240 90.0% rate=57382.4/s elapsed=10.2s
2026-04-13 12:59:41,000 | INFO | rank=0 | split audit scanned train records progress=615828/648240 95.0% rate=57756.5/s elapsed=10.7s
2026-04-13 12:59:41,537 | INFO | rank=0 | split audit scanned train records progress=648240/648240 100.0% rate=57880.4/s elapsed=11.2s
2026-04-13 12:59:41,538 | INFO | rank=0 | split audit completed split=train records=648240 speakers=0 records_with_speaker_id=0 elapsed=11.2s
2026-04-13 12:59:41,538 | INFO | rank=0 | split audit started split=validation records=3204
2026-04-13 12:59:41,552 | INFO | rank=0 | split audit scanned validation records progress=1000/3204 31.2% rate=69498.0/s elapsed=0.0s
2026-04-13 12:59:41,567 | INFO | rank=0 | split audit scanned validation records progress=2000/3204 62.4% rate=69286.4/s elapsed=0.0s
2026-04-13 12:59:41,581 | INFO | rank=0 | split audit scanned validation records progress=3000/3204 93.6% rate=69191.1/s elapsed=0.0s
2026-04-13 12:59:41,584 | INFO | rank=0 | split audit scanned validation records progress=3204/3204 100.0% rate=69106.8/s elapsed=0.0s
2026-04-13 12:59:41,584 | INFO | rank=0 | split audit completed split=validation records=3204 speakers=0 records_with_speaker_id=0 elapsed=0.0s
2026-04-13 12:59:44,772 | INFO | rank=0 | loaded datasets train_sources=['/home/yehor/squeezeformer/data/cv22-opus-speech-filtered', '/home/yehor/squeezeformer/data/broadcast-opus-speech-filtered', '/home/yehor/squeezeformer/data/voa-opus-speech-filtered', '/home/yehor/squeezeformer/data/yodas2-opus-speech-filtered'] validation_sources=['/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated'] train_samples=648240 val_samples=3204 speaker_balance_ratio=1.000 elapsed=16.5s
2026-04-13 12:59:44,915 | INFO | rank=0 | saved audio preview samples requested=10 saved=10 dir=artifacts/w2v-bert-test2-full/audio_previews manifest=artifacts/w2v-bert-test2-full/audio_previews/manifest.jsonl
2026-04-13 12:59:44,915 | INFO | rank=0 | preparing tokenizer mode=sentencepiece resume=False tokenizer_path=/home/yehor/squeezeformer/code/artifacts/w2v-bert-test-full/tokenizer.model
2026-04-13 12:59:44,922 | INFO | rank=0 | tokenizer ready vocab_size=512 elapsed=0.0s
2026-04-13 12:59:48,076 | INFO | rank=0 | building dataloaders train_samples=648240 val_samples=3204 distributed=True world_size=2 train_hours=1264.35 val_hours=4.63 num_workers=16 metadata_workers=16 force_audio_metadata_probe=False persistent_workers=True prefetch_factor=2 train_in_order=False feature_cache_format=parquet
2026-04-13 12:59:48,077 | INFO | rank=0 | train dataloader create_dataloader started samples=648240 batch_size=8 shuffle=True num_workers=16
2026-04-13 12:59:48,077 | INFO | rank=0 | train dataloader estimating frames from cached audio metadata records=648240
2026-04-13 12:59:48,456 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=32412/648240 5.0% rate=85539.2/s elapsed=0.4s
2026-04-13 12:59:48,834 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=64824/648240 10.0% rate=85601.5/s elapsed=0.8s
2026-04-13 12:59:49,213 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=97236/648240 15.0% rate=85562.2/s elapsed=1.1s
2026-04-13 12:59:49,593 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=129648/648240 20.0% rate=85475.1/s elapsed=1.5s
2026-04-13 12:59:49,973 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=162060/648240 25.0% rate=85455.6/s elapsed=1.9s
2026-04-13 12:59:50,351 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=194472/648240 30.0% rate=85525.1/s elapsed=2.3s
2026-04-13 12:59:50,728 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=226884/648240 35.0% rate=85568.2/s elapsed=2.7s
2026-04-13 12:59:51,105 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=259296/648240 40.0% rate=85613.4/s elapsed=3.0s
2026-04-13 12:59:51,483 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=291708/648240 45.0% rate=85645.2/s elapsed=3.4s
2026-04-13 12:59:51,860 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=324120/648240 50.0% rate=85664.8/s elapsed=3.8s
2026-04-13 12:59:52,238 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=356532/648240 55.0% rate=85681.9/s elapsed=4.2s
2026-04-13 12:59:52,615 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=388944/648240 60.0% rate=85707.7/s elapsed=4.5s
2026-04-13 12:59:52,993 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=421356/648240 65.0% rate=85712.8/s elapsed=4.9s
2026-04-13 12:59:53,372 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=453768/648240 70.0% rate=85685.6/s elapsed=5.3s
2026-04-13 12:59:53,751 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=486180/648240 75.0% rate=85676.2/s elapsed=5.7s
2026-04-13 12:59:54,131 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=518592/648240 80.0% rate=85660.7/s elapsed=6.1s
2026-04-13 12:59:54,511 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=551004/648240 85.0% rate=85639.7/s elapsed=6.4s
2026-04-13 12:59:54,889 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=583416/648240 90.0% rate=85637.6/s elapsed=6.8s
2026-04-13 12:59:55,268 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=615828/648240 95.0% rate=85639.6/s elapsed=7.2s
2026-04-13 12:59:55,647 | INFO | rank=0 | train dataloader estimated frames from cached metadata progress=648240/648240 100.0% rate=85633.6/s elapsed=7.6s
2026-04-13 13:00:01,838 | INFO | rank=0 | train dataloader audio metadata complete records=648240 probe_needed=0 elapsed=13.8s
2026-04-13 13:00:01,838 | INFO | rank=0 | train dataloader metadata ready elapsed=13.8s
2026-04-13 13:00:01,838 | INFO | rank=0 | train dataloader adaptive sampler computing sort keys records=648240
2026-04-13 13:00:02,248 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=32412/648240 5.0% rate=79111.8/s elapsed=0.4s
2026-04-13 13:00:02,914 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=64824/648240 10.0% rate=60255.1/s elapsed=1.1s
2026-04-13 13:00:03,323 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=97236/648240 15.0% rate=65500.6/s elapsed=1.5s
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2026-04-13 13:00:04,143 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=162060/648240 25.0% rate=70325.5/s elapsed=2.3s
2026-04-13 13:00:04,552 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=194472/648240 30.0% rate=71664.3/s elapsed=2.7s
2026-04-13 13:00:04,961 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=226884/648240 35.0% rate=72660.3/s elapsed=3.1s
2026-04-13 13:00:05,370 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=259296/648240 40.0% rate=73418.5/s elapsed=3.5s
2026-04-13 13:00:05,780 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=291708/648240 45.0% rate=74000.0/s elapsed=3.9s
2026-04-13 13:00:06,190 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=324120/648240 50.0% rate=74474.5/s elapsed=4.4s
2026-04-13 13:00:06,600 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=356532/648240 55.0% rate=74877.3/s elapsed=4.8s
2026-04-13 13:00:07,011 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=388944/648240 60.0% rate=75181.7/s elapsed=5.2s
2026-04-13 13:00:07,421 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=421356/648240 65.0% rate=75469.2/s elapsed=5.6s
2026-04-13 13:00:07,832 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=453768/648240 70.0% rate=75700.2/s elapsed=6.0s
2026-04-13 13:00:08,243 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=486180/648240 75.0% rate=75910.9/s elapsed=6.4s
2026-04-13 13:00:08,653 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=518592/648240 80.0% rate=76097.8/s elapsed=6.8s
2026-04-13 13:00:09,064 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=551004/648240 85.0% rate=76249.3/s elapsed=7.2s
2026-04-13 13:00:09,474 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=583416/648240 90.0% rate=76408.2/s elapsed=7.6s
2026-04-13 13:00:09,884 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=615828/648240 95.0% rate=76542.4/s elapsed=8.0s
2026-04-13 13:00:10,294 | INFO | rank=0 | train dataloader adaptive sampler computed sort keys progress=648240/648240 100.0% rate=76660.3/s elapsed=8.5s
2026-04-13 13:00:10,294 | INFO | rank=0 | train dataloader adaptive sampler sorting keyed records total=648240
2026-04-13 13:00:10,942 | INFO | rank=0 | train dataloader adaptive sampler sorted records total=648240 key_elapsed=8.5s sort_elapsed=0.6s
2026-04-13 13:00:11,267 | INFO | rank=0 | train dataloader adaptive sampler building batches records=648240 unit=frames budget=400
2026-04-13 13:00:12,913 | INFO | rank=0 | train dataloader adaptive sampler built batches=110791 progress=259296/648240 40.0% rate=157592.7/s elapsed=1.6s
2026-04-13 13:00:13,107 | INFO | rank=0 | train dataloader adaptive sampler built batches=143203 progress=291708/648240 45.0% rate=158586.0/s elapsed=1.8s
2026-04-13 13:00:13,301 | INFO | rank=0 | train dataloader adaptive sampler built batches=175615 progress=324120/648240 50.0% rate=159346.6/s elapsed=2.0s
2026-04-13 13:00:13,495 | INFO | rank=0 | train dataloader adaptive sampler built batches=208027 progress=356532/648240 55.0% rate=160039.1/s elapsed=2.2s
2026-04-13 13:00:14,034 | INFO | rank=0 | train dataloader adaptive sampler built batches=240439 progress=388944/648240 60.0% rate=140597.7/s elapsed=2.8s
2026-04-13 13:00:14,238 | INFO | rank=0 | train dataloader adaptive sampler built batches=272851 progress=421356/648240 65.0% rate=141832.5/s elapsed=3.0s
2026-04-13 13:00:14,432 | INFO | rank=0 | train dataloader adaptive sampler built batches=305263 progress=453768/648240 70.0% rate=143369.5/s elapsed=3.2s
2026-04-13 13:00:14,625 | INFO | rank=0 | train dataloader adaptive sampler built batches=337675 progress=486180/648240 75.0% rate=144807.2/s elapsed=3.4s
2026-04-13 13:00:14,818 | INFO | rank=0 | train dataloader adaptive sampler built batches=370087 progress=518592/648240 80.0% rate=146063.4/s elapsed=3.6s
2026-04-13 13:00:15,011 | INFO | rank=0 | train dataloader adaptive sampler built batches=402499 progress=551004/648240 85.0% rate=147177.1/s elapsed=3.7s
2026-04-13 13:00:15,612 | INFO | rank=0 | train dataloader adaptive sampler built batches=434911 progress=583416/648240 90.0% rate=134285.2/s elapsed=4.3s
2026-04-13 13:00:15,805 | INFO | rank=0 | train dataloader adaptive sampler built batches=467323 progress=615828/648240 95.0% rate=135716.8/s elapsed=4.5s
2026-04-13 13:00:15,996 | INFO | rank=0 | train dataloader adaptive sampler built batches=499735 progress=648240/648240 100.0% rate=137079.7/s elapsed=4.7s
2026-04-13 13:00:22,626 | INFO | rank=0 | validation dataloader create_dataloader started samples=3204 batch_size=8 shuffle=False num_workers=16
2026-04-13 13:00:22,626 | INFO | rank=0 | validation dataloader estimating frames from cached audio metadata records=3204
2026-04-13 13:00:22,638 | INFO | rank=0 | validation dataloader estimated frames from cached metadata progress=1000/3204 31.2% rate=83392.5/s elapsed=0.0s
2026-04-13 13:00:22,650 | INFO | rank=0 | validation dataloader estimated frames from cached metadata progress=2000/3204 62.4% rate=83817.6/s elapsed=0.0s
2026-04-13 13:00:22,662 | INFO | rank=0 | validation dataloader estimated frames from cached metadata progress=3000/3204 93.6% rate=84038.2/s elapsed=0.0s
2026-04-13 13:00:22,664 | INFO | rank=0 | validation dataloader estimated frames from cached metadata progress=3204/3204 100.0% rate=83900.1/s elapsed=0.0s
2026-04-13 13:00:22,695 | INFO | rank=0 | validation dataloader audio metadata complete records=3204 probe_needed=0 elapsed=0.1s
2026-04-13 13:00:22,695 | INFO | rank=0 | validation dataloader metadata ready elapsed=0.1s
2026-04-13 13:00:22,695 | INFO | rank=0 | validation dataloader adaptive sampler computing sort keys records=3204
2026-04-13 13:00:22,707 | INFO | rank=0 | validation dataloader adaptive sampler computed sort keys progress=1000/3204 31.2% rate=80542.4/s elapsed=0.0s
2026-04-13 13:00:22,720 | INFO | rank=0 | validation dataloader adaptive sampler computed sort keys progress=2000/3204 62.4% rate=80022.1/s elapsed=0.0s
2026-04-13 13:00:22,733 | INFO | rank=0 | validation dataloader adaptive sampler computed sort keys progress=3000/3204 93.6% rate=80036.2/s elapsed=0.0s
2026-04-13 13:00:22,735 | INFO | rank=0 | validation dataloader adaptive sampler computed sort keys progress=3204/3204 100.0% rate=79868.4/s elapsed=0.0s
2026-04-13 13:00:22,735 | INFO | rank=0 | validation dataloader adaptive sampler sorting keyed records total=3204
2026-04-13 13:00:22,737 | INFO | rank=0 | validation dataloader adaptive sampler sorted records total=3204 key_elapsed=0.0s sort_elapsed=0.0s
2026-04-13 13:00:22,737 | INFO | rank=0 | validation dataloader adaptive sampler building batches records=3204 unit=frames budget=400
2026-04-13 13:00:22,742 | INFO | rank=0 | validation dataloader adaptive sampler built batches=505 progress=1000/3204 31.2% rate=197560.1/s elapsed=0.0s
2026-04-13 13:00:22,748 | INFO | rank=0 | validation dataloader adaptive sampler built batches=1505 progress=2000/3204 62.4% rate=182625.9/s elapsed=0.0s
2026-04-13 13:00:22,754 | INFO | rank=0 | validation dataloader adaptive sampler built batches=2505 progress=3000/3204 93.6% rate=178874.6/s elapsed=0.0s
2026-04-13 13:00:22,755 | INFO | rank=0 | validation dataloader adaptive sampler built batches=2709 progress=3204/3204 100.0% rate=177671.7/s elapsed=0.0s
2026-04-13 13:00:22,756 | INFO | rank=0 | dataloaders ready train_batches=249868 val_batches=1355 elapsed=37.8s
2026-04-13 13:00:22,759 | INFO | rank=0 | building model architecture=w2v-bert variant=sm dtype=bfloat16 compile=False aed=False liberta=False audio_teacher=False
2026-04-13 13:00:25,286 | INFO | rank=0 | wrapping model with DistributedDataParallel find_unused_parameters=True
2026-04-13 13:00:25,370 | INFO | rank=0 | model and auxiliaries ready params=606203200 liberta=False audio_teacher=False elapsed=2.6s
2026-04-13 13:00:25,624 | INFO | rank=0 | trackio initialized project=w2v-bert-test2-full run_name=w2v-bert-test2-full_20260413_095925 trackio_dir=artifacts/w2v-bert-test2-full/trackio elapsed_since_start=1m 0.2s
2026-04-13 13:00:25,624 | INFO | rank=0 | epoch 1/100 started train_batches=249868 val_batches=1355 grad_accumulation=4
2026-04-13 13:02:59,281 | INFO | rank=0 | epoch=1 first_train_batch_ready elapsed=2m 33.6s data_wait=3.3s batch_size=1 max_feature_frames=1499 target_tokens=172
2026-04-13 13:03:07,443 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=1 batch=4/249868 global_step=1 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=676 cuda_allocated=9.1GiB cuda_reserved=13.9GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=13.9GiB
2026-04-13 13:03:07,444 | INFO | rank=0 | batch_timing epoch=1 batch=4/249868 global_step=1 data_wait=0.0s step_compute=1.7s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=185
2026-04-13 13:03:11,795 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=2 batch=8/249868 global_step=2 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=695 cuda_allocated=9.1GiB cuda_reserved=14.4GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=14.4GiB
2026-04-13 13:03:11,815 | INFO | rank=0 | batch_timing epoch=1 batch=8/249868 global_step=2 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=170
2026-04-13 13:03:16,176 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=3 batch=12/249868 global_step=3 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=479 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:16,197 | INFO | rank=0 | batch_timing epoch=1 batch=12/249868 global_step=3 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=184
2026-04-13 13:03:21,527 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=4 batch=16/249868 global_step=4 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=731 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:21,537 | INFO | rank=0 | batch_timing epoch=1 batch=16/249868 global_step=4 data_wait=0.0s step_compute=1.8s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=176
2026-04-13 13:03:25,934 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=5 batch=20/249868 global_step=5 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=724 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:25,954 | INFO | rank=0 | batch_timing epoch=1 batch=20/249868 global_step=5 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=155
2026-04-13 13:03:30,520 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=6 batch=24/249868 global_step=6 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=666 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:30,539 | INFO | rank=0 | batch_timing epoch=1 batch=24/249868 global_step=6 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=187
2026-04-13 13:03:34,988 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=7 batch=28/249868 global_step=7 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=754 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:35,013 | INFO | rank=0 | batch_timing epoch=1 batch=28/249868 global_step=7 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=205
2026-04-13 13:03:39,625 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=8 batch=32/249868 global_step=8 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=689 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:39,643 | INFO | rank=0 | batch_timing epoch=1 batch=32/249868 global_step=8 data_wait=0.0s step_compute=1.6s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=154
2026-04-13 13:03:44,138 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=9 batch=36/249868 global_step=9 effective_frames=5996 padded_frames=5996 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=765 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:44,169 | INFO | rank=0 | batch_timing epoch=1 batch=36/249868 global_step=9 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=198
2026-04-13 13:03:48,453 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=10 batch=40/249868 global_step=10 effective_frames=5994 padded_frames=5994 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=626 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:48,485 | INFO | rank=0 | batch_timing epoch=1 batch=40/249868 global_step=10 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1498 max_feature_frames=1498 target_tokens=96
2026-04-13 13:03:48,757 | INFO | rank=0 | epoch=1 step=40/249868 global_step=10 train_loss=30.3839 train_main_ctc_loss=30.3839 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=2.00 grad_norm=61.7900 max_feature_frames=1499 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0110 train_target_tokens_per_frame=0.1282 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3418 train_avg_top_logit=1.8905 train_avg_top2_margin=0.1963 train_avg_blank_nonblank_margin=-2.2323 train_avg_entropy=6.0668 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.7840 train_nonblank_weight_grad_norm_mean=0.3705 train_blank_bias_grad=-0.2106 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0021 train_encoder_std=1.0714 train_encoder_token_l2_norm=34.1502 cpu_rss=2.2GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.86977e-09
2026-04-13 13:03:48,757 | WARNING | rank=0 | ctc blank starvation detected at global_step=10: avg_blank_prob=0.0012 argmax_blank_frac=0.0000 avg_top_nonblank_prob=0.0110. Blank never wins a frame, so training will usually collapse into repeated nonblank pieces.
2026-04-13 13:03:50,337 | INFO | rank=0 | train preview ref='Мы, короче, твою ставку используем вначале, понял? Вот. Убрыло так свое оранжевое. Я позже плюс на нем. Не маю, по до...' hyp_greedy='–сти іξс істраυсξс ігу Ко тес іці ілю іслюč іслю ісξс іс ісча вели іссти і двастра Ко о істраď і тео іс того ісча вел...' hyp_beam='–сти іξс істраυсξс ігу Ко тес іці ілю ісстиč іслю ісξс іс ісча вели іссти і двастра Ко о істраď і тео іс того ісча ве...' avg_output_frames=749.0 avg_target_tokens=96.0 top_tokens=і:0.403, с:0.167, ча:0.084, того:0.047, тра:0.039
2026-04-13 13:03:55,233 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=11 batch=44/249868 global_step=11 effective_frames=5995 padded_frames=5995 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=726 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:55,265 | INFO | rank=0 | batch_timing epoch=1 batch=44/249868 global_step=11 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1498 max_feature_frames=1498 target_tokens=170
2026-04-13 13:03:59,496 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=12 batch=48/249868 global_step=12 effective_frames=5994 padded_frames=5994 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=689 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:03:59,525 | INFO | rank=0 | batch_timing epoch=1 batch=48/249868 global_step=12 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=191
2026-04-13 13:04:03,846 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=13 batch=52/249868 global_step=13 effective_frames=5994 padded_frames=5994 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=708 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:03,879 | INFO | rank=0 | batch_timing epoch=1 batch=52/249868 global_step=13 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1499 max_feature_frames=1499 target_tokens=180
2026-04-13 13:04:08,243 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=14 batch=56/249868 global_step=14 effective_frames=5993 padded_frames=5993 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=693 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:08,273 | INFO | rank=0 | batch_timing epoch=1 batch=56/249868 global_step=14 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1498 max_feature_frames=1498 target_tokens=165
2026-04-13 13:04:12,592 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=15 batch=60/249868 global_step=15 effective_frames=5993 padded_frames=5993 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=714 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:12,622 | INFO | rank=0 | batch_timing epoch=1 batch=60/249868 global_step=15 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1498 max_feature_frames=1498 target_tokens=206
2026-04-13 13:04:17,211 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=16 batch=64/249868 global_step=16 effective_frames=5992 padded_frames=5992 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=724 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:17,239 | INFO | rank=0 | batch_timing epoch=1 batch=64/249868 global_step=16 data_wait=0.0s step_compute=1.7s batch_size=1 effective_frames=1498 max_feature_frames=1498 target_tokens=194
2026-04-13 13:04:21,744 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=17 batch=68/249868 global_step=17 effective_frames=5992 padded_frames=5992 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=783 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:21,776 | INFO | rank=0 | batch_timing epoch=1 batch=68/249868 global_step=17 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1498 max_feature_frames=1498 target_tokens=185
2026-04-13 13:04:30,048 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=18 batch=72/249868 global_step=18 effective_frames=5992 padded_frames=5992 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=762 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:30,080 | INFO | rank=0 | batch_timing epoch=1 batch=72/249868 global_step=18 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1498 max_feature_frames=1498 target_tokens=205
2026-04-13 13:04:34,429 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=19 batch=76/249868 global_step=19 effective_frames=5988 padded_frames=5988 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=583 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:34,462 | INFO | rank=0 | batch_timing epoch=1 batch=76/249868 global_step=19 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1497 max_feature_frames=1497 target_tokens=171
2026-04-13 13:04:38,872 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=20 batch=80/249868 global_step=20 effective_frames=5988 padded_frames=5988 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=621 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:38,904 | INFO | rank=0 | batch_timing epoch=1 batch=80/249868 global_step=20 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1497 max_feature_frames=1497 target_tokens=162
2026-04-13 13:04:38,920 | INFO | rank=0 | epoch=1 step=80/249868 global_step=20 train_loss=23.6932 train_main_ctc_loss=23.6932 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=2.00 grad_norm=69.6539 max_feature_frames=1497 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0135 train_target_tokens_per_frame=0.2163 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2737 train_avg_top_logit=2.1041 train_avg_top2_margin=0.2764 train_avg_blank_nonblank_margin=-2.3818 train_avg_entropy=6.0240 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.0939 train_nonblank_weight_grad_norm_mean=0.3863 train_blank_bias_grad=-0.1843 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0059 train_encoder_std=1.1360 train_encoder_token_l2_norm=36.2271 cpu_rss=2.0GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.12059e-08
2026-04-13 13:04:40,382 | INFO | rank=0 | train preview ref='І бачимо також учнів, які пливуть у човні, і Господь, який супроводжує. Є поруч своїх учнів, поруч із тими, кого вибр...' hyp_greedy='–сти іt іξ і чича До переξтрасча вели ітраціча того своїс ісці два переча тес свої те без і тогоча ірус ітра і без– і...' hyp_beam='–сти іξ іс і чиξ іξ іξ і пере До переξтрасча вели і те іціча того своїс ісці два переча своїс своїце без іди тогоча і...' avg_output_frames=749.0 avg_target_tokens=162.0 top_tokens=і:0.481, с:0.100, ча:0.071, ξ:0.064, тра:0.047
2026-04-13 13:04:44,753 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=21 batch=84/249868 global_step=21 effective_frames=5988 padded_frames=5988 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=712 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:44,782 | INFO | rank=0 | batch_timing epoch=1 batch=84/249868 global_step=21 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1497 max_feature_frames=1497 target_tokens=173
2026-04-13 13:04:49,183 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=22 batch=88/249868 global_step=22 effective_frames=5988 padded_frames=5988 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=698 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:49,214 | INFO | rank=0 | batch_timing epoch=1 batch=88/249868 global_step=22 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1497 max_feature_frames=1497 target_tokens=169
2026-04-13 13:04:53,624 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=23 batch=92/249868 global_step=23 effective_frames=5988 padded_frames=5988 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=753 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:53,654 | INFO | rank=0 | batch_timing epoch=1 batch=92/249868 global_step=23 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1497 max_feature_frames=1497 target_tokens=195
2026-04-13 13:04:58,036 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=24 batch=96/249868 global_step=24 effective_frames=5987 padded_frames=5987 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=773 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:04:58,070 | INFO | rank=0 | batch_timing epoch=1 batch=96/249868 global_step=24 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1496 max_feature_frames=1496 target_tokens=168
2026-04-13 13:05:02,354 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=25 batch=100/249868 global_step=25 effective_frames=5984 padded_frames=5984 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=623 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:05:02,386 | INFO | rank=0 | batch_timing epoch=1 batch=100/249868 global_step=25 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1496 max_feature_frames=1496 target_tokens=156
2026-04-13 13:05:06,671 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=26 batch=104/249868 global_step=26 effective_frames=5984 padded_frames=5984 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=769 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:05:06,704 | INFO | rank=0 | batch_timing epoch=1 batch=104/249868 global_step=26 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1496 max_feature_frames=1496 target_tokens=203
2026-04-13 13:05:11,039 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=27 batch=108/249868 global_step=27 effective_frames=5984 padded_frames=5984 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=760 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:05:11,070 | INFO | rank=0 | batch_timing epoch=1 batch=108/249868 global_step=27 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1496 max_feature_frames=1496 target_tokens=202
2026-04-13 13:05:15,486 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=28 batch=112/249868 global_step=28 effective_frames=5984 padded_frames=5984 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=764 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:05:15,518 | INFO | rank=0 | batch_timing epoch=1 batch=112/249868 global_step=28 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1496 max_feature_frames=1496 target_tokens=182
2026-04-13 13:05:19,841 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=29 batch=116/249868 global_step=29 effective_frames=5984 padded_frames=5984 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=727 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:05:19,872 | INFO | rank=0 | batch_timing epoch=1 batch=116/249868 global_step=29 data_wait=0.0s step_compute=1.4s batch_size=1 effective_frames=1496 max_feature_frames=1496 target_tokens=180
2026-04-13 13:05:25,396 | INFO | rank=0 | memory_tune epoch=1 optimizer_step=30 batch=120/249868 global_step=30 effective_frames=5980 padded_frames=5980 padding_waste_frames=0 padding_waste_ratio=0.000 target_tokens=622 cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB
2026-04-13 13:05:25,427 | INFO | rank=0 | batch_timing epoch=1 batch=120/249868 global_step=30 data_wait=0.0s step_compute=1.5s batch_size=1 effective_frames=1495 max_feature_frames=1495 target_tokens=171
2026-04-13 13:05:25,443 | INFO | rank=0 | epoch=1 step=120/249868 global_step=30 train_loss=22.4106 train_main_ctc_loss=22.4106 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.99 grad_norm=69.4750 max_feature_frames=1495 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0124 train_target_tokens_per_frame=0.2286 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2781 train_avg_top_logit=2.0214 train_avg_top2_margin=0.2326 train_avg_blank_nonblank_margin=-2.2995 train_avg_entropy=6.0321 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.5288 train_nonblank_weight_grad_norm_mean=0.4049 train_blank_bias_grad=-0.1968 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0072 train_encoder_std=1.1263 train_encoder_token_l2_norm=35.9415 cpu_rss=1.9GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.65421e-08
2026-04-13 13:05:26,975 | INFO | rank=0 | train preview ref='Хочу сказати ще, що спочатку бойових дій було усунено нашими хлопцями, нашими працівниками чотири більше чотири чотир...' hyp_greedy="–сти ісваξко комп може і щобціξсξ До'тра іξ іξ і двас того і два щобстрасχсчагу і теча– іча велиці і тогоці безтрача ..." hyp_beam="стиξ ісξко комп може і щобціξсξ До пере До' ітра іξськоїξ іξ іξ іξ того ісξсχсчагу і теча– іча велиці і тогоці безтра..." avg_output_frames=748.0 avg_target_tokens=171.0 top_tokens=і:0.483, с:0.112, ча:0.070, ξ:0.045, тра:0.044
2026-04-13 13:06:12,239 | INFO | rank=0 | epoch=1 step=160/249868 global_step=40 train_loss=19.2080 train_main_ctc_loss=19.2080 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.99 grad_norm=61.2625 max_feature_frames=1494 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0120 train_target_tokens_per_frame=0.2597 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2784 train_avg_top_logit=1.9813 train_avg_top2_margin=0.2329 train_avg_blank_nonblank_margin=-2.2597 train_avg_entropy=6.0402 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.8516 train_nonblank_weight_grad_norm_mean=0.3242 train_blank_bias_grad=-0.1741 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0049 train_encoder_std=1.0997 train_encoder_token_l2_norm=35.0683 cpu_rss=1.9GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.18782e-08
2026-04-13 13:06:13,777 | INFO | rank=0 | train preview ref='Зрозуміло, дякуємо дуже за відповідь та розмову. Дякую також. Наші глядачі кажуть: дякуємо тобі, наше сонечко, за жит...' hyp_greedy='–ξ і двасчаξча двас о іо тогочаці іс того і компBξгу іс До іξс і дваслю і тес тогоссти іча іξ двас тогоυсча велицеčлю...' hyp_beam='–ξ іξ іξ іξсчаξча двас о іξ і те тогочаці іс того і the компBξгу іс До іξсξ і дваслю і тес тогоссти іча іξ двас тогоυ...' avg_output_frames=747.0 avg_target_tokens=194.0 top_tokens=і:0.424, с:0.116, ξ:0.079, ча:0.070, того:0.028
2026-04-13 13:06:59,060 | INFO | rank=0 | epoch=1 step=200/249868 global_step=50 train_loss=22.1167 train_main_ctc_loss=22.1167 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.99 grad_norm=66.4154 max_feature_frames=1492 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0127 train_target_tokens_per_frame=0.2185 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3177 train_avg_top_logit=2.0375 train_avg_top2_margin=0.2668 train_avg_blank_nonblank_margin=-2.3592 train_avg_entropy=6.0483 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.4154 train_nonblank_weight_grad_norm_mean=0.3492 train_blank_bias_grad=-0.1943 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0004 train_encoder_std=1.1183 train_encoder_token_l2_norm=35.6567 cpu_rss=1.7GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.72144e-08
2026-04-13 13:07:00,529 | INFO | rank=0 | train preview ref='І намагаються самі повторювати якісь слова. Наприклад, записували відео привітання, коли я почала у них працювати. Це...' hyp_greedy='–сти іt іс істра буде о Україничаці і двас і щобстра людей істи ісχці без теча велича істра ітра і тогочастиοč іξ і щ...' hyp_beam='сти іξ істи іс і двастра будетра Україничавиці і двас іξстра пере людей о іс іξ ісχці без теча велича іцітра те ітра ...' avg_output_frames=746.0 avg_target_tokens=163.0 top_tokens=і:0.532, с:0.102, ча:0.040, тра:0.040, два:0.029
2026-04-13 13:07:45,987 | INFO | rank=0 | epoch=1 step=240/249868 global_step=60 train_loss=27.0597 train_main_ctc_loss=27.0597 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.99 grad_norm=322.7285 max_feature_frames=1490 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0129 train_target_tokens_per_frame=0.1517 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3208 train_avg_top_logit=2.0725 train_avg_top2_margin=0.2738 train_avg_blank_nonblank_margin=-2.3946 train_avg_entropy=6.0134 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=6.7518 train_nonblank_weight_grad_norm_mean=1.4802 train_blank_bias_grad=-0.2540 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0008 train_encoder_std=1.1521 train_encoder_token_l2_norm=36.7573 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.25505e-08
2026-04-13 13:07:47,327 | INFO | rank=0 | train preview ref='Весь світ знав. І готель був закритий, але власник вийшов, і це цікава, дуже одна особа. І, мабуть, ви її знаєте. І в...' hyp_greedy='– іξ і двасгус і щобс двасt теча істрара і о і того істи і двас– ісгу пере ісдивер і чича і пере без і щоб двадитраď ...' hyp_beam='–сти іξ іξ і двасгусається і щобс двасt теча іс двастрара іξ іξ і пере іξ і того істи і перести іξ іξ і двас– ічагу п...' avg_output_frames=745.0 avg_target_tokens=113.0 top_tokens=і:0.608, с:0.066, ча:0.042, два:0.034, сти:0.031
2026-04-13 13:08:32,834 | INFO | rank=0 | epoch=1 step=280/249868 global_step=70 train_loss=19.6721 train_main_ctc_loss=19.6721 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.99 grad_norm=71.3866 max_feature_frames=1490 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0123 train_target_tokens_per_frame=0.2497 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2765 train_avg_top_logit=2.0081 train_avg_top2_margin=0.2617 train_avg_blank_nonblank_margin=-2.2765 train_avg_entropy=6.0564 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.6776 train_nonblank_weight_grad_norm_mean=0.3016 train_blank_bias_grad=-0.1782 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0029 train_encoder_std=1.0894 train_encoder_token_l2_norm=34.7555 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.78867e-08
2026-04-13 13:08:34,349 | INFO | rank=0 | train preview ref='Будуть будуть після цих подій точно робити аналітику, але знаєте, як в одній там змішалися і коні люди тут і в прямом...' hyp_greedy='чаξ і чича просто і те– і всі і чичаціча те ісстис те іцістра іча ісмча о ісξ іс–ξчао вели іс тогоча іс ітра іξ Достр...' hyp_beam='чаξ іξ іці іча просточа те– і всі і чичаціча те ісстис те іцістра іча ісмча о ісξ іс–ξчао вели іс тогоча іс ітра іξ Д...' avg_output_frames=745.0 avg_target_tokens=186.0 top_tokens=і:0.466, с:0.132, ча:0.067, ξ:0.043, тра:0.036
2026-04-13 13:09:19,952 | INFO | rank=0 | epoch=1 step=320/249868 global_step=80 train_loss=20.4843 train_main_ctc_loss=20.4843 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.98 grad_norm=61.4249 max_feature_frames=1488 train_avg_blank_prob=0.0014 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0126 train_target_tokens_per_frame=0.2231 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2191 train_avg_top_logit=2.0215 train_avg_top2_margin=0.2325 train_avg_blank_nonblank_margin=-2.2366 train_avg_entropy=6.0215 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.1488 train_nonblank_weight_grad_norm_mean=0.3212 train_blank_bias_grad=-0.1929 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0073 train_encoder_std=1.1078 train_encoder_token_l2_norm=35.2984 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.32228e-08
2026-04-13 13:09:21,470 | INFO | rank=0 | train preview ref='Без зміни злочинного режиму Російської Федерації досягнути всікого миру на європейському континенті не може бути, тоб...' hyp_greedy='стиξ іξ і своїчагус іξ іξ іξ іξ іξ іξ і двас людейt своїстра ісξс іξкотрасів тесча просто ісξстрас чи і двасξсстиč іц...' hyp_beam='стиξ іξ іξ іξ і чичагус ісξ іξ іξ іξ іξ іξ іξ іс пересt своїстра ісξсξ ітрасівсча іс істрас чи і два ісξссти іč іξці ...' avg_output_frames=744.0 avg_target_tokens=166.0 top_tokens=і:0.347, с:0.179, ξ:0.091, ці:0.044, ча:0.040
2026-04-13 13:10:07,486 | INFO | rank=0 | epoch=1 step=360/249868 global_step=90 train_loss=19.4286 train_main_ctc_loss=19.4286 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.98 grad_norm=70.4703 max_feature_frames=1486 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0116 train_target_tokens_per_frame=0.2557 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2450 train_avg_top_logit=1.9273 train_avg_top2_margin=0.2207 train_avg_blank_nonblank_margin=-2.1750 train_avg_entropy=6.0296 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.5086 train_nonblank_weight_grad_norm_mean=0.3336 train_blank_bias_grad=-0.1699 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0064 train_encoder_std=1.0669 train_encoder_token_l2_norm=33.9925 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.8559e-08
2026-04-13 13:10:09,022 | INFO | rank=0 | train preview ref='В умовах втрати будь-якої переконали погроз конвенційної ескалації, тобто в умовах браку цього інструментарію, в умов...' hyp_greedy='–ξціξс іці–ці іč прис тогоцітраξ те іці два тедус просто те ітра іξці іξ іξ ічач Ко ічаці іс Якщосгускці іці іцімс те...' hyp_beam='–ціξ іці два іč прис тогоцітраξ те іці два тес просто те ітра іξці іс іξ іці і двачач людей ічаχці іс Якщосгускці іці...' avg_output_frames=743.0 avg_target_tokens=190.0 top_tokens=і:0.367, с:0.163, ці:0.082, ча:0.057, ξ:0.054
2026-04-13 13:10:54,400 | INFO | rank=0 | epoch=1 step=400/249868 global_step=100 train_loss=22.5999 train_main_ctc_loss=22.5999 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.98 grad_norm=78.7255 max_feature_frames=1484 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0129 train_target_tokens_per_frame=0.2035 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2588 train_avg_top_logit=2.0485 train_avg_top2_margin=0.2547 train_avg_blank_nonblank_margin=-2.3073 train_avg_entropy=6.0377 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.9970 train_nonblank_weight_grad_norm_mean=0.4072 train_blank_bias_grad=-0.1808 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0065 train_encoder_std=1.1241 train_encoder_token_l2_norm=35.8601 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.38951e-08
2026-04-13 13:10:56,003 | INFO | rank=0 | train preview ref="Я за нього дізнавалася у хлопців, які іноді, хоча б там кілька разів на тиждень, виходили на зв'язок, і вони мені кор..." hyp_greedy='сти і того іс До ісаєтьсяξчаξ ісча своїстраце переціξтраRча іξсти і світ іξцівича те іξ-с особď іціце істи іди іча лю...' hyp_beam='сти істи іці іξс До ісаєтьсяξчаξ ісча свої пересівце переціξтраRча іξстиξ і два світ ісцівича те іξ-с особď іціце іст...' avg_output_frames=742.0 avg_target_tokens=151.0 top_tokens=і:0.481, с:0.120, ча:0.066, ξ:0.065, тра:0.039
2026-04-13 13:11:41,334 | INFO | rank=0 | epoch=1 step=440/249868 global_step=110 train_loss=22.5012 train_main_ctc_loss=22.5012 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.98 grad_norm=79.2146 max_feature_frames=1483 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0138 train_target_tokens_per_frame=0.2251 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2318 train_avg_top_logit=2.1348 train_avg_top2_margin=0.2830 train_avg_blank_nonblank_margin=-2.3612 train_avg_entropy=5.9946 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.9239 train_nonblank_weight_grad_norm_mean=0.3992 train_blank_bias_grad=-0.1780 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0067 train_encoder_std=1.1483 train_encoder_token_l2_norm=36.6359 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.92313e-08
2026-04-13 13:11:42,845 | INFO | rank=0 | train preview ref='Доброго дня, шановні наші підписники. Сьогодні ми продовжуємо цикл наших передач, там, де ми розказуємо про те, як ми...' hyp_greedy='стиξ іξ імчаξча чичаговорчаξ і теіво іč велисξ без двасt ісівціčt ісοняча тестраčс тестра і те людейтра істи і двас і...' hyp_beam='стиξ іξ іці щобчаξча чичаговорчаξ і щобіво іξ пересξ без двасt ісівціčt ісοняча тестраčс тестра і те людейтра істи іξ...' avg_output_frames=742.0 avg_target_tokens=167.0 top_tokens=і:0.454, с:0.112, ча:0.069, тра:0.047, ξ:0.043
2026-04-13 13:12:28,433 | INFO | rank=0 | epoch=1 step=480/249868 global_step=120 train_loss=20.5092 train_main_ctc_loss=20.5092 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.97 grad_norm=74.9526 max_feature_frames=1481 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0126 train_target_tokens_per_frame=0.2335 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2605 train_avg_top_logit=2.0189 train_avg_top2_margin=0.2618 train_avg_blank_nonblank_margin=-2.2780 train_avg_entropy=6.0459 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.5690 train_nonblank_weight_grad_norm_mean=0.3540 train_blank_bias_grad=-0.1671 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0023 train_encoder_std=1.1028 train_encoder_token_l2_norm=35.1684 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.45674e-08
2026-04-13 13:12:29,979 | INFO | rank=0 | train preview ref='Я розумію, що самостійно дуже складно собі на оці крошки розбити. Ну і взагалі, тобто це хтось має прокласти цю мапу ...' hyp_greedy='стиξсξ іξ істраξгу іξ іс тогоча двас людейt іс того істи theсти два і два і двастрас людейξс іο іоχ і the– іξгу і щоб...' hyp_beam='стиξ іξ іξ іξсівξ іξ іξ іξ іξ ісțча двас людейt іξ того іс іξ іξ іξ іξ і двастрас людейξčс іο іоχ і the– іξгу і щобξ ...' avg_output_frames=741.0 avg_target_tokens=173.0 top_tokens=і:0.483, с:0.116, ξ:0.062, ча:0.055, тра:0.046
2026-04-13 13:13:15,276 | INFO | rank=0 | epoch=1 step=520/249868 global_step=130 train_loss=20.2588 train_main_ctc_loss=20.2588 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.97 grad_norm=67.6642 max_feature_frames=1479 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0131 train_target_tokens_per_frame=0.2257 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2770 train_avg_top_logit=2.0757 train_avg_top2_margin=0.2662 train_avg_blank_nonblank_margin=-2.3459 train_avg_entropy=6.0108 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.0290 train_nonblank_weight_grad_norm_mean=0.3894 train_blank_bias_grad=-0.1860 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0043 train_encoder_std=1.1314 train_encoder_token_l2_norm=36.0708 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.99036e-08
2026-04-13 13:13:16,700 | INFO | rank=0 | train preview ref='Різноманітні комунікації і споруди довкола Мелітополя заріз за різними оцінками. Декілька кілоборони вони збудували т...' hyp_greedy='– іс іціс і чисмстраυсів і тес о ісці іцічастиξ переча–сt і теξ До України теďtці істи іt і чис ітрас велисча– ічапов...' hyp_beam='– іξ іξс і чисівмстраυсів і тес о ісці іцічастиξ переча–сt і теξ До України теďtці істи істиt і чис ітрас велисча–муч...' avg_output_frames=740.0 avg_target_tokens=167.0 top_tokens=і:0.505, с:0.128, ча:0.059, ξ:0.034, тра:0.034
2026-04-13 13:14:02,740 | INFO | rank=0 | epoch=1 step=560/249868 global_step=140 train_loss=22.4818 train_main_ctc_loss=22.4818 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.97 grad_norm=80.0800 max_feature_frames=1478 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0118 train_target_tokens_per_frame=0.2436 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.4493 train_avg_top_logit=1.9919 train_avg_top2_margin=0.2530 train_avg_blank_nonblank_margin=-2.4357 train_avg_entropy=6.0189 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.8405 train_nonblank_weight_grad_norm_mean=0.4047 train_blank_bias_grad=-0.1699 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=0.0002 train_encoder_std=1.1474 train_encoder_token_l2_norm=36.6047 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.52397e-08
2026-04-13 13:14:04,134 | INFO | rank=0 | train preview ref='Которые первые приезжали, они даже если не доедали, они не начинали, приносили обратно, говорит. Это другим людям, ко...' hyp_greedy='сти ісча велисціслю іс вели і дваčлю істра переце Коце своїξгу ісξ і двас того Ко ітра ічавер ісчалю іслю ісча того і...' hyp_beam='сти ісча велисціслю іξс вели і дваčлю істра переце Коце своїξгу ітра ісξ і два іξ і двас того Ко ітра ічавер і о ісча...' avg_output_frames=739.0 avg_target_tokens=180.0 top_tokens=і:0.671, ча:0.092, с:0.061, того:0.049, о:0.018
2026-04-13 13:14:50,402 | INFO | rank=0 | epoch=1 step=600/249868 global_step=150 train_loss=20.9748 train_main_ctc_loss=20.9748 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.97 grad_norm=72.2239 max_feature_frames=1476 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0131 train_target_tokens_per_frame=0.2168 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3022 train_avg_top_logit=2.0705 train_avg_top2_margin=0.2981 train_avg_blank_nonblank_margin=-2.3740 train_avg_entropy=6.0271 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.9259 train_nonblank_weight_grad_norm_mean=0.4119 train_blank_bias_grad=-0.1743 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0021 train_encoder_std=1.1149 train_encoder_token_l2_norm=35.5651 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.05759e-08
2026-04-13 13:14:51,762 | INFO | rank=0 | train preview ref="У нас було все гарно. Ми вакцинувалися всією сім'єю. Ми вирішили разом. Така була нагода, і в нас була мета. Я вже зр..." hyp_greedy='–сти і при істраč іцічаці іці і двадусгу ісча Українис ісχ істра і два безтрача теďтра їхці перетраці ітрас і дваціčt...' hyp_beam='–сти іці іці іξстраč і чичаці іξ іці і двацісгу і щобча Українис ісχ іс істра і щоб безтрача теďтра їхці перетраці іт...' avg_output_frames=738.0 avg_target_tokens=160.0 top_tokens=і:0.564, с:0.104, тра:0.054, ча:0.049, ці:0.026
2026-04-13 13:15:36,952 | INFO | rank=0 | epoch=1 step=640/249868 global_step=160 train_loss=19.3775 train_main_ctc_loss=19.3775 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.97 grad_norm=109.1962 max_feature_frames=1475 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0129 train_target_tokens_per_frame=0.2480 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2236 train_avg_top_logit=2.0596 train_avg_top2_margin=0.2588 train_avg_blank_nonblank_margin=-2.2764 train_avg_entropy=6.0271 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.8953 train_nonblank_weight_grad_norm_mean=0.7043 train_blank_bias_grad=-0.1805 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0057 train_encoder_std=1.1096 train_encoder_token_l2_norm=35.3890 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.5912e-08
2026-04-13 13:15:38,345 | INFO | rank=0 | train preview ref='Дуже складна, тому що ворог включив артилерію, зараз дуже сильно поливають артилерію наші всі позиції, не контролюють...' hyp_greedy='–ξ ізачацісгуξ чиξ теξтрача тестра іс всіча іξсξ іξ іξс іξ і два безξс іξча і сам двас те ітра і дваξ велича тетра іξ...' hyp_beam='–ξ іξ іξчацідигуξ чиξ теξтрача тестра і теча всіча іξсξ іξ іξс іξ іξ і два безξс іξча і сам двача те і пере ітра і дв...' avg_output_frames=738.0 avg_target_tokens=183.0 top_tokens=і:0.457, с:0.131, ξ:0.066, ча:0.060, тра:0.038
2026-04-13 13:16:24,835 | INFO | rank=0 | epoch=1 step=680/249868 global_step=170 train_loss=22.2645 train_main_ctc_loss=22.2645 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.96 grad_norm=89.8039 max_feature_frames=1473 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0135 train_target_tokens_per_frame=0.2157 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2890 train_avg_top_logit=2.1058 train_avg_top2_margin=0.3080 train_avg_blank_nonblank_margin=-2.3989 train_avg_entropy=6.0353 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.5335 train_nonblank_weight_grad_norm_mean=0.3980 train_blank_bias_grad=-0.1664 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0029 train_encoder_std=1.1193 train_encoder_token_l2_norm=35.7144 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.12482e-08
2026-04-13 13:16:26,149 | INFO | rank=0 | train preview ref='Раніше, колись років - назад, проходили такі слухання, але громадські села згоду на затоплення не давала. І от тому м...' hyp_greedy='– істрасοčально ісціξ ітрача ісξ і двача велича о пере без іс оально іčt своїс ісів Дос Доці і те іс простосξчатра іт...' hyp_beam='– іс іс пересοčально іξсξ ітрача ісξ іξ іξ іξ і двас велича о пере без іс переально іčt своїс те і всі ісів Дос Доці ...' avg_output_frames=737.0 avg_target_tokens=159.0 top_tokens=і:0.579, с:0.096, ча:0.066, тра:0.028, ξ:0.023
2026-04-13 13:17:10,255 | INFO | rank=0 | epoch=1 step=720/249868 global_step=180 train_loss=22.6093 train_main_ctc_loss=22.6093 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.96 grad_norm=74.6952 max_feature_frames=1471 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0146 train_target_tokens_per_frame=0.2255 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2595 train_avg_top_logit=2.1848 train_avg_top2_margin=0.3397 train_avg_blank_nonblank_margin=-2.4348 train_avg_entropy=6.0000 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.4723 train_nonblank_weight_grad_norm_mean=0.4043 train_blank_bias_grad=-0.1569 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0039 train_encoder_std=1.1442 train_encoder_token_l2_norm=36.4840 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.65843e-08
2026-04-13 13:17:11,726 | INFO | rank=0 | train preview ref="Промінь, і він веде, веде за собою, а йому треба йти за ним. Обов'язково заради всіх, рятунок прийде, він врятує. Ног..." hyp_greedy='–ξс іс просто тогосtс іціце своїс іцісгу ігу іξ і двасальногу Ко те theгу і щобс До і щоб людейξ іча своїко До і До і...' hyp_beam='–ξс ісξсξсtсається і того іціце своїс іцісгу і тегу іξ іξ і двасальногу Ко те theгу і щобс До і щоб людейξ іча своїко...' avg_output_frames=736.0 avg_target_tokens=166.0 top_tokens=і:0.543, с:0.111, ча:0.050, ξ:0.030, тра:0.024
2026-04-13 13:17:58,030 | INFO | rank=0 | epoch=1 step=760/249868 global_step=190 train_loss=27.3409 train_main_ctc_loss=27.3409 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.96 grad_norm=85.6551 max_feature_frames=1469 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0133 train_target_tokens_per_frame=0.2000 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3837 train_avg_top_logit=2.1116 train_avg_top2_margin=0.3320 train_avg_blank_nonblank_margin=-2.4925 train_avg_entropy=6.0082 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.2709 train_nonblank_weight_grad_norm_mean=0.5180 train_blank_bias_grad=-0.1816 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=0.0021 train_encoder_std=1.1613 train_encoder_token_l2_norm=37.0428 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.0192e-07
2026-04-13 13:17:59,363 | INFO | rank=0 | train preview ref='З такою класною людиною і дуже хочеться побачити ще раз Радика на Україні, то ми запрошуємо його. Як тільки приїдемо,...' hyp_greedy='сти ісξс тогочаχко ісці ітраč і теоχ ічатра їх вели і щобчаďгу ісча всічагу іс іс величастикотра іξ того іс того іс і...' hyp_beam='стиξ іс іс тогочаχко ісці ітраč і теоχко ічатра їх вели і щобчаďгу ісча всічагу і двас іс величастикотра ітра іξ того...' avg_output_frames=735.0 avg_target_tokens=147.0 top_tokens=і:0.724, ча:0.088, с:0.049, того:0.023, о:0.015
2026-04-13 13:18:44,255 | INFO | rank=0 | epoch=1 step=800/249868 global_step=200 train_loss=20.5064 train_main_ctc_loss=20.5064 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.96 grad_norm=56.3075 max_feature_frames=1468 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0138 train_target_tokens_per_frame=0.2520 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2343 train_avg_top_logit=2.1144 train_avg_top2_margin=0.3106 train_avg_blank_nonblank_margin=-2.3542 train_avg_entropy=6.0163 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.0185 train_nonblank_weight_grad_norm_mean=0.3145 train_blank_bias_grad=-0.1864 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0045 train_encoder_std=1.1182 train_encoder_token_l2_norm=35.6789 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.07257e-07
2026-04-13 13:18:45,628 | INFO | rank=0 | train preview ref='Більш емоційними. Напишіть, будь ласка, в коментарях, чи сподобались вам ці переходи. Напишіть, якщо ви їх спробували...' hyp_greedy="' ісів іча своїt іč і Якщос тогос іυ іостра і людейтра істи і тестра перестраčt ічам Ко іξці людейξ о і–ξ ісχυ людейг..." hyp_beam="'сти іці іці іξ іξ іξ іξ ісів іс іξ іξ іξ іча свої іč іξс тогос те іυ іостра і людейтра істи іξстра перестраčt ічам К..." avg_output_frames=734.0 avg_target_tokens=185.0 top_tokens=і:0.548, с:0.080, тра:0.054, ча:0.046, ξ:0.045
2026-04-13 13:19:31,417 | INFO | rank=0 | epoch=1 step=840/249868 global_step=210 train_loss=19.1001 train_main_ctc_loss=19.1001 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.96 grad_norm=60.2984 max_feature_frames=1467 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0125 train_target_tokens_per_frame=0.2684 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2916 train_avg_top_logit=2.0163 train_avg_top2_margin=0.2548 train_avg_blank_nonblank_margin=-2.3106 train_avg_entropy=6.0163 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.7148 train_nonblank_weight_grad_norm_mean=0.3221 train_blank_bias_grad=-0.1740 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0038 train_encoder_std=1.0957 train_encoder_token_l2_norm=34.9452 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.12593e-07
2026-04-13 13:19:32,981 | INFO | rank=0 | train preview ref='Від сьогодні Помазан та Ільчина вісім днів готуватимуться до Паралімпіади двадцять двадцять разом із партнерами по ле...' hyp_greedy='–сти іціссти іча те щобча і тогосчаξча теслю іξс велисчатрас Доυс і тес того іссти іξčтра іс о іссти і двассти ісč о ...' hyp_beam='сти іціссти іча те щобча і тогосчаξча теслю ісξс велисчатрас Доυс і тес того іссти іξčтра іс о іссти і двассти ісč о ...' avg_output_frames=734.0 avg_target_tokens=197.0 top_tokens=і:0.446, с:0.151, ча:0.082, те:0.038, ξ:0.034
2026-04-13 13:20:17,908 | INFO | rank=0 | epoch=1 step=880/249868 global_step=220 train_loss=19.4829 train_main_ctc_loss=19.4829 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.95 grad_norm=76.4981 max_feature_frames=1465 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0134 train_target_tokens_per_frame=0.2442 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2196 train_avg_top_logit=2.0955 train_avg_top2_margin=0.3029 train_avg_blank_nonblank_margin=-2.3138 train_avg_entropy=6.0246 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.3010 train_nonblank_weight_grad_norm_mean=0.3466 train_blank_bias_grad=-0.1578 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0059 train_encoder_std=1.1131 train_encoder_token_l2_norm=35.5120 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.17929e-07
2026-04-13 13:20:19,416 | INFO | rank=0 | train preview ref="Відповідно, сьогодні Львів перший час за дев'ять років війни був без світла практично всю ніч. З вечора запрацювали в..." hyp_greedy='– і двасстича тес тогоціссти і тесξ ісξ чисається ісчамча тессти іці і двацеt іξ іс іξ ісгусč о ісξтраč іс До і theгу...' hyp_beam='–ξ іξ і двасстича тес тогоціссти і тесξ ісξ чисається ісчамча тессти іці і двацеt іце ісξ іс іс іξ іξ іξ і два ісгусč...' avg_output_frames=733.0 avg_target_tokens=179.0 top_tokens=і:0.516, с:0.127, ча:0.067, ξ:0.042, тра:0.026
2026-04-13 13:21:04,988 | INFO | rank=0 | epoch=1 step=920/249868 global_step=230 train_loss=20.0323 train_main_ctc_loss=20.0323 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.95 grad_norm=67.9051 max_feature_frames=1463 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0142 train_target_tokens_per_frame=0.2404 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2541 train_avg_top_logit=2.1421 train_avg_top2_margin=0.3169 train_avg_blank_nonblank_margin=-2.3934 train_avg_entropy=6.0328 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.5238 train_nonblank_weight_grad_norm_mean=0.3570 train_blank_bias_grad=-0.1634 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0041 train_encoder_std=1.1310 train_encoder_token_l2_norm=36.0109 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.23265e-07
2026-04-13 13:21:06,263 | INFO | rank=0 | train preview ref='В основному це кадрові військові російської армії є підрозділи Вагнера. Тобто, в російській армії є як ну так зване м...' hyp_greedy='– і дваξ ісξсівм іцесχс того іціďгу іціξгуξMча тогоυлю ісο і пере людей ісчацісο іс просто людей о і переčξчаціко іці...' hyp_beam='сти іξ іці іξ іξ іξ і дваξ ісξсм іцесχціс того іціďгу іціξгуξM держав тогоυлю ісο і пере людей ісчацісο ісча просто л...' avg_output_frames=732.0 avg_target_tokens=176.0 top_tokens=і:0.542, с:0.143, ча:0.041, ці:0.031, ξ:0.029
2026-04-13 13:21:52,712 | INFO | rank=0 | epoch=1 step=960/249868 global_step=240 train_loss=18.4517 train_main_ctc_loss=18.4517 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.95 grad_norm=74.8406 max_feature_frames=1462 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0139 train_target_tokens_per_frame=0.2558 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2996 train_avg_top_logit=2.1231 train_avg_top2_margin=0.3160 train_avg_blank_nonblank_margin=-2.4186 train_avg_entropy=6.0410 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.5141 train_nonblank_weight_grad_norm_mean=0.3144 train_blank_bias_grad=-0.1286 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0025 train_encoder_std=1.1188 train_encoder_token_l2_norm=35.6719 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.28601e-07
2026-04-13 13:21:54,055 | INFO | rank=0 | train preview ref='Курси самозахисту почали проводитись лютого року, говорить тренерка Юлія. В нас приходять всі бажаючі, хто хоче хто х...' hyp_greedy='–сти іс іс і двачаціο іč іс оυча тогосча очатра і те іс всічагу ісча велис тогочатра ісυ theлю іс ілю і тогоча іυслю ...' hyp_beam='стиξ іс іс іξ іс іс ісчаο іč іс оυча тогосча очатра і те ілю іс всічагу ісча велис тогочатра ітра іс theлю і те ілю і...' avg_output_frames=731.0 avg_target_tokens=187.0 top_tokens=і:0.616, ча:0.098, с:0.097, тра:0.027, того:0.026
2026-04-13 13:22:39,488 | INFO | rank=0 | epoch=1 step=1000/249868 global_step=250 train_loss=19.2903 train_main_ctc_loss=19.2903 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.95 grad_norm=53.7624 max_feature_frames=1460 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0137 train_target_tokens_per_frame=0.2384 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3726 train_avg_top_logit=2.1370 train_avg_top2_margin=0.3192 train_avg_blank_nonblank_margin=-2.5096 train_avg_entropy=6.0055 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.7868 train_nonblank_weight_grad_norm_mean=0.3312 train_blank_bias_grad=-0.1702 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=0.0040 train_encoder_std=1.1561 train_encoder_token_l2_norm=36.8888 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.33937e-07
2026-04-13 13:22:40,760 | INFO | rank=0 | train preview ref='Приймали працівники музею подарунки у виставковій залі, присвячені подіям української революції -го -го років. А післ...' hyp_greedy='сти іс іс ітра і пере людейтра ітра іс велиďстиціцестрасчатра ісча двасгу пере іс тогочаξці іtс те і того істрас ітра...' hyp_beam='стиξ іс іξс ітра і того людейтра ітра іξс велиďстиціцестрасчатра ісча двасгу пере іс тогочаξці іtс те і того істрас і...' avg_output_frames=730.0 avg_target_tokens=174.0 top_tokens=і:0.704, с:0.073, ча:0.060, того:0.023, сти:0.022
2026-04-13 13:23:26,300 | INFO | rank=0 | epoch=1 step=1040/249868 global_step=260 train_loss=19.3143 train_main_ctc_loss=19.3143 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.94 grad_norm=71.8929 max_feature_frames=1458 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0149 train_target_tokens_per_frame=0.2689 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2263 train_avg_top_logit=2.1948 train_avg_top2_margin=0.3567 train_avg_blank_nonblank_margin=-2.4252 train_avg_entropy=6.0137 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.6906 train_nonblank_weight_grad_norm_mean=0.3323 train_blank_bias_grad=-0.1367 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0032 train_encoder_std=1.1326 train_encoder_token_l2_norm=36.1254 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.39274e-07
2026-04-13 13:23:27,709 | INFO | rank=0 | train preview ref='З цих людей, хто на своєму рівні дійсно захищає свої громади, кому може довіритись і до кого приходять допомогу, хто ...' hyp_greedy='– ісξс щобціďтравиξ іці пере інячаально і те і– ісівξ двару велиуєсча іс своїці без своїс іча о іč іівχ іс До митра і...' hyp_beam='– іс іс і щобďтравиξ іціξ інячаально іξ і те і– ісівξ двару велиуєсча іс своїці без своїс іча о іč іівχ ісча До митра...' avg_output_frames=729.0 avg_target_tokens=196.0 top_tokens=і:0.557, с:0.114, ча:0.051, ξ:0.034, тра:0.034
2026-04-13 13:24:12,925 | INFO | rank=0 | epoch=1 step=1080/249868 global_step=270 train_loss=18.4173 train_main_ctc_loss=18.4173 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.94 grad_norm=70.2849 max_feature_frames=1457 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0146 train_target_tokens_per_frame=0.2730 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2730 train_avg_top_logit=2.1728 train_avg_top2_margin=0.3621 train_avg_blank_nonblank_margin=-2.4472 train_avg_entropy=6.0137 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.6836 train_nonblank_weight_grad_norm_mean=0.3198 train_blank_bias_grad=-0.1377 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0005 train_encoder_std=1.1177 train_encoder_token_l2_norm=35.6599 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.4461e-07
2026-04-13 13:24:14,220 | INFO | rank=0 | train preview ref='Ви кажете, що не всім охочим надзвичайникам і прикордонникам Файзера вистачило, так? Чи очікуєте подальших поставок Ф...' hyp_greedy="стиξ іцістра іξ оξгу ігу і'ξ ісгу і двавиč оча іξс іξ своїс ісм іс два перетра іξ о істрас Доdтра іс ітрачаξс чича вс..." hyp_beam='сти іξ істра іξ оξгу Ко ігу іξ ісгу і двавиč оча чи ісча іξ своїс іА ісм іс два перетра іξ о істрас Доdтра іс ітрачаξ...' avg_output_frames=729.0 avg_target_tokens=199.0 top_tokens=і:0.632, с:0.111, ча:0.058, ξ:0.033, тра:0.026
2026-04-13 13:24:58,954 | INFO | rank=0 | epoch=1 step=1120/249868 global_step=280 train_loss=20.4293 train_main_ctc_loss=20.4293 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.94 grad_norm=70.1724 max_feature_frames=1455 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0163 train_target_tokens_per_frame=0.2294 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2527 train_avg_top_logit=2.2857 train_avg_top2_margin=0.3984 train_avg_blank_nonblank_margin=-2.5275 train_avg_entropy=6.0220 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.9162 train_nonblank_weight_grad_norm_mean=0.3582 train_blank_bias_grad=-0.1396 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0033 train_encoder_std=1.1393 train_encoder_token_l2_norm=36.3327 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.49946e-07
2026-04-13 13:25:00,231 | INFO | rank=0 | train preview ref='Цей ефект алегорічно можна застосувати і відносно людей. Це про те, що оточення може тягнути нас вниз, заважати розви...' hyp_greedy="' іс Якщо пере іξс Якщосξ те іці ігу ісчаξс іξ іс вели іс тогочаtстра і двачатраč ісč і перетра ітра іслю і тес всіс ..." hyp_beam="' іс іс Якщо пере іξсξсξ те іξ іξ ісчас іοξ іс вели іс тогочаtстра іξ і двачатраč те іξча і перетра ітра істи іслю і ..." avg_output_frames=728.0 avg_target_tokens=167.0 top_tokens=і:0.640, с:0.092, ча:0.077, тра:0.036, гу:0.023
2026-04-13 13:25:45,452 | INFO | rank=0 | epoch=1 step=1160/249868 global_step=290 train_loss=23.6302 train_main_ctc_loss=23.6302 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.94 grad_norm=94.5771 max_feature_frames=1453 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.1939 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2916 train_avg_top_logit=2.2558 train_avg_top2_margin=0.4264 train_avg_blank_nonblank_margin=-2.5420 train_avg_entropy=6.0303 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.4375 train_nonblank_weight_grad_norm_mean=0.5766 train_blank_bias_grad=-0.1461 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0005 train_encoder_std=1.1289 train_encoder_token_l2_norm=36.0071 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.55282e-07
2026-04-13 13:25:46,652 | INFO | rank=0 | train preview ref='Ми їх гонимо від себе, ну щоб вони, ну а якщо б хоч одна корова наступила б на цю розтяжку, вони в такій дистанції ст...' hyp_greedy='сти істра ісчасці і вели ісčтра пере і того іс ісстивича ісгус і вели іξυ ічаξ і вели іча іξча теотра іціча велис іці...' hyp_beam='сти іξ іξ іξ іс іс ісчасча ісčтра пере і того іс іυ і двастивича ісгуча ігу ілю іξ ісξυ ітра іс і пере іξ іξ іξ іξ іξ...' avg_output_frames=727.0 avg_target_tokens=141.0 top_tokens=і:0.721, с:0.074, ча:0.045, тра:0.022, о:0.017
2026-04-13 13:26:31,502 | INFO | rank=0 | epoch=1 step=1200/249868 global_step=300 train_loss=19.2076 train_main_ctc_loss=19.2076 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.94 grad_norm=78.2121 max_feature_frames=1452 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0146 train_target_tokens_per_frame=0.2410 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3320 train_avg_top_logit=2.1818 train_avg_top2_margin=0.3774 train_avg_blank_nonblank_margin=-2.5124 train_avg_entropy=6.0386 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.7068 train_nonblank_weight_grad_norm_mean=0.3519 train_blank_bias_grad=-0.1309 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=0.0011 train_encoder_std=1.1285 train_encoder_token_l2_norm=35.9697 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.60618e-07
2026-04-13 13:26:32,728 | INFO | rank=0 | train preview ref='Десь - мін ми могли в упачити. Це коли Кацапи робили масштабований наступ, коли крили наші позиції, наших хлопців з п...' hyp_greedy='стис іξ ісξ і того істи іс того ілю ілю і the іссти ілю іс іча велича ілю іча вели іč іслю іча іс вели іча того іслю ...' hyp_beam='сти іс іξ іс і того іс іс того іс іс іс іс іце істи іξ ілю іс іс велича іс іξ іξ іці іс вели іč іслю ісча ітра іс іξ ...' avg_output_frames=726.0 avg_target_tokens=175.0 top_tokens=і:0.737, ча:0.062, с:0.062, того:0.021, вели:0.019
2026-04-13 13:27:17,382 | INFO | rank=0 | epoch=1 step=1240/249868 global_step=310 train_loss=18.3164 train_main_ctc_loss=18.3164 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.93 grad_norm=68.7245 max_feature_frames=1451 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.2466 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2149 train_avg_top_logit=2.2920 train_avg_top2_margin=0.4132 train_avg_blank_nonblank_margin=-2.5124 train_avg_entropy=5.9945 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.2275 train_nonblank_weight_grad_norm_mean=0.3584 train_blank_bias_grad=-0.1467 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0035 train_encoder_std=1.1447 train_encoder_token_l2_norm=36.5092 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.65954e-07
2026-04-13 13:27:18,692 | INFO | rank=0 | train preview ref='Ми закріплемо закріплюємо правила пішохідного пер переходу через пішохідний через пішохідну доріжку. Закріплюємо прав...' hyp_greedy='– істра ісξча іс Дос те іс іці іс того іс і того іс іча іс чис іслю іξ іс іо іс ічагус іс іс іčξ іс іча тес іча велис...' hyp_beam='– іс істра іξс іс іці іс іс Доξ те іс пере іціс того іс іці іξ іс іξ іс істи і те іс іс іс іс іс іс іча іξ іс іс іξ і...' avg_output_frames=726.0 avg_target_tokens=179.0 top_tokens=і:0.676, с:0.105, ча:0.055, тра:0.032, ξ:0.023
2026-04-13 13:28:03,675 | INFO | rank=0 | epoch=1 step=1280/249868 global_step=320 train_loss=21.0467 train_main_ctc_loss=21.0467 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.93 grad_norm=87.6323 max_feature_frames=1449 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0177 train_target_tokens_per_frame=0.2124 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2414 train_avg_top_logit=2.3614 train_avg_top2_margin=0.4745 train_avg_blank_nonblank_margin=-2.6041 train_avg_entropy=6.0028 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.4652 train_nonblank_weight_grad_norm_mean=0.4228 train_blank_bias_grad=-0.1179 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0026 train_encoder_std=1.1498 train_encoder_token_l2_norm=36.6814 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.7129e-07
2026-04-13 13:28:04,846 | INFO | rank=0 | train preview ref='Він диктує практично те, як ви маєте мислити, говорити, діяти, і він передбачає це передбачено, який ви будете мати р...' hyp_greedy='– іці безстис і щоб людейтрасξ теча–οціс і самс тогоďча те ітра іча іо і течагу іча істра ісча о ігу ісчатрас те ітра...' hyp_beam='– іс і два безстисів і щоб людейтрасξ теча–οціс і самс тогоďча те ітра іча іо і течагу іча істра ісча о ігу ісчатрас ...' avg_output_frames=725.0 avg_target_tokens=154.0 top_tokens=і:0.681, с:0.081, ча:0.061, тра:0.040, гу:0.019
2026-04-13 13:28:49,217 | INFO | rank=0 | epoch=1 step=1320/249868 global_step=330 train_loss=16.8347 train_main_ctc_loss=16.8347 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.93 grad_norm=56.1612 max_feature_frames=1448 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0168 train_target_tokens_per_frame=0.2873 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2348 train_avg_top_logit=2.3094 train_avg_top2_margin=0.4475 train_avg_blank_nonblank_margin=-2.5414 train_avg_entropy=6.0110 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.8749 train_nonblank_weight_grad_norm_mean=0.2964 train_blank_bias_grad=-0.1365 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0016 train_encoder_std=1.1338 train_encoder_token_l2_norm=36.1735 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.76627e-07
2026-04-13 13:28:50,408 | INFO | rank=0 | train preview ref='Це люди з онкологічними захворюваннями, люди з інсультами, важкі хворі, які не можуть прийти в медичний заклад, щоб ї...' hyp_greedy='– іцічагу іча ісча ісверξ іξча ічастра ітра іс о іс і перетрас іс ітра ічатра іс іtсčс іо людейтра і пере простоξ іξ ...' hyp_beam='– іцічагу інячатра ісча іговорсверсξ іξча ічастра ітра іс о і те і простос і перетрас іс іча іс іξ ічатра іυс іс іξ і...' avg_output_frames=724.0 avg_target_tokens=208.0 top_tokens=і:0.656, с:0.099, ча:0.073, тра:0.030, ξ:0.018
2026-04-13 13:29:36,285 | INFO | rank=0 | epoch=1 step=1360/249868 global_step=340 train_loss=18.9197 train_main_ctc_loss=18.9197 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.93 grad_norm=59.9326 max_feature_frames=1447 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0177 train_target_tokens_per_frame=0.2983 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3122 train_avg_top_logit=2.3757 train_avg_top2_margin=0.5028 train_avg_blank_nonblank_margin=-2.6851 train_avg_entropy=6.0110 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.7479 train_nonblank_weight_grad_norm_mean=0.3328 train_blank_bias_grad=-0.1301 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=0.0033 train_encoder_std=1.1634 train_encoder_token_l2_norm=37.1068 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.81963e-07
2026-04-13 13:29:37,420 | INFO | rank=0 | train preview ref='Так, контракт на рік, а рік дається з че з вересня по червень. Я обісню, як ми йдемо на тренувавку. На тренував ми йд...' hyp_greedy='– іс велис тес і велича те іс о іс істича ісча тогоча ічаχ ітра іс іс ісгус ігуча іс іслю ічагус ісальногус ісча іотр...' hyp_beam='сти іξ іс велис тес іча те істра іс істича і тогос іча істи ічаχ ітра ісξ іξ ісча іс ісгус ігуча іс іслю ічагус ісаль...' avg_output_frames=724.0 avg_target_tokens=216.0 top_tokens=і:0.837, ча:0.044, с:0.043, того:0.011, гу:0.011
2026-04-13 13:30:22,274 | INFO | rank=0 | epoch=1 step=1400/249868 global_step=350 train_loss=17.9689 train_main_ctc_loss=17.9689 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.93 grad_norm=69.6214 max_feature_frames=1445 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.2628 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2517 train_avg_top_logit=2.2794 train_avg_top2_margin=0.4343 train_avg_blank_nonblank_margin=-2.5228 train_avg_entropy=6.0194 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.3189 train_nonblank_weight_grad_norm_mean=0.3512 train_blank_bias_grad=-0.1165 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0026 train_encoder_std=1.1244 train_encoder_token_l2_norm=35.7410 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.87299e-07
2026-04-13 13:30:23,515 | INFO | rank=0 | train preview ref='Темпи просування ворога, якщо ми порівнюємо, наприклад, із просуваннями в районі Бахмута і в районі Попасне, потім Сє...' hyp_greedy='сти ігус іс чис іс іці іξс іча ічавасξ іс людейтра іс іці безс іціс істрас ітрас і те і чис іс іξč і перетрас іс і лю...' hyp_beam='сти ігус іс іс іξ іс іс іξ простос іξ іс іξ іξ іс іс іс і перес іціс істра іс ітрача і те ісча іс іξč і перетрас свої...' avg_output_frames=723.0 avg_target_tokens=190.0 top_tokens=і:0.599, с:0.156, тра:0.039, ча:0.026, ξ:0.025
2026-04-13 13:31:09,095 | INFO | rank=0 | epoch=1 step=1440/249868 global_step=360 train_loss=21.2840 train_main_ctc_loss=21.2840 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.92 grad_norm=110.3308 max_feature_frames=1443 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0192 train_target_tokens_per_frame=0.1911 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2548 train_avg_top_logit=2.4488 train_avg_top2_margin=0.5789 train_avg_blank_nonblank_margin=-2.7036 train_avg_entropy=5.9834 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.8909 train_nonblank_weight_grad_norm_mean=0.5095 train_blank_bias_grad=-0.0948 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0029 train_encoder_std=1.1516 train_encoder_token_l2_norm=36.7422 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.92635e-07
2026-04-13 13:31:10,128 | INFO | rank=0 | train preview ref='Я вважаю, що дуже важливо вчасно це виявити і попередити якісь негативні наслідки для організму. Тому я ще разу прохо...' hyp_greedy="сти і двастра своїξ і' іча ісгу і два перетра і два ічагу ісгу істра ітра ітра іс того ісξс ігу Кочатра іча ісгусчагу..." hyp_beam="сти іс іξ іс іці два ітра своїξ о і' іча ісгу і два перетра і два ічагу іо і вели і тесгу істра ітра ітра іс того ісξ..." avg_output_frames=722.0 avg_target_tokens=138.0 top_tokens=і:0.789, с:0.062, ча:0.030, тра:0.015, гу:0.014
2026-04-13 13:31:55,006 | INFO | rank=0 | epoch=1 step=1480/249868 global_step=370 train_loss=23.3393 train_main_ctc_loss=23.3393 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.92 grad_norm=95.1227 max_feature_frames=1441 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.1983 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2913 train_avg_top_logit=2.5187 train_avg_top2_margin=0.6269 train_avg_blank_nonblank_margin=-2.8072 train_avg_entropy=5.9917 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.3215 train_nonblank_weight_grad_norm_mean=0.3828 train_blank_bias_grad=-0.0781 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=0.0003 train_encoder_std=1.1616 train_encoder_token_l2_norm=37.0470 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.97971e-07
2026-04-13 13:31:56,038 | INFO | rank=0 | train preview ref='У всіх стрес-ситуації, всі переживають по-різному, губляться в цій ситуації, не знають і куди звернутися, і як себе п...' hyp_greedy='– і без людейč іс і чис ігу іč і чиč і дваč іс ігу ітра іс іс ічасівξ іча ісча іча іс іс іо ісів ічаці і людейтра іс ...' hyp_beam='– іξ іξ іξ і при і два людейč іча іξ іξ іс іξ іξ іс іс іс іс іξ іξ і теč іο і дваč іс ігу істра ітра іс іс ічасівξ іч...' avg_output_frames=721.0 avg_target_tokens=143.0 top_tokens=і:0.822, с:0.049, ча:0.032, тра:0.014, гу:0.010
2026-04-13 13:32:40,974 | INFO | rank=0 | epoch=1 step=1520/249868 global_step=380 train_loss=18.1256 train_main_ctc_loss=18.1256 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.92 grad_norm=75.4422 max_feature_frames=1441 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.2427 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2663 train_avg_top_logit=2.4743 train_avg_top2_margin=0.5881 train_avg_blank_nonblank_margin=-2.7406 train_avg_entropy=5.9917 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.7272 train_nonblank_weight_grad_norm_mean=0.3426 train_blank_bias_grad=-0.0941 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0013 train_encoder_std=1.1465 train_encoder_token_l2_norm=36.5779 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.03307e-07
2026-04-13 13:32:41,943 | INFO | rank=0 | train preview ref='Військовими частинами, тому ми точно знаємо, де найбільш потрібна допомога, де вона не так потрібна, і тому ми не роз...' hyp_greedy='– ісο істиč іс тогоці ітра ітра ісξR ітрастра іча іс ітра іча ісівтра і theгу іо о іс тогоча іча велис тогоча тогоча ...' hyp_beam='– іціο істиč іс тогоці ітра ітра ісξR ітрасівтра ітра іс іча іс ітра іча іс ісівтра і theгу іо о іча іс тогоча іча ве...' avg_output_frames=721.0 avg_target_tokens=175.0 top_tokens=і:0.821, с:0.055, ча:0.033, тра:0.021, гу:0.011
2026-04-13 13:33:25,599 | INFO | rank=0 | epoch=1 step=1560/249868 global_step=390 train_loss=16.8171 train_main_ctc_loss=16.8171 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.92 grad_norm=82.0534 max_feature_frames=1439 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0213 train_target_tokens_per_frame=0.2708 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2514 train_avg_top_logit=2.5444 train_avg_top2_margin=0.6139 train_avg_blank_nonblank_margin=-2.8000 train_avg_entropy=6.0000 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.6584 train_nonblank_weight_grad_norm_mean=0.3632 train_blank_bias_grad=-0.0886 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0015 train_encoder_std=1.1622 train_encoder_token_l2_norm=37.0773 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.08643e-07
2026-04-13 13:33:26,669 | INFO | rank=0 | train preview ref='Колона автомобілістів заїжджає до Тернополя. Учасники автопробігу з прапорами їдуть вулицями міста. Серед них тернопо...' hyp_greedy='– іцічаці іξс іці без те ітрача тогосча істра і о може і своїξ іча– ігусівξс іча іс чи іча іча іс і вели ісці іс іс і...' hyp_beam='– іс ісці ісів іξці те ітрача того своїча іč і того іс До і може і своїξ іча– ігучасівξс і пере іо іці іξ іс іча іча ...' avg_output_frames=720.0 avg_target_tokens=195.0 top_tokens=і:0.821, с:0.067, ча:0.037, тра:0.013, о:0.007
2026-04-13 13:34:12,035 | INFO | rank=0 | epoch=1 step=1600/249868 global_step=400 train_loss=16.6784 train_main_ctc_loss=16.6784 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.92 grad_norm=53.5955 max_feature_frames=1438 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0236 train_target_tokens_per_frame=0.2573 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3171 train_avg_top_logit=2.6592 train_avg_top2_margin=0.7121 train_avg_blank_nonblank_margin=-2.9819 train_avg_entropy=5.9638 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.1052 train_nonblank_weight_grad_norm_mean=0.3262 train_blank_bias_grad=-0.1263 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0015 train_encoder_std=1.2101 train_encoder_token_l2_norm=38.6223 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.1398e-07
2026-04-13 13:34:13,134 | INFO | rank=0 | train preview ref='Тут тепер навіть для того, щоб все бити скло вибирати із зеленої зони, це колосальна праця. Всією громадою слід підні...' hyp_greedy="сти іча– іс ігус іс До людей іс ічаξ і течаговорча іс і' вели істрас іча іс іча іча істра іча іс іс ісгу іс іко ісча ..." hyp_beam="сти і теча– і тегус іс До людей іс іξ час і течаговорча іс і два' вели іча істрас іча ітра іс ісча іча істра іча іс і..." avg_output_frames=719.0 avg_target_tokens=185.0 top_tokens=і:0.872, с:0.049, ча:0.032, тра:0.007, вели:0.006
2026-04-13 13:34:57,471 | INFO | rank=0 | epoch=1 step=1640/249868 global_step=410 train_loss=19.5443 train_main_ctc_loss=19.5443 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.91 grad_norm=85.4541 max_feature_frames=1436 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0229 train_target_tokens_per_frame=0.2256 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3064 train_avg_top_logit=2.6184 train_avg_top2_margin=0.7354 train_avg_blank_nonblank_margin=-2.9192 train_avg_entropy=5.9721 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.6929 train_nonblank_weight_grad_norm_mean=0.4174 train_blank_bias_grad=-0.0898 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0048 train_encoder_std=1.1532 train_encoder_token_l2_norm=36.7894 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.19316e-07
2026-04-13 13:34:58,357 | INFO | rank=0 | train preview ref='Це не є собака, яка відповідає своїм нормам утримання, тобто фізіологічним. Вона дуже істощенна, як собака, так і каз...' hyp_greedy='сти іціďгу ісξ іці іс тогоча іслю іс тогос іс іυ іс вели іс о іча ос іо іс іча іс ітра іс іча іс іча о ітра іо іс іс ...' hyp_beam='сти іціďгу ісξ іці іс тогоча ітра іслю і тес тогос іці іс іυ іча іс вели іс о іча іча ос іо іс іча іξ іс ітра іс іча ...' avg_output_frames=718.0 avg_target_tokens=162.0 top_tokens=і:0.903, с:0.039, ча:0.013, о:0.007, о:0.006
2026-04-13 13:35:43,546 | INFO | rank=0 | epoch=1 step=1680/249868 global_step=420 train_loss=18.1381 train_main_ctc_loss=18.1381 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.91 grad_norm=101.0339 max_feature_frames=1435 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0249 train_target_tokens_per_frame=0.2437 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3134 train_avg_top_logit=2.7075 train_avg_top2_margin=0.7521 train_avg_blank_nonblank_margin=-3.0084 train_avg_entropy=5.9721 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.5571 train_nonblank_weight_grad_norm_mean=0.4385 train_blank_bias_grad=-0.0841 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0040 train_encoder_std=1.1751 train_encoder_token_l2_norm=37.4916 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.24652e-07
2026-04-13 13:35:44,464 | INFO | rank=0 | train preview ref='І на їхнє приходять стереолог, безумовно, з інших структур, безумовно, героїчні хлопці, але без досвіду, без психолог...' hyp_greedy='– істра і о іс о іс іс ічамча іс ігус іс іча іча іс іча іс іξ іč іча іча іс іс іс іс іс іо іо іс іс іча іо іс і вели ...' hyp_beam='– іξ іс ісів іс іс оοč іс іс ісмча іс іс іча іс іс іс іс іč іс іс іча і те і пере іс іс іс іс іс іс іс іс іξ іс іξ іс...' avg_output_frames=718.0 avg_target_tokens=175.0 top_tokens=і:0.921, с:0.033, ча:0.018, о:0.006, č:0.004
2026-04-13 13:36:28,552 | INFO | rank=0 | epoch=1 step=1720/249868 global_step=430 train_loss=28.0324 train_main_ctc_loss=28.0324 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.91 grad_norm=64.8639 max_feature_frames=1433 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0276 train_target_tokens_per_frame=0.1813 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.4463 train_avg_top_logit=2.8563 train_avg_top2_margin=0.9707 train_avg_blank_nonblank_margin=-3.3026 train_avg_entropy=5.9358 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.4623 train_nonblank_weight_grad_norm_mean=0.4259 train_blank_bias_grad=-0.1046 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0102 train_encoder_std=1.2362 train_encoder_token_l2_norm=39.4839 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.29988e-07
2026-04-13 13:36:29,444 | INFO | rank=0 | train preview ref='Он видел смерть, он видел боль, ему придется возвращаться назад туда. И эти молодые ребята защищают нас, они стоят та...' hyp_greedy='сти іtс іс ілю іча іс іс і' hyp_beam='сти іс іс іс ілю іча іс іс іс іс іξ іс іс іс іс іс іс іс іча іс іо іс іс іс іс іс іξ іс іс і чи іча іξ іс іс іча іс і...' avg_output_frames=717.0 avg_target_tokens=130.0 top_tokens=і:0.985, с:0.008, сти:0.003, t:0.001, ча:0.001
2026-04-13 13:37:14,394 | INFO | rank=0 | epoch=1 step=1760/249868 global_step=440 train_loss=17.0770 train_main_ctc_loss=17.0770 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.91 grad_norm=76.5334 max_feature_frames=1432 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0286 train_target_tokens_per_frame=0.2416 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3240 train_avg_top_logit=2.8492 train_avg_top2_margin=0.8883 train_avg_blank_nonblank_margin=-3.1732 train_avg_entropy=5.9888 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.4139 train_nonblank_weight_grad_norm_mean=0.3760 train_blank_bias_grad=-0.0780 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0046 train_encoder_std=1.1818 train_encoder_token_l2_norm=37.7224 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.35324e-07
2026-04-13 13:37:15,168 | INFO | rank=0 | train preview ref='І навіть є таке завдання створювати можливості для людей з по собаками-поводарями вільно пересувати в транспорті місь...' hyp_greedy='ча іс і пере іс іс іс іс іча іс іс іс іс іс істи іча іс іча іча іс іча іча іча просто іс іс іс іс іс іча іс о іча і' hyp_beam='ча іс іс іс іс іс іс і пере іс ітра іс і того іс іс іча іча вели іс іс іξ іс іс іс істиč і тогоча іс іс іча іча іо і ...' avg_output_frames=716.0 avg_target_tokens=173.0 top_tokens=і:0.954, с:0.027, ча:0.014, пере:0.001, о:0.001
2026-04-13 13:37:59,283 | INFO | rank=0 | epoch=1 step=1800/249868 global_step=450 train_loss=20.8658 train_main_ctc_loss=20.8658 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.91 grad_norm=83.0663 max_feature_frames=1430 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0305 train_target_tokens_per_frame=0.2070 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.4448 train_avg_top_logit=2.9538 train_avg_top2_margin=1.0965 train_avg_blank_nonblank_margin=-3.4014 train_avg_entropy=5.9524 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.1701 train_nonblank_weight_grad_norm_mean=0.4645 train_blank_bias_grad=-0.0960 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0099 train_encoder_std=1.2257 train_encoder_token_l2_norm=39.1773 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.4066e-07
2026-04-13 13:38:00,018 | INFO | rank=0 | train preview ref='Навіть десятки тисяч різних протитанкових комплексів, гранатометів, ПЗРК було дуже важко уявити. Тому Україна зараз м...' hyp_greedy='сти іс і тесгу іс і те іс ігуč іча і' hyp_beam='стиξ іс істра і того і тесгу іс іча теча іс ігуč іча іс іс іс іс іс іξ іξ іξ іс іč іс іс іча іс і' avg_output_frames=715.0 avg_target_tokens=148.0 top_tokens=і:0.983, с:0.007, те:0.003, гу:0.003, ча:0.001
2026-04-13 13:38:45,308 | INFO | rank=0 | epoch=1 step=1840/249868 global_step=460 train_loss=17.5694 train_main_ctc_loss=17.5694 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.91 grad_norm=70.7692 max_feature_frames=1429 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0368 train_target_tokens_per_frame=0.2699 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2615 train_avg_top_logit=3.1105 train_avg_top2_margin=1.0797 train_avg_blank_nonblank_margin=-3.3566 train_avg_entropy=5.9524 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.7486 train_nonblank_weight_grad_norm_mean=0.3869 train_blank_bias_grad=-0.0884 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0021 train_encoder_std=1.2014 train_encoder_token_l2_norm=38.3680 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.45997e-07
2026-04-13 13:38:45,991 | INFO | rank=0 | train preview ref='Як саме ця банкнота захищена? Ви бачите зараз на своєму екрані з офіційного сайту. Більш детальний опис, огляд буде в...' hyp_greedy='– ісча і щобξтрас іс іча велис теξ тес іс Дови іс іс і вели іс іча вели іс і' hyp_beam='– іс іс іξтрасгу іс іча велис теξ тес іс Дови іс іс і вели іча іс іξ іс іча іс іча вели іс і' avg_output_frames=715.0 avg_target_tokens=193.0 top_tokens=і:0.965, с:0.014, ча:0.004, вели:0.004, те:0.003
2026-04-13 13:39:30,377 | INFO | rank=0 | epoch=1 step=1880/249868 global_step=470 train_loss=18.0414 train_main_ctc_loss=18.0414 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.90 grad_norm=75.7761 max_feature_frames=1428 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0345 train_target_tokens_per_frame=0.2885 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2969 train_avg_top_logit=3.0028 train_avg_top2_margin=1.0308 train_avg_blank_nonblank_margin=-3.2941 train_avg_entropy=5.9608 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.8111 train_nonblank_weight_grad_norm_mean=0.3751 train_blank_bias_grad=-0.0566 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=0.0033 train_encoder_std=1.1633 train_encoder_token_l2_norm=37.1510 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.51333e-07
2026-04-13 13:39:31,377 | INFO | rank=0 | train preview ref='Зникають. Вже були запитання, були консультації. Хочу сказати, що, на жаль, жінки постійно. Після презентації відвіду...' hyp_greedy='ча іс іс іс іс і пере іс іча іс іс іс ігу іс іча і пере ітра іча ігу пере іча іс іс іс ічасти іс того іс іс іча іč іо...' hyp_beam='ча іс іс іс іс іξ іξ іξ іξ іс іс іс іс іс іс іс іс іс іξ іс іс іс іс іс іс іс іс іξ іс і те іс іс іс іс іс іс іс іξ і...' avg_output_frames=714.0 avg_target_tokens=206.0 top_tokens=і:0.944, с:0.032, ча:0.010, пере:0.004, гу:0.003
2026-04-13 13:40:16,335 | INFO | rank=0 | epoch=1 step=1920/249868 global_step=480 train_loss=16.9731 train_main_ctc_loss=16.9731 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.90 grad_norm=70.5092 max_feature_frames=1426 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0464 train_target_tokens_per_frame=0.2637 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3422 train_avg_top_logit=3.3885 train_avg_top2_margin=1.3296 train_avg_blank_nonblank_margin=-3.7251 train_avg_entropy=5.8794 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.5204 train_nonblank_weight_grad_norm_mean=0.4079 train_blank_bias_grad=-0.0735 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=0.0075 train_encoder_std=1.2261 train_encoder_token_l2_norm=39.1744 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.56669e-07
2026-04-13 13:40:17,292 | INFO | rank=0 | train preview ref='Це знаєте, якщо говорити про Стерлінг, я не розумію з чотирнадцятироковою. Я не розумію, як ми без нього раніше обход...' hyp_greedy='сти іď іс і' hyp_beam='сти іс іс іс іс іс іс іс іс іс іча іс іс іс іс іс іча іс іс іξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=713.0 avg_target_tokens=188.0 top_tokens=і:0.996, ď:0.001, с:0.001, сти:0.001
2026-04-13 13:41:01,902 | INFO | rank=0 | epoch=1 step=1960/249868 global_step=490 train_loss=17.0863 train_main_ctc_loss=17.0863 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.90 grad_norm=63.4594 max_feature_frames=1425 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0477 train_target_tokens_per_frame=0.2511 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2468 train_avg_top_logit=3.3212 train_avg_top2_margin=1.2342 train_avg_blank_nonblank_margin=-3.5680 train_avg_entropy=5.9243 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.1806 train_nonblank_weight_grad_norm_mean=0.3837 train_blank_bias_grad=-0.0936 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0007 train_encoder_std=1.1800 train_encoder_token_l2_norm=37.7024 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.62005e-07
2026-04-13 13:41:02,914 | INFO | rank=0 | train preview ref='Тому що дві пропозиції, які лунали від Росії: перша це в рублях несприйнятна через курс, друга це виплати з тих гроше...' hyp_greedy='– і–ча і своїс іс іс ітрако іс іс іс іξ і пере вели іс і тес іс простос і' hyp_beam='– і–ча іξ іс іс іс іс іс іс іс іс іс іс іс іс іс і пере і те іс іс іс іс іс іс іс іс іс іс іс іс іс іс і те іс іс іс ...' avg_output_frames=713.0 avg_target_tokens=179.0 top_tokens=і:0.966, с:0.018, –:0.003, ча:0.001, ко:0.001
2026-04-13 13:41:46,360 | INFO | rank=0 | epoch=1 step=2000/249868 global_step=500 train_loss=14.1743 train_main_ctc_loss=14.1743 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.90 grad_norm=71.3326 max_feature_frames=1424 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0520 train_target_tokens_per_frame=0.3301 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.4719 train_avg_top_logit=3.5056 train_avg_top2_margin=1.5393 train_avg_blank_nonblank_margin=-3.9775 train_avg_entropy=5.8876 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.7460 train_nonblank_weight_grad_norm_mean=0.3915 train_blank_bias_grad=-0.0477 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=0.0107 train_encoder_std=1.2899 train_encoder_token_l2_norm=41.2524 cpu_rss=1.6GiB cpu_peak_rss=3.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.67341e-07
2026-04-13 13:41:46,976 | INFO | rank=0 | train preview ref='Она называется секунд счастья. Да, это странное число, но прочитав эту книгу, вы поймете, что означает это число и пр...' hyp_greedy='іс тогос ісмстрас переці і' hyp_beam='сти іс тогос ісмстрас переці і' avg_output_frames=712.0 avg_target_tokens=235.0 top_tokens=і:0.985, с:0.008, пере:0.001, ці:0.001, м:0.001
2026-04-13 13:41:46,994 | INFO | rank=0 | epoch 1 step=2000/249868 global_step=500 reached validation interval; starting validation
2026-04-13 13:49:26,004 | INFO | rank=0 | epoch_0001_step_00000500 complete train_loss=20.9925 val_loss=31.3340 val_main_ctc_loss=31.3340 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=1.7844 val_wer=2.8232 val_avg_blank_prob=0.0013 val_argmax_blank_frac=0.0000 val_avg_top_nonblank_prob=0.0329 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0000 val_avg_hyp_chars=98.56 val_avg_hyp_words=20.17 val_model_source=raw best_val_wer=2.8232 timing_forward=370.30s timing_teacher=0.00s timing_decode=1.24s timing_gather=0.04s timing_checkpoint_export=109.45s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00000500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 13:49:26,005 | INFO | rank=0 | epoch_0001_step_00000500 timing detail report_write=0.00s checkpoint_build=0.02s latest_export=26.12s best_export=24.16s topk_update=24.21s topk_average=34.95s
2026-04-13 13:49:26,006 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 13:49:26,006 | INFO | rank=0 | validation preview hardest_ref='А три чверті ніколи Україною й не були.' hardest_hyp='– ісгу іс ічаξ і двачас іс іс ігу іча і'
2026-04-13 14:10:52,904 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/26f032b134a40b79f95590119d9e0372acf4cf58 elapsed=21m 26.8s
2026-04-13 14:11:37,790 | INFO | rank=0 | epoch=1 step=2040/249868 global_step=510 train_loss=15.6160 train_main_ctc_loss=15.6160 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.90 grad_norm=107.7980 max_feature_frames=1422 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0705 train_target_tokens_per_frame=0.2278 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3657 train_avg_top_logit=3.8256 train_avg_top2_margin=1.6203 train_avg_blank_nonblank_margin=-4.1857 train_avg_entropy=5.8059 train_blank_bias=0.0000 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.0356 train_nonblank_weight_grad_norm_mean=0.4749 train_blank_bias_grad=-0.0290 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=0.0066 train_encoder_std=1.2528 train_encoder_token_l2_norm=40.0643 cpu_rss=22.5GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.72677e-07
2026-04-13 14:11:38,320 | INFO | rank=0 | train preview ref='Причому він підривається на міта розмінування живої силою. Наголошую. Він підривається на наступну хвилю, присилають ...' hyp_greedy='іс іс іс іс і' hyp_beam='іс іс ісt іс і' avg_output_frames=711.0 avg_target_tokens=162.0 top_tokens=і:0.993, с:0.007
2026-04-13 14:12:19,601 | INFO | rank=0 | epoch=1 step=2080/249868 global_step=520 train_loss=18.9108 train_main_ctc_loss=18.9108 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.89 grad_norm=88.4540 max_feature_frames=1420 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.0843 train_target_tokens_per_frame=0.2085 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3282 train_avg_top_logit=4.0113 train_avg_top2_margin=1.7239 train_avg_blank_nonblank_margin=-4.3493 train_avg_entropy=5.7465 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.6245 train_nonblank_weight_grad_norm_mean=0.6419 train_blank_bias_grad=-0.0973 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0037 train_encoder_std=1.2548 train_encoder_token_l2_norm=40.1173 cpu_rss=22.5GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.78013e-07
2026-04-13 14:12:20,505 | INFO | rank=0 | train preview ref='Сарай згорів повністю, там кури були всього, як більшої сарай, то згоріли одразу. Дмитро брав участь у бойових діях п...' hyp_greedy='іс і' hyp_beam='іξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=710.0 avg_target_tokens=148.0 top_tokens=і:0.999, с:0.001
2026-04-13 14:13:03,608 | INFO | rank=0 | epoch=1 step=2120/249868 global_step=530 train_loss=13.7540 train_main_ctc_loss=13.7540 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.89 grad_norm=86.4796 max_feature_frames=1420 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.1035 train_target_tokens_per_frame=0.2268 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3127 train_avg_top_logit=4.2366 train_avg_top2_margin=1.8592 train_avg_blank_nonblank_margin=-4.5521 train_avg_entropy=5.6789 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.0056 train_nonblank_weight_grad_norm_mean=0.4313 train_blank_bias_grad=-0.0270 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=0.0009 train_encoder_std=1.2716 train_encoder_token_l2_norm=40.6606 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.8335e-07
2026-04-13 14:13:04,078 | INFO | rank=0 | train preview ref='Які здавали позиції українських військових, які розповідали тайну сповіді, які наводили артилерію на наших хлопців, я...' hyp_greedy='о ісча іс і' hyp_beam='о ісξ іс і' avg_output_frames=710.0 avg_target_tokens=161.0 top_tokens=і:0.993, с:0.004, о:0.001, ча:0.001
2026-04-13 14:13:46,172 | INFO | rank=0 | epoch=1 step=2160/249868 global_step=540 train_loss=14.5065 train_main_ctc_loss=14.5065 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.89 grad_norm=109.6619 max_feature_frames=1418 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.1162 train_target_tokens_per_frame=0.2243 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2595 train_avg_top_logit=4.3554 train_avg_top2_margin=1.9408 train_avg_blank_nonblank_margin=-4.6037 train_avg_entropy=5.6192 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.9821 train_nonblank_weight_grad_norm_mean=0.5383 train_blank_bias_grad=-0.0272 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0007 train_encoder_std=1.2790 train_encoder_token_l2_norm=40.8890 cpu_rss=22.5GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.88686e-07
2026-04-13 14:13:46,950 | INFO | rank=0 | train preview ref='Тобто ми знову ж таки не демонструємо цієї абсолютної певності. Це я вже кажу як досвідчена особа, що пройшла майдан....' hyp_greedy='іча іс іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=709.0 avg_target_tokens=159.0 top_tokens=і:0.993, с:0.006, ча:0.001
2026-04-13 14:14:30,599 | INFO | rank=0 | epoch=1 step=2200/249868 global_step=550 train_loss=15.3203 train_main_ctc_loss=15.3203 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.89 grad_norm=76.7076 max_feature_frames=1417 train_avg_blank_prob=0.0009 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.1572 train_target_tokens_per_frame=0.2511 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3667 train_avg_top_logit=4.7165 train_avg_top2_margin=2.1326 train_avg_blank_nonblank_margin=-5.0776 train_avg_entropy=5.4386 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.7374 train_nonblank_weight_grad_norm_mean=0.4062 train_blank_bias_grad=-0.0189 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0019 train_encoder_std=1.3347 train_encoder_token_l2_norm=42.6618 cpu_rss=22.5GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.94022e-07
2026-04-13 14:14:31,354 | INFO | rank=0 | train preview ref="Містяни та представники Православної церкви України прийшли до пам'ятника Небесної Сотні з квітами в руках Віра Марущ..." hyp_greedy='ісο людейс іс іс іс і' hyp_beam='іс іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=709.0 avg_target_tokens=178.0 top_tokens=і:0.989, с:0.008, людей:0.001, ο:0.001
2026-04-13 14:15:13,404 | INFO | rank=0 | epoch=1 step=2240/249868 global_step=560 train_loss=15.0806 train_main_ctc_loss=15.0806 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.89 grad_norm=68.8336 max_feature_frames=1415 train_avg_blank_prob=0.0009 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.1917 train_target_tokens_per_frame=0.2175 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3701 train_avg_top_logit=4.9718 train_avg_top2_margin=2.2486 train_avg_blank_nonblank_margin=-5.3333 train_avg_entropy=5.2655 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.1592 train_nonblank_weight_grad_norm_mean=0.4354 train_blank_bias_grad=-0.0774 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=0.0007 train_encoder_std=1.3405 train_encoder_token_l2_norm=42.8370 cpu_rss=22.5GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.99358e-07
2026-04-13 14:15:13,930 | INFO | rank=0 | train preview ref='Ось чому ну думається, що таке в таке комплексне рішення, воно однозначно повинно бути прокомуніковане і здеклароване...' hyp_greedy='ча іξс ісξс при і' hyp_beam='ча іс ісξсча іс і' avg_output_frames=708.0 avg_target_tokens=154.0 top_tokens=і:0.987, с:0.007, ξ:0.003, ча:0.001, при:0.001
2026-04-13 14:15:57,922 | INFO | rank=0 | epoch=1 step=2280/249868 global_step=570 train_loss=15.8551 train_main_ctc_loss=15.8551 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.89 grad_norm=70.2794 max_feature_frames=1414 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.2344 train_target_tokens_per_frame=0.3126 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3706 train_avg_top_logit=5.2504 train_avg_top2_margin=2.3197 train_avg_blank_nonblank_margin=-5.6124 train_avg_entropy=5.0467 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.5019 train_nonblank_weight_grad_norm_mean=0.3806 train_blank_bias_grad=-0.0127 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0000 train_encoder_std=1.3741 train_encoder_token_l2_norm=43.9275 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.04694e-07
2026-04-13 14:15:58,514 | INFO | rank=0 | train preview ref='Я думаю, что именно такие начинания, именно кафедры становятся импульсом для изменения тотальных систем. Потому что к...' hyp_greedy='і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і' avg_output_frames=707.0 avg_target_tokens=221.0 top_tokens=і:1.000
2026-04-13 14:16:41,669 | INFO | rank=0 | epoch=1 step=2320/249868 global_step=580 train_loss=9.8065 train_main_ctc_loss=9.8065 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.88 grad_norm=62.4629 max_feature_frames=1413 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.2859 train_target_tokens_per_frame=0.2871 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3522 train_avg_top_logit=5.5219 train_avg_top2_margin=2.3876 train_avg_blank_nonblank_margin=-5.8840 train_avg_entropy=4.7751 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4752 train_nonblank_weight_grad_norm_mean=0.3256 train_blank_bias_grad=-0.0117 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0069 train_encoder_std=1.3969 train_encoder_token_l2_norm=44.6373 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.1003e-07
2026-04-13 14:16:42,177 | INFO | rank=0 | train preview ref='Маємо важливі проекти резолюцій, які пропонуємо підтримати генеральній асамблеї. Окремо пройшлися по тим лініям оборо...' hyp_greedy='ісο іс і пере і' hyp_beam='іс іс людей іс і пере і' avg_output_frames=707.0 avg_target_tokens=203.0 top_tokens=і:0.989, с:0.008, пере:0.001, ο:0.001
2026-04-13 14:17:26,138 | INFO | rank=0 | epoch=1 step=2360/249868 global_step=590 train_loss=14.3384 train_main_ctc_loss=14.3384 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.88 grad_norm=73.5812 max_feature_frames=1411 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3354 train_target_tokens_per_frame=0.2507 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2918 train_avg_top_logit=5.7564 train_avg_top2_margin=2.5722 train_avg_blank_nonblank_margin=-6.0283 train_avg_entropy=4.5099 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.6230 train_nonblank_weight_grad_norm_mean=0.3678 train_blank_bias_grad=-0.0149 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0066 train_encoder_std=1.4164 train_encoder_token_l2_norm=45.2605 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.15367e-07
2026-04-13 14:17:26,649 | INFO | rank=0 | train preview ref="Дев'ятнадцятого травня було ухвалено рішення про створення чотирьох робочих груп груп за напрямками реформи, які ви т..." hyp_greedy='ігу пере і' hyp_beam='ча іс пере і' avg_output_frames=706.0 avg_target_tokens=177.0 top_tokens=і:0.997, гу:0.001, пере:0.001
2026-04-13 14:18:09,665 | INFO | rank=0 | epoch=1 step=2400/249868 global_step=600 train_loss=13.1800 train_main_ctc_loss=13.1800 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.88 grad_norm=35.8990 max_feature_frames=1410 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3918 train_target_tokens_per_frame=0.2979 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3362 train_avg_top_logit=5.9915 train_avg_top2_margin=2.6894 train_avg_blank_nonblank_margin=-6.3546 train_avg_entropy=4.1986 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.6966 train_nonblank_weight_grad_norm_mean=0.2646 train_blank_bias_grad=-0.0166 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0046 train_encoder_std=1.4548 train_encoder_token_l2_norm=46.4942 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.20703e-07
2026-04-13 14:18:10,225 | INFO | rank=0 | train preview ref='Російські терористи створили нашим енергетикам настільки складні умови, яких ніхто в Європі ще попросту не бачив, не ...' hyp_greedy='іс іс і' hyp_beam='ісξс іс іс іс іс іс іс іс іс і' avg_output_frames=705.0 avg_target_tokens=210.0 top_tokens=і:0.993, с:0.007
2026-04-13 14:18:54,386 | INFO | rank=0 | epoch=1 step=2440/249868 global_step=610 train_loss=18.3059 train_main_ctc_loss=18.3059 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.88 grad_norm=36.0765 max_feature_frames=1409 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4204 train_target_tokens_per_frame=0.2723 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3149 train_avg_top_logit=6.1730 train_avg_top2_margin=2.5759 train_avg_blank_nonblank_margin=-6.4908 train_avg_entropy=4.0170 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.8554 train_nonblank_weight_grad_norm_mean=0.2765 train_blank_bias_grad=-0.0203 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0089 train_encoder_std=1.4646 train_encoder_token_l2_norm=46.8118 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.26039e-07
2026-04-13 14:18:55,070 | INFO | rank=0 | train preview ref='Населення якого не досягало навіть сто тисяч, ворог зараз уже котрий місяць не може захопити й напевно поклав під Бах...' hyp_greedy='і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і' avg_output_frames=705.0 avg_target_tokens=192.0 top_tokens=і:1.000
2026-04-13 14:19:37,428 | INFO | rank=0 | epoch=1 step=2480/249868 global_step=620 train_loss=9.0637 train_main_ctc_loss=9.0637 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.88 grad_norm=55.0922 max_feature_frames=1408 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4416 train_target_tokens_per_frame=0.2784 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.3480 train_avg_top_logit=6.2727 train_avg_top2_margin=2.4205 train_avg_blank_nonblank_margin=-6.5909 train_avg_entropy=3.8636 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1400 train_nonblank_weight_grad_norm_mean=0.3258 train_blank_bias_grad=-0.0035 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0077 train_encoder_std=1.4951 train_encoder_token_l2_norm=47.7439 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.31375e-07
2026-04-13 14:19:38,133 | INFO | rank=0 | train preview ref='НАТО, на яку була запробув запрошений міністр оборони України, і після цього відбувся в рамках цієї зустрічі. Відбувс...' hyp_greedy='іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=704.0 avg_target_tokens=196.0 top_tokens=і:0.982, с:0.018
2026-04-13 14:20:22,043 | INFO | rank=0 | epoch=1 step=2520/249868 global_step=630 train_loss=12.7657 train_main_ctc_loss=12.7657 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.87 grad_norm=42.5458 max_feature_frames=1406 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4700 train_target_tokens_per_frame=0.2447 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2930 train_avg_top_logit=6.4182 train_avg_top2_margin=2.4011 train_avg_blank_nonblank_margin=-6.6913 train_avg_entropy=3.6871 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.6238 train_nonblank_weight_grad_norm_mean=0.3112 train_blank_bias_grad=-0.0153 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0088 train_encoder_std=1.5137 train_encoder_token_l2_norm=48.3496 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.36711e-07
2026-04-13 14:20:22,737 | INFO | rank=0 | train preview ref="Сміття і сказати, я воскресла, Христос в мене Воскрес, або любов в мене воскресла, тому я до себе відношусь з любов'ю..." hyp_greedy='іс людейο іс і' hyp_beam='іс іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=703.0 avg_target_tokens=172.0 top_tokens=і:0.989, с:0.009, людей:0.001, ο:0.001
2026-04-13 14:21:05,136 | INFO | rank=0 | epoch=1 step=2560/249868 global_step=640 train_loss=9.0226 train_main_ctc_loss=9.0226 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.87 grad_norm=41.9490 max_feature_frames=1405 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4288 train_target_tokens_per_frame=0.2945 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2589 train_avg_top_logit=6.2817 train_avg_top2_margin=1.9118 train_avg_blank_nonblank_margin=-6.5548 train_avg_entropy=3.8464 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0587 train_nonblank_weight_grad_norm_mean=0.2221 train_blank_bias_grad=-0.0014 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0173 train_encoder_std=1.4988 train_encoder_token_l2_norm=47.9040 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.42047e-07
2026-04-13 14:21:05,995 | INFO | rank=0 | train preview ref='Фактично він голосив про те, що створює платформу, за яку взялася Бразилія. Да, в камеру Бразилії створювалася ця мир...' hyp_greedy='ча і' hyp_beam='ча іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=703.0 avg_target_tokens=207.0 top_tokens=і:0.999, ча:0.001
2026-04-13 14:21:50,237 | INFO | rank=0 | epoch=1 step=2600/249868 global_step=650 train_loss=9.7303 train_main_ctc_loss=9.7303 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.87 grad_norm=75.6475 max_feature_frames=1403 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4655 train_target_tokens_per_frame=0.2137 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.2137 train_avg_top_logit=6.4729 train_avg_top2_margin=1.9487 train_avg_blank_nonblank_margin=-6.7009 train_avg_entropy=3.6011 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0730 train_nonblank_weight_grad_norm_mean=0.3397 train_blank_bias_grad=-0.0016 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0180 train_encoder_std=1.5172 train_encoder_token_l2_norm=48.4840 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.47383e-07
2026-04-13 14:21:51,118 | INFO | rank=0 | train preview ref='Ну, а ми ну люди не ми не змозі все повирятувати. Там, де проходили інтенсивні бойові дії, самі фермери бояться заїжд...' hyp_greedy='іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=702.0 avg_target_tokens=150.0 top_tokens=і:0.999, с:0.001
2026-04-13 14:22:34,565 | INFO | rank=0 | epoch=1 step=2640/249868 global_step=660 train_loss=12.2518 train_main_ctc_loss=12.2518 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.87 grad_norm=36.2807 max_feature_frames=1402 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4378 train_target_tokens_per_frame=0.2411 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.1912 train_avg_top_logit=6.2996 train_avg_top2_margin=1.7461 train_avg_blank_nonblank_margin=-6.5278 train_avg_entropy=3.7204 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1401 train_nonblank_weight_grad_norm_mean=0.2581 train_blank_bias_grad=-0.0036 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0186 train_encoder_std=1.5105 train_encoder_token_l2_norm=48.2111 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.5272e-07
2026-04-13 14:22:35,060 | INFO | rank=0 | train preview ref="Ворог намагається проводити штурмові дії в районі Бахмута, в районі Сіверська, в районі Авдіївки, піски Мар'їнка. Нам..." hyp_greedy='іс іс іс ісча і' hyp_beam='іс іс іс іс іс Вс іс і' avg_output_frames=701.0 avg_target_tokens=169.0 top_tokens=і:0.981, с:0.017, ча:0.001
2026-04-13 14:23:18,982 | INFO | rank=0 | epoch=1 step=2680/249868 global_step=670 train_loss=9.2246 train_main_ctc_loss=9.2246 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.87 grad_norm=60.3849 max_feature_frames=1401 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4875 train_target_tokens_per_frame=0.2525 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.1434 train_avg_top_logit=6.5735 train_avg_top2_margin=1.7917 train_avg_blank_nonblank_margin=-6.7104 train_avg_entropy=3.4009 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0401 train_nonblank_weight_grad_norm_mean=0.2834 train_blank_bias_grad=-0.0009 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0173 train_encoder_std=1.5307 train_encoder_token_l2_norm=48.9043 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.58056e-07
2026-04-13 14:23:19,924 | INFO | rank=0 | train preview ref='Дай Бог, знаєте, військові аналітиці завжди за правило беруть найгірший сценарій розвитку подій. Тому ми не розрахову...' hyp_greedy='іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=701.0 avg_target_tokens=177.0 top_tokens=і:0.999, с:0.001
2026-04-13 14:24:01,916 | INFO | rank=0 | epoch=1 step=2720/249868 global_step=680 train_loss=13.8294 train_main_ctc_loss=13.8294 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.87 grad_norm=50.7943 max_feature_frames=1400 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5351 train_target_tokens_per_frame=0.2814 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.0971 train_avg_top_logit=6.8114 train_avg_top2_margin=1.9657 train_avg_blank_nonblank_margin=-6.9029 train_avg_entropy=3.1543 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1695 train_nonblank_weight_grad_norm_mean=0.2300 train_blank_bias_grad=-0.0039 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0145 train_encoder_std=1.5492 train_encoder_token_l2_norm=49.5031 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.63392e-07
2026-04-13 14:24:02,737 | INFO | rank=0 | train preview ref='Я попросив, щоб мені дозволили працювати на евакуації. -річний капелан Роман Комарини зі Старокостянтиново евакуював ...' hyp_greedy='іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=700.0 avg_target_tokens=197.0 top_tokens=і:0.996, с:0.004
2026-04-13 14:24:46,863 | INFO | rank=0 | epoch=1 step=2760/249868 global_step=690 train_loss=14.0127 train_main_ctc_loss=14.0127 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.86 grad_norm=192.2408 max_feature_frames=1398 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5277 train_target_tokens_per_frame=0.1817 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.0862 train_avg_top_logit=6.7754 train_avg_top2_margin=1.8541 train_avg_blank_nonblank_margin=-6.8670 train_avg_entropy=3.1588 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.4928 train_nonblank_weight_grad_norm_mean=0.9033 train_blank_bias_grad=-0.0805 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0172 train_encoder_std=1.5455 train_encoder_token_l2_norm=49.3819 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.68728e-07
2026-04-13 14:24:47,672 | INFO | rank=0 | train preview ref='А виготовлялися звичайними ремісниками, теслярами, бочкарями. Ви тут бачите, представлена нас і хлібна діжа, і медого...' hyp_greedy='іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=699.0 avg_target_tokens=127.0 top_tokens=і:0.996, с:0.004
2026-04-13 14:25:30,686 | INFO | rank=0 | epoch=1 step=2800/249868 global_step=700 train_loss=10.5594 train_main_ctc_loss=10.5594 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.86 grad_norm=15.0918 max_feature_frames=1398 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4870 train_target_tokens_per_frame=0.3133 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.1173 train_avg_top_logit=6.6381 train_avg_top2_margin=1.4878 train_avg_blank_nonblank_margin=-6.7754 train_avg_entropy=3.2961 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0933 train_nonblank_weight_grad_norm_mean=0.1675 train_blank_bias_grad=-0.0021 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0198 train_encoder_std=1.5395 train_encoder_token_l2_norm=49.1649 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.74064e-07
2026-04-13 14:25:31,676 | INFO | rank=0 | train preview ref='Розкажу вам плюси і мінуси цієї країни, а ви вже для себе зрозумієте, чи потрібно вам іммігрувати в цю країну, чи ні?...' hyp_greedy='ісξ і' hyp_beam='іс іс ісξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=699.0 avg_target_tokens=219.0 top_tokens=і:0.989, с:0.009, ξ:0.003
2026-04-13 14:26:14,792 | INFO | rank=0 | epoch=1 step=2840/249868 global_step=710 train_loss=9.3675 train_main_ctc_loss=9.3675 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.86 grad_norm=71.8766 max_feature_frames=1396 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4487 train_target_tokens_per_frame=0.2335 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=-0.0337 train_avg_top_logit=6.5559 train_avg_top2_margin=1.1977 train_avg_blank_nonblank_margin=-6.5559 train_avg_entropy=3.3926 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0231 train_nonblank_weight_grad_norm_mean=0.3113 train_blank_bias_grad=-0.0008 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0231 train_encoder_std=1.5294 train_encoder_token_l2_norm=48.8530 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.794e-07
2026-04-13 14:26:15,804 | INFO | rank=0 | train preview ref='І знаходився я особисто там до середини липня. Найперше, каже Михайло Соболь, займалися медичними оглядами призваних ...' hyp_greedy='с іс іс іс і' hyp_beam='с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=698.0 avg_target_tokens=163.0 top_tokens=і:0.986, с:0.014
2026-04-13 14:26:59,284 | INFO | rank=0 | epoch=1 step=2880/249868 global_step=720 train_loss=11.0243 train_main_ctc_loss=11.0243 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.86 grad_norm=66.5370 max_feature_frames=1395 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5303 train_target_tokens_per_frame=0.1779 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0242 train_avg_top_logit=6.7948 train_avg_top2_margin=1.8135 train_avg_blank_nonblank_margin=-6.7489 train_avg_entropy=3.1220 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.7794 train_nonblank_weight_grad_norm_mean=0.2925 train_blank_bias_grad=-0.0167 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0152 train_encoder_std=1.5414 train_encoder_token_l2_norm=49.2393 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.84736e-07
2026-04-13 14:27:00,122 | INFO | rank=0 | train preview ref='Але ми робимо все для того, щоб зробити коконтратаку ⁇ для того щоб надати ще більше ураження їм до того, як вони вст...' hyp_greedy='і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=697.0 avg_target_tokens=124.0 top_tokens=і:1.000
2026-04-13 14:27:43,668 | INFO | rank=0 | epoch=1 step=2920/249868 global_step=730 train_loss=9.0347 train_main_ctc_loss=9.0347 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.86 grad_norm=20.8055 max_feature_frames=1393 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5524 train_target_tokens_per_frame=0.2626 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0199 train_avg_top_logit=6.9326 train_avg_top2_margin=1.7561 train_avg_blank_nonblank_margin=-6.8867 train_avg_entropy=2.9383 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1330 train_nonblank_weight_grad_norm_mean=0.1865 train_blank_bias_grad=-0.0031 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0150 train_encoder_std=1.5579 train_encoder_token_l2_norm=49.7612 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.90073e-07
2026-04-13 14:27:44,515 | INFO | rank=0 | train preview ref='На ці гроші, що я маю, мені жити в вашій країні комфортно. Якщо я захочу мандрувати, то зможу це зробити. Обрати будь...' hyp_greedy='ісм іс іс іс і' hyp_beam='іс іс ісξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=697.0 avg_target_tokens=183.0 top_tokens=і:0.990, с:0.009, м:0.001
2026-04-13 14:28:28,506 | INFO | rank=0 | epoch=1 step=2960/249868 global_step=740 train_loss=13.3698 train_main_ctc_loss=13.3698 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.86 grad_norm=28.5157 max_feature_frames=1392 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5419 train_target_tokens_per_frame=0.2040 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0366 train_avg_top_logit=6.8966 train_avg_top2_margin=1.6897 train_avg_blank_nonblank_margin=-6.8506 train_avg_entropy=2.9885 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1109 train_nonblank_weight_grad_norm_mean=0.1955 train_blank_bias_grad=-0.0028 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0177 train_encoder_std=1.5510 train_encoder_token_l2_norm=49.5340 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.95409e-07
2026-04-13 14:28:29,353 | INFO | rank=0 | train preview ref='Але коли тато відводив сина до школи, по дорозі Артуру здалося, що щось не так. Люди в місті почали незвично себе пов...' hyp_greedy='іξ іξ ічас і' hyp_beam='іс іс іс іξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=696.0 avg_target_tokens=142.0 top_tokens=і:0.993, ξ:0.004, с:0.001, ча:0.001
2026-04-13 14:29:11,776 | INFO | rank=0 | epoch=1 step=3000/249868 global_step=750 train_loss=8.9082 train_main_ctc_loss=8.9082 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.85 grad_norm=21.5845 max_feature_frames=1391 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5809 train_target_tokens_per_frame=0.2629 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0603 train_avg_top_logit=7.0805 train_avg_top2_margin=1.7011 train_avg_blank_nonblank_margin=-7.0345 train_avg_entropy=2.7126 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0847 train_nonblank_weight_grad_norm_mean=0.1706 train_blank_bias_grad=-0.0018 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0146 train_encoder_std=1.5684 train_encoder_token_l2_norm=50.0918 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.00745e-07
2026-04-13 14:29:12,665 | INFO | rank=0 | train preview ref='Чи самі журналісти, чи вороги, вороги наші щодо того, що у ворога немає боєкомплекту. Ну це повністю не відповідає ді...' hyp_greedy='іс іс іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=696.0 avg_target_tokens=183.0 top_tokens=і:0.993, с:0.007
2026-04-13 14:29:56,769 | INFO | rank=0 | epoch=1 step=3040/249868 global_step=760 train_loss=8.9013 train_main_ctc_loss=8.9013 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.85 grad_norm=32.0714 max_feature_frames=1390 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5451 train_target_tokens_per_frame=0.2964 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0712 train_avg_top_logit=6.9986 train_avg_top2_margin=1.4388 train_avg_blank_nonblank_margin=-6.9525 train_avg_entropy=2.8317 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0140 train_nonblank_weight_grad_norm_mean=0.1985 train_blank_bias_grad=0.0002 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0187 train_encoder_std=1.5486 train_encoder_token_l2_norm=49.4389 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.06081e-07
2026-04-13 14:29:57,654 | INFO | rank=0 | train preview ref='Ходила. Ну я йду до Бога. Я не йшла до тих священиків іслав до Бога. Ходити це добре, щоб перейсимо країн за нас. Хме...' hyp_greedy='іс іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=695.0 avg_target_tokens=206.0 top_tokens=і:0.991, с:0.009
2026-04-13 14:30:40,012 | INFO | rank=0 | epoch=1 step=3080/249868 global_step=770 train_loss=9.0496 train_main_ctc_loss=9.0496 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.85 grad_norm=45.2340 max_feature_frames=1388 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5384 train_target_tokens_per_frame=0.2637 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0706 train_avg_top_logit=6.9625 train_avg_top2_margin=1.3429 train_avg_blank_nonblank_margin=-6.9164 train_avg_entropy=2.8127 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0856 train_nonblank_weight_grad_norm_mean=0.2293 train_blank_bias_grad=-0.0028 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0179 train_encoder_std=1.5551 train_encoder_token_l2_norm=49.6205 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.11417e-07
2026-04-13 14:30:40,928 | INFO | rank=0 | train preview ref='Що приваблює? Насамперед, те, що головний наш експонат ⁇ Меджибіський замок, він реставрується і відновлюється. За сл...' hyp_greedy='іс іс іс іс іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=694.0 avg_target_tokens=183.0 top_tokens=і:0.983, с:0.017
2026-04-13 14:31:24,570 | INFO | rank=0 | epoch=1 step=3120/249868 global_step=780 train_loss=8.6668 train_main_ctc_loss=8.6668 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.85 grad_norm=51.5359 max_feature_frames=1387 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5728 train_target_tokens_per_frame=0.2608 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0191 train_avg_top_logit=7.0548 train_avg_top2_margin=1.6254 train_avg_blank_nonblank_margin=-7.0086 train_avg_entropy=2.7320 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0708 train_nonblank_weight_grad_norm_mean=0.2477 train_blank_bias_grad=-0.0024 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0116 train_encoder_std=1.5760 train_encoder_token_l2_norm=50.2920 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.16753e-07
2026-04-13 14:31:25,446 | INFO | rank=0 | train preview ref='Для всіх людей, які люблять цю землю, які прагнуть розвитку, які бажають бачити Україну незалежною і в Україні незале...' hyp_greedy='іс іс  іс!сξ іс іс і' hyp_beam='іс іс  іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=694.0 avg_target_tokens=181.0 top_tokens=і:0.980, с:0.016, ξ:0.001, !:0.001, ▁:0.001
2026-04-13 14:32:08,156 | INFO | rank=0 | epoch=1 step=3160/249868 global_step=790 train_loss=11.7023 train_main_ctc_loss=11.7023 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.85 grad_norm=19.2944 max_feature_frames=1386 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5582 train_target_tokens_per_frame=0.2352 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0628 train_avg_top_logit=7.0188 train_avg_top2_margin=1.4719 train_avg_blank_nonblank_margin=-6.9726 train_avg_entropy=2.7475 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4929 train_nonblank_weight_grad_norm_mean=0.1748 train_blank_bias_grad=-0.0112 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0140 train_encoder_std=1.5585 train_encoder_token_l2_norm=49.7223 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.2209e-07
2026-04-13 14:32:09,090 | INFO | rank=0 | train preview ref='Дуже постраждали території розмежування, дивилися активні бойові дії. Це окуповані території, які на сьогоднішній ден...' hyp_greedy='с іс іс ісξ іс і' hyp_beam='с іс іс іс ісξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=693.0 avg_target_tokens=163.0 top_tokens=і:0.981, с:0.017, ξ:0.001
2026-04-13 14:32:53,061 | INFO | rank=0 | epoch=1 step=3200/249868 global_step=800 train_loss=8.9629 train_main_ctc_loss=8.9629 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.85 grad_norm=16.5889 max_feature_frames=1385 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5667 train_target_tokens_per_frame=0.2554 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0020 train_avg_top_logit=7.0188 train_avg_top2_margin=1.5815 train_avg_blank_nonblank_margin=-7.0188 train_avg_entropy=2.7475 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0242 train_nonblank_weight_grad_norm_mean=0.1401 train_blank_bias_grad=-0.0009 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0108 train_encoder_std=1.5617 train_encoder_token_l2_norm=49.7865 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.27426e-07
2026-04-13 14:32:53,991 | INFO | rank=0 | train preview ref='Ситуацію правильно і відчувається його підтримка. Так, вони намагаються підтримувати і демонструвати цю підтримку. Я ...' hyp_greedy='іс ісοсціс іс іс і' hyp_beam='іс іс іс іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=693.0 avg_target_tokens=177.0 top_tokens=і:0.974, с:0.023, ці:0.001, ο:0.001
2026-04-13 14:33:35,751 | INFO | rank=0 | epoch=1 step=3240/249868 global_step=810 train_loss=14.3474 train_main_ctc_loss=14.3474 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.84 grad_norm=68.4486 max_feature_frames=1383 train_avg_blank_prob=0.0005 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5758 train_target_tokens_per_frame=0.1561 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.0363 train_avg_top_logit=7.0751 train_avg_top2_margin=1.5838 train_avg_blank_nonblank_margin=-7.0289 train_avg_entropy=2.6936 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.8118 train_nonblank_weight_grad_norm_mean=0.3962 train_blank_bias_grad=-0.0476 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0081 train_encoder_std=1.5750 train_encoder_token_l2_norm=50.2637 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.32762e-07
2026-04-13 14:33:36,668 | INFO | rank=0 | train preview ref='Раніше варті коли конфімедіація арбитреш знаходилася на такому початковому портфочатковому стані, коли я анватонадава...' hyp_greedy='с простосοс і' hyp_beam='с іс іс простосοс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=692.0 avg_target_tokens=108.0 top_tokens=і:0.977, с:0.020, просто:0.001, ο:0.001
2026-04-13 14:34:20,408 | INFO | rank=0 | epoch=1 step=3280/249868 global_step=820 train_loss=8.8889 train_main_ctc_loss=8.8889 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.84 grad_norm=47.5714 max_feature_frames=1382 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4986 train_target_tokens_per_frame=0.2562 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.1751 train_avg_top_logit=6.8538 train_avg_top2_margin=1.0535 train_avg_blank_nonblank_margin=-6.6686 train_avg_entropy=2.8944 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.9040 train_nonblank_weight_grad_norm_mean=0.2746 train_blank_bias_grad=-0.0213 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0175 train_encoder_std=1.5451 train_encoder_token_l2_norm=49.2755 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.38098e-07
2026-04-13 14:34:21,362 | INFO | rank=0 | train preview ref='Значно підвищений тариф за електропостачання підприємці мали лише у грудні. Вересень, жовтень, і листопа і листопад. ...' hyp_greedy='с Якщос іс іс і' hyp_beam='с іс іс Якщос іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=691.0 avg_target_tokens=177.0 top_tokens=і:0.964, с:0.035, Якщо:0.001
2026-04-13 14:35:03,873 | INFO | rank=0 | epoch=1 step=3320/249868 global_step=830 train_loss=14.6022 train_main_ctc_loss=14.6022 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.84 grad_norm=44.3449 max_feature_frames=1381 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4828 train_target_tokens_per_frame=0.2894 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.1954 train_avg_top_logit=6.7612 train_avg_top2_margin=0.9899 train_avg_blank_nonblank_margin=-6.5760 train_avg_entropy=2.9638 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.1218 train_nonblank_weight_grad_norm_mean=0.2446 train_blank_bias_grad=-0.0277 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0167 train_encoder_std=1.5279 train_encoder_token_l2_norm=48.6724 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.43434e-07
2026-04-13 14:35:04,845 | INFO | rank=0 | train preview ref="То над Міжегір'єм. Ще один гвинтокрил К- був збитий березня у Бучанському районі Київської області. березня гвинтопри..." hyp_greedy='с іс іс іс іс іс іс і' hyp_beam='с іс ісξс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=691.0 avg_target_tokens=200.0 top_tokens=і:0.961, с:0.039
2026-04-13 14:35:48,754 | INFO | rank=0 | epoch=1 step=3360/249868 global_step=840 train_loss=11.1569 train_main_ctc_loss=11.1569 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.84 grad_norm=14.2417 max_feature_frames=1380 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5218 train_target_tokens_per_frame=0.2348 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.1928 train_avg_top_logit=6.9101 train_avg_top2_margin=1.2000 train_avg_blank_nonblank_margin=-6.7246 train_avg_entropy=2.8290 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1327 train_nonblank_weight_grad_norm_mean=0.1466 train_blank_bias_grad=-0.0041 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0179 train_encoder_std=1.5404 train_encoder_token_l2_norm=49.1243 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.4877e-07
2026-04-13 14:35:49,710 | INFO | rank=0 | train preview ref='А до цього, а так, якщо парамедиків або лікарів, то я беру от стараюся, щоб були фахівці або за швидкої допомоги, або...' hyp_greedy='іс іс іс В ісаєтьсясча іс іс іс і' hyp_beam='іс іс іс В іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=690.0 avg_target_tokens=162.0 top_tokens=і:0.980, с:0.016, ається:0.001, ча:0.001, В:0.001
2026-04-13 14:36:31,798 | INFO | rank=0 | epoch=1 step=3400/249868 global_step=850 train_loss=8.7318 train_main_ctc_loss=8.7318 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.84 grad_norm=16.2444 max_feature_frames=1379 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5502 train_target_tokens_per_frame=0.2536 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.2159 train_avg_top_logit=7.0493 train_avg_top2_margin=1.2928 train_avg_blank_nonblank_margin=-6.8174 train_avg_entropy=2.6783 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.1359 train_nonblank_weight_grad_norm_mean=0.1497 train_blank_bias_grad=-0.0251 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0148 train_encoder_std=1.5540 train_encoder_token_l2_norm=49.5745 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.54106e-07
2026-04-13 14:36:32,779 | INFO | rank=0 | train preview ref='Якщо хтось не розуміє томологію, то це ходили по селі такі жебраки, діди, а з ними були такі, хто їх водили по водирі...' hyp_greedy='іс ісξ зξ ісговорс ісчас іс і' hyp_beam='іс іс ісξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=690.0 avg_target_tokens=175.0 top_tokens=і:0.970, с:0.023, ξ:0.003, ча:0.001, з:0.001
2026-04-13 14:37:16,948 | INFO | rank=0 | epoch=1 step=3440/249868 global_step=860 train_loss=8.4755 train_main_ctc_loss=8.4755 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.84 grad_norm=25.4494 max_feature_frames=1378 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5179 train_target_tokens_per_frame=0.2787 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.2308 train_avg_top_logit=6.9202 train_avg_top2_margin=1.0972 train_avg_blank_nonblank_margin=-6.6880 train_avg_entropy=2.7750 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0485 train_nonblank_weight_grad_norm_mean=0.1664 train_blank_bias_grad=-0.0018 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0158 train_encoder_std=1.5346 train_encoder_token_l2_norm=48.8339 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.59443e-07
2026-04-13 14:37:17,929 | INFO | rank=0 | train preview ref='Ну, в кадировських цих його загонів, що в них є там Тікток. Там вони не спостерігалися ніде на якійсь важкій броньова...' hyp_greedy='см людейс людейс іс іс іс і' hyp_beam='с іс іс іс людейс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=689.0 avg_target_tokens=192.0 top_tokens=і:0.951, с:0.045, людей:0.003, м:0.001
2026-04-13 14:38:00,182 | INFO | rank=0 | epoch=1 step=3480/249868 global_step=870 train_loss=11.1444 train_main_ctc_loss=11.1444 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.83 grad_norm=37.3147 max_feature_frames=1376 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4928 train_target_tokens_per_frame=0.2311 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.2195 train_avg_top_logit=6.8837 train_avg_top2_margin=0.9477 train_avg_blank_nonblank_margin=-6.6512 train_avg_entropy=2.8372 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2201 train_nonblank_weight_grad_norm_mean=0.1964 train_blank_bias_grad=-0.0073 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0168 train_encoder_std=1.5391 train_encoder_token_l2_norm=49.0859 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.64779e-07
2026-04-13 14:38:01,230 | INFO | rank=0 | train preview ref='Наші захисники ліквідували російських окупантів, знищили танки, бойових броньованих машин та артилерійських систем. О...' hyp_greedy='сговорοс іс с іс іс іс іс і' hyp_beam='с іс ісοс ісмс с іс іс іс ісο іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=688.0 avg_target_tokens=159.0 top_tokens=і:0.955, с:0.039, ο:0.003, говор:0.001, ▁:0.001
2026-04-13 14:38:44,133 | INFO | rank=0 | epoch=1 step=3520/249868 global_step=880 train_loss=10.7175 train_main_ctc_loss=10.7175 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.83 grad_norm=53.7127 max_feature_frames=1376 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4558 train_target_tokens_per_frame=0.3445 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.2413 train_avg_top_logit=6.7442 train_avg_top2_margin=0.7093 train_avg_blank_nonblank_margin=-6.5116 train_avg_entropy=2.8605 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0894 train_nonblank_weight_grad_norm_mean=0.2323 train_blank_bias_grad=-0.0023 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0155 train_encoder_std=1.5323 train_encoder_token_l2_norm=48.7541 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.70115e-07
2026-04-13 14:38:45,261 | INFO | rank=0 | train preview ref='Человека рассказать свою историю. И здесь было очень такое четкое, по моим ощущениям, очень четкое разделение на мы и...' hyp_greedy='с іс ісмсχ ісговорс іο людейс іс іс іс іс іс іс іс іс іс' hyp_beam='с іс іс ісξс людейс іс людейсмс іс!с іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=688.0 avg_target_tokens=237.0 top_tokens=і:0.926, с:0.067, говор:0.001, людей:0.001, м:0.001
2026-04-13 14:39:27,639 | INFO | rank=0 | epoch=1 step=3560/249868 global_step=890 train_loss=9.1006 train_main_ctc_loss=9.1006 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.83 grad_norm=87.3564 max_feature_frames=1374 train_avg_blank_prob=0.0006 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5018 train_target_tokens_per_frame=0.2009 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.3086 train_avg_top_logit=6.8937 train_avg_top2_margin=0.9374 train_avg_blank_nonblank_margin=-6.5677 train_avg_entropy=2.7482 train_blank_bias=0.0001 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.1596 train_nonblank_weight_grad_norm_mean=0.3968 train_blank_bias_grad=-0.0359 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0145 train_encoder_std=1.5351 train_encoder_token_l2_norm=48.8518 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.75451e-07
2026-04-13 14:39:28,717 | INFO | rank=0 | train preview ref='Кримінальному суді про ніс відповідальність ніхто не думав, що хтось комусь можуть бути висунуті, такому як Милосович...' hyp_greedy='с!сοсχс іс при іс іс свої іс іс іс іс іс іс іс іс і' hyp_beam='сοс!сοс іс більшес прис людей іс свої іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=687.0 avg_target_tokens=138.0 top_tokens=і:0.953, с:0.039, !:0.001, свої:0.001, при:0.001
2026-04-13 14:40:12,150 | INFO | rank=0 | epoch=1 step=3600/249868 global_step=900 train_loss=11.0701 train_main_ctc_loss=11.0701 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.83 grad_norm=13.2585 max_feature_frames=1373 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5398 train_target_tokens_per_frame=0.2445 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.3523 train_avg_top_logit=7.0335 train_avg_top2_margin=1.1528 train_avg_blank_nonblank_margin=-6.6608 train_avg_entropy=2.6550 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1721 train_nonblank_weight_grad_norm_mean=0.1312 train_blank_bias_grad=-0.0060 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0165 train_encoder_std=1.5426 train_encoder_token_l2_norm=49.1108 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.80787e-07
2026-04-13 14:40:13,125 | INFO | rank=0 | train preview ref='А це все ок, це все нормально, тому що про це розповідає чоловік, і зрозуміло, що може навіть не така, ну типу самого...' hyp_greedy='іс іс іцісξ іс іс іс іс іс іс іс іс іс іс і' hyp_beam='іс іс ісξ іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=687.0 avg_target_tokens=168.0 top_tokens=і:0.962, с:0.035, ці:0.001, ξ:0.001
2026-04-13 14:40:55,499 | INFO | rank=0 | epoch=1 step=3640/249868 global_step=910 train_loss=9.6622 train_main_ctc_loss=9.6622 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.83 grad_norm=37.5264 max_feature_frames=1372 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4495 train_target_tokens_per_frame=0.2857 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.3601 train_avg_top_logit=6.7172 train_avg_top2_margin=0.7026 train_avg_blank_nonblank_margin=-6.3440 train_avg_entropy=2.9155 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1215 train_nonblank_weight_grad_norm_mean=0.1922 train_blank_bias_grad=-0.0041 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0181 train_encoder_std=1.5091 train_encoder_token_l2_norm=47.9993 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.86123e-07
2026-04-13 14:40:56,527 | INFO | rank=0 | train preview ref='Люди приходили з пляшками з бензину, вони той танк бачили тільки по телевізору. За словами Вадима Кривоклуба, будучи ...' hyp_greedy='с іс свої іс ісξсξс іс іс іс іс іс іс іс іс іс іс іс і' hyp_beam='с іс іс іс іс іс іс іс іс іξс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=686.0 avg_target_tokens=196.0 top_tokens=і:0.934, с:0.061, ξ:0.003, свої:0.001
2026-04-13 14:41:39,363 | INFO | rank=0 | epoch=1 step=3680/249868 global_step=920 train_loss=8.8087 train_main_ctc_loss=8.8087 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.83 grad_norm=32.2709 max_feature_frames=1371 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5142 train_target_tokens_per_frame=0.2580 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.4140 train_avg_top_logit=6.9038 train_avg_top2_margin=1.1079 train_avg_blank_nonblank_margin=-6.4840 train_avg_entropy=2.8222 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0316 train_nonblank_weight_grad_norm_mean=0.1782 train_blank_bias_grad=-0.0001 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0157 train_encoder_std=1.5116 train_encoder_token_l2_norm=48.1122 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.91459e-07
2026-04-13 14:41:40,367 | INFO | rank=0 | train preview ref='Цьому нуль другого, нібито захворів чи поступив на стаціонарне лікування саме обвинуваченою. Можливо було взяти справ...' hyp_greedy='іс іс іс іс іс іс і' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=686.0 avg_target_tokens=177.0 top_tokens=і:0.972, с:0.028
2026-04-13 14:42:23,505 | INFO | rank=0 | epoch=1 step=3720/249868 global_step=930 train_loss=8.7188 train_main_ctc_loss=8.7188 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.83 grad_norm=78.7838 max_feature_frames=1369 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5548 train_target_tokens_per_frame=0.2467 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.3285 train_avg_top_logit=6.9606 train_avg_top2_margin=1.4365 train_avg_blank_nonblank_margin=-6.6336 train_avg_entropy=2.7445 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.7249 train_nonblank_weight_grad_norm_mean=0.3138 train_blank_bias_grad=-0.0445 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0142 train_encoder_std=1.5212 train_encoder_token_l2_norm=48.3537 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.96796e-07
2026-04-13 14:42:24,279 | INFO | rank=0 | train preview ref='Наживкою, скажем так, ідуть групи дешевого там вавішок, мало екіперованих. Вони насправді самі не знають, куди йдуть,...' hyp_greedy='іс іс іс ісговор іс іс іс і' hyp_beam='с іс іс іс іс іс іс іс ісξ ісξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=685.0 avg_target_tokens=169.0 top_tokens=і:0.956, с:0.042, говор:0.001
2026-04-13 14:43:07,036 | INFO | rank=0 | epoch=1 step=3760/249868 global_step=940 train_loss=12.1785 train_main_ctc_loss=12.1785 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.82 grad_norm=27.5684 max_feature_frames=1368 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5474 train_target_tokens_per_frame=0.2778 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.3377 train_avg_top_logit=7.0175 train_avg_top2_margin=1.2807 train_avg_blank_nonblank_margin=-6.6433 train_avg_entropy=2.6901 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0582 train_nonblank_weight_grad_norm_mean=0.1642 train_blank_bias_grad=-0.0022 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0152 train_encoder_std=1.5272 train_encoder_token_l2_norm=48.6316 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.02132e-07
2026-04-13 14:43:07,968 | INFO | rank=0 | train preview ref='Харківській, Дніпропетровській, Полтавській, Тернопільській, Львівській, Київській областях, наприклад, визначилися н...' hyp_greedy='сговорсціс іс іс іс іс іс іс і' hyp_beam='с ісξс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=684.0 avg_target_tokens=190.0 top_tokens=і:0.946, с:0.051, ці:0.001, говор:0.001
2026-04-13 14:43:51,475 | INFO | rank=0 | epoch=1 step=3800/249868 global_step=950 train_loss=10.1604 train_main_ctc_loss=10.1604 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.82 grad_norm=13.8538 max_feature_frames=1367 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5011 train_target_tokens_per_frame=0.2544 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.4444 train_avg_top_logit=6.8304 train_avg_top2_margin=1.0702 train_avg_blank_nonblank_margin=-6.4094 train_avg_entropy=2.8772 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0999 train_nonblank_weight_grad_norm_mean=0.1215 train_blank_bias_grad=-0.0032 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0178 train_encoder_std=1.5045 train_encoder_token_l2_norm=47.9285 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.07468e-07
2026-04-13 14:43:52,425 | INFO | rank=0 | train preview ref='Ми маємо як на мене гарний приклад того, що українське військове керівництво в принципі попередні приклади українське...' hyp_greedy='іс іс іс іс! ісξ іс ісм іс іс і' hyp_beam='с іс іс іс іс іс людейξ ісξ іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=684.0 avg_target_tokens=174.0 top_tokens=і:0.961, с:0.035, ξ:0.001, !:0.001, м:0.001
2026-04-13 14:44:34,299 | INFO | rank=0 | epoch=1 step=3840/249868 global_step=960 train_loss=9.8864 train_main_ctc_loss=9.8864 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.82 grad_norm=18.1438 max_feature_frames=1366 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4664 train_target_tokens_per_frame=0.2782 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.4685 train_avg_top_logit=6.7936 train_avg_top2_margin=0.7467 train_avg_blank_nonblank_margin=-6.3250 train_avg_entropy=2.8111 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0999 train_nonblank_weight_grad_norm_mean=0.1354 train_blank_bias_grad=-0.0039 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0161 train_encoder_std=1.5167 train_encoder_token_l2_norm=48.3064 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.12804e-07
2026-04-13 14:44:35,466 | INFO | rank=0 | train preview ref='Керівник підприємства вивів працівників до укриття, що напевно врятувало їхнє життя. Попередньо поранені семеро людей...' hyp_greedy='сο людейс іс ісм іс іс іс іс іс іс і' hyp_beam='с ісξсοсξсοс с іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=683.0 avg_target_tokens=190.0 top_tokens=і:0.936, с:0.060, ο:0.001, людей:0.001, м:0.001
2026-04-13 14:45:19,511 | INFO | rank=0 | epoch=1 step=3880/249868 global_step=970 train_loss=9.2704 train_main_ctc_loss=9.2704 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.82 grad_norm=26.3369 max_feature_frames=1365 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5022 train_target_tokens_per_frame=0.2445 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.4656 train_avg_top_logit=6.9341 train_avg_top2_margin=0.9078 train_avg_blank_nonblank_margin=-6.4656 train_avg_entropy=2.6940 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.5463 train_nonblank_weight_grad_norm_mean=0.1610 train_blank_bias_grad=-0.0172 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0146 train_encoder_std=1.5226 train_encoder_token_l2_norm=48.4686 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.1814e-07
2026-04-13 14:45:20,512 | INFO | rank=0 | train preview ref='Динаміка настільки велика, що, чесно кажучи, виснажуються і сили засоби оборони. У нас бувало таке, що навіть боєкомп...' hyp_greedy='іс і людейс людейсξ іс іс іс іс іс іс і' hyp_beam='с іс іс ісχс людейсξ іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=683.0 avg_target_tokens=167.0 top_tokens=і:0.953, с:0.042, людей:0.003, ξ:0.001
2026-04-13 14:46:02,265 | INFO | rank=0 | epoch=1 step=3920/249868 global_step=980 train_loss=8.6635 train_main_ctc_loss=8.6635 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.82 grad_norm=20.3439 max_feature_frames=1364 train_avg_blank_prob=0.0009 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4655 train_target_tokens_per_frame=0.2669 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.5308 train_avg_top_logit=6.7566 train_avg_top2_margin=0.8035 train_avg_blank_nonblank_margin=-6.2405 train_avg_entropy=2.8856 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0759 train_nonblank_weight_grad_norm_mean=0.1398 train_blank_bias_grad=-0.0029 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0126 train_encoder_std=1.4942 train_encoder_token_l2_norm=47.5812 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.23476e-07
2026-04-13 14:46:03,288 | INFO | rank=0 | train preview ref='І компанія ⁇ Укргідроенерго ⁇ по суті датують все населення України більше ніж на сто мільярдів гривень. Тільки компа...' hyp_greedy='с іс іс іАс і οс іс іс іс іс іс іс іс іс іс іс і' hyp_beam='іс іс ісξсοс іс ічас і ο іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=682.0 avg_target_tokens=182.0 top_tokens=і:0.938, с:0.057, ο:0.001, А:0.001, ▁:0.001
2026-04-13 14:46:46,484 | INFO | rank=0 | epoch=1 step=3960/249868 global_step=990 train_loss=9.6462 train_main_ctc_loss=9.6462 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.82 grad_norm=27.5885 max_feature_frames=1363 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5376 train_target_tokens_per_frame=0.2889 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.5484 train_avg_top_logit=6.9912 train_avg_top2_margin=1.1554 train_avg_blank_nonblank_margin=-6.4282 train_avg_entropy=2.6393 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4424 train_nonblank_weight_grad_norm_mean=0.1581 train_blank_bias_grad=-0.0119 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0121 train_encoder_std=1.5119 train_encoder_token_l2_norm=48.0348 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.28813e-07
2026-04-13 14:46:47,454 | INFO | rank=0 | train preview ref='Інна Наумова пише ікону десятого століття Богородиця Холмська. Через пошкодження оригіналу розповіла, попередньо роби...' hyp_greedy='іс ісмцісАцісм іс іс іс іс іс іс іс і' hyp_beam='іс іс іс ісмці ісАсм іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=682.0 avg_target_tokens=197.0 top_tokens=і:0.946, с:0.045, ці:0.004, м:0.003, А:0.001
2026-04-13 14:47:29,279 | INFO | rank=0 | epoch=1 step=4000/249868 global_step=1000 train_loss=15.2704 train_main_ctc_loss=15.2704 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.81 grad_norm=24.8880 max_feature_frames=1361 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5096 train_target_tokens_per_frame=0.2173 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.4875 train_avg_top_logit=6.8135 train_avg_top2_margin=1.1219 train_avg_blank_nonblank_margin=-6.3436 train_avg_entropy=2.8311 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3115 train_nonblank_weight_grad_norm_mean=0.1572 train_blank_bias_grad=-0.0092 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0150 train_encoder_std=1.4973 train_encoder_token_l2_norm=47.6660 cpu_rss=22.4GiB cpu_peak_rss=23.4GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.34149e-07
2026-04-13 14:47:30,204 | INFO | rank=0 | train preview ref='Якщо ми подивимося на результати цього опитування, то насамперед, по-перше, можна відзначити значну диференціацію рег...' hyp_greedy='іс іс іс зξ іс людей іс іціс людейАс іс іс іс іс іс іс іс і' hyp_beam='іс іс іс ісξ іс ісм іцістрасАс іс іс іс іс іс іс  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=681.0 avg_target_tokens=148.0 top_tokens=і:0.950, с:0.040, людей:0.003, ξ:0.003, з:0.001
2026-04-13 14:47:30,214 | INFO | rank=0 | epoch 1 step=4000/249868 global_step=1000 reached validation interval; starting validation
2026-04-13 14:52:16,595 | INFO | rank=0 | epoch_0001_step_00001000 complete train_loss=16.3811 val_loss=29.2224 val_main_ctc_loss=29.2224 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=1.0175 val_wer=1.4948 val_avg_blank_prob=0.0011 val_argmax_blank_frac=0.0000 val_avg_top_nonblank_prob=0.2687 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0000 val_avg_hyp_chars=35.07 val_avg_hyp_words=9.13 val_model_source=raw best_val_wer=1.4948 timing_forward=313.20s timing_teacher=0.00s timing_decode=0.91s timing_gather=0.02s timing_checkpoint_export=114.32s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00001000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 14:52:16,597 | INFO | rank=0 | epoch_0001_step_00001000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=24.25s best_export=23.50s topk_update=32.60s topk_average=33.97s
2026-04-13 14:52:16,597 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 14:52:16,597 | INFO | rank=0 | validation preview hardest_ref='В мову нашу летіли, мов кулі.' hardest_hyp='і– ісча іціча іс тогоč ісча і'
2026-04-13 15:13:55,285 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/1e5e228ebfa42a5d3345c2612f669f69609322cc elapsed=21m 38.6s
2026-04-13 15:14:37,414 | INFO | rank=0 | epoch=1 step=4040/249868 global_step=1010 train_loss=8.7383 train_main_ctc_loss=8.7383 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.81 grad_norm=71.2204 max_feature_frames=1360 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4853 train_target_tokens_per_frame=0.2618 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.5735 train_avg_top_logit=6.9176 train_avg_top2_margin=0.8294 train_avg_blank_nonblank_margin=-6.3059 train_avg_entropy=2.7294 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1400 train_nonblank_weight_grad_norm_mean=0.2588 train_blank_bias_grad=-0.0059 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0145 train_encoder_std=1.5107 train_encoder_token_l2_norm=48.0322 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.39485e-07
2026-04-13 15:14:38,387 | INFO | rank=0 | train preview ref='АДКБ відмовився це робити, і більше того, здавалось би, найближчі союзники до Росії, такі як Казахстану, саме свого п...' hyp_greedy='с іс іс іс ісАс іс іс іс іс іс іс іс і' hyp_beam='іс іс іс іс с іс іс ісАс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=680.0 avg_target_tokens=178.0 top_tokens=і:0.954, с:0.043, А:0.003
2026-04-13 15:15:19,481 | INFO | rank=0 | epoch=1 step=4080/249868 global_step=1020 train_loss=10.2691 train_main_ctc_loss=10.2691 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.81 grad_norm=69.4118 max_feature_frames=1359 train_avg_blank_prob=0.0007 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4988 train_target_tokens_per_frame=0.2647 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.5765 train_avg_top_logit=7.0118 train_avg_top2_margin=0.8000 train_avg_blank_nonblank_margin=-6.4471 train_avg_entropy=2.5765 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1846 train_nonblank_weight_grad_norm_mean=0.2590 train_blank_bias_grad=-0.0078 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0111 train_encoder_std=1.5257 train_encoder_token_l2_norm=48.5289 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.44821e-07
2026-04-13 15:15:20,215 | INFO | rank=0 | train preview ref='Найважчі для військових дні тривали з до серпня року. Це час, коли українські бійці намагалися зайти в Іловайськ. При...' hyp_greedy='с іс іс  людейс з іс ісο іс людейс ісο іс ісм і  іс іс і' hyp_beam='с іс іс с з іс іс і людейοсмс ісο іс ісм і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=680.0 avg_target_tokens=180.0 top_tokens=і:0.951, с:0.037, ο:0.003, людей:0.003, ▁:0.003
2026-04-13 15:16:02,088 | INFO | rank=0 | epoch=1 step=4120/249868 global_step=1030 train_loss=9.2909 train_main_ctc_loss=9.2909 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.81 grad_norm=42.8005 max_feature_frames=1358 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3557 train_target_tokens_per_frame=0.3166 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.6480 train_avg_top_logit=6.4566 train_avg_top2_margin=0.2739 train_avg_blank_nonblank_margin=-5.7968 train_avg_entropy=3.1576 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1965 train_nonblank_weight_grad_norm_mean=0.1339 train_blank_bias_grad=-0.0076 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0102 train_encoder_std=1.4459 train_encoder_token_l2_norm=46.0865 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.50157e-07
2026-04-13 15:16:03,203 | INFO | rank=0 | train preview ref='Что из себя представляет республиканская партия, коалиция, куда стремятся и сегодня какие законодательные изменения г...' hyp_greedy='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' hyp_beam='іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=679.0 avg_target_tokens=215.0 top_tokens=і:0.627, с:0.373
2026-04-13 15:16:43,731 | INFO | rank=0 | epoch=1 step=4160/249868 global_step=1040 train_loss=9.6787 train_main_ctc_loss=9.6787 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.81 grad_norm=42.3952 max_feature_frames=1357 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5332 train_target_tokens_per_frame=0.2946 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.6038 train_avg_top_logit=7.0692 train_avg_top2_margin=1.0133 train_avg_blank_nonblank_margin=-6.4566 train_avg_entropy=2.5331 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.5526 train_nonblank_weight_grad_norm_mean=0.1942 train_blank_bias_grad=-0.0157 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0101 train_encoder_std=1.5148 train_encoder_token_l2_norm=48.1694 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.55493e-07
2026-04-13 15:16:44,715 | INFO | rank=0 | train preview ref='Доброго дня, шановні змельчани, мешканці міста. Сьогодні ми з дітьми проводимо так звану акцію майстерня флікерів. Да...' hyp_greedy='с іс іξс іс  іс зс іс іс іс іс іс іс і' hyp_beam='с іс ічас іс ісξсмс іс людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=679.0 avg_target_tokens=200.0 top_tokens=і:0.938, с:0.057, ξ:0.001, з:0.001, ▁:0.001
2026-04-13 15:17:26,695 | INFO | rank=0 | epoch=1 step=4200/249868 global_step=1050 train_loss=8.4494 train_main_ctc_loss=8.4494 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.81 grad_norm=60.4951 max_feature_frames=1355 train_avg_blank_prob=0.0009 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4976 train_target_tokens_per_frame=0.2316 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.5782 train_avg_top_logit=6.8437 train_avg_top2_margin=1.0088 train_avg_blank_nonblank_margin=-6.2773 train_avg_entropy=2.8083 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3309 train_nonblank_weight_grad_norm_mean=0.2222 train_blank_bias_grad=-0.0091 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0090 train_encoder_std=1.4901 train_encoder_token_l2_norm=47.3911 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.60829e-07
2026-04-13 15:17:27,635 | INFO | rank=0 | train preview ref='Ці камені знайшли в фундаменті, треба було спеціальну техніку, щоб діставати їх звідтіля. І ми оплачували частково цю...' hyp_greedy='ісο іξс ісм іс ісοс іс іс іс і' hyp_beam='іс іс ісξс іс іс ісм іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=678.0 avg_target_tokens=157.0 top_tokens=і:0.947, с:0.047, ο:0.003, ξ:0.001, м:0.001
2026-04-13 15:18:08,606 | INFO | rank=0 | epoch=1 step=4240/249868 global_step=1060 train_loss=10.7317 train_main_ctc_loss=10.7317 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.81 grad_norm=31.1788 max_feature_frames=1355 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3543 train_target_tokens_per_frame=0.2024 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.7120 train_avg_top_logit=6.3811 train_avg_top2_margin=0.3102 train_avg_blank_nonblank_margin=-5.6484 train_avg_entropy=3.2142 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2457 train_nonblank_weight_grad_norm_mean=0.1611 train_blank_bias_grad=-0.0105 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0055 train_encoder_std=1.4324 train_encoder_token_l2_norm=45.5487 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.66166e-07
2026-04-13 15:18:09,691 | INFO | rank=0 | train preview ref='Порядок на день пропозиції щодо того виступу, що якраз два тижні кажуть, який чином взаємодіяти, якщо при презентації...' hyp_greedy='с іс іс іс с іс іс іс  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' hyp_beam='с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=677.0 avg_target_tokens=137.0 top_tokens=і:0.713, с:0.284, ▁:0.003
2026-04-13 15:18:52,305 | INFO | rank=0 | epoch=1 step=4280/249868 global_step=1070 train_loss=9.1933 train_main_ctc_loss=9.1933 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.80 grad_norm=66.6552 max_feature_frames=1353 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4238 train_target_tokens_per_frame=0.2452 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.7356 train_avg_top_logit=6.7120 train_avg_top2_margin=0.5318 train_avg_blank_nonblank_margin=-5.9793 train_avg_entropy=2.8597 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1829 train_nonblank_weight_grad_norm_mean=0.2324 train_blank_bias_grad=-0.0068 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0080 train_encoder_std=1.4798 train_encoder_token_l2_norm=46.9932 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.71502e-07
2026-04-13 15:18:53,350 | INFO | rank=0 | train preview ref='А коли в Совєтському Союзі що це було? Або батьки наймали цього Діда Мороза особисто. Звісно, що він купував подарунк...' hyp_greedy='с іс іс іс і с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і' hyp_beam='с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=677.0 avg_target_tokens=166.0 top_tokens=і:0.889, с:0.109, ▁:0.001
2026-04-13 15:19:34,475 | INFO | rank=0 | epoch=1 step=4320/249868 global_step=1080 train_loss=8.2713 train_main_ctc_loss=8.2713 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.80 grad_norm=24.7100 max_feature_frames=1352 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5379 train_target_tokens_per_frame=0.2855 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.6065 train_avg_top_logit=7.0059 train_avg_top2_margin=1.2130 train_avg_blank_nonblank_margin=-6.3905 train_avg_entropy=2.6627 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3497 train_nonblank_weight_grad_norm_mean=0.1410 train_blank_bias_grad=-0.0112 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0102 train_encoder_std=1.4943 train_encoder_token_l2_norm=47.5562 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.76838e-07
2026-04-13 15:19:35,426 | INFO | rank=0 | train preview ref='Другий момент, абсолютно вірно, досить часто люди не довіряють державним інституціям і якраз вважають, що немає ніког...' hyp_greedy='с іс іс іс і простос іс ісАс ім людей іс іс іс іс іс іс і' hyp_beam='іс іс іс іс  простос іс ісАс іс іс і людейс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=676.0 avg_target_tokens=193.0 top_tokens=і:0.953, с:0.041, людей:0.001, просто:0.001, м:0.001
2026-04-13 15:20:17,623 | INFO | rank=0 | epoch=1 step=4360/249868 global_step=1090 train_loss=8.5260 train_main_ctc_loss=8.5260 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.80 grad_norm=17.4564 max_feature_frames=1351 train_avg_blank_prob=0.0008 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5875 train_target_tokens_per_frame=0.2163 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.5956 train_avg_top_logit=7.2059 train_avg_top2_margin=1.5407 train_avg_blank_nonblank_margin=-6.5896 train_avg_entropy=2.5007 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1140 train_nonblank_weight_grad_norm_mean=0.1167 train_blank_bias_grad=-0.0045 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0104 train_encoder_std=1.5105 train_encoder_token_l2_norm=48.1106 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.82174e-07
2026-04-13 15:20:18,510 | INFO | rank=0 | train preview ref='Сказав їм Ісус, наповніть посудини водою. Вони наповнили їх доверху, далі каже: Зачерпніть тепер і несіть до весільно...' hyp_greedy='іс і людейс смціс іс іοс іс іс іс іс іс і' hyp_beam='іс іс ісξс ціс існис іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=675.0 avg_target_tokens=146.0 top_tokens=і:0.960, с:0.033, ці:0.001, м:0.001, ▁:0.001
2026-04-13 15:21:00,478 | INFO | rank=0 | epoch=1 step=4400/249868 global_step=1100 train_loss=8.4084 train_main_ctc_loss=8.4084 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.80 grad_norm=62.7310 max_feature_frames=1349 train_avg_blank_prob=0.0009 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5507 train_target_tokens_per_frame=0.2400 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.6519 train_avg_top_logit=7.0163 train_avg_top2_margin=1.4104 train_avg_blank_nonblank_margin=-6.3526 train_avg_entropy=2.6785 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0450 train_nonblank_weight_grad_norm_mean=0.2387 train_blank_bias_grad=-0.0013 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0088 train_encoder_std=1.4885 train_encoder_token_l2_norm=47.4004 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.8751e-07
2026-04-13 15:21:01,083 | INFO | rank=0 | train preview ref='Для мене найосновніше публікуватися у тих наукових виданнях, які представлені саме в Україні, а саме тих виданнях, як...' hyp_greedy='і  іс с  ім ісговормс і  просточа ісчацімс і  і' hyp_beam='іс іс і  іс с  ісм іс ісмс іс іс іс просточа ісчацімс іс  і' avg_output_frames=675.0 avg_target_tokens=162.0 top_tokens=і:0.957, с:0.022, ▁:0.007, м:0.006, ча:0.003
2026-04-13 15:21:42,863 | INFO | rank=0 | epoch=1 step=4440/249868 global_step=1110 train_loss=15.1585 train_main_ctc_loss=15.1585 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.80 grad_norm=23.3552 max_feature_frames=1348 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4183 train_target_tokens_per_frame=0.2077 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.9852 train_avg_top_logit=6.6944 train_avg_top2_margin=0.6261 train_avg_blank_nonblank_margin=-5.7211 train_avg_entropy=2.9199 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0989 train_nonblank_weight_grad_norm_mean=0.1370 train_blank_bias_grad=-0.0032 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0026 train_encoder_std=1.4823 train_encoder_token_l2_norm=47.1693 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.92846e-07
2026-04-13 15:21:43,894 | INFO | rank=0 | train preview ref='Когда я вернулась в Беларусь после восьми годовой отсутствие тут, и власть на кажучи на постоянно отсутствие любого п...' hyp_greedy='іс іс іс с іс і  і  іс і с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і' hyp_beam='с іс іс іс іс іс іс іс іс і  і  іс і  і  іс і с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=674.0 avg_target_tokens=140.0 top_tokens=і:0.932, с:0.059, ▁:0.009
2026-04-13 15:22:26,162 | INFO | rank=0 | epoch=1 step=4480/249868 global_step=1120 train_loss=9.2124 train_main_ctc_loss=9.2124 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.80 grad_norm=16.3498 max_feature_frames=1347 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4899 train_target_tokens_per_frame=0.2507 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.8131 train_avg_top_logit=6.8843 train_avg_top2_margin=1.1039 train_avg_blank_nonblank_margin=-6.0534 train_avg_entropy=2.8487 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2369 train_nonblank_weight_grad_norm_mean=0.1205 train_blank_bias_grad=-0.0088 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0068 train_encoder_std=1.4797 train_encoder_token_l2_norm=47.1202 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.98183e-07
2026-04-13 15:22:27,080 | INFO | rank=0 | train preview ref='Якщо говорити про рівне, то ну ми десь так трошки призабули ті часи, але знов ж таки прочитаєш ці звіти і бачиш, на я...' hyp_greedy='і с  ісм іс іс іговор людей іс і  іс іс іс і' hyp_beam='іс іс і с ісмс іс іс  іс  людей іс іс іс і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=674.0 avg_target_tokens=169.0 top_tokens=і:0.969, с:0.018, ▁:0.006, м:0.004, людей:0.001
2026-04-13 15:23:08,936 | INFO | rank=0 | epoch=1 step=4520/249868 global_step=1130 train_loss=9.4640 train_main_ctc_loss=9.4640 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.79 grad_norm=22.3541 max_feature_frames=1346 train_avg_blank_prob=0.0016 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3550 train_target_tokens_per_frame=0.3031 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.0817 train_avg_top_logit=6.4666 train_avg_top2_margin=0.5349 train_avg_blank_nonblank_margin=-5.3730 train_avg_entropy=3.2095 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1795 train_nonblank_weight_grad_norm_mean=0.1393 train_blank_bias_grad=-0.0064 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0010 train_encoder_std=1.4784 train_encoder_token_l2_norm=47.1311 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.03519e-07
2026-04-13 15:23:10,093 | INFO | rank=0 | train preview ref='Спальню січні робила, вона все пообхляпувала, пообтирала. Заступник головного лікаря обласної психоневрологічної ліка...' hyp_greedy='с іс с с і  іс іс і  і  і  і  і  іс іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' hyp_beam='с іс с с і  іс і с і  і  і  і  і  і с і  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=673.0 avg_target_tokens=204.0 top_tokens=і:0.893, с:0.094, ▁:0.013
2026-04-13 15:23:52,150 | INFO | rank=0 | epoch=1 step=4560/249868 global_step=1140 train_loss=9.3755 train_main_ctc_loss=9.3755 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.79 grad_norm=19.8867 max_feature_frames=1344 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5412 train_target_tokens_per_frame=0.2054 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.7857 train_avg_top_logit=7.0952 train_avg_top2_margin=1.2917 train_avg_blank_nonblank_margin=-6.3333 train_avg_entropy=2.5952 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2757 train_nonblank_weight_grad_norm_mean=0.1424 train_blank_bias_grad=-0.0097 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0098 train_encoder_std=1.5014 train_encoder_token_l2_norm=47.7837 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.08855e-07
2026-04-13 15:23:53,062 | INFO | rank=0 | train preview ref='Особливо зважаючи на те, що зараз у нас перші роковини початку повномасштабної війни, і це дуже чутлива тема для бага...' hyp_greedy='імс іс і  і  ісм і з іс і  іс і  іс і' hyp_beam='іс іс ісмс іс іс і  іс і  іс м і  іс іс і  і  іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=672.0 avg_target_tokens=138.0 top_tokens=і:0.970, с:0.016, м:0.006, ▁:0.006, з:0.001
2026-04-13 15:24:34,489 | INFO | rank=0 | epoch=1 step=4600/249868 global_step=1150 train_loss=9.0844 train_main_ctc_loss=9.0844 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.79 grad_norm=46.9039 max_feature_frames=1344 train_avg_blank_prob=0.0014 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3880 train_target_tokens_per_frame=0.2604 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1190 train_avg_top_logit=6.7143 train_avg_top2_margin=0.5714 train_avg_blank_nonblank_margin=-5.5952 train_avg_entropy=2.8690 train_blank_bias=0.0001 train_blank_weight_norm=0.5877 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1013 train_nonblank_weight_grad_norm_mean=0.1947 train_blank_bias_grad=-0.0030 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0009 train_encoder_std=1.5074 train_encoder_token_l2_norm=48.0249 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.14191e-07
2026-04-13 15:24:35,516 | INFO | rank=0 | train preview ref='На державному порталі Дія сьогодні працює його на лаштунок в Дія також телефонний налаштунок, де також можна зареєстр...' hyp_greedy='с ісм і  і  людейсА іс  іс  і  іс і с іс і  іс іс  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' hyp_beam='іс ісм  і  людейсА і с с  іс іс і  іс іс і с с і  і  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=672.0 avg_target_tokens=175.0 top_tokens=і:0.882, с:0.080, ▁:0.031, А:0.003, м:0.001
2026-04-13 15:25:17,873 | INFO | rank=0 | epoch=1 step=4640/249868 global_step=1160 train_loss=10.8267 train_main_ctc_loss=10.8267 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.79 grad_norm=29.8292 max_feature_frames=1342 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4431 train_target_tokens_per_frame=0.2206 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1207 train_avg_top_logit=6.9627 train_avg_top2_margin=0.7750 train_avg_blank_nonblank_margin=-5.8659 train_avg_entropy=2.6945 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4649 train_nonblank_weight_grad_norm_mean=0.1621 train_blank_bias_grad=-0.0172 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0019 train_encoder_std=1.5244 train_encoder_token_l2_norm=48.5801 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.19527e-07
2026-04-13 15:25:18,837 | INFO | rank=0 | train preview ref='І найбільших втрат, які зазнала сільськогосподарська техніка, це трактори, комбайни, два трактори згоріло. Інші обстр...' hyp_greedy='іс іс іс  і с  іс і  і  і с і  і  і с  і  і  і  і  іс іс іс іс іс іс іс іс іс іс іс і' hyp_beam='іс іс іс  іс іс і  і  і  і  і  і с і  і  і с  і  і  і  і  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=671.0 avg_target_tokens=148.0 top_tokens=і:0.911, ▁:0.063, с:0.027
2026-04-13 15:26:00,766 | INFO | rank=0 | epoch=1 step=4680/249868 global_step=1170 train_loss=8.7522 train_main_ctc_loss=8.7522 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.79 grad_norm=56.8688 max_feature_frames=1341 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4484 train_target_tokens_per_frame=0.2548 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.0015 train_avg_top_logit=6.9627 train_avg_top2_margin=0.7422 train_avg_blank_nonblank_margin=-5.9613 train_avg_entropy=2.7064 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1588 train_nonblank_weight_grad_norm_mean=0.2197 train_blank_bias_grad=-0.0063 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0045 train_encoder_std=1.4984 train_encoder_token_l2_norm=47.6476 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.24863e-07
2026-04-13 15:26:01,817 | INFO | rank=0 | train preview ref='Ще я завжди подрібнюю шоколад, значить, перемелюю курагу з арахсом. І по мірі потреби, якщо ще щось потрібно, молоти ...' hyp_greedy='с іс іс іс м  і  іс  іс  і с і с і  іс і  і  і  і с  іс іс іс іс іс іс іс іс і  іс і  іс і с  і' hyp_beam='с іс іс іс ісм  і  і  і с с  і с іс і с с іс с  і  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=671.0 avg_target_tokens=171.0 top_tokens=і:0.906, с:0.049, ▁:0.043, м:0.001
2026-04-13 15:26:43,648 | INFO | rank=0 | epoch=1 step=4720/249868 global_step=1180 train_loss=9.6788 train_main_ctc_loss=9.6788 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.79 grad_norm=39.2528 max_feature_frames=1340 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4793 train_target_tokens_per_frame=0.2552 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.8896 train_avg_top_logit=6.9731 train_avg_top2_margin=0.8716 train_avg_blank_nonblank_margin=-6.1134 train_avg_entropy=2.6627 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3236 train_nonblank_weight_grad_norm_mean=0.1820 train_blank_bias_grad=-0.0117 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0058 train_encoder_std=1.4951 train_encoder_token_l2_norm=47.4256 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.30199e-07
2026-04-13 15:26:44,646 | INFO | rank=0 | train preview ref='Жодо-синій колір колір. Це на першому місці це в нас була все-таки своя держава незалежна Україна. Ми були і проти то...' hyp_greedy='с іс іс іс  ісм іс іс іс іс іс  і  і с і с іс іс іс іс іс і' hyp_beam='с іс іс іс  іс іс іс іс іс іс і  і  і  і с і с іс іс іс іс іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=670.0 avg_target_tokens=171.0 top_tokens=і:0.937, с:0.048, ▁:0.013, м:0.001
2026-04-13 15:27:26,504 | INFO | rank=0 | epoch=1 step=4760/249868 global_step=1190 train_loss=8.3868 train_main_ctc_loss=8.3868 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.79 grad_norm=18.7625 max_feature_frames=1339 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4862 train_target_tokens_per_frame=0.2418 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.8299 train_avg_top_logit=6.8776 train_avg_top2_margin=1.0806 train_avg_blank_nonblank_margin=-6.0179 train_avg_entropy=2.8299 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1601 train_nonblank_weight_grad_norm_mean=0.1201 train_blank_bias_grad=-0.0062 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0048 train_encoder_std=1.4765 train_encoder_token_l2_norm=46.9512 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.35536e-07
2026-04-13 15:27:27,473 | INFO | rank=0 | train preview ref='Якось так це може бути для чоловіків. Найчастіше використовують щось про успіх, типу успішні чоловіки, які досягають ...' hyp_greedy='іс іс іс іс іс іс ісва  і  іс іс іс іс  іс іс іс іс  іс іс і' hyp_beam='іс іс іс іс іс іс іс іс і  і  іс і  іс іс іс іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=670.0 avg_target_tokens=162.0 top_tokens=і:0.949, с:0.040, ▁:0.009, ва:0.001
2026-04-13 15:28:09,216 | INFO | rank=0 | epoch=1 step=4800/249868 global_step=1200 train_loss=8.0514 train_main_ctc_loss=8.0514 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.78 grad_norm=25.7746 max_feature_frames=1338 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5106 train_target_tokens_per_frame=0.2377 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.7833 train_avg_top_logit=6.8879 train_avg_top2_margin=1.2855 train_avg_blank_nonblank_margin=-6.0747 train_avg_entropy=2.8102 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2796 train_nonblank_weight_grad_norm_mean=0.1541 train_blank_bias_grad=-0.0106 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0073 train_encoder_std=1.4722 train_encoder_token_l2_norm=46.8112 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.40872e-07
2026-04-13 15:28:10,143 | INFO | rank=0 | train preview ref='На жаль, я вимушена з вами погодитися, що можуть і не потрапити, тому що зараз робоча версія, яка обговорюється в Євр...' hyp_greedy='іс  і  ісм іс іс і м іс  іс іс іс іс іс і' hyp_beam='іс іс іс і  іс іс іс іс ісм іс іс іс іс м іс іс іс і  іс іс іс іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=669.0 avg_target_tokens=159.0 top_tokens=і:0.961, с:0.024, ▁:0.009, м:0.006
2026-04-13 15:28:52,089 | INFO | rank=0 | epoch=1 step=4840/249868 global_step=1210 train_loss=8.1815 train_main_ctc_loss=8.1815 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.78 grad_norm=14.7750 max_feature_frames=1337 train_avg_blank_prob=0.0014 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4133 train_target_tokens_per_frame=0.2900 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1360 train_avg_top_logit=6.8401 train_avg_top2_margin=0.6457 train_avg_blank_nonblank_margin=-5.6921 train_avg_entropy=2.8341 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1117 train_nonblank_weight_grad_norm_mean=0.1080 train_blank_bias_grad=-0.0037 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0001 train_encoder_std=1.4964 train_encoder_token_l2_norm=47.6182 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.46208e-07
2026-04-13 15:28:53,116 | INFO | rank=0 | train preview ref='Україна усе. У Хмельницькому відбулося спецпогашення поштового блоку ⁇ Воїни світла, воїни добра ⁇, до складу якого в...' hyp_greedy='с іс с  іс іс іс і  і  і  і  і  і  і  і с і  і  і  і с  іс іс і  іс с і  і с і  іс іс іс іс іс іс іс іс іс іс іс іс і...' hyp_beam='с іс іс с іс і  і  і  і  і  і  і  і  і  іс і  і  і с с с іс іс і  і  іс і с с  іс  іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=669.0 avg_target_tokens=194.0 top_tokens=і:0.885, ▁:0.063, с:0.052
2026-04-13 15:29:34,849 | INFO | rank=0 | epoch=1 step=4880/249868 global_step=1220 train_loss=9.8313 train_main_ctc_loss=9.8313 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.78 grad_norm=45.7684 max_feature_frames=1335 train_avg_blank_prob=0.0014 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4067 train_target_tokens_per_frame=0.2156 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1796 train_avg_top_logit=6.8024 train_avg_top2_margin=0.6796 train_avg_blank_nonblank_margin=-5.6287 train_avg_entropy=2.8263 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3515 train_nonblank_weight_grad_norm_mean=0.2016 train_blank_bias_grad=-0.0124 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0007 train_encoder_std=1.5033 train_encoder_token_l2_norm=47.8182 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.51544e-07
2026-04-13 15:29:35,839 | INFO | rank=0 | train preview ref="Мабуть, десь двадцята. Все замовили п'ять штук. Це вже за сьогодні, вже третя. Ну не за сьогодні, за сьогодні третій ..." hyp_greedy='іс іс  ісм і  і  іс с і с  і  і  і  іс і с іс і  іс іс іс іс і  іс і  іс і  і  і  іс  і с  і ' hyp_beam='іс іс іс  і  і  іс і  іс  іс  іс і  і  і  і  і с і  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=668.0 avg_target_tokens=144.0 top_tokens=і:0.913, ▁:0.055, с:0.030, м:0.001
2026-04-13 15:30:17,674 | INFO | rank=0 | epoch=1 step=4920/249868 global_step=1230 train_loss=9.5183 train_main_ctc_loss=9.5183 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.78 grad_norm=30.5724 max_feature_frames=1334 train_avg_blank_prob=0.0014 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3989 train_target_tokens_per_frame=0.3073 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1874 train_avg_top_logit=6.8126 train_avg_top2_margin=0.6207 train_avg_blank_nonblank_margin=-5.6132 train_avg_entropy=2.8426 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2332 train_nonblank_weight_grad_norm_mean=0.1375 train_blank_bias_grad=-0.0082 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0018 train_encoder_std=1.4987 train_encoder_token_l2_norm=47.7050 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.5688e-07
2026-04-13 15:30:18,691 | INFO | rank=0 | train preview ref='У дворі будинку вісімдесят сім по вулиці космічній, а також сусідніх вулиць. Ремонт дорожнього покриття не робився з ...' hyp_greedy='іс іс с  іс і м  іс іс  і  і  іс і  і  іс і  іс іс іс іс іс іс іс іс іс іс і  і  іс іс іс і  і  і с і  і  іс  і с іс і ' hyp_beam='с і  іс с іс і  і  іс  і  і с і  і  і с і  і  і  іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=667.0 avg_target_tokens=205.0 top_tokens=і:0.898, ▁:0.057, с:0.043, м:0.001
2026-04-13 15:31:00,617 | INFO | rank=0 | epoch=1 step=4960/249868 global_step=1240 train_loss=8.5468 train_main_ctc_loss=8.5468 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.78 grad_norm=71.0814 max_feature_frames=1333 train_avg_blank_prob=0.0014 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4518 train_target_tokens_per_frame=0.2594 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1154 train_avg_top_logit=6.9565 train_avg_top2_margin=0.8396 train_avg_blank_nonblank_margin=-5.8291 train_avg_entropy=2.7706 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.0839 train_nonblank_weight_grad_norm_mean=0.2415 train_blank_bias_grad=-0.0027 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0020 train_encoder_std=1.5012 train_encoder_token_l2_norm=47.7394 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.62216e-07
2026-04-13 15:31:01,639 | INFO | rank=0 | train preview ref='Він дуже класний, дуже він не потребує уваги. Він дуже поважний вік у нього, і йому хочеться спілкуватися, хочеться п...' hyp_greedy='іс іс іс і  іс  іс іс і с і  іс іс іс іс і  іс і  і  іс с  іс і  і  і с і  і с і  і с і с і с с с  і  і  і' hyp_beam='іс іс іс і с с іс і с с іс і  і  і  і  іс іс і  і  і  і  і  і с  іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=667.0 avg_target_tokens=173.0 top_tokens=і:0.885, с:0.058, ▁:0.057
2026-04-13 15:31:44,461 | INFO | rank=0 | epoch=1 step=5000/249868 global_step=1250 train_loss=8.0883 train_main_ctc_loss=8.0883 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.78 grad_norm=25.5277 max_feature_frames=1332 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4912 train_target_tokens_per_frame=0.3033 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1231 train_avg_top_logit=7.2072 train_avg_top2_margin=0.8769 train_avg_blank_nonblank_margin=-6.1021 train_avg_entropy=2.4865 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1043 train_nonblank_weight_grad_norm_mean=0.1397 train_blank_bias_grad=-0.0038 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0013 train_encoder_std=1.5005 train_encoder_token_l2_norm=47.6827 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.67552e-07
2026-04-13 15:31:45,386 | INFO | rank=0 | train preview ref='Хто сподівався, що таке буде, а тепер жах, ну це там картоплі може трохи, так на посадку залишали. Ну, пішов в магази...' hyp_greedy='іс ісмс іс  іс і  і  і с  іс  іс і с  іс і' hyp_beam='іс іс іс іс  іс  іс іс і  і  і  і  і  і с і  і  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=666.0 avg_target_tokens=202.0 top_tokens=і:0.952, ▁:0.030, с:0.017, м:0.002
2026-04-13 15:32:27,502 | INFO | rank=0 | epoch=1 step=5040/249868 global_step=1260 train_loss=9.4540 train_main_ctc_loss=9.4540 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.77 grad_norm=14.4930 max_feature_frames=1331 train_avg_blank_prob=0.0010 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5717 train_target_tokens_per_frame=0.2883 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.0030 train_avg_top_logit=7.4474 train_avg_top2_margin=1.2613 train_avg_blank_nonblank_margin=-6.4384 train_avg_entropy=2.2703 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1576 train_nonblank_weight_grad_norm_mean=0.1000 train_blank_bias_grad=-0.0060 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0053 train_encoder_std=1.5113 train_encoder_token_l2_norm=48.0500 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.72889e-07
2026-04-13 15:32:28,430 | INFO | rank=0 | train preview ref='Скидують гранати. Тому нам стратегічно зараз важливо якомога більше цих покидьків, які прийшли до нас зі зброєю в рук...' hyp_greedy='іс іс  і  іс  і с  іс іс іс с іс і  іс іс іс  і  і' hyp_beam='с іс іс  і  іс і с і  іс іс іс іс і с іс іс іс  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=666.0 avg_target_tokens=192.0 top_tokens=і:0.950, с:0.026, ▁:0.024
2026-04-13 15:33:10,809 | INFO | rank=0 | epoch=1 step=5080/249868 global_step=1270 train_loss=28.2315 train_main_ctc_loss=28.2315 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.77 grad_norm=146.8990 max_feature_frames=1330 train_avg_blank_prob=0.0013 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5307 train_target_tokens_per_frame=0.2797 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.0406 train_avg_top_logit=7.1699 train_avg_top2_margin=1.1970 train_avg_blank_nonblank_margin=-6.1353 train_avg_entropy=2.5624 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.5005 train_nonblank_weight_grad_norm_mean=0.4400 train_blank_bias_grad=-0.0181 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0036 train_encoder_std=1.4983 train_encoder_token_l2_norm=47.5587 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.78225e-07
2026-04-13 15:33:11,674 | INFO | rank=0 | train preview ref='Ну, вони розпродадуться, і будемо сподіватися, що українські виробники зроблять якісний, класний продукт. Друзі, якщо...' hyp_greedy='с іс і  іс іс і с  іс іс іс с і  іс і с іс іс іс і' hyp_beam='с іс іс іс іс і  іс іс і  і  і с іс с с і  іс іс і  і с іс і  іс іс і  іс і с іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=665.0 avg_target_tokens=186.0 top_tokens=і:0.956, с:0.030, ▁:0.014
2026-04-13 15:33:54,852 | INFO | rank=0 | epoch=1 step=5120/249868 global_step=1280 train_loss=9.5307 train_main_ctc_loss=9.5307 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.77 grad_norm=20.3122 max_feature_frames=1328 train_avg_blank_prob=0.0018 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3656 train_target_tokens_per_frame=0.2455 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.3253 train_avg_top_logit=6.6988 train_avg_top2_margin=0.4247 train_avg_blank_nonblank_margin=-5.3735 train_avg_entropy=2.8916 train_blank_bias=0.0001 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3707 train_nonblank_weight_grad_norm_mean=0.1202 train_blank_bias_grad=-0.0123 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0033 train_encoder_std=1.4970 train_encoder_token_l2_norm=47.6677 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.83561e-07
2026-04-13 15:33:55,977 | INFO | rank=0 | train preview ref="До останнього подиху виконував свій громадський обов'язок, стояв на захисті незалежності України. Герой віддав своє м..." hyp_greedy='іс ісм іс  іс і  іс  і с і с  і с с  і с і  і с  іс іс  і  іс іс і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' hyp_beam='іс іс іс іс і  іс іс і с іс іс і  і  і  і с с  і  і с с с і  іс і  іс іс і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=664.0 avg_target_tokens=163.0 top_tokens=і:0.735, с:0.179, ▁:0.084, м:0.002
2026-04-13 15:34:37,488 | INFO | rank=0 | epoch=1 step=5160/249868 global_step=1290 train_loss=7.5268 train_main_ctc_loss=7.5268 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.77 grad_norm=19.6642 max_feature_frames=1328 train_avg_blank_prob=0.0015 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4593 train_target_tokens_per_frame=0.2967 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.2410 train_avg_top_logit=7.0843 train_avg_top2_margin=0.7771 train_avg_blank_nonblank_margin=-5.8313 train_avg_entropy=2.6265 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3018 train_nonblank_weight_grad_norm_mean=0.1167 train_blank_bias_grad=-0.0115 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0014 train_encoder_std=1.4870 train_encoder_token_l2_norm=47.2952 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.88897e-07
2026-04-13 15:34:38,422 | INFO | rank=0 | train preview ref='Добові бруси, бачиш, вони так складені, а зверху дуже багато дощок, бо все опало б пав дах, це перекриття з даху. Ну ...' hyp_greedy='іс іс і с і  і  іс іс і с і с іс іс іс іс іс іс іс іс іс іс іс  і  і с  іс с і' hyp_beam='іс і  і  і  і  іс і  і  і  і  і  і  і  і  і  і  і  іс іс іс іс іс і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=664.0 avg_target_tokens=197.0 top_tokens=і:0.943, с:0.035, ▁:0.023
2026-04-13 15:35:20,449 | INFO | rank=0 | epoch=1 step=5200/249868 global_step=1300 train_loss=8.6157 train_main_ctc_loss=8.6157 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.77 grad_norm=61.7043 max_feature_frames=1326 train_avg_blank_prob=0.0015 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4392 train_target_tokens_per_frame=0.3017 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.2308 train_avg_top_logit=7.0468 train_avg_top2_margin=0.6305 train_avg_blank_nonblank_margin=-5.8401 train_avg_entropy=2.6425 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3074 train_nonblank_weight_grad_norm_mean=0.2153 train_blank_bias_grad=-0.0112 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0027 train_encoder_std=1.4883 train_encoder_token_l2_norm=47.2858 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.94233e-07
2026-04-13 15:35:21,406 | INFO | rank=0 | train preview ref='Мне интересно сейчас услышать, Юра, от тебя факторы по получению товара от этого медового конвейера. А, товар, смотри...' hyp_greedy='іс іс іс і  і  іс іс і  і с  іс іс іс іс іс іс іс іс іс с іс і  іс іс і с і  і  і  іс і  і  іс с іс іс с  іс  і' hyp_beam='іс іс іс іс іс іс іс іс і  іс  іс іс і  іс і  і с  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' avg_output_frames=663.0 avg_target_tokens=200.0 top_tokens=і:0.887, с:0.063, ▁:0.050
2026-04-13 15:36:03,285 | INFO | rank=0 | epoch=1 step=5240/249868 global_step=1310 train_loss=8.7838 train_main_ctc_loss=8.7838 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.77 grad_norm=17.9451 max_feature_frames=1325 train_avg_blank_prob=0.0014 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4842 train_target_tokens_per_frame=0.2911 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.1463 train_avg_top_logit=7.1916 train_avg_top2_margin=0.8507 train_avg_blank_nonblank_margin=-6.0332 train_avg_entropy=2.5822 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2398 train_nonblank_weight_grad_norm_mean=0.0900 train_blank_bias_grad=-0.0076 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0016 train_encoder_std=1.4980 train_encoder_token_l2_norm=47.6017 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.99569e-07
2026-04-13 15:36:04,369 | INFO | rank=0 | train preview ref='Заяву на укладення шлюбу Наталія і Томас подали торік, грудня. Після Томас поїхав до Німеччини. Розповідає, повернувс...' hyp_greedy='іс іс іс іс  і  і  і  іс іс іс іс іс іс і  іс іс іс іс  і  і  іс і м іс с і' hyp_beam='іс іс іс  іс іс і  і  і  іс і  і  і  і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=663.0 avg_target_tokens=193.0 top_tokens=і:0.920, с:0.044, ▁:0.035, м:0.002
2026-04-13 15:36:46,755 | INFO | rank=0 | epoch=1 step=5280/249868 global_step=1320 train_loss=8.8535 train_main_ctc_loss=8.8535 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.77 grad_norm=25.4535 max_feature_frames=1324 train_avg_blank_prob=0.0021 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4227 train_target_tokens_per_frame=0.1903 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.6314 train_avg_top_logit=7.0574 train_avg_top2_margin=0.5952 train_avg_blank_nonblank_margin=-5.4381 train_avg_entropy=2.6465 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2642 train_nonblank_weight_grad_norm_mean=0.1253 train_blank_bias_grad=-0.0086 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0047 train_encoder_std=1.5231 train_encoder_token_l2_norm=48.5528 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.04906e-07
2026-04-13 15:36:47,704 | INFO | rank=0 | train preview ref='Вижу, что мой видео, которое я залил вчера, числа воскресенья, его просто делал еще плюс картинку к нему, поэтому опу...' hyp_greedy='с іс і  іс  і  і  і  і  і  іс і с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс с ...' hyp_beam='с іс і  і  іс  і  і с с с  і  і  і  і  і  іс іс с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=662.0 avg_target_tokens=126.0 top_tokens=с:0.825, ▁:0.100, і:0.076
2026-04-13 15:37:29,855 | INFO | rank=0 | epoch=1 step=5320/249868 global_step=1330 train_loss=9.3261 train_main_ctc_loss=9.3261 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.76 grad_norm=249.3724 max_feature_frames=1322 train_avg_blank_prob=0.0011 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5811 train_target_tokens_per_frame=0.2118 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=0.9259 train_avg_top_logit=7.4070 train_avg_top2_margin=1.3616 train_avg_blank_nonblank_margin=-6.4871 train_avg_entropy=2.3601 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.7030 train_nonblank_weight_grad_norm_mean=0.7047 train_blank_bias_grad=-0.0248 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0087 train_encoder_std=1.4941 train_encoder_token_l2_norm=47.4519 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.10242e-07
2026-04-13 15:37:30,688 | INFO | rank=0 | train preview ref='На суші і в повітрі, і лише частково саме діями військово-морських сил України. Але дійсно цей період заменувався тим...' hyp_greedy='с іс ісм іс іс ісмс і с іс і  іс іс і  іс і с іс і' hyp_beam='с іс іс іс  і  іс іс іс іс іс  іс іс іс і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=661.0 avg_target_tokens=140.0 top_tokens=і:0.958, с:0.032, ▁:0.008, м:0.003
2026-04-13 15:38:12,460 | INFO | rank=0 | epoch=1 step=5360/249868 global_step=1340 train_loss=7.8795 train_main_ctc_loss=7.8795 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.76 grad_norm=32.1511 max_feature_frames=1322 train_avg_blank_prob=0.0012 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5833 train_target_tokens_per_frame=0.2935 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.0348 train_avg_top_logit=7.3585 train_avg_top2_margin=1.4523 train_avg_blank_nonblank_margin=-6.2935 train_avg_entropy=2.3964 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1730 train_nonblank_weight_grad_norm_mean=0.1340 train_blank_bias_grad=-0.0064 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0076 train_encoder_std=1.4992 train_encoder_token_l2_norm=47.5009 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.15578e-07
2026-04-13 15:38:13,353 | INFO | rank=0 | train preview ref='Думаю, що зараз потенціал у них набагато знижений ніж був ще колись, тому що зараз це країна топ-один по санкціям у с...' hyp_greedy='с іс і  і  іс  і с і с іс іс іс і  іс іс с  іс іс  і с і' hyp_beam='с іс іс іс і  і  іс іс  і  іс і с іс іс іс іс іс і  і  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=661.0 avg_target_tokens=194.0 top_tokens=і:0.924, с:0.051, ▁:0.024
2026-04-13 15:38:55,376 | INFO | rank=0 | epoch=1 step=5400/249868 global_step=1350 train_loss=8.8477 train_main_ctc_loss=8.8477 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.76 grad_norm=23.6350 max_feature_frames=1321 train_avg_blank_prob=0.0019 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4741 train_target_tokens_per_frame=0.2935 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.4160 train_avg_top_logit=7.1649 train_avg_top2_margin=0.8714 train_avg_blank_nonblank_margin=-5.7610 train_avg_entropy=2.6142 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4112 train_nonblank_weight_grad_norm_mean=0.1086 train_blank_bias_grad=-0.0129 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0020 train_encoder_std=1.5234 train_encoder_token_l2_norm=48.3993 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.20914e-07
2026-04-13 15:38:56,312 | INFO | rank=0 | train preview ref='А мама моя не знає англійську, не знає португальську, звісно, теж то вона прибирала. А взагалі-то вона мене знаєш всі...' hyp_greedy='с іс с  і с с с  іс с с  і  і  і с  і  і  і  і  і  і  іс і  іс іс і  і  і  і  і с  і  і  і с  іс  іс і ' hyp_beam='с іс с  і  і с  і с с с с с с  і  і  і  і  і  і  і  і с  і  іс і  іс  іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=661.0 avg_target_tokens=194.0 top_tokens=і:0.828, ▁:0.136, с:0.036
2026-04-13 15:39:38,333 | INFO | rank=0 | epoch=1 step=5440/249868 global_step=1360 train_loss=9.0625 train_main_ctc_loss=9.0625 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.76 grad_norm=59.0728 max_feature_frames=1319 train_avg_blank_prob=0.0024 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.3957 train_target_tokens_per_frame=0.2515 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.6606 train_avg_top_logit=7.0303 train_avg_top2_margin=0.4970 train_avg_blank_nonblank_margin=-5.3818 train_avg_entropy=2.6788 train_blank_bias=0.0001 train_blank_weight_norm=0.5879 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.5847 train_nonblank_weight_grad_norm_mean=0.2021 train_blank_bias_grad=-0.0180 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0000 train_encoder_std=1.5571 train_encoder_token_l2_norm=49.5982 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.2625e-07
2026-04-13 15:39:39,319 | INFO | rank=0 | train preview ref='Це наше зачароване коло, це наші обереги, це наш кордон, це наша фортеця духу. Пані Ірино, дуже дякую за розмову. І щ...' hyp_greedy='с  іс іс  і  і  і с с с  і с і  і  і с і  і  і с с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс ...' hyp_beam='с  іс с і с  і  і с с с  і с іс і  і  і  і  іс с  і  і с с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=660.0 avg_target_tokens=166.0 top_tokens=і:0.692, ▁:0.165, с:0.142
2026-04-13 15:40:20,834 | INFO | rank=0 | epoch=1 step=5480/249868 global_step=1370 train_loss=8.8720 train_main_ctc_loss=8.8720 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.76 grad_norm=67.7924 max_feature_frames=1318 train_avg_blank_prob=0.0020 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4205 train_target_tokens_per_frame=0.2519 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.4628 train_avg_top_logit=7.0410 train_avg_top2_margin=0.5918 train_avg_blank_nonblank_margin=-5.5842 train_avg_entropy=2.7071 train_blank_bias=0.0001 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4170 train_nonblank_weight_grad_norm_mean=0.1865 train_blank_bias_grad=-0.0113 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=0.0018 train_encoder_std=1.5305 train_encoder_token_l2_norm=48.6544 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.31586e-07
2026-04-13 15:40:21,840 | INFO | rank=0 | train preview ref='Швидше ні, ніж так, тому що відслідкувати всю інформацію досить важко, тому що ми, наприклад, коли сьогодні замальову...' hyp_greedy='с іс іс  іс с іс  іс с с  і  і  і  і с  і  і с с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і с с і ...' hyp_beam='с іс с  і с іс с с с с іс і с  і  іс і  і  і с с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс...' avg_output_frames=659.0 avg_target_tokens=166.0 top_tokens=і:0.771, ▁:0.118, с:0.111
2026-04-13 15:41:04,126 | INFO | rank=0 | epoch=1 step=5520/249868 global_step=1380 train_loss=9.1643 train_main_ctc_loss=9.1643 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.76 grad_norm=78.2267 max_feature_frames=1317 train_avg_blank_prob=0.0029 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.4026 train_target_tokens_per_frame=0.2701 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=1.8816 train_avg_top_logit=7.1866 train_avg_top2_margin=0.4795 train_avg_blank_nonblank_margin=-5.2929 train_avg_entropy=2.5979 train_blank_bias=0.0001 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.7514 train_nonblank_weight_grad_norm_mean=0.2370 train_blank_bias_grad=-0.0212 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0008 train_encoder_std=1.5889 train_encoder_token_l2_norm=50.6826 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.36922e-07
2026-04-13 15:41:05,091 | INFO | rank=0 | train preview ref='І, мабуть, з нею треба співпрацювати, розуміючи, що ми зараз завжди до кінця свого життя будемо вчитися, будемо розкі...' hyp_greedy='с іс іс і с і с і с с  і с с  і с і с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' hyp_beam='с іс с  і с  і с с с  і  і с с с с с с с с с с с і с іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс іс і...' avg_output_frames=659.0 avg_target_tokens=178.0 top_tokens=с:0.656, і:0.211, ▁:0.132, ,:0.002
2026-04-13 15:41:47,044 | INFO | rank=0 | epoch=1 step=5560/249868 global_step=1390 train_loss=7.1025 train_main_ctc_loss=7.1025 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.75 grad_norm=21.6230 max_feature_frames=1316 train_avg_blank_prob=0.0047 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.6366 train_target_tokens_per_frame=0.2979 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=2.5897 train_avg_top_logit=7.9757 train_avg_top2_margin=2.0669 train_avg_blank_nonblank_margin=-5.3739 train_avg_entropy=2.1884 train_blank_bias=0.0001 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.2939 train_nonblank_weight_grad_norm_mean=0.1222 train_blank_bias_grad=-0.0062 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0142 train_encoder_std=1.8881 train_encoder_token_l2_norm=59.2957 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.42259e-07
2026-04-13 15:41:47,641 | INFO | rank=0 | train preview ref='Ну з останніх сил все, що має, кидає в Бахмут, кидає в на біля Горлівки, для того, щоб хоч трошки мати, хоч будь-які ...' hyp_greedy='с с с с с с с с с с с с с с с с с с с с с с м ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с іс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ' avg_output_frames=658.0 avg_target_tokens=196.0 top_tokens=с:0.831, ▁:0.167, м:0.002
2026-04-13 15:42:29,302 | INFO | rank=0 | epoch=1 step=5600/249868 global_step=1400 train_loss=7.2697 train_main_ctc_loss=7.2697 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.75 grad_norm=11.5763 max_feature_frames=1315 train_avg_blank_prob=0.0040 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.6171 train_target_tokens_per_frame=0.2766 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=2.4924 train_avg_top_logit=7.9271 train_avg_top2_margin=1.6657 train_avg_blank_nonblank_margin=-5.4225 train_avg_entropy=2.1277 train_blank_bias=0.0001 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3408 train_nonblank_weight_grad_norm_mean=0.1009 train_blank_bias_grad=-0.0072 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0066 train_encoder_std=1.7020 train_encoder_token_l2_norm=54.2705 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.47595e-07
2026-04-13 15:42:29,997 | INFO | rank=0 | train preview ref='Це переклад англійською мовою над важливий проєкт, переклад англійською мовою історії України Руси Михайла Грушевсько...' hyp_greedy='с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с іс с іс іс іс іс іс с с с с с с с с с с с с с...' avg_output_frames=658.0 avg_target_tokens=182.0 top_tokens=с:0.851, ▁:0.149
2026-04-13 15:43:11,687 | INFO | rank=0 | epoch=1 step=5640/249868 global_step=1410 train_loss=7.0803 train_main_ctc_loss=7.0803 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.75 grad_norm=37.5592 max_feature_frames=1314 train_avg_blank_prob=0.0055 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.6005 train_target_tokens_per_frame=0.3075 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=2.9467 train_avg_top_logit=7.9878 train_avg_top2_margin=1.3090 train_avg_blank_nonblank_margin=-5.0411 train_avg_entropy=2.0822 train_blank_bias=0.0001 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1637 train_nonblank_weight_grad_norm_mean=0.1579 train_blank_bias_grad=-0.0023 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0158 train_encoder_std=1.8069 train_encoder_token_l2_norm=57.6772 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.52931e-07
2026-04-13 15:43:12,558 | INFO | rank=0 | train preview ref='Простір щодня, щоб цей цифрофізований освітній простір відкрився саме у Смілі, доклали чимало зусиль, і посадовці різ...' hyp_greedy='с  іс с с с с с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=657.0 avg_target_tokens=202.0 top_tokens=с:0.825, ▁:0.174, і:0.002
2026-04-13 15:43:55,341 | INFO | rank=0 | epoch=1 step=5680/249868 global_step=1420 train_loss=7.3133 train_main_ctc_loss=7.3133 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.75 grad_norm=27.6977 max_feature_frames=1312 train_avg_blank_prob=0.0064 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5803 train_target_tokens_per_frame=0.2332 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=3.2927 train_avg_top_logit=8.2439 train_avg_top2_margin=1.2256 train_avg_blank_nonblank_margin=-4.9756 train_avg_entropy=2.1341 train_blank_bias=0.0001 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.5869 train_nonblank_weight_grad_norm_mean=0.1355 train_blank_bias_grad=-0.0119 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0186 train_encoder_std=1.9744 train_encoder_token_l2_norm=62.4692 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.58267e-07
2026-04-13 15:43:56,261 | INFO | rank=0 | train preview ref="Міжнародного комітету Червоного Хреста. Звісно, це не означає, що ця цифра вона пов'язана виключно з мешканцями півдн..." hyp_greedy='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=656.0 avg_target_tokens=153.0 top_tokens=с:0.739, ▁:0.261
2026-04-13 15:44:37,566 | INFO | rank=0 | epoch=1 step=5720/249868 global_step=1430 train_loss=9.7750 train_main_ctc_loss=9.7750 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.75 grad_norm=22.2222 max_feature_frames=1312 train_avg_blank_prob=0.0057 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5840 train_target_tokens_per_frame=0.2210 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=2.9024 train_avg_top_logit=7.9024 train_avg_top2_margin=1.2134 train_avg_blank_nonblank_margin=-4.9756 train_avg_entropy=2.1463 train_blank_bias=0.0001 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.6871 train_nonblank_weight_grad_norm_mean=0.1234 train_blank_bias_grad=-0.0162 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0174 train_encoder_std=1.7591 train_encoder_token_l2_norm=56.1815 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.63603e-07
2026-04-13 15:44:38,461 | INFO | rank=0 | train preview ref='So, what is the NOL and what we do, what do we do together? I am going to share with you a couple of links very quick...' hyp_greedy='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=656.0 avg_target_tokens=145.0 top_tokens=с:0.799, ▁:0.201
2026-04-13 15:45:20,108 | INFO | rank=0 | epoch=1 step=5760/249868 global_step=1440 train_loss=7.6620 train_main_ctc_loss=7.6620 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.75 grad_norm=107.9396 max_feature_frames=1310 train_avg_blank_prob=0.0052 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5841 train_target_tokens_per_frame=0.2198 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=2.6504 train_avg_top_logit=7.8168 train_avg_top2_margin=1.3740 train_avg_blank_nonblank_margin=-5.1786 train_avg_entropy=2.2473 train_blank_bias=0.0001 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.8530 train_nonblank_weight_grad_norm_mean=0.3129 train_blank_bias_grad=-0.0470 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0109 train_encoder_std=1.6925 train_encoder_token_l2_norm=53.9013 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.68939e-07
2026-04-13 15:45:20,947 | INFO | rank=0 | train preview ref='Яка тримала автоматичний баланс. І от ви зараз можете побачити, наскільки смартфон, у нього картинка більш така жовте...' hyp_greedy='с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=655.0 avg_target_tokens=144.0 top_tokens=с:0.791, ▁:0.209
2026-04-13 15:46:03,524 | INFO | rank=0 | epoch=1 step=5800/249868 global_step=1450 train_loss=7.1605 train_main_ctc_loss=7.1605 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.75 grad_norm=83.9438 max_feature_frames=1309 train_avg_blank_prob=0.0072 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5593 train_target_tokens_per_frame=0.2519 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=3.1756 train_avg_top_logit=8.0122 train_avg_top2_margin=1.1481 train_avg_blank_nonblank_margin=-4.8366 train_avg_entropy=2.2351 train_blank_bias=0.0001 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.1206 train_nonblank_weight_grad_norm_mean=0.2650 train_blank_bias_grad=-0.0246 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0186 train_encoder_std=1.8426 train_encoder_token_l2_norm=58.6000 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.74275e-07
2026-04-13 15:46:04,486 | INFO | rank=0 | train preview ref='Цього тижня вдалося забезпечити продовження роботи зернового коридору у Чорному морі за підсумками семи днів спортів ...' hyp_greedy='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=655.0 avg_target_tokens=165.0 top_tokens=с:0.742, ▁:0.258
2026-04-13 15:46:46,491 | INFO | rank=0 | epoch=1 step=5840/249868 global_step=1460 train_loss=6.9649 train_main_ctc_loss=6.9649 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.74 grad_norm=12.4683 max_feature_frames=1308 train_avg_blank_prob=0.0060 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5883 train_target_tokens_per_frame=0.2645 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=2.5810 train_avg_top_logit=7.7798 train_avg_top2_margin=1.5474 train_avg_blank_nonblank_margin=-5.2110 train_avg_entropy=2.3731 train_blank_bias=0.0001 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.7295 train_nonblank_weight_grad_norm_mean=0.0953 train_blank_bias_grad=-0.0178 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0137 train_encoder_std=1.6824 train_encoder_token_l2_norm=53.4828 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.79612e-07
2026-04-13 15:46:47,319 | INFO | rank=0 | train preview ref='Ну, є, скажімо так, те, що я ж озвучую те, що бачили наші хлопці, от є низка громад, де вони багатошарові захисні укр...' hyp_greedy='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=654.0 avg_target_tokens=173.0 top_tokens=с:0.789, ▁:0.211
2026-04-13 15:47:28,897 | INFO | rank=0 | epoch=1 step=5880/249868 global_step=1470 train_loss=6.9564 train_main_ctc_loss=6.9564 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.74 grad_norm=19.0809 max_feature_frames=1307 train_avg_blank_prob=0.0082 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5591 train_target_tokens_per_frame=0.2615 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=3.2538 train_avg_top_logit=8.0734 train_avg_top2_margin=1.2477 train_avg_blank_nonblank_margin=-4.7951 train_avg_entropy=2.3242 train_blank_bias=0.0001 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.5730 train_nonblank_weight_grad_norm_mean=0.1108 train_blank_bias_grad=-0.0375 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0193 train_encoder_std=1.8546 train_encoder_token_l2_norm=58.7718 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.84948e-07
2026-04-13 15:47:29,839 | INFO | rank=0 | train preview ref='І це дуже-дуже проблема для нас. Вони можуть обсипатися в будь-який час. Староста Чабанівського округу Олександр Оста...' hyp_greedy='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=654.0 avg_target_tokens=171.0 top_tokens=с:0.751, ▁:0.249
2026-04-13 15:48:12,275 | INFO | rank=0 | epoch=1 step=5920/249868 global_step=1480 train_loss=7.9230 train_main_ctc_loss=7.9230 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.74 grad_norm=46.9875 max_feature_frames=1306 train_avg_blank_prob=0.0083 train_argmax_blank_frac=0.0000 train_avg_top_nonblank_prob=0.5181 train_target_tokens_per_frame=0.2879 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=3.3078 train_avg_top_logit=7.9877 train_avg_top2_margin=1.0720 train_avg_blank_nonblank_margin=-4.6799 train_avg_entropy=2.4625 train_blank_bias=0.0001 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.2032 train_nonblank_weight_grad_norm_mean=0.1788 train_blank_bias_grad=-0.0276 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0202 train_encoder_std=1.8847 train_encoder_token_l2_norm=59.5787 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.90284e-07
2026-04-13 15:48:13,227 | INFO | rank=0 | train preview ref='Тих, кого ми раніше, мабуть, братушками вважали. Та ми жили в одній країні. У нас паспорти були одні. Ми один хліб їл...' hyp_greedy='с с с , с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ' hyp_beam='с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=653.0 avg_target_tokens=188.0 top_tokens=с:0.692, ▁:0.306, ,:0.002
2026-04-13 15:48:54,390 | INFO | rank=0 | epoch=1 step=5960/249868 global_step=1490 train_loss=8.7536 train_main_ctc_loss=8.7536 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.74 grad_norm=42.7073 max_feature_frames=1305 train_avg_blank_prob=0.0083 train_argmax_blank_frac=0.0031 train_avg_top_nonblank_prob=0.5814 train_target_tokens_per_frame=0.2940 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=3.1608 train_avg_top_logit=8.0368 train_avg_top2_margin=1.1945 train_avg_blank_nonblank_margin=-4.8760 train_avg_entropy=2.1317 train_blank_bias=0.0001 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.3228 train_nonblank_weight_grad_norm_mean=0.1647 train_blank_bias_grad=-0.0307 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0200 train_encoder_std=1.7562 train_encoder_token_l2_norm=56.0258 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=7.9562e-07
2026-04-13 15:48:55,290 | INFO | rank=0 | train preview ref='Що вона видала свою першу збірочку після смерті чоловіка, яка справила на неї страшну страшну силу, справила на неї о...' hyp_greedy='с с ,   с с с с с с с с с с с с с с с с с с с с с с с с , ' hyp_beam='с с с с с с с с с с с , с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=653.0 avg_target_tokens=192.0 top_tokens=с:0.801, ▁:0.193, <blank>:0.003, ,:0.003
2026-04-13 15:49:37,380 | INFO | rank=0 | epoch=1 step=6000/249868 global_step=1500 train_loss=7.0564 train_main_ctc_loss=7.0564 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.74 grad_norm=41.9639 max_feature_frames=1304 train_avg_blank_prob=0.0243 train_argmax_blank_frac=0.0184 train_avg_top_nonblank_prob=0.5370 train_target_tokens_per_frame=0.2500 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=4.7362 train_avg_top_logit=8.2945 train_avg_top2_margin=1.0552 train_avg_blank_nonblank_margin=-3.5337 train_avg_entropy=2.2454 train_blank_bias=0.0001 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.6553 train_nonblank_weight_grad_norm_mean=0.1709 train_blank_bias_grad=-0.1119 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0206 train_encoder_std=2.1485 train_encoder_token_l2_norm=68.0811 cpu_rss=24.7GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.00956e-07
2026-04-13 15:49:38,301 | INFO | rank=0 | train preview ref='Свої вивозитись в горобіках двісті груз в Москву. Там дуже багато військових хлопчиків, які там з честю хотіли борони...' hyp_greedy='с с с с с с ,с ,    с с  с с с с с с с с с с с с с с с с с с с с сс с с с с  с с с, с   ' hyp_beam='с с с с с с с ,с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ...' avg_output_frames=652.0 avg_target_tokens=163.0 top_tokens=с:0.736, ▁:0.241, <blank>:0.018, ,:0.005
2026-04-13 15:49:38,312 | INFO | rank=0 | epoch 1 step=6000/249868 global_step=1500 reached validation interval; starting validation
2026-04-13 15:54:24,873 | INFO | rank=0 | epoch_0001_step_00001500 complete train_loss=14.1566 val_loss=24.9123 val_main_ctc_loss=24.9123 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9174 val_wer=1.7955 val_avg_blank_prob=0.0054 val_argmax_blank_frac=0.0013 val_avg_top_nonblank_prob=0.3107 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0000 val_avg_hyp_chars=35.65 val_avg_hyp_words=12.52 val_model_source=raw best_val_wer=1.4948 timing_forward=320.41s timing_teacher=0.00s timing_decode=0.94s timing_gather=0.02s timing_checkpoint_export=105.30s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00001500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 15:54:24,874 | INFO | rank=0 | epoch_0001_step_00001500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=23.65s best_export=0.00s topk_update=44.77s topk_average=36.87s
2026-04-13 15:54:24,874 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 15:54:24,875 | INFO | rank=0 | validation preview hardest_ref='Ти хто єси може?' hardest_hyp='іс іс іс іс іс і'
2026-04-13 16:15:49,903 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/9f98c5025d24acbd273079c8a95f900ce73aa120 elapsed=21m 24.9s
2026-04-13 16:16:29,200 | INFO | rank=0 | epoch=1 step=6040/249868 global_step=1510 train_loss=6.8173 train_main_ctc_loss=6.8173 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.74 grad_norm=32.9117 max_feature_frames=1303 train_avg_blank_prob=0.0510 train_argmax_blank_frac=0.1258 train_avg_top_nonblank_prob=0.5473 train_target_tokens_per_frame=0.2837 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=5.3252 train_avg_top_logit=7.9018 train_avg_top2_margin=1.2822 train_avg_blank_nonblank_margin=-2.5031 train_avg_entropy=2.3067 train_blank_bias=0.0001 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.7577 train_nonblank_weight_grad_norm_mean=0.1320 train_blank_bias_grad=-0.0103 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0228 train_encoder_std=2.0613 train_encoder_token_l2_norm=65.6186 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.06292e-07
2026-04-13 16:16:30,027 | INFO | rank=0 | train preview ref='В навіть до довідок до вільній формі іноді замовники бувають встановлюють певні вимоги, що довідка там має містити ін...' hyp_greedy='с    с                с с с с с с сс с с с с,         с' hyp_beam='с с с с с  с  , ,  с с с  с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=652.0 avg_target_tokens=185.0 top_tokens=с:0.785, <blank>:0.126, ▁:0.087, ,:0.002
2026-04-13 16:17:12,059 | INFO | rank=0 | epoch=1 step=6080/249868 global_step=1520 train_loss=6.7693 train_main_ctc_loss=6.7693 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.74 grad_norm=26.9676 max_feature_frames=1302 train_avg_blank_prob=0.0512 train_argmax_blank_frac=0.1982 train_avg_top_nonblank_prob=0.4991 train_target_tokens_per_frame=0.2980 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=4.7680 train_avg_top_logit=7.3733 train_avg_top2_margin=1.2780 train_avg_blank_nonblank_margin=-2.4823 train_avg_entropy=2.7035 train_blank_bias=0.0002 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.3557 train_nonblank_weight_grad_norm_mean=0.1228 train_blank_bias_grad=-0.1074 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0244 train_encoder_std=1.8570 train_encoder_token_l2_norm=59.2375 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.11629e-07
2026-04-13 16:17:12,874 | INFO | rank=0 | train preview ref="Це зробити це мені більшлося з усім його ознайомленням. Ну, минут п'ятнадцять. Експертка Лариса Кернеш розповідає, за..." hyp_greedy='с с          с ссс сс с с с с сс  с с   ,         , ' hyp_beam='с с с  с ,   с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ...' avg_output_frames=651.0 avg_target_tokens=194.0 top_tokens=с:0.734, <blank>:0.198, ▁:0.065, ,:0.003
2026-04-13 16:17:52,453 | INFO | rank=0 | epoch=1 step=6120/249868 global_step=1530 train_loss=7.6954 train_main_ctc_loss=7.6954 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=23.4342 max_feature_frames=1301 train_avg_blank_prob=0.0897 train_argmax_blank_frac=0.2488 train_avg_top_nonblank_prob=0.5674 train_target_tokens_per_frame=0.5223 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=5.8495 train_avg_top_logit=8.4055 train_avg_top2_margin=1.5300 train_avg_blank_nonblank_margin=-2.2980 train_avg_entropy=2.0276 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.9507 train_nonblank_weight_grad_norm_mean=0.1150 train_blank_bias_grad=-0.0270 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0227 train_encoder_std=2.0632 train_encoder_token_l2_norm=65.8415 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.16965e-07
2026-04-13 16:17:53,170 | INFO | rank=0 | train preview ref='Are you informed about the availability of the places where you can rent a bike and their work time? Uh no, I had als...' hyp_greedy='сс сссссссс с с сс с  ' hyp_beam='с с   , ,   с с сс с сссс ссс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=651.0 avg_target_tokens=340.0 top_tokens=с:0.740, <blank>:0.249, ▁:0.011
2026-04-13 16:18:34,411 | INFO | rank=0 | epoch=1 step=6160/249868 global_step=1540 train_loss=6.5982 train_main_ctc_loss=6.5982 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=35.0680 max_feature_frames=1300 train_avg_blank_prob=0.0858 train_argmax_blank_frac=0.2892 train_avg_top_nonblank_prob=0.5381 train_target_tokens_per_frame=0.2738 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=5.1938 train_avg_top_logit=8.0738 train_avg_top2_margin=1.6246 train_avg_blank_nonblank_margin=-2.4985 train_avg_entropy=2.2892 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.7561 train_nonblank_weight_grad_norm_mean=0.1530 train_blank_bias_grad=-0.0910 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0236 train_encoder_std=1.9138 train_encoder_token_l2_norm=61.0697 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.22301e-07
2026-04-13 16:18:35,199 | INFO | rank=0 | train preview ref='Але рік цей показує, що ти порозрозпитував пасічників і в майже всіх дуже позитивні результати. А от гречаного меду в...' hyp_greedy='сс сс сс с с' hyp_beam='с с   с   с   сс с с с с с сс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=650.0 avg_target_tokens=178.0 top_tokens=с:0.703, <blank>:0.289, ▁:0.008
2026-04-13 16:19:15,031 | INFO | rank=0 | epoch=1 step=6200/249868 global_step=1550 train_loss=7.4479 train_main_ctc_loss=7.4479 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=62.6857 max_feature_frames=1299 train_avg_blank_prob=0.1354 train_argmax_blank_frac=0.3092 train_avg_top_nonblank_prob=0.5299 train_target_tokens_per_frame=0.5231 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=6.1292 train_avg_top_logit=8.6154 train_avg_top2_margin=1.6369 train_avg_blank_nonblank_margin=-1.9569 train_avg_entropy=1.9815 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.4845 train_nonblank_weight_grad_norm_mean=0.2241 train_blank_bias_grad=-0.0646 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0218 train_encoder_std=2.1419 train_encoder_token_l2_norm=68.2854 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.27637e-07
2026-04-13 16:19:15,740 | INFO | rank=0 | train preview ref='But if you take, you know, my favorite dog, Zoe, and I was to, God forbid, dissect her and take out all of her parts ...' hyp_greedy='с ссссс сссс' hyp_beam='с с      , сссссс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с...' avg_output_frames=650.0 avg_target_tokens=340.0 top_tokens=с:0.688, <blank>:0.309, ▁:0.003
2026-04-13 16:19:57,454 | INFO | rank=0 | epoch=1 step=6240/249868 global_step=1560 train_loss=7.7063 train_main_ctc_loss=7.7063 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=25.9636 max_feature_frames=1298 train_avg_blank_prob=0.1830 train_argmax_blank_frac=0.4407 train_avg_top_nonblank_prob=0.3972 train_target_tokens_per_frame=0.2789 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=5.9168 train_avg_top_logit=7.8891 train_avg_top2_margin=1.4854 train_avg_blank_nonblank_margin=-1.1217 train_avg_entropy=2.4777 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.1445 train_nonblank_weight_grad_norm_mean=0.0873 train_blank_bias_grad=-0.0942 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0247 train_encoder_std=2.0007 train_encoder_token_l2_norm=63.8254 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.32973e-07
2026-04-13 16:19:58,189 | INFO | rank=0 | train preview ref="Хворих адміністрація, наша комунальне підприємство, закупила в на всі поліклініки генератори, і ці генератори на під'..." hyp_greedy='сссс с с с с сс с сссссссссс' hyp_beam='с с     сссс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ...' avg_output_frames=649.0 avg_target_tokens=181.0 top_tokens=с:0.545, <blank>:0.441, ▁:0.014
2026-04-13 16:20:37,944 | INFO | rank=0 | epoch=1 step=6280/249868 global_step=1570 train_loss=6.7428 train_main_ctc_loss=6.7428 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=36.4411 max_feature_frames=1297 train_avg_blank_prob=0.2296 train_argmax_blank_frac=0.4807 train_avg_top_nonblank_prob=0.3975 train_target_tokens_per_frame=0.2958 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=5.9414 train_avg_top_logit=7.9384 train_avg_top2_margin=1.9230 train_avg_blank_nonblank_margin=-0.8998 train_avg_entropy=2.4037 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.0859 train_nonblank_weight_grad_norm_mean=0.1519 train_blank_bias_grad=0.0491 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0307 train_encoder_std=2.0147 train_encoder_token_l2_norm=64.1112 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.38309e-07
2026-04-13 16:20:38,688 | INFO | rank=0 | train preview ref='І розглянемо кейс, коли українець відкрив ФОП в Польщі або ж відкрив юридичну особу в Польщі, чи в будь-якій країні Є...' hyp_greedy='ссс сссссссссссссссс' hyp_beam='с с      ссс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с сс с ссссс...' avg_output_frames=649.0 avg_target_tokens=192.0 top_tokens=с:0.518, <blank>:0.481, ▁:0.002
2026-04-13 16:21:20,224 | INFO | rank=0 | epoch=1 step=6320/249868 global_step=1580 train_loss=15.4048 train_main_ctc_loss=15.4048 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=181.2176 max_feature_frames=1295 train_avg_blank_prob=0.2504 train_argmax_blank_frac=0.4707 train_avg_top_nonblank_prob=0.4104 train_target_tokens_per_frame=0.1790 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=6.1235 train_avg_top_logit=8.1481 train_avg_top2_margin=2.0123 train_avg_blank_nonblank_margin=-0.8457 train_avg_entropy=2.1975 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=48.6952 train_nonblank_weight_grad_norm_mean=0.4454 train_blank_bias_grad=-0.8604 train_nonblank_bias_grad_mean=0.0017 train_encoder_mean=-0.0281 train_encoder_std=1.9979 train_encoder_token_l2_norm=63.6973 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.43645e-07
2026-04-13 16:21:20,886 | INFO | rank=0 | train preview ref='Виділяла зі всіх своєю розсудливістю і прагненням до знань про бойову справу, аби більше допомогти Україні задля пере...' hyp_greedy='ссссс ссс ссссссс' hyp_beam='с с ,,сссссс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с сссссссс...' avg_output_frames=648.0 avg_target_tokens=116.0 top_tokens=с:0.526, <blank>:0.471, ▁:0.003
2026-04-13 16:22:01,922 | INFO | rank=0 | epoch=1 step=6360/249868 global_step=1590 train_loss=6.6038 train_main_ctc_loss=6.6038 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=25.5921 max_feature_frames=1295 train_avg_blank_prob=0.3910 train_argmax_blank_frac=0.6096 train_avg_top_nonblank_prob=0.3072 train_target_tokens_per_frame=0.3071 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.0123 train_avg_top_logit=8.1975 train_avg_top2_margin=2.4568 train_avg_blank_nonblank_margin=0.6451 train_avg_entropy=2.0864 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=6.9825 train_nonblank_weight_grad_norm_mean=0.0969 train_blank_bias_grad=0.1235 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0300 train_encoder_std=2.0951 train_encoder_token_l2_norm=66.7179 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.48982e-07
2026-04-13 16:22:02,562 | INFO | rank=0 | train preview ref='А мого тата чну нема ніде не ніколи не говорили, не споминали даже що фотографії немає. Жителька мікрорайону Гречани ...' hyp_greedy='сссссссс с с сссссс' hyp_beam='с   сссссссссссс сс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с ссссссссссс, ' avg_output_frames=648.0 avg_target_tokens=199.0 top_tokens=<blank>:0.610, с:0.386, ▁:0.005
2026-04-13 16:22:44,041 | INFO | rank=0 | epoch=1 step=6400/249868 global_step=1600 train_loss=6.1881 train_main_ctc_loss=6.1881 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.73 grad_norm=24.6926 max_feature_frames=1294 train_avg_blank_prob=0.4722 train_argmax_blank_frac=0.6862 train_avg_top_nonblank_prob=0.2511 train_target_tokens_per_frame=0.3215 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.3694 train_avg_top_logit=8.3091 train_avg_top2_margin=2.6708 train_avg_blank_nonblank_margin=1.3230 train_avg_entropy=1.9413 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.3892 train_nonblank_weight_grad_norm_mean=0.0943 train_blank_bias_grad=0.0943 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0295 train_encoder_std=2.1181 train_encoder_token_l2_norm=67.4710 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.54318e-07
2026-04-13 16:22:44,640 | INFO | rank=0 | train preview ref='Привозять по оголошенню безкоштовно в наші управляючі муніципальні компанії, які знаходяться в різних частинах міста,...' hyp_greedy='сссс с ссссссс' hyp_beam='ссссссс с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с с сссс ссссссссссс ' avg_output_frames=647.0 avg_target_tokens=208.0 top_tokens=<blank>:0.686, с:0.311, ▁:0.003
2026-04-13 16:23:25,593 | INFO | rank=0 | epoch=1 step=6440/249868 global_step=1610 train_loss=6.8143 train_main_ctc_loss=6.8143 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.72 grad_norm=61.4134 max_feature_frames=1293 train_avg_blank_prob=0.7021 train_argmax_blank_frac=0.9444 train_avg_top_nonblank_prob=0.0846 train_target_tokens_per_frame=0.3338 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3586 train_avg_top_logit=8.4080 train_avg_top2_margin=3.0046 train_avg_blank_nonblank_margin=2.9304 train_avg_entropy=1.7187 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.0877 train_nonblank_weight_grad_norm_mean=0.1317 train_blank_bias_grad=-0.1039 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0400 train_encoder_std=2.2591 train_encoder_token_l2_norm=71.9183 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.59654e-07
2026-04-13 16:23:26,091 | INFO | rank=0 | train preview ref="Спочатку даної еко-п'ятниці, еко такої толоки, ми зробили танцювальний флешмоб, щоб зарядити настріям, емоціями. Я па..." hyp_greedy='ссссссссссссссссссссссс' hyp_beam='ссссссссссссссссссссссссссссссссссссссс' avg_output_frames=647.0 avg_target_tokens=216.0 top_tokens=<blank>:0.944, с:0.056
2026-04-13 16:24:07,303 | INFO | rank=0 | epoch=1 step=6480/249868 global_step=1620 train_loss=5.8556 train_main_ctc_loss=5.8556 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.72 grad_norm=21.4177 max_feature_frames=1292 train_avg_blank_prob=0.6366 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.3266 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.4799 train_avg_top_logit=7.4799 train_avg_top2_margin=3.6904 train_avg_blank_nonblank_margin=3.6904 train_avg_entropy=2.6006 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=7.6299 train_nonblank_weight_grad_norm_mean=0.0918 train_blank_bias_grad=-0.1349 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0485 train_encoder_std=2.0438 train_encoder_token_l2_norm=64.7149 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.6499e-07
2026-04-13 16:24:07,773 | INFO | rank=0 | train preview ref='Ще є полиця для головних уборів, а в ніжній частині є шухляти, які могли складати взуття або якісь інші призводи. Ста...' hyp_greedy='' hyp_beam='ссссссс' avg_output_frames=646.0 avg_target_tokens=211.0 top_tokens=<blank>:1.000
2026-04-13 16:24:49,565 | INFO | rank=0 | epoch=1 step=6520/249868 global_step=1630 train_loss=5.7230 train_main_ctc_loss=5.7230 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.72 grad_norm=8.1832 max_feature_frames=1291 train_avg_blank_prob=0.6805 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0134 train_target_tokens_per_frame=0.2848 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6285 train_avg_top_logit=7.6285 train_avg_top2_margin=4.0372 train_avg_blank_nonblank_margin=4.0372 train_avg_entropy=2.3529 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.2161 train_nonblank_weight_grad_norm_mean=0.0850 train_blank_bias_grad=0.0202 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0488 train_encoder_std=1.9899 train_encoder_token_l2_norm=63.2558 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.70326e-07
2026-04-13 16:24:50,068 | INFO | rank=0 | train preview ref='Так, звичайно, але бажано взагалі виїхати з тих міст і сел, де ведуться хоч якісь активні бойові дії. Тобто, ви бачит...' hyp_greedy='' hyp_beam='сс' avg_output_frames=646.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 16:25:31,795 | INFO | rank=0 | epoch=1 step=6560/249868 global_step=1640 train_loss=5.6446 train_main_ctc_loss=5.6446 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.72 grad_norm=5.7330 max_feature_frames=1290 train_avg_blank_prob=0.7309 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0134 train_target_tokens_per_frame=0.2558 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9380 train_avg_top_logit=7.9380 train_avg_top2_margin=4.1674 train_avg_blank_nonblank_margin=4.1674 train_avg_entropy=2.0093 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.6366 train_nonblank_weight_grad_norm_mean=0.0838 train_blank_bias_grad=0.0076 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0459 train_encoder_std=2.0364 train_encoder_token_l2_norm=65.0227 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.75662e-07
2026-04-13 16:25:32,264 | INFO | rank=0 | train preview ref="Давайте так, коли з'явиться, тоді будемо коментувати, не будемо хайпувати, тому що на жаль, є певні люди, які, в тому..." hyp_greedy='' hyp_beam=',с' avg_output_frames=645.0 avg_target_tokens=165.0 top_tokens=<blank>:1.000
2026-04-13 16:26:13,553 | INFO | rank=0 | epoch=1 step=6600/249868 global_step=1650 train_loss=5.7144 train_main_ctc_loss=5.7144 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.72 grad_norm=53.3597 max_feature_frames=1289 train_avg_blank_prob=0.8296 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0101 train_target_tokens_per_frame=0.2930 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6822 train_avg_top_logit=8.6822 train_avg_top2_margin=4.6140 train_avg_blank_nonblank_margin=4.6140 train_avg_entropy=1.3271 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=22.4543 train_nonblank_weight_grad_norm_mean=0.0846 train_blank_bias_grad=0.3566 train_nonblank_bias_grad_mean=-0.0007 train_encoder_mean=-0.0507 train_encoder_std=2.2083 train_encoder_token_l2_norm=70.5800 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.80999e-07
2026-04-13 16:26:14,024 | INFO | rank=0 | train preview ref='Професійній російській армії вони ще більше деморалізовані і ще гірші солдати. Тому, звичайно, тут важко, тому що про...' hyp_greedy='' hyp_beam='' avg_output_frames=645.0 avg_target_tokens=189.0 top_tokens=<blank>:1.000
2026-04-13 16:26:55,863 | INFO | rank=0 | epoch=1 step=6640/249868 global_step=1660 train_loss=5.6055 train_main_ctc_loss=5.6055 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.72 grad_norm=24.7830 max_feature_frames=1288 train_avg_blank_prob=0.7522 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0137 train_target_tokens_per_frame=0.3276 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0994 train_avg_top_logit=8.0994 train_avg_top2_margin=4.1739 train_avg_blank_nonblank_margin=4.1739 train_avg_entropy=1.8634 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.3662 train_nonblank_weight_grad_norm_mean=0.0798 train_blank_bias_grad=0.1708 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0486 train_encoder_std=2.1087 train_encoder_token_l2_norm=67.4483 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.86335e-07
2026-04-13 16:26:56,335 | INFO | rank=0 | train preview ref='На виставці представлені дві композиції з вовни майстрині Олени Міщенко. Два сніговички з ялинкою виготовлені в техні...' hyp_greedy='' hyp_beam='' avg_output_frames=644.0 avg_target_tokens=211.0 top_tokens=<blank>:1.000
2026-04-13 16:27:38,526 | INFO | rank=0 | epoch=1 step=6680/249868 global_step=1670 train_loss=5.5877 train_main_ctc_loss=5.5877 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.72 grad_norm=42.3308 max_feature_frames=1286 train_avg_blank_prob=0.7200 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0155 train_target_tokens_per_frame=0.1773 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9129 train_avg_top_logit=7.9129 train_avg_top2_margin=4.0062 train_avg_blank_nonblank_margin=4.0062 train_avg_entropy=2.0653 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=18.0476 train_nonblank_weight_grad_norm_mean=0.0959 train_blank_bias_grad=-0.3061 train_nonblank_bias_grad_mean=0.0006 train_encoder_mean=-0.0476 train_encoder_std=2.0831 train_encoder_token_l2_norm=66.6331 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.91671e-07
2026-04-13 16:27:38,938 | INFO | rank=0 | train preview ref='Спереді за метрів дозорна група вже виявила краще. Сім осіб з лівої сторони було, з правої. Групи розібрали в основно...' hyp_greedy='' hyp_beam='' avg_output_frames=643.0 avg_target_tokens=114.0 top_tokens=<blank>:1.000
2026-04-13 16:28:19,744 | INFO | rank=0 | epoch=1 step=6720/249868 global_step=1680 train_loss=5.5376 train_main_ctc_loss=5.5376 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=23.1020 max_feature_frames=1286 train_avg_blank_prob=0.7373 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0165 train_target_tokens_per_frame=0.2970 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0124 train_avg_top_logit=8.0124 train_avg_top2_margin=3.9813 train_avg_blank_nonblank_margin=3.9813 train_avg_entropy=1.9409 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=9.7187 train_nonblank_weight_grad_norm_mean=0.0885 train_blank_bias_grad=-0.1653 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0494 train_encoder_std=2.1177 train_encoder_token_l2_norm=67.7304 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=8.97007e-07
2026-04-13 16:28:20,199 | INFO | rank=0 | train preview ref='Як людина себе почуває, які настрої, які емоції вкладає, яку любов і ніжність передає дітям. Деякі візерунки, наприкл...' hyp_greedy='' hyp_beam='' avg_output_frames=643.0 avg_target_tokens=191.0 top_tokens=<blank>:1.000
2026-04-13 16:29:02,361 | INFO | rank=0 | epoch=1 step=6760/249868 global_step=1690 train_loss=5.6997 train_main_ctc_loss=5.6997 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=23.2164 max_feature_frames=1285 train_avg_blank_prob=0.7771 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0148 train_target_tokens_per_frame=0.2208 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3110 train_avg_top_logit=8.3110 train_avg_top2_margin=4.1555 train_avg_blank_nonblank_margin=4.1555 train_avg_entropy=1.6796 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.6257 train_nonblank_weight_grad_norm_mean=0.0743 train_blank_bias_grad=0.1698 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0455 train_encoder_std=2.1617 train_encoder_token_l2_norm=69.0921 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.02343e-07
2026-04-13 16:29:02,782 | INFO | rank=0 | train preview ref='І допитування, які відбулися в дії, вони не є репрезентативні, мало того, вони чомусь від імені однієї з депутаток, я...' hyp_greedy='' hyp_beam='с    ' avg_output_frames=643.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-13 16:29:42,694 | INFO | rank=0 | epoch=1 step=6800/249868 global_step=1700 train_loss=5.5878 train_main_ctc_loss=5.5878 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=26.2520 max_feature_frames=1284 train_avg_blank_prob=0.7663 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0152 train_target_tokens_per_frame=0.2523 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1745 train_avg_top_logit=8.1745 train_avg_top2_margin=4.0872 train_avg_blank_nonblank_margin=4.0872 train_avg_entropy=1.7570 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=12.4540 train_nonblank_weight_grad_norm_mean=0.0787 train_blank_bias_grad=0.1999 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0517 train_encoder_std=2.1442 train_encoder_token_l2_norm=68.5865 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.07679e-07
2026-04-13 16:29:43,115 | INFO | rank=0 | train preview ref='Не не так масово. Це будуть це будуть в Італії, це будуть в Чорногорії, а це будуть в тій же Греції. От але правда, в...' hyp_greedy='' hyp_beam='' avg_output_frames=642.0 avg_target_tokens=162.0 top_tokens=<blank>:1.000
2026-04-13 16:30:25,101 | INFO | rank=0 | epoch=1 step=6840/249868 global_step=1710 train_loss=5.4488 train_main_ctc_loss=5.4488 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=5.5191 max_feature_frames=1283 train_avg_blank_prob=0.7197 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.2679 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9252 train_avg_top_logit=7.9252 train_avg_top2_margin=3.8629 train_avg_blank_nonblank_margin=3.8629 train_avg_entropy=2.0561 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.5131 train_nonblank_weight_grad_norm_mean=0.0782 train_blank_bias_grad=0.0235 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0523 train_encoder_std=2.0910 train_encoder_token_l2_norm=66.8834 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.13015e-07
2026-04-13 16:30:25,547 | INFO | rank=0 | train preview ref='Дивіться, в дві тисячі двадцять третьому році, на жаль, вже нічого не зміниться. Єдине, що ці всі дискусії, які відбу...' hyp_greedy='' hyp_beam='' avg_output_frames=642.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 16:31:06,025 | INFO | rank=0 | epoch=1 step=6880/249868 global_step=1720 train_loss=6.2662 train_main_ctc_loss=6.2662 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=28.2016 max_feature_frames=1282 train_avg_blank_prob=0.7536 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0159 train_target_tokens_per_frame=0.3089 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0874 train_avg_top_logit=8.0874 train_avg_top2_margin=4.0187 train_avg_blank_nonblank_margin=4.0187 train_avg_entropy=1.8346 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=13.5532 train_nonblank_weight_grad_norm_mean=0.0730 train_blank_bias_grad=0.2207 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0536 train_encoder_std=2.1275 train_encoder_token_l2_norm=68.0575 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.18352e-07
2026-04-13 16:31:06,497 | INFO | rank=0 | train preview ref='Температура повітря в області знизилася через арктичний антициклон, розповідає синопткиня Оксана Озимків. За її слова...' hyp_greedy='' hyp_beam='' avg_output_frames=641.0 avg_target_tokens=198.0 top_tokens=<blank>:1.000
2026-04-13 16:31:48,321 | INFO | rank=0 | epoch=1 step=6920/249868 global_step=1730 train_loss=5.4623 train_main_ctc_loss=5.4623 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=15.7636 max_feature_frames=1281 train_avg_blank_prob=0.7219 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2172 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9000 train_avg_top_logit=7.9000 train_avg_top2_margin=3.8250 train_avg_blank_nonblank_margin=3.8250 train_avg_entropy=2.0375 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=8.8173 train_nonblank_weight_grad_norm_mean=0.0911 train_blank_bias_grad=-0.1458 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0536 train_encoder_std=2.1055 train_encoder_token_l2_norm=67.3473 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.23688e-07
2026-04-13 16:31:48,783 | INFO | rank=0 | train preview ref='Науково-технічний радник в міжнародному проєкті Чисте повітря для України з міста Дніпра Україна та Черночова Марсела...' hyp_greedy='' hyp_beam='' avg_output_frames=640.0 avg_target_tokens=139.0 top_tokens=<blank>:1.000
2026-04-13 16:32:28,818 | INFO | rank=0 | epoch=1 step=6960/249868 global_step=1740 train_loss=5.3654 train_main_ctc_loss=5.3654 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=8.3730 max_feature_frames=1279 train_avg_blank_prob=0.7625 train_argmax_blank_frac=0.9984 train_avg_top_nonblank_prob=0.0163 train_target_tokens_per_frame=0.2453 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2000 train_avg_top_logit=8.2000 train_avg_top2_margin=4.0250 train_avg_blank_nonblank_margin=4.0250 train_avg_entropy=1.7750 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.5473 train_nonblank_weight_grad_norm_mean=0.0782 train_blank_bias_grad=-0.0744 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0538 train_encoder_std=2.1478 train_encoder_token_l2_norm=68.7030 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.29024e-07
2026-04-13 16:32:29,246 | INFO | rank=0 | train preview ref='Ну, привикли. Юлія згадує знайомство з Євгеном. Вона працювала у магазині, він був покупцем. На той час жінка перебув...' hyp_greedy='' hyp_beam=', ' avg_output_frames=640.0 avg_target_tokens=157.0 top_tokens=<blank>:0.998, ▁:0.002
2026-04-13 16:33:09,975 | INFO | rank=0 | epoch=1 step=7000/249868 global_step=1750 train_loss=5.5639 train_main_ctc_loss=5.5639 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.71 grad_norm=8.9891 max_feature_frames=1279 train_avg_blank_prob=0.6963 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.2906 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7500 train_avg_top_logit=7.7500 train_avg_top2_margin=3.7750 train_avg_blank_nonblank_margin=3.7750 train_avg_entropy=2.2125 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.7144 train_nonblank_weight_grad_norm_mean=0.0695 train_blank_bias_grad=-0.0644 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0522 train_encoder_std=2.0579 train_encoder_token_l2_norm=65.8199 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.3436e-07
2026-04-13 16:33:10,459 | INFO | rank=0 | train preview ref='Вони почали отримувати масово застосувати, що вони на виборчі пок попали компанії, допомагали тим чи іншим претендент...' hyp_greedy='' hyp_beam='' avg_output_frames=640.0 avg_target_tokens=186.0 top_tokens=<blank>:1.000
2026-04-13 16:33:50,720 | INFO | rank=0 | epoch=1 step=7040/249868 global_step=1760 train_loss=5.6912 train_main_ctc_loss=5.6912 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.70 grad_norm=28.6692 max_feature_frames=1278 train_avg_blank_prob=0.7833 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0150 train_target_tokens_per_frame=0.2879 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3130 train_avg_top_logit=8.3130 train_avg_top2_margin=4.1565 train_avg_blank_nonblank_margin=4.1565 train_avg_entropy=1.6401 train_blank_bias=0.0002 train_blank_weight_norm=0.5890 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=15.7134 train_nonblank_weight_grad_norm_mean=0.0769 train_blank_bias_grad=0.2479 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0516 train_encoder_std=2.1801 train_encoder_token_l2_norm=69.7214 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.39696e-07
2026-04-13 16:33:51,171 | INFO | rank=0 | train preview ref='Із амбіції, якби технічна якась причина, бухгалтерка заводу Ірина Броварна говорить про накопичені за місяць борги пі...' hyp_greedy='' hyp_beam='' avg_output_frames=639.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 16:34:32,447 | INFO | rank=0 | epoch=1 step=7080/249868 global_step=1770 train_loss=5.5195 train_main_ctc_loss=5.5195 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.70 grad_norm=51.3379 max_feature_frames=1276 train_avg_blank_prob=0.7256 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.2257 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9749 train_avg_top_logit=7.9749 train_avg_top2_margin=3.8621 train_avg_blank_nonblank_margin=3.8621 train_avg_entropy=2.0188 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=28.0995 train_nonblank_weight_grad_norm_mean=0.0967 train_blank_bias_grad=-0.4694 train_nonblank_bias_grad_mean=0.0009 train_encoder_mean=-0.0533 train_encoder_std=2.1250 train_encoder_token_l2_norm=67.9776 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.45032e-07
2026-04-13 16:34:32,890 | INFO | rank=0 | train preview ref="Давали знеболювальне, точніше вкалували знеболювальне йому і держали зв'язок всі півтори години. Тобто, ті, хто працю..." hyp_greedy='' hyp_beam='' avg_output_frames=638.0 avg_target_tokens=144.0 top_tokens=<blank>:1.000
2026-04-13 16:35:13,617 | INFO | rank=0 | epoch=1 step=7120/249868 global_step=1780 train_loss=5.5483 train_main_ctc_loss=5.5483 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.70 grad_norm=3.4141 max_feature_frames=1275 train_avg_blank_prob=0.7594 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0163 train_target_tokens_per_frame=0.2398 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1755 train_avg_top_logit=8.1755 train_avg_top2_margin=4.0125 train_avg_blank_nonblank_margin=4.0125 train_avg_entropy=1.7931 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4050 train_nonblank_weight_grad_norm_mean=0.0750 train_blank_bias_grad=-0.0070 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0542 train_encoder_std=2.1596 train_encoder_token_l2_norm=69.0760 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.50368e-07
2026-04-13 16:35:14,103 | INFO | rank=0 | train preview ref="Яка є класичним українофобом, яка робила свою наукову кар'єру на монографіях, спрямованих винятково проти української..." hyp_greedy='' hyp_beam=',      ' avg_output_frames=638.0 avg_target_tokens=153.0 top_tokens=<blank>:1.000
2026-04-13 16:35:56,179 | INFO | rank=0 | epoch=1 step=7160/249868 global_step=1790 train_loss=5.6234 train_main_ctc_loss=5.6234 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.70 grad_norm=18.6499 max_feature_frames=1274 train_avg_blank_prob=0.7503 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.2198 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0879 train_avg_top_logit=8.0879 train_avg_top2_margin=3.9435 train_avg_blank_nonblank_margin=3.9435 train_avg_entropy=1.8462 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.9867 train_nonblank_weight_grad_norm_mean=0.0827 train_blank_bias_grad=-0.1780 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0565 train_encoder_std=2.1640 train_encoder_token_l2_norm=69.2285 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.55705e-07
2026-04-13 16:35:56,663 | INFO | rank=0 | train preview ref='Собаки з приютів, от які теж кожен день хоч хочуть їсти. Так як нам хочеться працювати і мати якісь кошти, то ми вихо...' hyp_greedy='' hyp_beam='' avg_output_frames=637.0 avg_target_tokens=140.0 top_tokens=<blank>:1.000
2026-04-13 16:36:37,664 | INFO | rank=0 | epoch=1 step=7200/249868 global_step=1800 train_loss=5.4470 train_main_ctc_loss=5.4470 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.70 grad_norm=3.9660 max_feature_frames=1273 train_avg_blank_prob=0.7039 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.2449 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8367 train_avg_top_logit=7.8367 train_avg_top2_margin=3.8179 train_avg_blank_nonblank_margin=3.8179 train_avg_entropy=2.1476 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.3810 train_nonblank_weight_grad_norm_mean=0.0662 train_blank_bias_grad=-0.0236 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0565 train_encoder_std=2.1007 train_encoder_token_l2_norm=67.2053 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.61041e-07
2026-04-13 16:36:38,135 | INFO | rank=0 | train preview ref='липня працівники лабораторного центру відібрали проби води у кількох місцях. Міському пляжі Стрілка, чайка, прибій та...' hyp_greedy='' hyp_beam='' avg_output_frames=637.0 avg_target_tokens=156.0 top_tokens=<blank>:1.000
2026-04-13 16:37:20,989 | INFO | rank=0 | epoch=1 step=7240/249868 global_step=1810 train_loss=5.4823 train_main_ctc_loss=5.4823 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.70 grad_norm=11.9457 max_feature_frames=1273 train_avg_blank_prob=0.7225 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.3218 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9372 train_avg_top_logit=7.9372 train_avg_top2_margin=3.8430 train_avg_blank_nonblank_margin=3.8430 train_avg_entropy=2.0345 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=6.7011 train_nonblank_weight_grad_norm_mean=0.0737 train_blank_bias_grad=-0.1102 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0586 train_encoder_std=2.1338 train_encoder_token_l2_norm=68.2607 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.66377e-07
2026-04-13 16:37:21,428 | INFO | rank=0 | train preview ref='За словами директора закладу Володимира Демчука, в області наразі пацієнти поступають на лікування тільки в ургентном...' hyp_greedy='' hyp_beam='' avg_output_frames=637.0 avg_target_tokens=205.0 top_tokens=<blank>:1.000
2026-04-13 16:38:02,066 | INFO | rank=0 | epoch=1 step=7280/249868 global_step=1820 train_loss=5.5079 train_main_ctc_loss=5.5079 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.70 grad_norm=24.8335 max_feature_frames=1272 train_avg_blank_prob=0.7550 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0169 train_target_tokens_per_frame=0.3428 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1509 train_avg_top_logit=8.1509 train_avg_top2_margin=3.9748 train_avg_blank_nonblank_margin=3.9748 train_avg_entropy=1.8113 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=14.5149 train_nonblank_weight_grad_norm_mean=0.0694 train_blank_bias_grad=0.2303 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0556 train_encoder_std=2.1775 train_encoder_token_l2_norm=69.6500 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.71713e-07
2026-04-13 16:38:02,534 | INFO | rank=0 | train preview ref='Теперішньому настрою. На цих писанках найдревніші символи української писанки. Тут всі символи захисні. І найсакральн...' hyp_greedy='' hyp_beam='' avg_output_frames=636.0 avg_target_tokens=218.0 top_tokens=<blank>:1.000
2026-04-13 16:38:43,235 | INFO | rank=0 | epoch=1 step=7320/249868 global_step=1830 train_loss=5.5068 train_main_ctc_loss=5.5068 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=9.2844 max_feature_frames=1271 train_avg_blank_prob=0.7617 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0163 train_target_tokens_per_frame=0.2846 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2013 train_avg_top_logit=8.2013 train_avg_top2_margin=4.0252 train_avg_blank_nonblank_margin=4.0252 train_avg_entropy=1.7736 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.5635 train_nonblank_weight_grad_norm_mean=0.0740 train_blank_bias_grad=0.0710 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0572 train_encoder_std=2.1905 train_encoder_token_l2_norm=70.0762 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.77049e-07
2026-04-13 16:38:43,738 | INFO | rank=0 | train preview ref='А велика з них частина слухає там той мучительний концерт Кабзону. Тому говорити про те, що там Кацапи якось кинули м...' hyp_greedy='' hyp_beam='' avg_output_frames=636.0 avg_target_tokens=181.0 top_tokens=<blank>:1.000
2026-04-13 16:39:26,192 | INFO | rank=0 | epoch=1 step=7360/249868 global_step=1840 train_loss=5.5915 train_main_ctc_loss=5.5915 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=3.2244 max_feature_frames=1269 train_avg_blank_prob=0.7485 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0172 train_target_tokens_per_frame=0.2394 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1134 train_avg_top_logit=8.1134 train_avg_top2_margin=3.9559 train_avg_blank_nonblank_margin=3.9559 train_avg_entropy=1.8520 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.6536 train_nonblank_weight_grad_norm_mean=0.0705 train_blank_bias_grad=-0.0105 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0557 train_encoder_std=2.1832 train_encoder_token_l2_norm=69.8314 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.82385e-07
2026-04-13 16:39:26,659 | INFO | rank=0 | train preview ref='То, чим, на жаль, не розуміють більшість депутатів. От, наприклад, з свого часу Ільєнко, Андрій Ільєнко, він продемон...' hyp_greedy='' hyp_beam='' avg_output_frames=635.0 avg_target_tokens=152.0 top_tokens=<blank>:1.000
2026-04-13 16:40:08,314 | INFO | rank=0 | epoch=1 step=7400/249868 global_step=1850 train_loss=5.3512 train_main_ctc_loss=5.3512 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=5.2240 max_feature_frames=1269 train_avg_blank_prob=0.7619 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.2776 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1767 train_avg_top_logit=8.1767 train_avg_top2_margin=4.0379 train_avg_blank_nonblank_margin=4.0379 train_avg_entropy=1.7792 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.7590 train_nonblank_weight_grad_norm_mean=0.0628 train_blank_bias_grad=0.0447 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0601 train_encoder_std=2.1302 train_encoder_token_l2_norm=68.1297 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.87722e-07
2026-04-13 16:40:08,768 | INFO | rank=0 | train preview ref='Там есть, конечно, проблемы сохранения электроэнергии, потому что очень разные биковые нагрузки. Мы эти вопросы тоже ...' hyp_greedy='' hyp_beam='' avg_output_frames=634.0 avg_target_tokens=176.0 top_tokens=<blank>:1.000
2026-04-13 16:40:50,353 | INFO | rank=0 | epoch=1 step=7440/249868 global_step=1860 train_loss=5.5042 train_main_ctc_loss=5.5042 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=21.2238 max_feature_frames=1268 train_avg_blank_prob=0.7588 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0166 train_target_tokens_per_frame=0.2997 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1767 train_avg_top_logit=8.1767 train_avg_top2_margin=4.0126 train_avg_blank_nonblank_margin=4.0126 train_avg_entropy=1.7918 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=11.2575 train_nonblank_weight_grad_norm_mean=0.0678 train_blank_bias_grad=0.1801 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0608 train_encoder_std=2.1617 train_encoder_token_l2_norm=69.1429 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.93058e-07
2026-04-13 16:40:50,911 | INFO | rank=0 | train preview ref='Тому ця траса, вона як такий папірець лакмасовий, який показує, що ось цей болід дійсно якісний, тому що тут її швидк...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=634.0 avg_target_tokens=190.0 top_tokens=<blank>:1.000
2026-04-13 16:41:31,283 | INFO | rank=0 | epoch=1 step=7480/249868 global_step=1870 train_loss=5.5198 train_main_ctc_loss=5.5198 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=3.3159 max_feature_frames=1267 train_avg_blank_prob=0.7124 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.2555 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8738 train_avg_top_logit=7.8738 train_avg_top2_margin=3.7855 train_avg_blank_nonblank_margin=3.7855 train_avg_entropy=2.0946 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.0955 train_nonblank_weight_grad_norm_mean=0.0607 train_blank_bias_grad=-0.0185 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0582 train_encoder_std=2.1129 train_encoder_token_l2_norm=67.5718 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=9.98394e-07
2026-04-13 16:41:31,739 | INFO | rank=0 | train preview ref='Одна з тем, на яку я хочу звертати увагу на своєму каналі, це проблема сортування відходів. В деяких моїх відео я роз...' hyp_greedy='' hyp_beam='' avg_output_frames=634.0 avg_target_tokens=162.0 top_tokens=<blank>:1.000
2026-04-13 16:42:12,735 | INFO | rank=0 | epoch=1 step=7520/249868 global_step=1880 train_loss=5.4930 train_main_ctc_loss=5.4930 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=9.6206 max_feature_frames=1266 train_avg_blank_prob=0.7402 train_argmax_blank_frac=0.9984 train_avg_top_nonblank_prob=0.0172 train_target_tokens_per_frame=0.2686 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0379 train_avg_top_logit=8.0379 train_avg_top2_margin=3.9431 train_avg_blank_nonblank_margin=3.9431 train_avg_entropy=1.9084 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.2505 train_nonblank_weight_grad_norm_mean=0.0629 train_blank_bias_grad=0.0837 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0591 train_encoder_std=2.1499 train_encoder_token_l2_norm=68.7720 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.00373e-06
2026-04-13 16:42:13,187 | INFO | rank=0 | train preview ref='Це другий вагон, який ми розпочали. Намітили синім контуром зараз частину прапору, який всьою смугою по суті по площи...' hyp_greedy='' hyp_beam='' avg_output_frames=633.0 avg_target_tokens=170.0 top_tokens=<blank>:0.998, ▁:0.002
2026-04-13 16:42:54,107 | INFO | rank=0 | epoch=1 step=7560/249868 global_step=1890 train_loss=5.3862 train_main_ctc_loss=5.3862 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=19.9311 max_feature_frames=1265 train_avg_blank_prob=0.7393 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0171 train_target_tokens_per_frame=0.3902 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0379 train_avg_top_logit=8.0379 train_avg_top2_margin=3.9179 train_avg_blank_nonblank_margin=3.9179 train_avg_entropy=1.9210 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=11.2337 train_nonblank_weight_grad_norm_mean=0.0670 train_blank_bias_grad=0.1783 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0591 train_encoder_std=2.1621 train_encoder_token_l2_norm=69.1566 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.00907e-06
2026-04-13 16:42:54,613 | INFO | rank=0 | train preview ref='Що здатне до керубежден? Только страны, способные к управляемым хорошо просчитанным внутренним изменениям, будут опре...' hyp_greedy='' hyp_beam=',       ' avg_output_frames=633.0 avg_target_tokens=247.0 top_tokens=<blank>:1.000
2026-04-13 16:43:36,313 | INFO | rank=0 | epoch=1 step=7600/249868 global_step=1900 train_loss=5.3819 train_main_ctc_loss=5.3819 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.69 grad_norm=14.9292 max_feature_frames=1264 train_avg_blank_prob=0.7162 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.3117 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8987 train_avg_top_logit=7.8987 train_avg_top2_margin=3.8481 train_avg_blank_nonblank_margin=3.8481 train_avg_entropy=2.0633 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=8.6965 train_nonblank_weight_grad_norm_mean=0.0656 train_blank_bias_grad=0.1387 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0572 train_encoder_std=2.1253 train_encoder_token_l2_norm=67.9893 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.0144e-06
2026-04-13 16:43:36,808 | INFO | rank=0 | train preview ref='Ті школи, які на сьогодні цього потребують, і залучити безпосередньо до інших направлень кошти своєї громади, всі, хт...' hyp_greedy='' hyp_beam='' avg_output_frames=632.0 avg_target_tokens=197.0 top_tokens=<blank>:1.000
2026-04-13 16:44:16,795 | INFO | rank=0 | epoch=1 step=7640/249868 global_step=1910 train_loss=5.4699 train_main_ctc_loss=5.4699 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.68 grad_norm=15.5254 max_feature_frames=1263 train_avg_blank_prob=0.7571 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.2943 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1519 train_avg_top_logit=8.1519 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=1.7975 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=9.0470 train_nonblank_weight_grad_norm_mean=0.0614 train_blank_bias_grad=0.1424 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0587 train_encoder_std=2.1892 train_encoder_token_l2_norm=70.0399 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.01974e-06
2026-04-13 16:44:17,256 | INFO | rank=0 | train preview ref='Директор школи вищої спортивної майстерності Олексій Гацуля розповідає, що загальна реконструкція спортивної споруди ...' hyp_greedy='' hyp_beam='' avg_output_frames=632.0 avg_target_tokens=186.0 top_tokens=<blank>:1.000
2026-04-13 16:44:59,912 | INFO | rank=0 | epoch=1 step=7680/249868 global_step=1920 train_loss=5.2834 train_main_ctc_loss=5.2834 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.68 grad_norm=8.5599 max_feature_frames=1262 train_avg_blank_prob=0.7054 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.3344 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8605 train_avg_top_logit=7.8605 train_avg_top2_margin=3.7781 train_avg_blank_nonblank_margin=3.7781 train_avg_entropy=2.1300 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.4277 train_nonblank_weight_grad_norm_mean=0.0640 train_blank_bias_grad=-0.0710 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0586 train_encoder_std=2.1325 train_encoder_token_l2_norm=68.2121 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.02507e-06
2026-04-13 16:45:00,398 | INFO | rank=0 | train preview ref='Или по ссылочке в описании, если вы хочете крутый фестиваль живой музыки Вахтыркой, инвестировать. Ну окей, мы можем ...' hyp_greedy='' hyp_beam='' avg_output_frames=631.0 avg_target_tokens=211.0 top_tokens=<blank>:1.000
2026-04-13 16:45:40,731 | INFO | rank=0 | epoch=1 step=7720/249868 global_step=1930 train_loss=5.3397 train_main_ctc_loss=5.3397 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.68 grad_norm=13.5238 max_feature_frames=1261 train_avg_blank_prob=0.7568 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0171 train_target_tokens_per_frame=0.2187 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2155 train_avg_top_logit=8.2155 train_avg_top2_margin=3.9810 train_avg_blank_nonblank_margin=3.9810 train_avg_entropy=1.7876 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=7.7165 train_nonblank_weight_grad_norm_mean=0.0623 train_blank_bias_grad=0.1193 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0581 train_encoder_std=2.2107 train_encoder_token_l2_norm=70.7089 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.03041e-06
2026-04-13 16:45:41,197 | INFO | rank=0 | train preview ref="Питання: а якщо його залишать на весну на розвиток сім'ї? Ні, на весну нормально, бо він поводує, як забув слово, біг..." hyp_greedy='' hyp_beam='' avg_output_frames=631.0 avg_target_tokens=138.0 top_tokens=<blank>:1.000
2026-04-13 16:46:24,555 | INFO | rank=0 | epoch=1 step=7760/249868 global_step=1940 train_loss=5.5026 train_main_ctc_loss=5.5026 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.68 grad_norm=7.1060 max_feature_frames=1260 train_avg_blank_prob=0.7664 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.1762 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2794 train_avg_top_logit=8.2794 train_avg_top2_margin=3.9619 train_avg_blank_nonblank_margin=3.9619 train_avg_entropy=1.7270 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.2740 train_nonblank_weight_grad_norm_mean=0.0648 train_blank_bias_grad=0.0516 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0569 train_encoder_std=2.2255 train_encoder_token_l2_norm=71.1708 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.03575e-06
2026-04-13 16:46:25,030 | INFO | rank=0 | train preview ref='Війну зі справжнім ворогом, який вміє воювати, і який теж має якусь стратегію, і він теж намагається ввести нас в ома...' hyp_greedy='' hyp_beam='' avg_output_frames=630.0 avg_target_tokens=111.0 top_tokens=<blank>:1.000
2026-04-13 16:47:05,727 | INFO | rank=0 | epoch=1 step=7800/249868 global_step=1950 train_loss=5.3052 train_main_ctc_loss=5.3052 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.68 grad_norm=10.3248 max_feature_frames=1259 train_avg_blank_prob=0.7266 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.3175 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9746 train_avg_top_logit=7.9746 train_avg_top2_margin=3.9111 train_avg_blank_nonblank_margin=3.9111 train_avg_entropy=1.9937 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=6.0499 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=0.0956 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0613 train_encoder_std=2.1621 train_encoder_token_l2_norm=69.1596 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.04108e-06
2026-04-13 16:47:06,178 | INFO | rank=0 | train preview ref='І там, і ми хотіли цим марафоном показати, що ми підтримуємо Україну, щоб все світ знав, що дійсно в нас йде війна, м...' hyp_greedy='' hyp_beam='' avg_output_frames=630.0 avg_target_tokens=200.0 top_tokens=<blank>:1.000
2026-04-13 16:47:47,830 | INFO | rank=0 | epoch=1 step=7840/249868 global_step=1960 train_loss=5.4262 train_main_ctc_loss=5.4262 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.68 grad_norm=14.1547 max_feature_frames=1258 train_avg_blank_prob=0.7535 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0161 train_target_tokens_per_frame=0.2750 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1399 train_avg_top_logit=8.1399 train_avg_top2_margin=4.0191 train_avg_blank_nonblank_margin=4.0191 train_avg_entropy=1.8315 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=8.0071 train_nonblank_weight_grad_norm_mean=0.0623 train_blank_bias_grad=0.1248 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0608 train_encoder_std=2.1890 train_encoder_token_l2_norm=70.0281 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.04642e-06
2026-04-13 16:47:48,258 | INFO | rank=0 | train preview ref='Виставку по проханню всіх наших дизайнерів, які просили ліжко з можливістю сидіння з ногами з роботи на планшеті, роб...' hyp_greedy='' hyp_beam='' avg_output_frames=629.0 avg_target_tokens=173.0 top_tokens=<blank>:1.000
2026-04-13 16:48:28,012 | INFO | rank=0 | epoch=1 step=7880/249868 global_step=1970 train_loss=5.5340 train_main_ctc_loss=5.5340 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.68 grad_norm=10.3863 max_feature_frames=1257 train_avg_blank_prob=0.7302 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.2146 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0382 train_avg_top_logit=8.0382 train_avg_top2_margin=3.8919 train_avg_blank_nonblank_margin=3.8919 train_avg_entropy=1.9714 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=6.0858 train_nonblank_weight_grad_norm_mean=0.0666 train_blank_bias_grad=-0.0973 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0586 train_encoder_std=2.1777 train_encoder_token_l2_norm=69.6668 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.05176e-06
2026-04-13 16:48:28,490 | INFO | rank=0 | train preview ref='Була такою спонтанною, тому що ми спостерігаємо за явищами погоди кожен день, і тому бачимо дуже всього цікавого, над...' hyp_greedy='' hyp_beam='' avg_output_frames=629.0 avg_target_tokens=135.0 top_tokens=<blank>:1.000
2026-04-13 16:49:09,398 | INFO | rank=0 | epoch=1 step=7920/249868 global_step=1980 train_loss=5.3044 train_main_ctc_loss=5.3044 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=24.7660 max_feature_frames=1256 train_avg_blank_prob=0.7894 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0151 train_target_tokens_per_frame=0.2787 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4586 train_avg_top_logit=8.4586 train_avg_top2_margin=4.1529 train_avg_blank_nonblank_margin=4.1529 train_avg_entropy=1.5732 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=15.1166 train_nonblank_weight_grad_norm_mean=0.0675 train_blank_bias_grad=0.2295 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0597 train_encoder_std=2.2851 train_encoder_token_l2_norm=73.0929 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.05709e-06
2026-04-13 16:49:09,845 | INFO | rank=0 | train preview ref='І треба було якось переключитися, якось знайти щось, що дарувало б якісь позитивні емоції. Тому що, коли ти читаєш вс...' hyp_greedy='' hyp_beam='' avg_output_frames=628.0 avg_target_tokens=175.0 top_tokens=<blank>:1.000
2026-04-13 16:49:50,194 | INFO | rank=0 | epoch=1 step=7960/249868 global_step=1990 train_loss=5.4001 train_main_ctc_loss=5.4001 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=2.9969 max_feature_frames=1255 train_avg_blank_prob=0.7348 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.3025 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0510 train_avg_top_logit=8.0510 train_avg_top2_margin=3.8981 train_avg_blank_nonblank_margin=3.8981 train_avg_entropy=1.9363 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.3777 train_nonblank_weight_grad_norm_mean=0.0656 train_blank_bias_grad=0.0049 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0589 train_encoder_std=2.1942 train_encoder_token_l2_norm=70.1906 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.06243e-06
2026-04-13 16:49:50,613 | INFO | rank=0 | train preview ref="Спорт я попал діталяпспорт. Я потрапив приблизно п'ять-шість років. Мене віддали на бойові мистецтва, це було карате...." hyp_greedy='' hyp_beam='' avg_output_frames=628.0 avg_target_tokens=190.0 top_tokens=<blank>:1.000
2026-04-13 16:50:31,395 | INFO | rank=0 | epoch=1 step=8000/249868 global_step=2000 train_loss=5.4384 train_main_ctc_loss=5.4384 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=15.3865 max_feature_frames=1254 train_avg_blank_prob=0.7487 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.3014 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1659 train_avg_top_logit=8.1659 train_avg_top2_margin=3.9553 train_avg_blank_nonblank_margin=3.9553 train_avg_entropy=1.8373 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=9.5498 train_nonblank_weight_grad_norm_mean=0.0577 train_blank_bias_grad=0.1472 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0612 train_encoder_std=2.2293 train_encoder_token_l2_norm=71.3217 cpu_rss=24.8GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.06776e-06
2026-04-13 16:50:31,844 | INFO | rank=0 | train preview ref='Існує в юриспруденції і в Кодексу повтокодексі про адміністративні правопорушні, зокрема поняття крайньої необхідност...' hyp_greedy='' hyp_beam='' avg_output_frames=627.0 avg_target_tokens=189.0 top_tokens=<blank>:1.000
2026-04-13 16:50:31,852 | INFO | rank=0 | epoch 1 step=8000/249868 global_step=2000 reached validation interval; starting validation
2026-04-13 16:55:14,029 | INFO | rank=0 | epoch_0001_step_00002000 complete train_loss=12.1046 val_loss=21.0607 val_main_ctc_loss=21.0607 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9825 val_wer=1.5499 val_avg_blank_prob=0.2252 val_argmax_blank_frac=0.4696 val_avg_top_nonblank_prob=0.1453 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0780 val_avg_hyp_chars=24.49 val_avg_hyp_words=8.19 val_model_source=raw best_val_wer=1.4948 timing_forward=301.49s timing_teacher=0.00s timing_decode=0.87s timing_gather=12.60s timing_checkpoint_export=120.93s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00002000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 16:55:14,031 | INFO | rank=0 | epoch_0001_step_00002000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=23.97s best_export=0.00s topk_update=55.36s topk_average=41.60s
2026-04-13 16:55:14,031 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 16:55:14,031 | INFO | rank=0 | validation preview hardest_ref='Борітеся поборете?' hardest_hyp='іча іс іс іс іча і'
2026-04-13 17:15:20,594 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/6a39cfca0ef99debf3d99dc68d467357dec70edb elapsed=20m 6.5s
2026-04-13 17:16:01,916 | INFO | rank=0 | epoch=1 step=8040/249868 global_step=2010 train_loss=5.3705 train_main_ctc_loss=5.3705 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=17.7688 max_feature_frames=1253 train_avg_blank_prob=0.7457 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0170 train_target_tokens_per_frame=0.3126 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1659 train_avg_top_logit=8.1659 train_avg_top2_margin=3.9553 train_avg_blank_nonblank_margin=3.9553 train_avg_entropy=1.8628 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.7654 train_nonblank_weight_grad_norm_mean=0.0601 train_blank_bias_grad=0.1654 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0601 train_encoder_std=2.2317 train_encoder_token_l2_norm=71.3902 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.0731e-06
2026-04-13 17:16:02,426 | INFO | rank=0 | train preview ref='Вони мене мама повернула ще спиною, а вони встрілили в плечі і вбили її. Я у Марти було три сестри. Одна із них загин...' hyp_greedy='' hyp_beam='' avg_output_frames=627.0 avg_target_tokens=196.0 top_tokens=<blank>:1.000
2026-04-13 17:16:44,263 | INFO | rank=0 | epoch=1 step=8080/249868 global_step=2020 train_loss=5.2493 train_main_ctc_loss=5.2493 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=17.2339 max_feature_frames=1252 train_avg_blank_prob=0.7745 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.2604 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3323 train_avg_top_logit=8.3323 train_avg_top2_margin=4.0895 train_avg_blank_nonblank_margin=4.0895 train_avg_entropy=1.6741 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.8204 train_nonblank_weight_grad_norm_mean=0.0636 train_blank_bias_grad=0.1642 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0618 train_encoder_std=2.2699 train_encoder_token_l2_norm=72.6090 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.07844e-06
2026-04-13 17:16:44,719 | INFO | rank=0 | train preview ref='Тому судити про те, що ну ось так я не можу. Я не можу сказати, бо ну в мене власний імпірічний досвід. Він мені підк...' hyp_greedy='' hyp_beam='' avg_output_frames=626.0 avg_target_tokens=163.0 top_tokens=<blank>:1.000
2026-04-13 17:17:26,831 | INFO | rank=0 | epoch=1 step=8120/249868 global_step=2030 train_loss=5.3947 train_main_ctc_loss=5.3947 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=17.2583 max_feature_frames=1251 train_avg_blank_prob=0.7251 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.1949 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0256 train_avg_top_logit=8.0256 train_avg_top2_margin=3.8850 train_avg_blank_nonblank_margin=3.8850 train_avg_entropy=1.9936 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.3576 train_nonblank_weight_grad_norm_mean=0.0691 train_blank_bias_grad=-0.1641 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0601 train_encoder_std=2.2093 train_encoder_token_l2_norm=70.6801 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.08377e-06
2026-04-13 17:17:27,280 | INFO | rank=0 | train preview ref='Які саме будуть потрібні практики, ще раз повторюсь. Я знаю тоді, коли група вже приїхала і зібралася. Тому у нас, як...' hyp_greedy='' hyp_beam='' avg_output_frames=626.0 avg_target_tokens=122.0 top_tokens=<blank>:1.000
2026-04-13 17:18:08,271 | INFO | rank=0 | epoch=1 step=8160/249868 global_step=2040 train_loss=5.4611 train_main_ctc_loss=5.4611 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=21.2773 max_feature_frames=1251 train_avg_blank_prob=0.7542 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0160 train_target_tokens_per_frame=0.2907 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1789 train_avg_top_logit=8.1789 train_avg_top2_margin=4.0383 train_avg_blank_nonblank_margin=4.0383 train_avg_entropy=1.8147 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=13.3046 train_nonblank_weight_grad_norm_mean=0.0632 train_blank_bias_grad=0.2025 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0591 train_encoder_std=2.2481 train_encoder_token_l2_norm=71.9028 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.08911e-06
2026-04-13 17:18:08,774 | INFO | rank=0 | train preview ref='Тому що це про сигнал Російської Федерації, що дочекатися, коли Росія Україна буде сам на сам, коли Захід втратить ін...' hyp_greedy='' hyp_beam='' avg_output_frames=626.0 avg_target_tokens=182.0 top_tokens=<blank>:1.000
2026-04-13 17:18:51,752 | INFO | rank=0 | epoch=1 step=8200/249868 global_step=2050 train_loss=5.3492 train_main_ctc_loss=5.3492 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.67 grad_norm=17.4608 max_feature_frames=1249 train_avg_blank_prob=0.7167 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0194 train_target_tokens_per_frame=0.2320 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9872 train_avg_top_logit=7.9872 train_avg_top2_margin=3.7632 train_avg_blank_nonblank_margin=3.7632 train_avg_entropy=2.0352 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=10.2212 train_nonblank_weight_grad_norm_mean=0.0653 train_blank_bias_grad=-0.1630 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0600 train_encoder_std=2.2174 train_encoder_token_l2_norm=70.9420 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.09444e-06
2026-04-13 17:18:52,215 | INFO | rank=0 | train preview ref='Сьогодні на базі Ізмаїльського агротехнічного фахового коледжу рятувальники провели профілактично показові заходи з м...' hyp_greedy='' hyp_beam='' avg_output_frames=625.0 avg_target_tokens=145.0 top_tokens=<blank>:1.000
2026-04-13 17:19:34,296 | INFO | rank=0 | epoch=1 step=8240/249868 global_step=2060 train_loss=5.4528 train_main_ctc_loss=5.4528 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.66 grad_norm=7.2882 max_feature_frames=1248 train_avg_blank_prob=0.7534 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.2260 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2051 train_avg_top_logit=8.2051 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=1.8077 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.5768 train_nonblank_weight_grad_norm_mean=0.0567 train_blank_bias_grad=0.0683 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0603 train_encoder_std=2.2451 train_encoder_token_l2_norm=71.8069 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.09978e-06
2026-04-13 17:19:34,764 | INFO | rank=0 | train preview ref='Але зараз він надіє. Зараз всі ті станції майже на лінії збитковості відбуваються, держава не розраховується. Це перш...' hyp_greedy='' hyp_beam='' avg_output_frames=624.0 avg_target_tokens=141.0 top_tokens=<blank>:1.000
2026-04-13 17:20:16,675 | INFO | rank=0 | epoch=1 step=8280/249868 global_step=2070 train_loss=5.3816 train_main_ctc_loss=5.3816 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.66 grad_norm=3.3577 max_feature_frames=1247 train_avg_blank_prob=0.7462 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0165 train_target_tokens_per_frame=0.2564 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1538 train_avg_top_logit=8.1538 train_avg_top2_margin=3.9744 train_avg_blank_nonblank_margin=3.9744 train_avg_entropy=1.8590 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.2819 train_nonblank_weight_grad_norm_mean=0.0625 train_blank_bias_grad=-0.0207 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0614 train_encoder_std=2.2240 train_encoder_token_l2_norm=71.1415 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.10512e-06
2026-04-13 17:20:17,217 | INFO | rank=0 | train preview ref='На це не випадок запорізької атомної станції, тому що вона знову ж таки відповідно до вимог першого додаткового прото...' hyp_greedy='' hyp_beam='' avg_output_frames=624.0 avg_target_tokens=160.0 top_tokens=<blank>:1.000
2026-04-13 17:20:58,506 | INFO | rank=0 | epoch=1 step=8320/249868 global_step=2080 train_loss=5.3592 train_main_ctc_loss=5.3592 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.66 grad_norm=7.6845 max_feature_frames=1247 train_avg_blank_prob=0.6996 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.3061 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8462 train_avg_top_logit=7.8462 train_avg_top2_margin=3.8205 train_avg_blank_nonblank_margin=3.8205 train_avg_entropy=2.1667 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.1310 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=-0.0651 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0639 train_encoder_std=2.1696 train_encoder_token_l2_norm=69.4164 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.11045e-06
2026-04-13 17:20:59,025 | INFO | rank=0 | train preview ref='Внутрішнє приміщення, особи, тобто ті особи, які не зможуть доїхати самостійно до лікувального закладу і отримати так...' hyp_greedy='' hyp_beam=',      ' avg_output_frames=624.0 avg_target_tokens=191.0 top_tokens=<blank>:1.000
2026-04-13 17:21:39,888 | INFO | rank=0 | epoch=1 step=8360/249868 global_step=2090 train_loss=5.3879 train_main_ctc_loss=5.3879 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.66 grad_norm=5.3391 max_feature_frames=1245 train_avg_blank_prob=0.7590 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0163 train_target_tokens_per_frame=0.2600 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2183 train_avg_top_logit=8.2183 train_avg_top2_margin=4.0064 train_avg_blank_nonblank_margin=4.0064 train_avg_entropy=1.7721 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.7040 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=-0.0411 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0577 train_encoder_std=2.2566 train_encoder_token_l2_norm=72.1959 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.11579e-06
2026-04-13 17:21:40,357 | INFO | rank=0 | train preview ref='Вітаю вас, пані Тетяно. Доброго дня, доброго дня, шановні телеглядачі. От перші дні, що було найважче тоді, саме для ...' hyp_greedy='' hyp_beam=',     ' avg_output_frames=623.0 avg_target_tokens=162.0 top_tokens=<blank>:1.000
2026-04-13 17:22:23,012 | INFO | rank=0 | epoch=1 step=8400/249868 global_step=2100 train_loss=5.4599 train_main_ctc_loss=5.4599 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.66 grad_norm=5.7634 max_feature_frames=1244 train_avg_blank_prob=0.7595 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0160 train_target_tokens_per_frame=0.2685 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2315 train_avg_top_logit=8.2315 train_avg_top2_margin=4.0386 train_avg_blank_nonblank_margin=4.0386 train_avg_entropy=1.7749 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.0561 train_nonblank_weight_grad_norm_mean=0.0630 train_blank_bias_grad=-0.0480 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0620 train_encoder_std=2.2632 train_encoder_token_l2_norm=72.4050 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.12113e-06
2026-04-13 17:22:23,540 | INFO | rank=0 | train preview ref='Підвищення температури там до межів комфортно, особливо якщо ви маєте проблеми з опаленням, але ви в пермакультурі ді...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=622.0 avg_target_tokens=167.0 top_tokens=<blank>:1.000
2026-04-13 17:23:04,975 | INFO | rank=0 | epoch=1 step=8440/249868 global_step=2110 train_loss=5.2403 train_main_ctc_loss=5.2403 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.66 grad_norm=3.2756 max_feature_frames=1243 train_avg_blank_prob=0.7399 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0170 train_target_tokens_per_frame=0.2572 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1286 train_avg_top_logit=8.1286 train_avg_top2_margin=3.9357 train_avg_blank_nonblank_margin=3.9357 train_avg_entropy=1.9035 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.7660 train_nonblank_weight_grad_norm_mean=0.0631 train_blank_bias_grad=0.0110 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0614 train_encoder_std=2.2463 train_encoder_token_l2_norm=71.8638 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.12646e-06
2026-04-13 17:23:05,443 | INFO | rank=0 | train preview ref='Дуже добре, дуже добре. Іван Михайлович, ви хочете, ну ладно, давайте вже. Я кажу, що та і Бакфазош є, що скажи, Іван...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=622.0 avg_target_tokens=160.0 top_tokens=<blank>:1.000
2026-04-13 17:23:46,672 | INFO | rank=0 | epoch=1 step=8480/249868 global_step=2120 train_loss=5.3873 train_main_ctc_loss=5.3873 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.66 grad_norm=6.6377 max_feature_frames=1242 train_avg_blank_prob=0.7299 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.2834 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0902 train_avg_top_logit=8.0902 train_avg_top2_margin=3.9163 train_avg_blank_nonblank_margin=3.9163 train_avg_entropy=1.9581 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.0366 train_nonblank_weight_grad_norm_mean=0.0654 train_blank_bias_grad=-0.0628 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0634 train_encoder_std=2.2281 train_encoder_token_l2_norm=71.2784 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.1318e-06
2026-04-13 17:23:47,095 | INFO | rank=0 | train preview ref='Плюс цінності та ідеали, плюс повернути довіру до правохоронних органів та влади в цілому. Плюс нова історія України,...' hyp_greedy='' hyp_beam=',       ' avg_output_frames=621.0 avg_target_tokens=176.0 top_tokens=<blank>:1.000
2026-04-13 17:24:27,724 | INFO | rank=0 | epoch=1 step=8520/249868 global_step=2130 train_loss=5.3234 train_main_ctc_loss=5.3234 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=4.1491 max_feature_frames=1241 train_avg_blank_prob=0.7494 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.2770 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1932 train_avg_top_logit=8.1932 train_avg_top2_margin=3.9678 train_avg_blank_nonblank_margin=3.9678 train_avg_entropy=1.8422 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.6514 train_nonblank_weight_grad_norm_mean=0.0598 train_blank_bias_grad=0.0237 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0636 train_encoder_std=2.2421 train_encoder_token_l2_norm=71.7345 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.13713e-06
2026-04-13 17:24:28,175 | INFO | rank=0 | train preview ref='Хочі сьогодні можуть подати до -ї години вечора й заяву на шлюб та обрати зручний день для реєстрації. За словами нач...' hyp_greedy='' hyp_beam='' avg_output_frames=621.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 17:25:08,563 | INFO | rank=0 | epoch=1 step=8560/249868 global_step=2140 train_loss=5.2893 train_main_ctc_loss=5.2893 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=17.4876 max_feature_frames=1241 train_avg_blank_prob=0.6746 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0199 train_target_tokens_per_frame=0.3156 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7295 train_avg_top_logit=7.7295 train_avg_top2_margin=3.6586 train_avg_blank_nonblank_margin=3.6586 train_avg_entropy=2.3188 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=9.7400 train_nonblank_weight_grad_norm_mean=0.0600 train_blank_bias_grad=-0.1536 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0663 train_encoder_std=2.1632 train_encoder_token_l2_norm=69.2105 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.14247e-06
2026-04-13 17:25:09,003 | INFO | rank=0 | train preview ref='Ми швидко переналаштувалися і просто поповнили ринок, ну типу поповнили запаси сировини виключно за рахунок європейсь...' hyp_greedy='' hyp_beam='' avg_output_frames=621.0 avg_target_tokens=196.0 top_tokens=<blank>:1.000
2026-04-13 17:25:50,394 | INFO | rank=0 | epoch=1 step=8600/249868 global_step=2150 train_loss=5.3258 train_main_ctc_loss=5.3258 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=22.2539 max_feature_frames=1240 train_avg_blank_prob=0.7732 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.2113 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3613 train_avg_top_logit=8.3613 train_avg_top2_margin=4.0258 train_avg_blank_nonblank_margin=4.0258 train_avg_entropy=1.6774 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=14.2362 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=0.2123 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0669 train_encoder_std=2.3173 train_encoder_token_l2_norm=74.1383 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.14781e-06
2026-04-13 17:25:50,813 | INFO | rank=0 | train preview ref='Тобто вже не йдеться про те, що хтось там в Європі сумнівається в перемозі України. Ми в цьому були впевнені і ніколи...' hyp_greedy='' hyp_beam='' avg_output_frames=620.0 avg_target_tokens=131.0 top_tokens=<blank>:1.000
2026-04-13 17:26:30,329 | INFO | rank=0 | epoch=1 step=8640/249868 global_step=2160 train_loss=5.4528 train_main_ctc_loss=5.4528 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=69.5181 max_feature_frames=1238 train_avg_blank_prob=0.6946 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0201 train_target_tokens_per_frame=0.2617 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8578 train_avg_top_logit=7.8578 train_avg_top2_margin=3.6704 train_avg_blank_nonblank_margin=3.6704 train_avg_entropy=2.1842 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=45.3828 train_nonblank_weight_grad_norm_mean=0.1130 train_blank_bias_grad=-0.7053 train_nonblank_bias_grad_mean=0.0014 train_encoder_mean=-0.0635 train_encoder_std=2.2210 train_encoder_token_l2_norm=71.0531 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.15314e-06
2026-04-13 17:26:30,810 | INFO | rank=0 | train preview ref='Всем привет! С вами Леля Тимиринская. Сегодня я снимаю сама со своей сестрой. Мы решили сделать челлендж. Мы настроем...' hyp_greedy='' hyp_beam='' avg_output_frames=619.0 avg_target_tokens=162.0 top_tokens=<blank>:1.000
2026-04-13 17:27:13,010 | INFO | rank=0 | epoch=1 step=8680/249868 global_step=2170 train_loss=5.2897 train_main_ctc_loss=5.2897 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=13.1992 max_feature_frames=1238 train_avg_blank_prob=0.7538 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0168 train_target_tokens_per_frame=0.3199 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2714 train_avg_top_logit=8.2714 train_avg_top2_margin=3.9806 train_avg_blank_nonblank_margin=3.9806 train_avg_entropy=1.7964 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=8.9561 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=0.1347 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0630 train_encoder_std=2.2927 train_encoder_token_l2_norm=73.3570 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.15848e-06
2026-04-13 17:27:13,489 | INFO | rank=0 | train preview ref='Губернаторка Нюйорку Кеті хочу заявила, що готова залучити більше медичних працівників, якщо це буде потрібно. А вові...' hyp_greedy='' hyp_beam='' avg_output_frames=619.0 avg_target_tokens=198.0 top_tokens=<blank>:1.000
2026-04-13 17:27:54,147 | INFO | rank=0 | epoch=1 step=8720/249868 global_step=2180 train_loss=5.2899 train_main_ctc_loss=5.2899 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=2.8310 max_feature_frames=1236 train_avg_blank_prob=0.7462 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.2346 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2330 train_avg_top_logit=8.2330 train_avg_top2_margin=3.9094 train_avg_blank_nonblank_margin=3.9094 train_avg_entropy=1.8511 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.1241 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=0.0003 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0649 train_encoder_std=2.2968 train_encoder_token_l2_norm=73.4877 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.16381e-06
2026-04-13 17:27:54,602 | INFO | rank=0 | train preview ref='Патріарх Святослав був в гостях у блаженнішого митрополита Епіфанія, і вони між іншим обговорювали календарні питання...' hyp_greedy='' hyp_beam='' avg_output_frames=618.0 avg_target_tokens=145.0 top_tokens=<blank>:1.000
2026-04-13 17:28:36,446 | INFO | rank=0 | epoch=1 step=8760/249868 global_step=2190 train_loss=5.2746 train_main_ctc_loss=5.2746 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=5.5384 max_feature_frames=1236 train_avg_blank_prob=0.7160 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.3398 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0259 train_avg_top_logit=8.0259 train_avg_top2_margin=3.8317 train_avg_blank_nonblank_margin=3.8317 train_avg_entropy=2.0453 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=3.4597 train_nonblank_weight_grad_norm_mean=0.0599 train_blank_bias_grad=0.0518 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0647 train_encoder_std=2.2688 train_encoder_token_l2_norm=72.5888 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.16915e-06
2026-04-13 17:28:36,885 | INFO | rank=0 | train preview ref='Це чупринки, так, а це лікарня зліва видно, ну тепер лікарня. Я ж думаю, що її так і будували, як лікарню. Архітектур...' hyp_greedy='' hyp_beam='' avg_output_frames=618.0 avg_target_tokens=210.0 top_tokens=<blank>:1.000
2026-04-13 17:29:17,247 | INFO | rank=0 | epoch=1 step=8800/249868 global_step=2200 train_loss=5.5361 train_main_ctc_loss=5.5361 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.65 grad_norm=4.1214 max_feature_frames=1234 train_avg_blank_prob=0.7803 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.1669 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4538 train_avg_top_logit=8.4538 train_avg_top2_margin=4.0972 train_avg_blank_nonblank_margin=4.0972 train_avg_entropy=1.6272 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.9542 train_nonblank_weight_grad_norm_mean=0.0649 train_blank_bias_grad=0.0141 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0619 train_encoder_std=2.3548 train_encoder_token_l2_norm=75.3375 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.17449e-06
2026-04-13 17:29:17,714 | INFO | rank=0 | train preview ref="Виявляється, мені півдня дома побути з сім'єю, з дружиною, хоч я тоді не встиг поїхати до батьків. Але приїхала дочка..." hyp_greedy='' hyp_beam='' avg_output_frames=617.0 avg_target_tokens=103.0 top_tokens=<blank>:1.000
2026-04-13 17:30:00,034 | INFO | rank=0 | epoch=1 step=8840/249868 global_step=2210 train_loss=5.3797 train_main_ctc_loss=5.3797 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=21.3285 max_feature_frames=1234 train_avg_blank_prob=0.7184 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0188 train_target_tokens_per_frame=0.1994 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0389 train_avg_top_logit=8.0389 train_avg_top2_margin=3.7861 train_avg_blank_nonblank_margin=3.7861 train_avg_entropy=2.0227 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=14.0132 train_nonblank_weight_grad_norm_mean=0.0693 train_blank_bias_grad=-0.2136 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0678 train_encoder_std=2.2762 train_encoder_token_l2_norm=72.8258 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.17982e-06
2026-04-13 17:30:00,499 | INFO | rank=0 | train preview ref="Дуже велика кількість викликів, які були пов'язані з пораненими. Наразі ситуація стабілізувалася. У нас цивільні викл..." hyp_greedy='' hyp_beam='' avg_output_frames=617.0 avg_target_tokens=123.0 top_tokens=<blank>:1.000
2026-04-13 17:30:41,450 | INFO | rank=0 | epoch=1 step=8880/249868 global_step=2220 train_loss=5.4980 train_main_ctc_loss=5.4980 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=4.5317 max_feature_frames=1233 train_avg_blank_prob=0.7665 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.2922 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3117 train_avg_top_logit=8.3117 train_avg_top2_margin=4.0519 train_avg_blank_nonblank_margin=4.0519 train_avg_entropy=1.7273 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.9115 train_nonblank_weight_grad_norm_mean=0.0718 train_blank_bias_grad=0.0151 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0651 train_encoder_std=2.3122 train_encoder_token_l2_norm=73.9824 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.18516e-06
2026-04-13 17:30:41,938 | INFO | rank=0 | train preview ref='Виталий, при чем тут Украина не Україна, а при чем тут Луганская республика? Правильно. Там что у нас? Кто там воюет?...' hyp_greedy='' hyp_beam='' avg_output_frames=616.0 avg_target_tokens=180.0 top_tokens=<blank>:1.000
2026-04-13 17:31:24,938 | INFO | rank=0 | epoch=1 step=8920/249868 global_step=2230 train_loss=5.3067 train_main_ctc_loss=5.3067 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=8.6426 max_feature_frames=1232 train_avg_blank_prob=0.6961 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0188 train_target_tokens_per_frame=0.3182 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8961 train_avg_top_logit=7.8961 train_avg_top2_margin=3.7403 train_avg_blank_nonblank_margin=3.7403 train_avg_entropy=2.1688 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.3534 train_nonblank_weight_grad_norm_mean=0.0577 train_blank_bias_grad=-0.0824 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0659 train_encoder_std=2.2308 train_encoder_token_l2_norm=71.3746 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.1905e-06
2026-04-13 17:31:25,432 | INFO | rank=0 | train preview ref='Таку участь по здачі крові. У нас є такі вже донори-прикордонники, які в сороковий раз здають кров. Здача -та, напевн...' hyp_greedy='' hyp_beam=', , ' avg_output_frames=616.0 avg_target_tokens=196.0 top_tokens=<blank>:1.000
2026-04-13 17:32:06,668 | INFO | rank=0 | epoch=1 step=8960/249868 global_step=2240 train_loss=5.4018 train_main_ctc_loss=5.4018 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=19.0226 max_feature_frames=1231 train_avg_blank_prob=0.7499 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0166 train_target_tokens_per_frame=0.2890 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2078 train_avg_top_logit=8.2078 train_avg_top2_margin=3.9740 train_avg_blank_nonblank_margin=3.9740 train_avg_entropy=1.8312 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=12.6157 train_nonblank_weight_grad_norm_mean=0.0590 train_blank_bias_grad=0.1876 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0655 train_encoder_std=2.2963 train_encoder_token_l2_norm=73.4732 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.19583e-06
2026-04-13 17:32:07,156 | INFO | rank=0 | train preview ref='Також зазначаєте кількість кроків для голанця, для третього і четвертого голанця вона буде однаковою. І карантійний в...' hyp_greedy='' hyp_beam='' avg_output_frames=616.0 avg_target_tokens=178.0 top_tokens=<blank>:1.000
2026-04-13 17:32:48,089 | INFO | rank=0 | epoch=1 step=9000/249868 global_step=2250 train_loss=5.2342 train_main_ctc_loss=5.2342 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=8.4078 max_feature_frames=1230 train_avg_blank_prob=0.7333 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.3073 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1171 train_avg_top_logit=8.1171 train_avg_top2_margin=3.9285 train_avg_blank_nonblank_margin=3.9285 train_avg_entropy=1.9382 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=5.1622 train_nonblank_weight_grad_norm_mean=0.0585 train_blank_bias_grad=0.0776 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0678 train_encoder_std=2.2888 train_encoder_token_l2_norm=73.2332 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.20117e-06
2026-04-13 17:32:48,562 | INFO | rank=0 | train preview ref='А також можуть принести корм, крупи, різноманітні теплі речі, корм для котиків, для собачок, різноманітний інвентар, ...' hyp_greedy='' hyp_beam='' avg_output_frames=615.0 avg_target_tokens=189.0 top_tokens=<blank>:1.000
2026-04-13 17:33:28,853 | INFO | rank=0 | epoch=1 step=9040/249868 global_step=2260 train_loss=5.4965 train_main_ctc_loss=5.4965 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=37.5173 max_feature_frames=1229 train_avg_blank_prob=0.8086 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0133 train_target_tokens_per_frame=0.3073 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6374 train_avg_top_logit=8.6374 train_avg_top2_margin=4.3187 train_avg_blank_nonblank_margin=4.3187 train_avg_entropy=1.4504 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=22.3693 train_nonblank_weight_grad_norm_mean=0.0710 train_blank_bias_grad=0.3313 train_nonblank_bias_grad_mean=-0.0006 train_encoder_mean=-0.0665 train_encoder_std=2.3389 train_encoder_token_l2_norm=74.7980 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.2065e-06
2026-04-13 17:33:29,308 | INFO | rank=0 | train preview ref='Саме тому ці розмови про те, хто ж підірвав трубопровід, такі тупі. Бо коли хтось, хто би то не був, підірвав трубопр...' hyp_greedy='' hyp_beam='' avg_output_frames=615.0 avg_target_tokens=189.0 top_tokens=<blank>:1.000
2026-04-13 17:34:09,725 | INFO | rank=0 | epoch=1 step=9080/249868 global_step=2270 train_loss=5.3344 train_main_ctc_loss=5.3344 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=20.6063 max_feature_frames=1228 train_avg_blank_prob=0.7465 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0154 train_target_tokens_per_frame=0.3111 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1824 train_avg_top_logit=8.1824 train_avg_top2_margin=4.0391 train_avg_blank_nonblank_margin=4.0391 train_avg_entropy=1.8632 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=11.6321 train_nonblank_weight_grad_norm_mean=0.0597 train_blank_bias_grad=0.1770 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0694 train_encoder_std=2.2438 train_encoder_token_l2_norm=71.7719 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.21184e-06
2026-04-13 17:34:10,143 | INFO | rank=0 | train preview ref='Біля цих муралів встановлять QR-коди. За ними можна буде перейти на сторінку в інтернеті та прочитати історії персона...' hyp_greedy='' hyp_beam='' avg_output_frames=614.0 avg_target_tokens=191.0 top_tokens=<blank>:1.000
2026-04-13 17:34:49,754 | INFO | rank=0 | epoch=1 step=9120/249868 global_step=2280 train_loss=5.3193 train_main_ctc_loss=5.3193 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.64 grad_norm=13.9952 max_feature_frames=1227 train_avg_blank_prob=0.7055 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.3550 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9218 train_avg_top_logit=7.9218 train_avg_top2_margin=3.8046 train_avg_blank_nonblank_margin=3.8046 train_avg_entropy=2.1238 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=8.2883 train_nonblank_weight_grad_norm_mean=0.0645 train_blank_bias_grad=0.1287 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0693 train_encoder_std=2.2096 train_encoder_token_l2_norm=70.6897 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.21718e-06
2026-04-13 17:34:50,223 | INFO | rank=0 | train preview ref='Мені мені подобається і поезія, і пісні українські. Вона сама війшла в мою душу. Фатіма Черґінзія з дві тисячі третьо...' hyp_greedy='' hyp_beam='' avg_output_frames=614.0 avg_target_tokens=218.0 top_tokens=<blank>:1.000
2026-04-13 17:35:31,694 | INFO | rank=0 | epoch=1 step=9160/249868 global_step=2290 train_loss=5.3767 train_main_ctc_loss=5.3767 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=22.7425 max_feature_frames=1226 train_avg_blank_prob=0.7692 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0159 train_target_tokens_per_frame=0.1550 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3524 train_avg_top_logit=8.3524 train_avg_top2_margin=4.0718 train_avg_blank_nonblank_margin=4.0718 train_avg_entropy=1.6966 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=14.4512 train_nonblank_weight_grad_norm_mean=0.0603 train_blank_bias_grad=0.2107 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0649 train_encoder_std=2.3163 train_encoder_token_l2_norm=74.1056 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.22251e-06
2026-04-13 17:35:32,151 | INFO | rank=0 | train preview ref='Потім ми поїхали, щоб не забираємо людей з Бірдянського, які залишилися в Сирені, тобто спали в школі. Українська люд...' hyp_greedy='' hyp_beam='' avg_output_frames=613.0 avg_target_tokens=95.0 top_tokens=<blank>:1.000
2026-04-13 17:36:13,450 | INFO | rank=0 | epoch=1 step=9200/249868 global_step=2300 train_loss=5.4065 train_main_ctc_loss=5.4065 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=2.8785 max_feature_frames=1225 train_avg_blank_prob=0.7241 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.2822 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0914 train_avg_top_logit=8.0914 train_avg_top2_margin=3.7847 train_avg_blank_nonblank_margin=3.7847 train_avg_entropy=1.9837 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.4125 train_nonblank_weight_grad_norm_mean=0.0629 train_blank_bias_grad=-0.0079 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0645 train_encoder_std=2.2786 train_encoder_token_l2_norm=72.8938 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.22785e-06
2026-04-13 17:36:13,922 | INFO | rank=0 | train preview ref='Посилювати саме Білгородську область, посилювати комунікації, які йдуть до Ізюмського виступу, і окрім того, ми набли...' hyp_greedy='' hyp_beam='' avg_output_frames=613.0 avg_target_tokens=173.0 top_tokens=<blank>:1.000
2026-04-13 17:36:55,585 | INFO | rank=0 | epoch=1 step=9240/249868 global_step=2310 train_loss=5.3683 train_main_ctc_loss=5.3683 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=5.1452 max_feature_frames=1224 train_avg_blank_prob=0.7699 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0154 train_target_tokens_per_frame=0.2222 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3660 train_avg_top_logit=8.3660 train_avg_top2_margin=4.1046 train_avg_blank_nonblank_margin=4.1046 train_avg_entropy=1.6993 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.6382 train_nonblank_weight_grad_norm_mean=0.0627 train_blank_bias_grad=-0.0396 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0650 train_encoder_std=2.3321 train_encoder_token_l2_norm=74.6044 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.23318e-06
2026-04-13 17:36:56,035 | INFO | rank=0 | train preview ref='Лопатися дуже неприємно. Тому, якщо знаружу вже і роблять, то зазвичай ви можете побачити, що це сендвіч, тобто нержа...' hyp_greedy='' hyp_beam='' avg_output_frames=612.0 avg_target_tokens=136.0 top_tokens=<blank>:1.000
2026-04-13 17:37:37,438 | INFO | rank=0 | epoch=1 step=9280/249868 global_step=2320 train_loss=5.2595 train_main_ctc_loss=5.2595 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=3.2209 max_feature_frames=1223 train_avg_blank_prob=0.7348 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0155 train_target_tokens_per_frame=0.2729 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1046 train_avg_top_logit=8.1046 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=1.9346 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.0820 train_nonblank_weight_grad_norm_mean=0.0580 train_blank_bias_grad=-0.0166 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0669 train_encoder_std=2.2438 train_encoder_token_l2_norm=71.7787 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.23852e-06
2026-04-13 17:37:37,906 | INFO | rank=0 | train preview ref='Трансформується з зусиль надіслати Україні якомога швидше зброю колишнього радянського зразка з колишніх східно-європ...' hyp_greedy='' hyp_beam=',' avg_output_frames=612.0 avg_target_tokens=167.0 top_tokens=<blank>:1.000
2026-04-13 17:38:18,726 | INFO | rank=0 | epoch=1 step=9320/249868 global_step=2330 train_loss=5.3533 train_main_ctc_loss=5.3533 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=12.2404 max_feature_frames=1222 train_avg_blank_prob=0.7289 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0161 train_target_tokens_per_frame=0.2733 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0655 train_avg_top_logit=8.0655 train_avg_top2_margin=3.9542 train_avg_blank_nonblank_margin=3.9542 train_avg_entropy=1.9771 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=7.6957 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=0.1150 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0700 train_encoder_std=2.2355 train_encoder_token_l2_norm=71.5180 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.24386e-06
2026-04-13 17:38:19,164 | INFO | rank=0 | train preview ref='Зараз проходить процедура друга тендерна. Вийшли ми вже з вищою пропозицією ціни на газ. Сподіваємося, що будуть учас...' hyp_greedy='' hyp_beam='' avg_output_frames=611.0 avg_target_tokens=167.0 top_tokens=<blank>:1.000
2026-04-13 17:39:00,236 | INFO | rank=0 | epoch=1 step=9360/249868 global_step=2340 train_loss=5.3274 train_main_ctc_loss=5.3274 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=7.9977 max_feature_frames=1221 train_avg_blank_prob=0.7469 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0163 train_target_tokens_per_frame=0.2733 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2226 train_avg_top_logit=8.2226 train_avg_top2_margin=3.9804 train_avg_blank_nonblank_margin=3.9804 train_avg_entropy=1.8462 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=4.7957 train_nonblank_weight_grad_norm_mean=0.0588 train_blank_bias_grad=0.0709 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0683 train_encoder_std=2.2886 train_encoder_token_l2_norm=73.2263 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.24919e-06
2026-04-13 17:39:00,705 | INFO | rank=0 | train preview ref='Нічого тяжкого не бачу в цьому. Так мають бути жінки в армії, тому що це підтримка для чоловіків. Вони бачать, що ми ...' hyp_greedy='' hyp_beam='' avg_output_frames=611.0 avg_target_tokens=167.0 top_tokens=<blank>:1.000
2026-04-13 17:39:41,315 | INFO | rank=0 | epoch=1 step=9400/249868 global_step=2350 train_loss=5.4339 train_main_ctc_loss=5.4339 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=4.3107 max_feature_frames=1220 train_avg_blank_prob=0.7888 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0152 train_target_tokens_per_frame=0.2361 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5508 train_avg_top_logit=8.5508 train_avg_top2_margin=4.1180 train_avg_blank_nonblank_margin=4.1180 train_avg_entropy=1.5672 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=1.8855 train_nonblank_weight_grad_norm_mean=0.0639 train_blank_bias_grad=0.0267 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0675 train_encoder_std=2.3637 train_encoder_token_l2_norm=75.6258 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.25453e-06
2026-04-13 17:39:41,759 | INFO | rank=0 | train preview ref='Там дуже багато зайвої води в бетонній суміші. І перший декілька тижнів краще, щоб бетон був накритий в опалубці, зак...' hyp_greedy='' hyp_beam='' avg_output_frames=610.0 avg_target_tokens=144.0 top_tokens=<blank>:1.000
2026-04-13 17:40:22,948 | INFO | rank=0 | epoch=1 step=9440/249868 global_step=2360 train_loss=5.2952 train_main_ctc_loss=5.2952 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=3.1569 max_feature_frames=1220 train_avg_blank_prob=0.6677 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0196 train_target_tokens_per_frame=0.2984 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7115 train_avg_top_logit=7.7115 train_avg_top2_margin=3.6721 train_avg_blank_nonblank_margin=3.6721 train_avg_entropy=2.3607 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=0.5795 train_nonblank_weight_grad_norm_mean=0.0546 train_blank_bias_grad=-0.0097 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0685 train_encoder_std=2.1723 train_encoder_token_l2_norm=69.5118 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.25987e-06
2026-04-13 17:40:23,370 | INFO | rank=0 | train preview ref='Ми не обмежували громади. Ми десь їх консультували, коли вони запитували нас, що варто подавати і які на ті ідеї. Про...' hyp_greedy='' hyp_beam='' avg_output_frames=610.0 avg_target_tokens=182.0 top_tokens=<blank>:1.000
2026-04-13 17:41:02,623 | INFO | rank=0 | epoch=1 step=9480/249868 global_step=2370 train_loss=5.4342 train_main_ctc_loss=5.4342 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.63 grad_norm=34.4941 max_feature_frames=1219 train_avg_blank_prob=0.8010 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0146 train_target_tokens_per_frame=0.2754 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6557 train_avg_top_logit=8.6557 train_avg_top2_margin=4.2230 train_avg_blank_nonblank_margin=4.2230 train_avg_entropy=1.4820 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=22.9868 train_nonblank_weight_grad_norm_mean=0.0698 train_blank_bias_grad=0.3296 train_nonblank_bias_grad_mean=-0.0006 train_encoder_mean=-0.0666 train_encoder_std=2.4004 train_encoder_token_l2_norm=76.7877 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.2652e-06
2026-04-13 17:41:03,073 | INFO | rank=0 | train preview ref='Іхні правнуки саме вони проходять на наші виборчі дільниці, голосують за москофільські партії, або за якісь ці фантик...' hyp_greedy='' hyp_beam='' avg_output_frames=610.0 avg_target_tokens=168.0 top_tokens=<blank>:1.000
2026-04-13 17:41:44,350 | INFO | rank=0 | epoch=1 step=9520/249868 global_step=2380 train_loss=5.3437 train_main_ctc_loss=5.3437 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=5.4301 max_feature_frames=1218 train_avg_blank_prob=0.7033 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.2824 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9869 train_avg_top_logit=7.9869 train_avg_top2_margin=3.7570 train_avg_blank_nonblank_margin=3.7570 train_avg_entropy=2.1149 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5775 train_blank_weight_grad_norm=2.7199 train_nonblank_weight_grad_norm_mean=0.0589 train_blank_bias_grad=-0.0420 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0679 train_encoder_std=2.2705 train_encoder_token_l2_norm=72.6501 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.27054e-06
2026-04-13 17:41:44,764 | INFO | rank=0 | train preview ref='Тобто особисто я вважаю, що ну там наш батальйон свобода у складі четвертої бригади оперативно призначення нацгвардії...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=609.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 17:42:24,417 | INFO | rank=0 | epoch=1 step=9560/249868 global_step=2390 train_loss=6.3167 train_main_ctc_loss=6.3167 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=24.7144 max_feature_frames=1217 train_avg_blank_prob=0.7347 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0171 train_target_tokens_per_frame=0.3300 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1445 train_avg_top_logit=8.1445 train_avg_top2_margin=3.9409 train_avg_blank_nonblank_margin=3.9409 train_avg_entropy=1.9179 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=16.9193 train_nonblank_weight_grad_norm_mean=0.0626 train_blank_bias_grad=0.2501 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0682 train_encoder_std=2.2816 train_encoder_token_l2_norm=73.0078 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.27587e-06
2026-04-13 17:42:24,886 | INFO | rank=0 | train preview ref="Ми повинні молитися обов'язково, так як і кожен священик, ми маємо обов'язково здійснювати святу літургію. Ми молимос..." hyp_greedy='' hyp_beam='' avg_output_frames=609.0 avg_target_tokens=201.0 top_tokens=<blank>:1.000
2026-04-13 17:43:05,637 | INFO | rank=0 | epoch=1 step=9600/249868 global_step=2400 train_loss=5.3318 train_main_ctc_loss=5.3318 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=11.7617 max_feature_frames=1216 train_avg_blank_prob=0.7045 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.4046 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0000 train_avg_top_logit=8.0000 train_avg_top2_margin=3.7895 train_avg_blank_nonblank_margin=3.7895 train_avg_entropy=2.1053 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=7.7913 train_nonblank_weight_grad_norm_mean=0.0613 train_blank_bias_grad=0.1166 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0713 train_encoder_std=2.2797 train_encoder_token_l2_norm=72.9519 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.28121e-06
2026-04-13 17:43:06,071 | INFO | rank=0 | train preview ref='что ожидает этот фестиваль не только профессиональные музыкальные коллективы, творческие группы, но и нашу молодежь. ...' hyp_greedy='' hyp_beam='' avg_output_frames=608.0 avg_target_tokens=246.0 top_tokens=<blank>:1.000
2026-04-13 17:43:47,886 | INFO | rank=0 | epoch=1 step=9640/249868 global_step=2410 train_loss=5.3333 train_main_ctc_loss=5.3333 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=14.6251 max_feature_frames=1215 train_avg_blank_prob=0.7437 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.3026 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2105 train_avg_top_logit=8.2105 train_avg_top2_margin=3.9211 train_avg_blank_nonblank_margin=3.9211 train_avg_entropy=1.8553 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=9.7064 train_nonblank_weight_grad_norm_mean=0.0518 train_blank_bias_grad=0.1433 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0698 train_encoder_std=2.3371 train_encoder_token_l2_norm=74.7782 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.28655e-06
2026-04-13 17:43:48,358 | INFO | rank=0 | train preview ref='Це навчально-виробничий комплекс вищого професійного училища No. Тут на шестисот квадратних метрах теплиці комплексу ...' hyp_greedy='' hyp_beam=',  , ' avg_output_frames=608.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 17:44:29,470 | INFO | rank=0 | epoch=1 step=9680/249868 global_step=2420 train_loss=5.2814 train_main_ctc_loss=5.2814 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=11.4471 max_feature_frames=1214 train_avg_blank_prob=0.7371 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.2751 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1713 train_avg_top_logit=8.1713 train_avg_top2_margin=3.9275 train_avg_blank_nonblank_margin=3.9275 train_avg_entropy=1.9110 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=7.4523 train_nonblank_weight_grad_norm_mean=0.0595 train_blank_bias_grad=0.1090 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0710 train_encoder_std=2.3092 train_encoder_token_l2_norm=73.8924 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.29188e-06
2026-04-13 17:44:29,928 | INFO | rank=0 | train preview ref='Лікарка-нефрологиня діалізної зали Анна Хлівненко каже, у відділенні обслуговується більше пацієнтів з різних районів...' hyp_greedy='' hyp_beam='' avg_output_frames=607.0 avg_target_tokens=167.0 top_tokens=<blank>:1.000
2026-04-13 17:45:10,331 | INFO | rank=0 | epoch=1 step=9720/249868 global_step=2430 train_loss=5.3904 train_main_ctc_loss=5.3904 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=16.6613 max_feature_frames=1213 train_avg_blank_prob=0.6668 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0215 train_target_tokens_per_frame=0.2339 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7496 train_avg_top_logit=7.7496 train_avg_top2_margin=3.5585 train_avg_blank_nonblank_margin=3.5585 train_avg_entropy=2.3460 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.5376 train_nonblank_weight_grad_norm_mean=0.0604 train_blank_bias_grad=-0.1612 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0705 train_encoder_std=2.2258 train_encoder_token_l2_norm=71.2243 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.29722e-06
2026-04-13 17:45:10,806 | INFO | rank=0 | train preview ref='А скажіть, будь ласка, у мене поки немає такої напасіці, я ще молодий бджаляр, але є в планах побудувати. Можливо, як...' hyp_greedy='' hyp_beam=',        ' avg_output_frames=607.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-13 17:45:51,947 | INFO | rank=0 | epoch=1 step=9760/249868 global_step=2440 train_loss=5.6299 train_main_ctc_loss=5.6299 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=8.1811 max_feature_frames=1212 train_avg_blank_prob=0.8191 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0150 train_target_tokens_per_frame=0.0809 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8713 train_avg_top_logit=8.8713 train_avg_top2_margin=4.2508 train_avg_blank_nonblank_margin=4.2508 train_avg_entropy=1.3531 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=4.4458 train_nonblank_weight_grad_norm_mean=0.0706 train_blank_bias_grad=-0.0589 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0674 train_encoder_std=2.4873 train_encoder_token_l2_norm=79.5655 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.30255e-06
2026-04-13 17:45:52,361 | INFO | rank=0 | train preview ref='Даринка спить. Невідомо скільки годин. Але ми знаємо, що вона спить. Спочатку знайдемо один відсоток..' hyp_greedy='' hyp_beam='' avg_output_frames=606.0 avg_target_tokens=49.0 top_tokens=<blank>:1.000
2026-04-13 17:46:32,905 | INFO | rank=0 | epoch=1 step=9800/249868 global_step=2450 train_loss=5.4491 train_main_ctc_loss=5.4491 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.62 grad_norm=66.2074 max_feature_frames=1211 train_avg_blank_prob=0.6824 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2178 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8680 train_avg_top_logit=7.8680 train_avg_top2_margin=3.6700 train_avg_blank_nonblank_margin=3.6700 train_avg_entropy=2.2442 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=45.8380 train_nonblank_weight_grad_norm_mean=0.1130 train_blank_bias_grad=-0.6893 train_nonblank_bias_grad_mean=0.0013 train_encoder_mean=-0.0684 train_encoder_std=2.2575 train_encoder_token_l2_norm=72.2373 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.30789e-06
2026-04-13 17:46:33,423 | INFO | rank=0 | train preview ref="Нам необхідно сьогодні зберегти нашу професійно-технічну освіту. Нам обов'язково треба зберегти сьогодні нашу передфа..." hyp_greedy='' hyp_beam='' avg_output_frames=606.0 avg_target_tokens=132.0 top_tokens=<blank>:1.000
2026-04-13 17:47:13,562 | INFO | rank=0 | epoch=1 step=9840/249868 global_step=2460 train_loss=5.3348 train_main_ctc_loss=5.3348 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=4.7077 max_feature_frames=1211 train_avg_blank_prob=0.7638 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.3003 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3432 train_avg_top_logit=8.3432 train_avg_top2_margin=4.0396 train_avg_blank_nonblank_margin=4.0396 train_avg_entropy=1.7294 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.5045 train_nonblank_weight_grad_norm_mean=0.0622 train_blank_bias_grad=0.0367 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0703 train_encoder_std=2.3574 train_encoder_token_l2_norm=75.4342 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.31323e-06
2026-04-13 17:47:14,013 | INFO | rank=0 | train preview ref='А тут варять вареники. Для цього встановили три козацькі казани, розповідає організатор акції Володимир Мосейко. Він ...' hyp_greedy='' hyp_beam='' avg_output_frames=606.0 avg_target_tokens=182.0 top_tokens=<blank>:1.000
2026-04-13 17:47:54,876 | INFO | rank=0 | epoch=1 step=9880/249868 global_step=2470 train_loss=5.2309 train_main_ctc_loss=5.2309 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=21.6911 max_feature_frames=1209 train_avg_blank_prob=0.6955 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.2314 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9339 train_avg_top_logit=7.9339 train_avg_top2_margin=3.7554 train_avg_blank_nonblank_margin=3.7554 train_avg_entropy=2.1686 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=15.2038 train_nonblank_weight_grad_norm_mean=0.0664 train_blank_bias_grad=-0.2292 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0707 train_encoder_std=2.2737 train_encoder_token_l2_norm=72.7523 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.31856e-06
2026-04-13 17:47:55,309 | INFO | rank=0 | train preview ref='Все тебе зробіть так. Я стараюся їх від себе відкидати ці емоції неправильні. І так ото й мотивуюся, сама од себе. Ну...' hyp_greedy='' hyp_beam=',      ' avg_output_frames=605.0 avg_target_tokens=140.0 top_tokens=<blank>:1.000
2026-04-13 17:48:35,364 | INFO | rank=0 | epoch=1 step=9920/249868 global_step=2480 train_loss=5.2990 train_main_ctc_loss=5.2990 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=14.6319 max_feature_frames=1209 train_avg_blank_prob=0.7665 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0155 train_target_tokens_per_frame=0.3289 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3570 train_avg_top_logit=8.3570 train_avg_top2_margin=4.0463 train_avg_blank_nonblank_margin=4.0463 train_avg_entropy=1.7190 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.2574 train_nonblank_weight_grad_norm_mean=0.0579 train_blank_bias_grad=0.1504 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0709 train_encoder_std=2.3713 train_encoder_token_l2_norm=75.8792 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.3239e-06
2026-04-13 17:48:35,822 | INFO | rank=0 | train preview ref='У нас не дуже великий той спортзал, він такий маленький, там тяжко дихати, можна сказати. А ось тут можна буде бігати...' hyp_greedy='' hyp_beam='' avg_output_frames=605.0 avg_target_tokens=199.0 top_tokens=<blank>:1.000
2026-04-13 17:49:17,823 | INFO | rank=0 | epoch=1 step=9960/249868 global_step=2490 train_loss=5.3772 train_main_ctc_loss=5.3772 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=11.6401 max_feature_frames=1208 train_avg_blank_prob=0.7115 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2583 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0530 train_avg_top_logit=8.0530 train_avg_top2_margin=3.8411 train_avg_blank_nonblank_margin=3.8411 train_avg_entropy=2.0662 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=7.9278 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=-0.1184 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0707 train_encoder_std=2.2992 train_encoder_token_l2_norm=73.5682 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.32924e-06
2026-04-13 17:49:18,251 | INFO | rank=0 | train preview ref='Тобто маємо таку неоднозначну ситуацію, але це не завадить Україні і далі продовжувати переконувати, що не лише якісн...' hyp_greedy='' hyp_beam='' avg_output_frames=604.0 avg_target_tokens=156.0 top_tokens=<blank>:1.000
2026-04-13 17:49:58,946 | INFO | rank=0 | epoch=1 step=10000/249868 global_step=2500 train_loss=5.4193 train_main_ctc_loss=5.4193 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=13.3163 max_feature_frames=1207 train_avg_blank_prob=0.7441 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0170 train_target_tokens_per_frame=0.3063 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2649 train_avg_top_logit=8.2649 train_avg_top2_margin=3.9470 train_avg_blank_nonblank_margin=3.9470 train_avg_entropy=1.8543 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=9.1016 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=0.1328 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0728 train_encoder_std=2.3476 train_encoder_token_l2_norm=75.1217 cpu_rss=24.9GiB cpu_peak_rss=25.8GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.33457e-06
2026-04-13 17:49:59,461 | INFO | rank=0 | train preview ref='Я зберемо підписи проти московського патріархату. Побачаєві, щоб їх не маєте, але ми не маємо паспорта. А це не треба...' hyp_greedy='' hyp_beam='' avg_output_frames=604.0 avg_target_tokens=185.0 top_tokens=<blank>:1.000
2026-04-13 17:49:59,483 | INFO | rank=0 | epoch 1 step=10000/249868 global_step=2500 reached validation interval; starting validation
2026-04-13 17:55:42,786 | INFO | rank=0 | epoch_0001_step_00002500 complete train_loss=10.7607 val_loss=19.4659 val_main_ctc_loss=19.4659 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9896 val_wer=1.4294 val_avg_blank_prob=0.3307 val_argmax_blank_frac=0.5533 val_avg_top_nonblank_prob=0.1360 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.1248 val_avg_hyp_chars=19.51 val_avg_hyp_words=6.60 val_model_source=raw best_val_wer=1.4294 timing_forward=327.81s timing_teacher=0.00s timing_decode=0.94s timing_gather=0.02s timing_checkpoint_export=157.69s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00002500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 17:55:42,787 | INFO | rank=0 | epoch_0001_step_00002500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=23.40s best_export=22.09s topk_update=69.12s topk_average=43.08s
2026-04-13 17:55:42,787 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 17:55:42,787 | INFO | rank=0 | validation preview hardest_ref='Він тут лише один.' hardest_hyp='і дварус імча іс і'
2026-04-13 18:17:46,560 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/09b59ee9e71028b4a782b57d6cc7086246ab850f elapsed=22m 3.7s
2026-04-13 18:18:28,439 | INFO | rank=0 | epoch=1 step=10040/249868 global_step=2510 train_loss=5.3328 train_main_ctc_loss=5.3328 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=13.6982 max_feature_frames=1206 train_avg_blank_prob=0.7282 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.2985 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1725 train_avg_top_logit=8.1725 train_avg_top2_margin=3.8740 train_avg_blank_nonblank_margin=3.8740 train_avg_entropy=1.9502 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=9.5850 train_nonblank_weight_grad_norm_mean=0.0571 train_blank_bias_grad=0.1420 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0707 train_encoder_std=2.3362 train_encoder_token_l2_norm=74.7469 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.33991e-06
2026-04-13 18:18:28,870 | INFO | rank=0 | train preview ref='Вокзал і там є по перемінний успіх шо наших підрозділів, що підрозділів сил Російської Федерації. Ну можна сказати ті...' hyp_greedy='' hyp_beam='' avg_output_frames=603.0 avg_target_tokens=180.0 top_tokens=<blank>:1.000
2026-04-13 18:19:09,586 | INFO | rank=0 | epoch=1 step=10080/249868 global_step=2520 train_loss=5.4099 train_main_ctc_loss=5.4099 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=15.5614 max_feature_frames=1204 train_avg_blank_prob=0.8018 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0145 train_target_tokens_per_frame=0.1960 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6645 train_avg_top_logit=8.6645 train_avg_top2_margin=4.2525 train_avg_blank_nonblank_margin=4.2525 train_avg_entropy=1.4751 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.7280 train_nonblank_weight_grad_norm_mean=0.0657 train_blank_bias_grad=0.1548 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0704 train_encoder_std=2.4423 train_encoder_token_l2_norm=78.1397 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.34524e-06
2026-04-13 18:19:10,038 | INFO | rank=0 | train preview ref="Потрапити і побачити сім'ю, все ж таки, ми маємо теж розуміти, психологічно підготувати військо не було такої можливо..." hyp_greedy='' hyp_beam='' avg_output_frames=602.0 avg_target_tokens=118.0 top_tokens=<blank>:1.000
2026-04-13 18:19:51,084 | INFO | rank=0 | epoch=1 step=10120/249868 global_step=2530 train_loss=5.2185 train_main_ctc_loss=5.2185 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.61 grad_norm=3.1966 max_feature_frames=1204 train_avg_blank_prob=0.7201 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.2824 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0797 train_avg_top_logit=8.0797 train_avg_top2_margin=3.8538 train_avg_blank_nonblank_margin=3.8538 train_avg_entropy=2.0066 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=1.4398 train_nonblank_weight_grad_norm_mean=0.0600 train_blank_bias_grad=0.0200 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0717 train_encoder_std=2.3056 train_encoder_token_l2_norm=73.7813 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.35058e-06
2026-04-13 18:19:51,529 | INFO | rank=0 | train preview ref='Ми бачимо, що люди навпаки хочуть, тобто вони йдуть назустріч, і результати наших проектів потім нас вражають. Тобто,...' hyp_greedy='' hyp_beam='' avg_output_frames=602.0 avg_target_tokens=170.0 top_tokens=<blank>:1.000
2026-04-13 18:20:33,770 | INFO | rank=0 | epoch=1 step=10160/249868 global_step=2540 train_loss=5.4111 train_main_ctc_loss=5.4111 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.60 grad_norm=5.2967 max_feature_frames=1204 train_avg_blank_prob=0.7566 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.3106 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3455 train_avg_top_logit=8.3455 train_avg_top2_margin=3.9336 train_avg_blank_nonblank_margin=3.9336 train_avg_entropy=1.7807 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=3.2279 train_nonblank_weight_grad_norm_mean=0.0566 train_blank_bias_grad=0.0461 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0680 train_encoder_std=2.3564 train_encoder_token_l2_norm=75.4020 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.35592e-06
2026-04-13 18:20:34,221 | INFO | rank=0 | train preview ref='Сто мільйонів урядом було виділено саме на сто мільйонів гривень на відновлення інфраструктури. Днями читали повідомл...' hyp_greedy='' hyp_beam='' avg_output_frames=602.0 avg_target_tokens=187.0 top_tokens=<blank>:1.000
2026-04-13 18:21:16,477 | INFO | rank=0 | epoch=1 step=10200/249868 global_step=2550 train_loss=5.2988 train_main_ctc_loss=5.2988 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.60 grad_norm=14.4732 max_feature_frames=1202 train_avg_blank_prob=0.7577 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0172 train_target_tokens_per_frame=0.3078 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3594 train_avg_top_logit=8.3594 train_avg_top2_margin=3.9667 train_avg_blank_nonblank_margin=3.9667 train_avg_entropy=1.7704 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.0686 train_nonblank_weight_grad_norm_mean=0.0572 train_blank_bias_grad=0.1475 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0730 train_encoder_std=2.3715 train_encoder_token_l2_norm=75.8907 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.36125e-06
2026-04-13 18:21:16,931 | INFO | rank=0 | train preview ref='Як і буває в житті, знаємо. Ми ж бандерівці і карати. Дивіться, розумієте, просто доволі часто в таких хатах колабора...' hyp_greedy='' hyp_beam='' avg_output_frames=601.0 avg_target_tokens=185.0 top_tokens=<blank>:1.000
2026-04-13 18:21:58,677 | INFO | rank=0 | epoch=1 step=10240/249868 global_step=2560 train_loss=5.2951 train_main_ctc_loss=5.2951 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.60 grad_norm=4.6314 max_feature_frames=1201 train_avg_blank_prob=0.7340 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.2562 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1997 train_avg_top_logit=8.1997 train_avg_top2_margin=3.8602 train_avg_blank_nonblank_margin=3.8602 train_avg_entropy=1.9168 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.9027 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=0.0430 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0708 train_encoder_std=2.3340 train_encoder_token_l2_norm=74.6856 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.36659e-06
2026-04-13 18:21:59,131 | INFO | rank=0 | train preview ref="Двадцять дев'ятого квітня, в тринадцять годин дня, буде саме в тут в Коштановому сквері. Буде ярмарок до роковин, так..." hyp_greedy='' hyp_beam='' avg_output_frames=601.0 avg_target_tokens=154.0 top_tokens=<blank>:1.000
2026-04-13 18:22:41,552 | INFO | rank=0 | epoch=1 step=10280/249868 global_step=2570 train_loss=5.3571 train_main_ctc_loss=5.3571 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.60 grad_norm=16.6382 max_feature_frames=1200 train_avg_blank_prob=0.7557 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0162 train_target_tokens_per_frame=0.2567 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3200 train_avg_top_logit=8.3200 train_avg_top2_margin=4.0267 train_avg_blank_nonblank_margin=4.0267 train_avg_entropy=1.7867 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=11.4529 train_nonblank_weight_grad_norm_mean=0.0571 train_blank_bias_grad=0.1647 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0745 train_encoder_std=2.3438 train_encoder_token_l2_norm=75.0069 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.37192e-06
2026-04-13 18:22:41,983 | INFO | rank=0 | train preview ref='Ну що ж, пане Володимире, ось це дуже важлива характеристика. Дійсно, коли ну зараз в останній тиждень через цю інтен...' hyp_greedy='' hyp_beam='' avg_output_frames=600.0 avg_target_tokens=154.0 top_tokens=<blank>:1.000
2026-04-13 18:23:23,284 | INFO | rank=0 | epoch=1 step=10320/249868 global_step=2580 train_loss=5.3524 train_main_ctc_loss=5.3524 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.60 grad_norm=4.5716 max_feature_frames=1199 train_avg_blank_prob=0.7261 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.2633 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1600 train_avg_top_logit=8.1600 train_avg_top2_margin=3.8933 train_avg_blank_nonblank_margin=3.8933 train_avg_entropy=1.9733 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.1950 train_nonblank_weight_grad_norm_mean=0.0627 train_blank_bias_grad=-0.0328 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0745 train_encoder_std=2.3356 train_encoder_token_l2_norm=74.7221 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.37726e-06
2026-04-13 18:23:23,828 | INFO | rank=0 | train preview ref='Ви не займаєтеся дресируванням маленьких собак? Ви їх просто готуєте для того, щоб вони могли далі проходити навчання...' hyp_greedy='' hyp_beam='' avg_output_frames=600.0 avg_target_tokens=158.0 top_tokens=<blank>:1.000
2026-04-13 18:24:06,005 | INFO | rank=0 | epoch=1 step=10360/249868 global_step=2590 train_loss=5.2552 train_main_ctc_loss=5.2552 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.60 grad_norm=3.4203 max_feature_frames=1198 train_avg_blank_prob=0.7627 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.2287 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3873 train_avg_top_logit=8.3873 train_avg_top2_margin=3.9533 train_avg_blank_nonblank_margin=3.9533 train_avg_entropy=1.7362 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=1.2546 train_nonblank_weight_grad_norm_mean=0.0604 train_blank_bias_grad=0.0171 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0751 train_encoder_std=2.3620 train_encoder_token_l2_norm=75.5698 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.3826e-06
2026-04-13 18:24:06,484 | INFO | rank=0 | train preview ref='Це був рік. Батька не стало у році. Тут нічого не було правду в даний час, це просто були такі хати. Потихоньки, поти...' hyp_greedy='' hyp_beam='' avg_output_frames=599.0 avg_target_tokens=137.0 top_tokens=<blank>:1.000
2026-04-13 18:24:49,424 | INFO | rank=0 | epoch=1 step=10400/249868 global_step=2600 train_loss=5.3447 train_main_ctc_loss=5.3447 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.60 grad_norm=15.1611 max_feature_frames=1197 train_avg_blank_prob=0.6765 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0205 train_target_tokens_per_frame=0.2354 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8531 train_avg_top_logit=7.8531 train_avg_top2_margin=3.6594 train_avg_blank_nonblank_margin=3.6594 train_avg_entropy=2.2838 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.0092 train_nonblank_weight_grad_norm_mean=0.0609 train_blank_bias_grad=-0.1513 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0743 train_encoder_std=2.2575 train_encoder_token_l2_norm=72.2454 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.38793e-06
2026-04-13 18:24:49,917 | INFO | rank=0 | train preview ref='Забирають дівчинку, брав дівчатку остаток. І починаю, короче, выбирати його на берег. А потім, коли вже всі зрозуміли...' hyp_greedy='' hyp_beam='' avg_output_frames=599.0 avg_target_tokens=141.0 top_tokens=<blank>:1.000
2026-04-13 18:25:31,703 | INFO | rank=0 | epoch=1 step=10440/249868 global_step=2610 train_loss=5.3774 train_main_ctc_loss=5.3774 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=3.0620 max_feature_frames=1196 train_avg_blank_prob=0.7325 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.2525 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1338 train_avg_top_logit=8.1338 train_avg_top2_margin=3.9064 train_avg_blank_nonblank_margin=3.9064 train_avg_entropy=1.9398 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=0.3905 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=-0.0059 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0739 train_encoder_std=2.3091 train_encoder_token_l2_norm=73.8891 cpu_rss=24.8GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.39327e-06
2026-04-13 18:25:32,135 | INFO | rank=0 | train preview ref='Є так багато речей, які я можу робити, та будь-що бути електриком, будівельником тощо. Якщо я бачу, що люди потребуют...' hyp_greedy='' hyp_beam='' avg_output_frames=598.0 avg_target_tokens=151.0 top_tokens=<blank>:1.000
2026-04-13 18:26:17,993 | INFO | rank=0 | epoch=1 step=10480/249868 global_step=2620 train_loss=5.4292 train_main_ctc_loss=5.4292 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=5.0769 max_feature_frames=1196 train_avg_blank_prob=0.6964 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.3177 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9197 train_avg_top_logit=7.9197 train_avg_top2_margin=3.7993 train_avg_blank_nonblank_margin=3.7993 train_avg_entropy=2.1672 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=3.0726 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=-0.0449 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0743 train_encoder_std=2.2682 train_encoder_token_l2_norm=72.5899 cpu_rss=24.7GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.39861e-06
2026-04-13 18:26:18,454 | INFO | rank=0 | train preview ref='Парцівників військовослужбовця національної академії, які стоять на квартирному обліку, і отримувати грошову компенса...' hyp_greedy='' hyp_beam='' avg_output_frames=598.0 avg_target_tokens=190.0 top_tokens=<blank>:1.000
2026-04-13 18:27:00,039 | INFO | rank=0 | epoch=1 step=10520/249868 global_step=2630 train_loss=5.5761 train_main_ctc_loss=5.5761 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=9.1316 max_feature_frames=1195 train_avg_blank_prob=0.7193 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.3110 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0803 train_avg_top_logit=8.0803 train_avg_top2_margin=3.8528 train_avg_blank_nonblank_margin=3.8528 train_avg_entropy=2.0201 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=6.0998 train_nonblank_weight_grad_norm_mean=0.0840 train_blank_bias_grad=-0.0634 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0722 train_encoder_std=2.3073 train_encoder_token_l2_norm=73.8266 cpu_rss=24.7GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.40394e-06
2026-04-13 18:27:00,523 | INFO | rank=0 | train preview ref='Отримати будь-які дозволи і йому буде байдуже, що думають люди, що думає міська рада, що думає депутати. Вона до них ...' hyp_greedy='' hyp_beam=',    ' avg_output_frames=598.0 avg_target_tokens=186.0 top_tokens=<blank>:1.000
2026-04-13 18:27:43,572 | INFO | rank=0 | epoch=1 step=10560/249868 global_step=2640 train_loss=5.3205 train_main_ctc_loss=5.3205 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=3.1559 max_feature_frames=1194 train_avg_blank_prob=0.7179 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0171 train_target_tokens_per_frame=0.2261 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0402 train_avg_top_logit=8.0402 train_avg_top2_margin=3.9129 train_avg_blank_nonblank_margin=3.9129 train_avg_entropy=2.0369 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=0.3101 train_nonblank_weight_grad_norm_mean=0.0587 train_blank_bias_grad=-0.0023 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0746 train_encoder_std=2.2833 train_encoder_token_l2_norm=73.0647 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.40928e-06
2026-04-13 18:27:44,099 | INFO | rank=0 | train preview ref='Росіяни просто використовують терористичну тактику, в обстрілюючи виключно цивільну забудову. Жодного разу з міста За...' hyp_greedy='' hyp_beam='' avg_output_frames=597.0 avg_target_tokens=135.0 top_tokens=<blank>:1.000
2026-04-13 18:28:27,277 | INFO | rank=0 | epoch=1 step=10600/249868 global_step=2650 train_loss=5.2437 train_main_ctc_loss=5.2437 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=11.4841 max_feature_frames=1193 train_avg_blank_prob=0.6858 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0177 train_target_tokens_per_frame=0.3015 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8258 train_avg_top_logit=7.8258 train_avg_top2_margin=3.8057 train_avg_blank_nonblank_margin=3.8057 train_avg_entropy=2.2379 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=7.2608 train_nonblank_weight_grad_norm_mean=0.0660 train_blank_bias_grad=-0.1075 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0758 train_encoder_std=2.2342 train_encoder_token_l2_norm=71.5037 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.41461e-06
2026-04-13 18:28:27,741 | INFO | rank=0 | train preview ref='Обладнання, а все остальне віддають нам, і ми будемо зараз організовувати це з підтримкою, звичайно, держави, тому що...' hyp_greedy='' hyp_beam=',     ' avg_output_frames=597.0 avg_target_tokens=180.0 top_tokens=<blank>:1.000
2026-04-13 18:29:09,112 | INFO | rank=0 | epoch=1 step=10640/249868 global_step=2660 train_loss=5.3938 train_main_ctc_loss=5.3938 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=14.4724 max_feature_frames=1192 train_avg_blank_prob=0.7510 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.3523 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2685 train_avg_top_logit=8.2685 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=1.8255 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.2765 train_nonblank_weight_grad_norm_mean=0.0572 train_blank_bias_grad=0.1492 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0741 train_encoder_std=2.3481 train_encoder_token_l2_norm=75.1437 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.41995e-06
2026-04-13 18:29:09,567 | INFO | rank=0 | train preview ref="На Куп'янському напрямку противник наступальних дій не проводив, завдав авіаційних ударів по районах населених пункті..." hyp_greedy='' hyp_beam='' avg_output_frames=596.0 avg_target_tokens=210.0 top_tokens=<blank>:1.000
2026-04-13 18:29:50,989 | INFO | rank=0 | epoch=1 step=10680/249868 global_step=2670 train_loss=5.2356 train_main_ctc_loss=5.2356 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=3.8972 max_feature_frames=1191 train_avg_blank_prob=0.7197 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2869 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1074 train_avg_top_logit=8.1074 train_avg_top2_margin=3.8389 train_avg_blank_nonblank_margin=3.8389 train_avg_entropy=2.0134 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.0149 train_nonblank_weight_grad_norm_mean=0.0552 train_blank_bias_grad=-0.0306 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0754 train_encoder_std=2.3150 train_encoder_token_l2_norm=74.0873 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.42529e-06
2026-04-13 18:29:51,479 | INFO | rank=0 | train preview ref='Ми вивчили питання щодо сплати комунальних платежів. Це громада і ну дійсно візьме на себе. Це така сума, яка там нав...' hyp_greedy='' hyp_beam='' avg_output_frames=596.0 avg_target_tokens=171.0 top_tokens=<blank>:1.000
2026-04-13 18:30:33,569 | INFO | rank=0 | epoch=1 step=10720/249868 global_step=2680 train_loss=5.2978 train_main_ctc_loss=5.2978 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=15.4246 max_feature_frames=1190 train_avg_blank_prob=0.8002 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0154 train_target_tokens_per_frame=0.2840 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7126 train_avg_top_logit=8.7126 train_avg_top2_margin=4.1681 train_avg_blank_nonblank_margin=4.1681 train_avg_entropy=1.4790 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.4565 train_nonblank_weight_grad_norm_mean=0.0647 train_blank_bias_grad=0.1481 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0732 train_encoder_std=2.4537 train_encoder_token_l2_norm=78.5106 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.43062e-06
2026-04-13 18:30:34,046 | INFO | rank=0 | train preview ref='Навчений фахівці, люди, які пройшли окремі курси медицини катастроф, мають відповідні сертифікати на автомобілях, які...' hyp_greedy='' hyp_beam=',    ' avg_output_frames=595.0 avg_target_tokens=169.0 top_tokens=<blank>:1.000
2026-04-13 18:31:16,942 | INFO | rank=0 | epoch=1 step=10760/249868 global_step=2690 train_loss=5.4344 train_main_ctc_loss=5.4344 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.59 grad_norm=28.7798 max_feature_frames=1189 train_avg_blank_prob=0.6941 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0216 train_target_tokens_per_frame=0.2185 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9597 train_avg_top_logit=7.9597 train_avg_top2_margin=3.6303 train_avg_blank_nonblank_margin=3.6303 train_avg_entropy=2.1647 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=19.7788 train_nonblank_weight_grad_norm_mean=0.0723 train_blank_bias_grad=-0.3002 train_nonblank_bias_grad_mean=0.0006 train_encoder_mean=-0.0735 train_encoder_std=2.3042 train_encoder_token_l2_norm=73.7266 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.43596e-06
2026-04-13 18:31:17,470 | INFO | rank=0 | train preview ref="Дивіться, це дуже важливий момент, адже під час інтерв'ю звук дійсно має бути максимально якісним. Ми не можемо видав..." hyp_greedy='' hyp_beam='' avg_output_frames=595.0 avg_target_tokens=130.0 top_tokens=<blank>:1.000
2026-04-13 18:31:58,983 | INFO | rank=0 | epoch=1 step=10800/249868 global_step=2700 train_loss=5.2088 train_main_ctc_loss=5.2088 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=8.8444 max_feature_frames=1188 train_avg_blank_prob=0.7367 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.2559 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1886 train_avg_top_logit=8.1886 train_avg_top2_margin=3.9327 train_avg_blank_nonblank_margin=3.9327 train_avg_entropy=1.9125 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=6.1858 train_nonblank_weight_grad_norm_mean=0.0583 train_blank_bias_grad=0.0903 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0743 train_encoder_std=2.3353 train_encoder_token_l2_norm=74.7277 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.44129e-06
2026-04-13 18:31:59,453 | INFO | rank=0 | train preview ref='Змінилися вже точно, в меншу сторону. Тобто те, що роблять наші РСЗО, те, що робить Хаймар, зараз це є просто для нас...' hyp_greedy='' hyp_beam=',     ' avg_output_frames=594.0 avg_target_tokens=152.0 top_tokens=<blank>:1.000
2026-04-13 18:32:40,504 | INFO | rank=0 | epoch=1 step=10840/249868 global_step=2710 train_loss=5.3148 train_main_ctc_loss=5.3148 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=25.0286 max_feature_frames=1187 train_avg_blank_prob=0.7093 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.2710 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0269 train_avg_top_logit=8.0269 train_avg_top2_margin=3.7980 train_avg_blank_nonblank_margin=3.7980 train_avg_entropy=2.0741 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=18.1242 train_nonblank_weight_grad_norm_mean=0.0736 train_blank_bias_grad=-0.2623 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0759 train_encoder_std=2.3101 train_encoder_token_l2_norm=73.9287 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.44663e-06
2026-04-13 18:32:40,924 | INFO | rank=0 | train preview ref='Ну, це ж нацизм. Не ліпіть все вкупу. Відкрійте Вікіпедію, перечитайте терміни, розберіть кожне слово. Чомусь ваші ді...' hyp_greedy='' hyp_beam=',     ' avg_output_frames=594.0 avg_target_tokens=161.0 top_tokens=<blank>:1.000
2026-04-13 18:33:21,980 | INFO | rank=0 | epoch=1 step=10880/249868 global_step=2720 train_loss=5.4202 train_main_ctc_loss=5.4202 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=3.8730 max_feature_frames=1187 train_avg_blank_prob=0.7030 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0187 train_target_tokens_per_frame=0.3182 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0269 train_avg_top_logit=8.0269 train_avg_top2_margin=3.7710 train_avg_blank_nonblank_margin=3.7710 train_avg_entropy=2.1145 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=1.9611 train_nonblank_weight_grad_norm_mean=0.0587 train_blank_bias_grad=0.0283 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0767 train_encoder_std=2.3035 train_encoder_token_l2_norm=73.7220 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.45197e-06
2026-04-13 18:33:22,414 | INFO | rank=0 | train preview ref='Сьогодні на засіданні в Уланському районному суді Запоріжжя мали визначитися з графіком спілкування Харуна Елхешена з...' hyp_greedy='' hyp_beam='' avg_output_frames=594.0 avg_target_tokens=189.0 top_tokens=<blank>:1.000
2026-04-13 18:34:02,052 | INFO | rank=0 | epoch=1 step=10920/249868 global_step=2730 train_loss=5.3699 train_main_ctc_loss=5.3699 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=9.5204 max_feature_frames=1186 train_avg_blank_prob=0.7535 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0161 train_target_tokens_per_frame=0.2934 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3103 train_avg_top_logit=8.3103 train_avg_top2_margin=4.0202 train_avg_blank_nonblank_margin=4.0202 train_avg_entropy=1.7943 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=6.2187 train_nonblank_weight_grad_norm_mean=0.0585 train_blank_bias_grad=0.0900 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0735 train_encoder_std=2.3749 train_encoder_token_l2_norm=75.9958 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.4573e-06
2026-04-13 18:34:02,481 | INFO | rank=0 | train preview ref='В момент вибуху в своєму помешканні перебувала Наталія. Будинок жінки вщент зруйнований. А де ви ховались? Там повніс...' hyp_greedy='' hyp_beam='' avg_output_frames=593.0 avg_target_tokens=174.0 top_tokens=<blank>:1.000
2026-04-13 18:34:43,232 | INFO | rank=0 | epoch=1 step=10960/249868 global_step=2740 train_loss=5.2630 train_main_ctc_loss=5.2630 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=6.1441 max_feature_frames=1185 train_avg_blank_prob=0.7323 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.2310 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2024 train_avg_top_logit=8.2024 train_avg_top2_margin=3.8853 train_avg_blank_nonblank_margin=3.8853 train_avg_entropy=1.9292 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=3.9675 train_nonblank_weight_grad_norm_mean=0.0621 train_blank_bias_grad=0.0564 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0760 train_encoder_std=2.3618 train_encoder_token_l2_norm=75.5761 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.46264e-06
2026-04-13 18:34:43,672 | INFO | rank=0 | train preview ref='Тому до перемоги, як кажуть фахівці, і я підтримую цю думку, ми маємо йти покроково таким пунктиром, зафіксувавши те,...' hyp_greedy='' hyp_beam='' avg_output_frames=593.0 avg_target_tokens=137.0 top_tokens=<blank>:1.000
2026-04-13 18:35:24,378 | INFO | rank=0 | epoch=1 step=11000/249868 global_step=2750 train_loss=5.3748 train_main_ctc_loss=5.3748 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=2.4641 max_feature_frames=1184 train_avg_blank_prob=0.7517 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0162 train_target_tokens_per_frame=0.2314 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3243 train_avg_top_logit=8.3243 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=1.8108 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=0.5224 train_nonblank_weight_grad_norm_mean=0.0555 train_blank_bias_grad=0.0073 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0740 train_encoder_std=2.3645 train_encoder_token_l2_norm=75.6681 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.46798e-06
2026-04-13 18:35:24,833 | INFO | rank=0 | train preview ref='Для кожної групи цільової користувачів пріоритети за цими напрямками є різні, але напрям саморозвиток, тобто самостій...' hyp_greedy='' hyp_beam='' avg_output_frames=592.0 avg_target_tokens=137.0 top_tokens=<blank>:1.000
2026-04-13 18:36:04,434 | INFO | rank=0 | epoch=1 step=11040/249868 global_step=2760 train_loss=5.2683 train_main_ctc_loss=5.2683 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=25.1253 max_feature_frames=1183 train_avg_blank_prob=0.7176 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0170 train_target_tokens_per_frame=0.2264 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0541 train_avg_top_logit=8.0541 train_avg_top2_margin=3.8919 train_avg_blank_nonblank_margin=3.8919 train_avg_entropy=2.0405 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=15.5398 train_nonblank_weight_grad_norm_mean=0.0647 train_blank_bias_grad=-0.2383 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0767 train_encoder_std=2.2731 train_encoder_token_l2_norm=72.7387 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.47331e-06
2026-04-13 18:36:04,820 | INFO | rank=0 | train preview ref='Військової машини робити що щось таке велике велике, але оцю неспроможність щодня доказують, доводять звичайні хлопці...' hyp_greedy='' hyp_beam='' avg_output_frames=592.0 avg_target_tokens=134.0 top_tokens=<blank>:1.000
2026-04-13 18:36:45,035 | INFO | rank=0 | epoch=1 step=11080/249868 global_step=2770 train_loss=5.1888 train_main_ctc_loss=5.1888 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=5.7521 max_feature_frames=1182 train_avg_blank_prob=0.7536 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.2555 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2843 train_avg_top_logit=8.2843 train_avg_top2_margin=4.0068 train_avg_blank_nonblank_margin=4.0068 train_avg_entropy=1.8003 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=3.4324 train_nonblank_weight_grad_norm_mean=0.0632 train_blank_bias_grad=-0.0507 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0765 train_encoder_std=2.3374 train_encoder_token_l2_norm=74.7970 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.47865e-06
2026-04-13 18:36:45,494 | INFO | rank=0 | train preview ref='Росія, бо всі ж їм все прощали і казали: ні у них величезна круптура, Чайковський, Рахманінов, Пушкін, Ісенін, і так ...' hyp_greedy='' hyp_beam=',   ' avg_output_frames=591.0 avg_target_tokens=151.0 top_tokens=<blank>:1.000
2026-04-13 18:37:26,152 | INFO | rank=0 | epoch=1 step=11120/249868 global_step=2780 train_loss=5.3155 train_main_ctc_loss=5.3155 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.58 grad_norm=23.9551 max_feature_frames=1182 train_avg_blank_prob=0.7381 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.3283 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2301 train_avg_top_logit=8.2301 train_avg_top2_margin=3.9255 train_avg_blank_nonblank_margin=3.9255 train_avg_entropy=1.8951 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=14.3678 train_nonblank_weight_grad_norm_mean=0.0806 train_blank_bias_grad=0.2131 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0775 train_encoder_std=2.3285 train_encoder_token_l2_norm=74.5171 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.48398e-06
2026-04-13 18:37:26,611 | INFO | rank=0 | train preview ref='Він показав нам відео фотографії своєї роботи. Я дуже дякую. Я думаю, він буде слугувати, щоб більше бийте орків і вс...' hyp_greedy='' hyp_beam='' avg_output_frames=591.0 avg_target_tokens=194.0 top_tokens=<blank>:1.000
2026-04-13 18:38:07,916 | INFO | rank=0 | epoch=1 step=11160/249868 global_step=2790 train_loss=5.3149 train_main_ctc_loss=5.3149 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=8.9358 max_feature_frames=1181 train_avg_blank_prob=0.7815 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0161 train_target_tokens_per_frame=0.2136 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5153 train_avg_top_logit=8.5153 train_avg_top2_margin=4.0678 train_avg_blank_nonblank_margin=4.0678 train_avg_entropy=1.6068 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=5.3177 train_nonblank_weight_grad_norm_mean=0.0599 train_blank_bias_grad=0.0786 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0758 train_encoder_std=2.4120 train_encoder_token_l2_norm=77.1892 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.48932e-06
2026-04-13 18:38:08,320 | INFO | rank=0 | train preview ref="Документально то сто відсотково не доказано, бо зрозуміло, що влада це не писала, але в людей в пам'яті то залишили. ..." hyp_greedy='' hyp_beam=', ' avg_output_frames=590.0 avg_target_tokens=126.0 top_tokens=<blank>:1.000
2026-04-13 18:38:49,878 | INFO | rank=0 | epoch=1 step=11200/249868 global_step=2800 train_loss=5.3031 train_main_ctc_loss=5.3031 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=9.5859 max_feature_frames=1180 train_avg_blank_prob=0.7079 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.2797 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0271 train_avg_top_logit=8.0271 train_avg_top2_margin=3.7695 train_avg_blank_nonblank_margin=3.7695 train_avg_entropy=2.0881 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=6.3009 train_nonblank_weight_grad_norm_mean=0.0607 train_blank_bias_grad=-0.0946 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0799 train_encoder_std=2.2831 train_encoder_token_l2_norm=73.0665 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.49466e-06
2026-04-13 18:38:50,330 | INFO | rank=0 | train preview ref='Только положительні емоції визивають збор. Тільки позитивні емоції викликає зібрати, приготувати торт, прикрасити йог...' hyp_greedy='' hyp_beam='' avg_output_frames=590.0 avg_target_tokens=165.0 top_tokens=<blank>:1.000
2026-04-13 18:39:31,968 | INFO | rank=0 | epoch=1 step=11240/249868 global_step=2810 train_loss=5.4055 train_main_ctc_loss=5.4055 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=18.2893 max_feature_frames=1179 train_avg_blank_prob=0.7595 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0153 train_target_tokens_per_frame=0.3119 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2983 train_avg_top_logit=8.2983 train_avg_top2_margin=4.0949 train_avg_blank_nonblank_margin=4.0949 train_avg_entropy=1.7627 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=12.1704 train_nonblank_weight_grad_norm_mean=0.0632 train_blank_bias_grad=0.1761 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0796 train_encoder_std=2.3334 train_encoder_token_l2_norm=74.6730 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.49999e-06
2026-04-13 18:39:32,398 | INFO | rank=0 | train preview ref='Мене звати Отець Олег Кобель, я є священником української греко-католицької церкви і в нашому тренувальному процесі с...' hyp_greedy='' hyp_beam='' avg_output_frames=590.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 18:40:14,241 | INFO | rank=0 | epoch=1 step=11280/249868 global_step=2820 train_loss=5.3100 train_main_ctc_loss=5.3100 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=5.7701 max_feature_frames=1178 train_avg_blank_prob=0.6926 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.3124 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8778 train_avg_top_logit=7.8778 train_avg_top2_margin=3.7759 train_avg_blank_nonblank_margin=3.7759 train_avg_entropy=2.2003 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.6329 train_nonblank_weight_grad_norm_mean=0.0634 train_blank_bias_grad=-0.0408 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0784 train_encoder_std=2.2400 train_encoder_token_l2_norm=71.6897 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.50533e-06
2026-04-13 18:40:14,734 | INFO | rank=0 | train preview ref='Ще один учасник з Миколаєва Богдан Біловіл теж має спортивний розряд, кандидат у майстри спорту. Хлопцю, з них займає...' hyp_greedy='' hyp_beam='' avg_output_frames=589.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 18:40:56,714 | INFO | rank=0 | epoch=1 step=11320/249868 global_step=2830 train_loss=5.2437 train_main_ctc_loss=5.2437 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=22.9852 max_feature_frames=1177 train_avg_blank_prob=0.7761 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0157 train_target_tokens_per_frame=0.2818 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4754 train_avg_top_logit=8.4754 train_avg_top2_margin=4.0747 train_avg_blank_nonblank_margin=4.0747 train_avg_entropy=1.6503 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=15.8862 train_nonblank_weight_grad_norm_mean=0.0630 train_blank_bias_grad=0.2288 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0719 train_encoder_std=2.3779 train_encoder_token_l2_norm=76.0933 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.51066e-06
2026-04-13 18:40:57,209 | INFO | rank=0 | train preview ref='Знов таки, ось ми повертаємось до нещодавнього восьмого Рамштайну, і там було сказано про країни, які прийняли в ньом...' hyp_greedy='' hyp_beam='' avg_output_frames=589.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-13 18:41:38,037 | INFO | rank=0 | epoch=1 step=11360/249868 global_step=2840 train_loss=5.3844 train_main_ctc_loss=5.3844 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=16.7737 max_feature_frames=1176 train_avg_blank_prob=0.6681 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2432 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7823 train_avg_top_logit=7.7823 train_avg_top2_margin=3.6190 train_avg_blank_nonblank_margin=3.6190 train_avg_entropy=2.3401 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=11.3775 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=-0.1726 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0789 train_encoder_std=2.2585 train_encoder_token_l2_norm=72.2893 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.516e-06
2026-04-13 18:41:38,527 | INFO | rank=0 | train preview ref='Так, знаєте, зараз про ситуацію на окупованій території говорять мери окупованих міст, заступники мерів окупованих мі...' hyp_greedy='' hyp_beam='' avg_output_frames=588.0 avg_target_tokens=143.0 top_tokens=<blank>:1.000
2026-04-13 18:42:21,611 | INFO | rank=0 | epoch=1 step=11400/249868 global_step=2850 train_loss=5.2898 train_main_ctc_loss=5.2898 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=7.3469 max_feature_frames=1175 train_avg_blank_prob=0.7854 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0159 train_target_tokens_per_frame=0.2347 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5986 train_avg_top_logit=8.5986 train_avg_top2_margin=4.0816 train_avg_blank_nonblank_margin=4.0816 train_avg_entropy=1.5782 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=4.7605 train_nonblank_weight_grad_norm_mean=0.0597 train_blank_bias_grad=0.0671 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0762 train_encoder_std=2.4388 train_encoder_token_l2_norm=78.0512 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.52134e-06
2026-04-13 18:42:22,045 | INFO | rank=0 | train preview ref="Звісно, звісно, і я пам'ятаю, як верховний головнокомандувач приїжджав до нас в Лисичанськ, коли ми обороняли Сєвєрод..." hyp_greedy='' hyp_beam='' avg_output_frames=588.0 avg_target_tokens=138.0 top_tokens=<blank>:1.000
2026-04-13 18:43:04,181 | INFO | rank=0 | epoch=1 step=11440/249868 global_step=2860 train_loss=5.3651 train_main_ctc_loss=5.3651 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=18.0637 max_feature_frames=1175 train_avg_blank_prob=0.7674 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0172 train_target_tokens_per_frame=0.1704 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5043 train_avg_top_logit=8.5043 train_avg_top2_margin=4.0068 train_avg_blank_nonblank_margin=4.0068 train_avg_entropy=1.6899 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=12.5333 train_nonblank_weight_grad_norm_mean=0.0654 train_blank_bias_grad=-0.1840 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0757 train_encoder_std=2.4448 train_encoder_token_l2_norm=78.2216 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.52667e-06
2026-04-13 18:43:04,631 | INFO | rank=0 | train preview ref='Пропозиції внесення термінології, відповідно, яка стосується відкритої науки, в наше законодавче поле на державному р...' hyp_greedy='' hyp_beam='' avg_output_frames=587.0 avg_target_tokens=100.0 top_tokens=<blank>:1.000
2026-04-13 18:43:46,603 | INFO | rank=0 | epoch=1 step=11480/249868 global_step=2870 train_loss=5.3653 train_main_ctc_loss=5.3653 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.57 grad_norm=23.1296 max_feature_frames=1174 train_avg_blank_prob=0.7738 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0150 train_target_tokens_per_frame=0.3305 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4497 train_avg_top_logit=8.4497 train_avg_top2_margin=4.1158 train_avg_blank_nonblank_margin=4.1158 train_avg_entropy=1.6695 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=16.3953 train_nonblank_weight_grad_norm_mean=0.0631 train_blank_bias_grad=0.2366 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0779 train_encoder_std=2.3778 train_encoder_token_l2_norm=76.0936 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.53201e-06
2026-04-13 18:43:47,022 | INFO | rank=0 | train preview ref='Всім доброго дня! Вас вітає компанія Альтере. Мене звати Андрій, і сьогодні ми знаходимося на одному з найцікавіших н...' hyp_greedy='' hyp_beam='' avg_output_frames=587.0 avg_target_tokens=194.0 top_tokens=<blank>:1.000
2026-04-13 18:44:28,686 | INFO | rank=0 | epoch=1 step=11520/249868 global_step=2880 train_loss=5.3682 train_main_ctc_loss=5.3682 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.56 grad_norm=4.8295 max_feature_frames=1173 train_avg_blank_prob=0.7156 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.1741 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0819 train_avg_top_logit=8.0819 train_avg_top2_margin=3.8225 train_avg_blank_nonblank_margin=3.8225 train_avg_entropy=2.0341 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.3004 train_nonblank_weight_grad_norm_mean=0.0620 train_blank_bias_grad=-0.0349 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0765 train_encoder_std=2.3139 train_encoder_token_l2_norm=74.0385 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.53735e-06
2026-04-13 18:44:29,120 | INFO | rank=0 | train preview ref='Переговори йшли, але остаточної згоди не досягнули. Були ще провокації, є складна ситуація в самій Туреччині через те...' hyp_greedy='' hyp_beam='' avg_output_frames=586.0 avg_target_tokens=102.0 top_tokens=<blank>:1.000
2026-04-13 18:45:10,656 | INFO | rank=0 | epoch=1 step=11560/249868 global_step=2890 train_loss=5.3869 train_main_ctc_loss=5.3869 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.56 grad_norm=6.7838 max_feature_frames=1172 train_avg_blank_prob=0.7078 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.3276 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0273 train_avg_top_logit=8.0273 train_avg_top2_margin=3.7952 train_avg_blank_nonblank_margin=3.7952 train_avg_entropy=2.0887 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=4.5216 train_nonblank_weight_grad_norm_mean=0.0585 train_blank_bias_grad=0.0664 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0800 train_encoder_std=2.3029 train_encoder_token_l2_norm=73.7058 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.54268e-06
2026-04-13 18:45:11,111 | INFO | rank=0 | train preview ref='Вері гатфайнстаправом знайти докази дуже важко. Це проблема із непомітним саботажем, особливо у програмному забезпече...' hyp_greedy='' hyp_beam='' avg_output_frames=586.0 avg_target_tokens=192.0 top_tokens=<blank>:1.000
2026-04-13 18:45:51,977 | INFO | rank=0 | epoch=1 step=11600/249868 global_step=2900 train_loss=5.2745 train_main_ctc_loss=5.2745 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.56 grad_norm=2.7598 max_feature_frames=1171 train_avg_blank_prob=0.6922 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0190 train_target_tokens_per_frame=0.3242 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9181 train_avg_top_logit=7.9181 train_avg_top2_margin=3.7406 train_avg_blank_nonblank_margin=3.7406 train_avg_entropy=2.1980 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=0.1407 train_nonblank_weight_grad_norm_mean=0.0573 train_blank_bias_grad=-0.0020 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0787 train_encoder_std=2.2521 train_encoder_token_l2_norm=72.0781 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.54802e-06
2026-04-13 18:45:52,405 | INFO | rank=0 | train preview ref='жовтня року в районі населеного пункту Бударки Харківської області загинув воїн з Хмельниччини Олександр Фершин, чоло...' hyp_greedy='' hyp_beam='' avg_output_frames=586.0 avg_target_tokens=190.0 top_tokens=<blank>:1.000
2026-04-13 18:46:35,855 | INFO | rank=0 | epoch=1 step=11640/249868 global_step=2910 train_loss=5.2517 train_main_ctc_loss=5.2517 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.56 grad_norm=10.6040 max_feature_frames=1170 train_avg_blank_prob=0.6907 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0207 train_target_tokens_per_frame=0.2735 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9316 train_avg_top_logit=7.9316 train_avg_top2_margin=3.6650 train_avg_blank_nonblank_margin=3.6650 train_avg_entropy=2.1880 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=6.8132 train_nonblank_weight_grad_norm_mean=0.0601 train_blank_bias_grad=-0.1029 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0820 train_encoder_std=2.2685 train_encoder_token_l2_norm=72.6022 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.55335e-06
2026-04-13 18:46:36,336 | INFO | rank=0 | train preview ref='Доброго дня. Чути мене добре? Так, добре чути. Бо це більше всього, що мене хвилює. Вітання організаторам конференції...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=585.0 avg_target_tokens=160.0 top_tokens=<blank>:1.000
2026-04-13 18:47:19,430 | INFO | rank=0 | epoch=1 step=11680/249868 global_step=2920 train_loss=5.3462 train_main_ctc_loss=5.3462 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.56 grad_norm=9.0905 max_feature_frames=1169 train_avg_blank_prob=0.7161 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.2444 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0410 train_avg_top_logit=8.0410 train_avg_top2_margin=3.8291 train_avg_blank_nonblank_margin=3.8291 train_avg_entropy=2.0376 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=5.7862 train_nonblank_weight_grad_norm_mean=0.0657 train_blank_bias_grad=-0.0873 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0776 train_encoder_std=2.2810 train_encoder_token_l2_norm=72.9953 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.55869e-06
2026-04-13 18:47:19,920 | INFO | rank=0 | train preview ref='З якої би камери я це не дивився. На першій дорожці в мене йде одна камера, в смілі перший дубль, на другій другий ду...' hyp_greedy='' hyp_beam='' avg_output_frames=585.0 avg_target_tokens=143.0 top_tokens=<blank>:1.000
2026-04-13 18:48:01,082 | INFO | rank=0 | epoch=1 step=11720/249868 global_step=2930 train_loss=5.2695 train_main_ctc_loss=5.2695 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.56 grad_norm=5.1141 max_feature_frames=1168 train_avg_blank_prob=0.7342 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.2483 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2192 train_avg_top_logit=8.2192 train_avg_top2_margin=3.8630 train_avg_blank_nonblank_margin=3.8630 train_avg_entropy=1.9178 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.6609 train_nonblank_weight_grad_norm_mean=0.0609 train_blank_bias_grad=0.0389 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0773 train_encoder_std=2.3326 train_encoder_token_l2_norm=74.6469 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.56403e-06
2026-04-13 18:48:01,616 | INFO | rank=0 | train preview ref='Обгрунтовано це робило б, якби ми повністю зачитали би матеріали судово-медичної експертизи, яка, до речі, це ключова...' hyp_greedy='' hyp_beam='' avg_output_frames=584.0 avg_target_tokens=145.0 top_tokens=<blank>:1.000
2026-04-13 18:48:44,627 | INFO | rank=0 | epoch=1 step=11760/249868 global_step=2940 train_loss=5.3395 train_main_ctc_loss=5.3395 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.56 grad_norm=5.9823 max_feature_frames=1167 train_avg_blank_prob=0.6556 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.3305 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7260 train_avg_top_logit=7.7260 train_avg_top2_margin=3.6164 train_avg_blank_nonblank_margin=3.6164 train_avg_entropy=2.4247 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=3.3345 train_nonblank_weight_grad_norm_mean=0.0529 train_blank_bias_grad=-0.0509 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0801 train_encoder_std=2.2058 train_encoder_token_l2_norm=70.6034 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.56936e-06
2026-04-13 18:48:45,052 | INFO | rank=0 | train preview ref='За останні за останній час ворог все таки сконцентрував велику силу на бахмутському напрямку, саме на східному напрям...' hyp_greedy='' hyp_beam=',     ' avg_output_frames=584.0 avg_target_tokens=193.0 top_tokens=<blank>:1.000
2026-04-13 18:49:27,042 | INFO | rank=0 | epoch=1 step=11800/249868 global_step=2950 train_loss=5.6089 train_main_ctc_loss=5.6089 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=30.1716 max_feature_frames=1166 train_avg_blank_prob=0.9453 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0076 train_target_tokens_per_frame=0.1784 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.8679 train_avg_top_logit=10.8679 train_avg_top2_margin=5.3791 train_avg_blank_nonblank_margin=5.3791 train_avg_entropy=0.4425 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=21.1885 train_nonblank_weight_grad_norm_mean=0.0733 train_blank_bias_grad=0.2811 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0674 train_encoder_std=3.0054 train_encoder_token_l2_norm=95.9223 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.5747e-06
2026-04-13 18:49:27,509 | INFO | rank=0 | train preview ref='Ласка на ятрий свої душу. Чекай, не. Ходімо уїде. Сьогодні кажуть, що котлети. Смачно. Пішли. Пішли. Доброго дня. Доб...' hyp_greedy='' hyp_beam='' avg_output_frames=583.0 avg_target_tokens=104.0 top_tokens=<blank>:1.000
2026-04-13 18:50:08,369 | INFO | rank=0 | epoch=1 step=11840/249868 global_step=2960 train_loss=5.2399 train_main_ctc_loss=5.2399 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=2.7379 max_feature_frames=1166 train_avg_blank_prob=0.6601 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.3242 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7393 train_avg_top_logit=7.7393 train_avg_top2_margin=3.6775 train_avg_blank_nonblank_margin=3.6775 train_avg_entropy=2.3877 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=0.2626 train_nonblank_weight_grad_norm_mean=0.0508 train_blank_bias_grad=0.0033 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0792 train_encoder_std=2.2180 train_encoder_token_l2_norm=70.9907 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.58003e-06
2026-04-13 18:50:08,783 | INFO | rank=0 | train preview ref='Батьки просили про індивідуальні консультації вже після сімнадцятої, вісімнадцятої години, коли вони приходили з робо...' hyp_greedy='' hyp_beam='' avg_output_frames=583.0 avg_target_tokens=189.0 top_tokens=<blank>:1.000
2026-04-13 18:50:49,572 | INFO | rank=0 | epoch=1 step=11880/249868 global_step=2970 train_loss=5.2650 train_main_ctc_loss=5.2650 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=14.2919 max_feature_frames=1165 train_avg_blank_prob=0.7385 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.2813 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2333 train_avg_top_logit=8.2333 train_avg_top2_margin=4.0069 train_avg_blank_nonblank_margin=4.0069 train_avg_entropy=1.8937 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.2570 train_nonblank_weight_grad_norm_mean=0.0574 train_blank_bias_grad=0.1483 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0805 train_encoder_std=2.3349 train_encoder_token_l2_norm=74.7240 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.58537e-06
2026-04-13 18:50:50,012 | INFO | rank=0 | train preview ref='Ну, що сказати, дуже нам шкода з приводу смерті ректора. Микола Митник знав ректора понад двадцять років. Чоловік роз...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=583.0 avg_target_tokens=164.0 top_tokens=<blank>:1.000
2026-04-13 18:51:39,799 | INFO | rank=0 | epoch=1 step=11920/249868 global_step=2980 train_loss=5.3457 train_main_ctc_loss=5.3457 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=4.3493 max_feature_frames=1164 train_avg_blank_prob=0.7664 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0153 train_target_tokens_per_frame=0.2852 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4124 train_avg_top_logit=8.4124 train_avg_top2_margin=4.0687 train_avg_blank_nonblank_margin=4.0687 train_avg_entropy=1.7182 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.1524 train_nonblank_weight_grad_norm_mean=0.0637 train_blank_bias_grad=0.0314 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0801 train_encoder_std=2.3737 train_encoder_token_l2_norm=75.9658 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.59071e-06
2026-04-13 18:51:40,232 | INFO | rank=0 | train preview ref='Десь в сюжеті там звучали перевага в тому, що можуть вакцинуватися всі бажаючи. В основному це жителі Хмельницького ч...' hyp_greedy='' hyp_beam=', ' avg_output_frames=582.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-13 18:52:23,656 | INFO | rank=0 | epoch=1 step=11960/249868 global_step=2990 train_loss=5.2952 train_main_ctc_loss=5.2952 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=7.3330 max_feature_frames=1164 train_avg_blank_prob=0.7049 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.2285 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0275 train_avg_top_logit=8.0275 train_avg_top2_margin=3.7663 train_avg_blank_nonblank_margin=3.7663 train_avg_entropy=2.1031 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=5.0334 train_nonblank_weight_grad_norm_mean=0.0709 train_blank_bias_grad=-0.0748 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0798 train_encoder_std=2.3271 train_encoder_token_l2_norm=74.4770 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.59604e-06
2026-04-13 18:52:24,076 | INFO | rank=0 | train preview ref='Вона гривень коштує ця у нас банкнутка. І з іншого боку переговертаємо. Така ось голограма. Україна у нас ну доволі ц...' hyp_greedy='' hyp_beam='' avg_output_frames=582.0 avg_target_tokens=133.0 top_tokens=<blank>:1.000
2026-04-13 18:53:06,270 | INFO | rank=0 | epoch=1 step=12000/249868 global_step=3000 train_loss=5.2564 train_main_ctc_loss=5.2564 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=17.2032 max_feature_frames=1162 train_avg_blank_prob=0.7610 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0162 train_target_tokens_per_frame=0.3373 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4269 train_avg_top_logit=8.4269 train_avg_top2_margin=4.0207 train_avg_blank_nonblank_margin=4.0207 train_avg_entropy=1.7418 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=11.8062 train_nonblank_weight_grad_norm_mean=0.0592 train_blank_bias_grad=0.1668 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0810 train_encoder_std=2.3928 train_encoder_token_l2_norm=76.5792 cpu_rss=24.6GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.60138e-06
2026-04-13 18:53:06,711 | INFO | rank=0 | train preview ref='И с моей точки зрения, если вы имеете полное право говорить о нанофизике, нанохимии, нанобиологии, если ваш объект в ...' hyp_greedy='' hyp_beam=',' avg_output_frames=581.0 avg_target_tokens=196.0 top_tokens=<blank>:1.000
2026-04-13 18:53:06,731 | INFO | rank=0 | epoch 1 step=12000/249868 global_step=3000 reached validation interval; starting validation
2026-04-13 18:59:14,652 | INFO | rank=0 | epoch_0001_step_00003000 complete train_loss=9.8584 val_loss=18.8820 val_main_ctc_loss=18.8820 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9982 val_wer=1.3930 val_avg_blank_prob=0.4020 val_argmax_blank_frac=0.5975 val_avg_top_nonblank_prob=0.1234 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.1901 val_avg_hyp_chars=18.04 val_avg_hyp_words=6.00 val_model_source=raw best_val_wer=1.3930 timing_forward=327.62s timing_teacher=0.00s timing_decode=0.94s timing_gather=0.02s timing_checkpoint_export=181.50s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00003000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 18:59:14,655 | INFO | rank=0 | epoch_0001_step_00003000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=22.60s best_export=20.58s topk_update=69.44s topk_average=68.88s
2026-04-13 18:59:14,655 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 18:59:14,655 | INFO | rank=0 | validation preview hardest_ref='Ти хто єси може?' hardest_hyp='іс іс іс іс іс і'
2026-04-13 19:22:05,079 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/fc2422f2f2b8cbe00544e67fa0f20af16182117d elapsed=22m 50.3s
2026-04-13 19:22:48,142 | INFO | rank=0 | epoch=1 step=12040/249868 global_step=3010 train_loss=5.2819 train_main_ctc_loss=5.2819 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=19.4012 max_feature_frames=1161 train_avg_blank_prob=0.7813 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0159 train_target_tokens_per_frame=0.2857 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5921 train_avg_top_logit=8.5921 train_avg_top2_margin=4.1033 train_avg_blank_nonblank_margin=4.1033 train_avg_entropy=1.6041 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=12.6688 train_nonblank_weight_grad_norm_mean=0.0648 train_blank_bias_grad=0.1772 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0749 train_encoder_std=2.4514 train_encoder_token_l2_norm=78.4208 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.60672e-06
2026-04-13 19:22:48,582 | INFO | rank=0 | train preview ref='Ну або стає васалом Китаю, і навіщо Лукашенко говорити з господарями, які сам є чимось васалом? Можливо, є сенс спроб...' hyp_greedy='' hyp_beam='' avg_output_frames=581.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-13 19:23:30,478 | INFO | rank=0 | epoch=1 step=12080/249868 global_step=3020 train_loss=5.3758 train_main_ctc_loss=5.3758 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=16.1144 max_feature_frames=1161 train_avg_blank_prob=0.6898 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.3270 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9312 train_avg_top_logit=7.9312 train_avg_top2_margin=3.7453 train_avg_blank_nonblank_margin=3.7453 train_avg_entropy=2.2031 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=11.1619 train_nonblank_weight_grad_norm_mean=0.0669 train_blank_bias_grad=-0.1655 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0798 train_encoder_std=2.2800 train_encoder_token_l2_norm=72.9655 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.61205e-06
2026-04-13 19:23:30,947 | INFO | rank=0 | train preview ref='Але потрібно продовжити над цим працювати, тому що досить динамічна війна, війна технологій кожного дня щось робиться...' hyp_greedy='' hyp_beam='' avg_output_frames=581.0 avg_target_tokens=190.0 top_tokens=<blank>:1.000
2026-04-13 19:24:11,311 | INFO | rank=0 | epoch=1 step=12120/249868 global_step=3030 train_loss=5.3099 train_main_ctc_loss=5.3099 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=8.6772 max_feature_frames=1160 train_avg_blank_prob=0.7163 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.3207 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0552 train_avg_top_logit=8.0552 train_avg_top2_margin=3.8621 train_avg_blank_nonblank_margin=3.8621 train_avg_entropy=2.0414 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=5.8305 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=0.0860 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0811 train_encoder_std=2.3031 train_encoder_token_l2_norm=73.7078 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.61739e-06
2026-04-13 19:24:11,775 | INFO | rank=0 | train preview ref='Зокрема, червня працювала спеціальна комісія зарятувальників, представників органів місцевої влади, установ са на під...' hyp_greedy='' hyp_beam='' avg_output_frames=580.0 avg_target_tokens=186.0 top_tokens=<blank>:1.000
2026-04-13 19:24:55,237 | INFO | rank=0 | epoch=1 step=12160/249868 global_step=3040 train_loss=5.4091 train_main_ctc_loss=5.4091 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.55 grad_norm=13.3552 max_feature_frames=1159 train_avg_blank_prob=0.7560 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.3224 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3862 train_avg_top_logit=8.3862 train_avg_top2_margin=3.9724 train_avg_blank_nonblank_margin=3.9724 train_avg_entropy=1.7793 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=9.4640 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=0.1373 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0807 train_encoder_std=2.3819 train_encoder_token_l2_norm=76.2343 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.62272e-06
2026-04-13 19:24:55,652 | INFO | rank=0 | train preview ref='Чотири з половиною мільйони. Минулого місяця, завдяки проведенню у Києві фіналу Ліги чемпіонів УЄФА, аеропорт Бориспі...' hyp_greedy='' hyp_beam='' avg_output_frames=580.0 avg_target_tokens=187.0 top_tokens=<blank>:1.000
2026-04-13 19:25:36,532 | INFO | rank=0 | epoch=1 step=12200/249868 global_step=3050 train_loss=5.2132 train_main_ctc_loss=5.2132 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=2.7794 max_feature_frames=1158 train_avg_blank_prob=0.6840 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0193 train_target_tokens_per_frame=0.3143 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9033 train_avg_top_logit=7.9033 train_avg_top2_margin=3.7029 train_avg_blank_nonblank_margin=3.7029 train_avg_entropy=2.2383 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=0.5756 train_nonblank_weight_grad_norm_mean=0.0531 train_blank_bias_grad=-0.0081 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0817 train_encoder_std=2.2796 train_encoder_token_l2_norm=72.9618 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.62806e-06
2026-04-13 19:25:37,001 | INFO | rank=0 | train preview ref='Це завжди подорож, і завтра ти будеш кращому ніж учора. І це про кожного з нас. Бо ми вчимося один одного. Ти можеш с...' hyp_greedy='' hyp_beam='' avg_output_frames=579.0 avg_target_tokens=182.0 top_tokens=<blank>:1.000
2026-04-13 19:26:18,443 | INFO | rank=0 | epoch=1 step=12240/249868 global_step=3060 train_loss=5.3317 train_main_ctc_loss=5.3317 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=15.8388 max_feature_frames=1157 train_avg_blank_prob=0.7464 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.3109 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2902 train_avg_top_logit=8.2902 train_avg_top2_margin=3.9240 train_avg_blank_nonblank_margin=3.9240 train_avg_entropy=1.8377 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=10.7146 train_nonblank_weight_grad_norm_mean=0.0565 train_blank_bias_grad=0.1529 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0806 train_encoder_std=2.3759 train_encoder_token_l2_norm=76.0356 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.6334e-06
2026-04-13 19:26:18,858 | INFO | rank=0 | train preview ref='Кочегарка школьна там, та тут сіки прильотів мене он басейна тече, бо тому що таке ж двіження. Нушо з бува, що раніше...' hyp_greedy='' hyp_beam='' avg_output_frames=579.0 avg_target_tokens=180.0 top_tokens=<blank>:1.000
2026-04-13 19:27:04,283 | INFO | rank=0 | epoch=1 step=12280/249868 global_step=3070 train_loss=5.3404 train_main_ctc_loss=5.3404 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=13.2176 max_feature_frames=1156 train_avg_blank_prob=0.7768 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0153 train_target_tokens_per_frame=0.2699 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5260 train_avg_top_logit=8.5260 train_avg_top2_margin=4.0969 train_avg_blank_nonblank_margin=4.0969 train_avg_entropy=1.6401 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=9.2728 train_nonblank_weight_grad_norm_mean=0.0645 train_blank_bias_grad=0.1327 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0792 train_encoder_std=2.4154 train_encoder_token_l2_norm=77.3006 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.63873e-06
2026-04-13 19:27:04,711 | INFO | rank=0 | train preview ref='Ми побудували за кожці прихожан, ми нічого не порушили. Військовий стан для чого розривати ці позбавляти, ці річ не п...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=578.0 avg_target_tokens=156.0 top_tokens=<blank>:1.000
2026-04-13 19:27:50,046 | INFO | rank=0 | epoch=1 step=12320/249868 global_step=3080 train_loss=5.3072 train_main_ctc_loss=5.3072 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=33.6578 max_feature_frames=1155 train_avg_blank_prob=0.6611 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0200 train_target_tokens_per_frame=0.2509 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7509 train_avg_top_logit=7.7509 train_avg_top2_margin=3.6263 train_avg_blank_nonblank_margin=3.6263 train_avg_entropy=2.3806 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=23.3227 train_nonblank_weight_grad_norm_mean=0.0742 train_blank_bias_grad=-0.3550 train_nonblank_bias_grad_mean=0.0007 train_encoder_mean=-0.0791 train_encoder_std=2.2254 train_encoder_token_l2_norm=71.2213 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.64407e-06
2026-04-13 19:27:50,466 | INFO | rank=0 | train preview ref='На хатні іконах чи ікони на шклі, що Гуцули творили, і властиво тут ми бачимо, то також якісь такі мотиви подібні, та...' hyp_greedy='' hyp_beam=',     ,  ' avg_output_frames=578.0 avg_target_tokens=145.0 top_tokens=<blank>:1.000
2026-04-13 19:28:33,460 | INFO | rank=0 | epoch=1 waiting for training batch 12352/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-13 19:28:35,357 | INFO | rank=0 | batch_timing epoch=1 batch=12352/249868 global_step=3088 data_wait=5.6s step_compute=1.3s batch_size=1 effective_frames=1155 max_feature_frames=1155 target_tokens=208
2026-04-13 19:28:45,233 | INFO | rank=0 | epoch=1 step=12360/249868 global_step=3090 train_loss=5.2961 train_main_ctc_loss=5.2961 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=3.6433 max_feature_frames=1155 train_avg_blank_prob=0.7185 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.3270 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0830 train_avg_top_logit=8.0830 train_avg_top2_margin=3.8201 train_avg_blank_nonblank_margin=3.8201 train_avg_entropy=2.0208 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.1279 train_nonblank_weight_grad_norm_mean=0.0532 train_blank_bias_grad=0.0317 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0786 train_encoder_std=2.3062 train_encoder_token_l2_norm=73.8101 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.6494e-06
2026-04-13 19:28:45,662 | INFO | rank=0 | train preview ref='Станом на березня в Любомирівці проживає сто тридцять дві людини, говорить Олег Пилипенко. Люди повертаються до своїх...' hyp_greedy='' hyp_beam='' avg_output_frames=578.0 avg_target_tokens=189.0 top_tokens=<blank>:1.000
2026-04-13 19:29:27,402 | INFO | rank=0 | epoch=1 step=12400/249868 global_step=3100 train_loss=5.3640 train_main_ctc_loss=5.3640 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=17.4859 max_feature_frames=1154 train_avg_blank_prob=0.7324 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.3102 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2080 train_avg_top_logit=8.2080 train_avg_top2_margin=3.8821 train_avg_blank_nonblank_margin=3.8821 train_avg_entropy=1.9272 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=12.6413 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=0.1805 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0797 train_encoder_std=2.3368 train_encoder_token_l2_norm=74.7791 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.65474e-06
2026-04-13 19:29:27,855 | INFO | rank=0 | train preview ref="Для того щоб депутати розуміли, що не треба робити, для того, щоб не стати корупціонерами, у зв'язку з воєнним станом..." hyp_greedy='' hyp_beam=',    ' avg_output_frames=577.0 avg_target_tokens=179.0 top_tokens=<blank>:1.000
2026-04-13 19:30:12,482 | INFO | rank=0 | epoch=1 step=12440/249868 global_step=3110 train_loss=5.4278 train_main_ctc_loss=5.4278 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=12.2672 max_feature_frames=1153 train_avg_blank_prob=0.6983 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2790 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0416 train_avg_top_logit=8.0416 train_avg_top2_margin=3.6880 train_avg_blank_nonblank_margin=3.6880 train_avg_entropy=2.1352 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=8.4833 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=-0.1272 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0781 train_encoder_std=2.3429 train_encoder_token_l2_norm=74.9800 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.66008e-06
2026-04-13 19:30:12,920 | INFO | rank=0 | train preview ref="І за це двадцять п'ять років сталінських концтаборів, не просто сталінських констаборів, панове, московсько-сталінськ..." hyp_greedy='' hyp_beam='' avg_output_frames=577.0 avg_target_tokens=161.0 top_tokens=<blank>:1.000
2026-04-13 19:30:55,518 | INFO | rank=0 | epoch=1 step=12480/249868 global_step=3120 train_loss=5.4081 train_main_ctc_loss=5.4081 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=11.7599 max_feature_frames=1152 train_avg_blank_prob=0.7858 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.2587 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6667 train_avg_top_logit=8.6667 train_avg_top2_margin=4.0278 train_avg_blank_nonblank_margin=4.0278 train_avg_entropy=1.5556 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=8.2780 train_nonblank_weight_grad_norm_mean=0.0675 train_blank_bias_grad=-0.1207 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0739 train_encoder_std=2.5075 train_encoder_token_l2_norm=80.2041 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.66541e-06
2026-04-13 19:30:55,984 | INFO | rank=0 | train preview ref='Посунути нас вони не вдаються. Тобто, зокрема, в нашому секторі ми зараз знаходимося на Бахмутському напрямку, на одн...' hyp_greedy='' hyp_beam='' avg_output_frames=576.0 avg_target_tokens=149.0 top_tokens=<blank>:1.000
2026-04-13 19:31:40,458 | INFO | rank=0 | epoch=1 step=12520/249868 global_step=3130 train_loss=5.2707 train_main_ctc_loss=5.2707 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.54 grad_norm=3.3247 max_feature_frames=1152 train_avg_blank_prob=0.7112 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.3455 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0556 train_avg_top_logit=8.0556 train_avg_top2_margin=3.8611 train_avg_blank_nonblank_margin=3.8611 train_avg_entropy=2.0694 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=0.8798 train_nonblank_weight_grad_norm_mean=0.0651 train_blank_bias_grad=-0.0120 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0825 train_encoder_std=2.3062 train_encoder_token_l2_norm=73.8118 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.67075e-06
2026-04-13 19:31:40,919 | INFO | rank=0 | train preview ref='Представники цього зоопарку шукають ведмедів, які живуть у поганих умовах. І для цих ведмедів цей проєкт це як вийти ...' hyp_greedy='' hyp_beam='' avg_output_frames=576.0 avg_target_tokens=199.0 top_tokens=<blank>:1.000
2026-04-13 19:32:23,861 | INFO | rank=0 | epoch=1 step=12560/249868 global_step=3140 train_loss=5.3914 train_main_ctc_loss=5.3914 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=5.3564 max_feature_frames=1151 train_avg_blank_prob=0.7177 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0170 train_target_tokens_per_frame=0.2743 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1111 train_avg_top_logit=8.1111 train_avg_top2_margin=3.8889 train_avg_blank_nonblank_margin=3.8889 train_avg_entropy=2.0278 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=3.3161 train_nonblank_weight_grad_norm_mean=0.0663 train_blank_bias_grad=-0.0486 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0762 train_encoder_std=2.3030 train_encoder_token_l2_norm=73.7071 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.67608e-06
2026-04-13 19:32:24,281 | INFO | rank=0 | train preview ref='До одних доходить, до інших ні. Інколи вони все одно знають, знаєте, все одно нічого не зміниться, все одно грати не ...' hyp_greedy='' hyp_beam=',   ,' avg_output_frames=576.0 avg_target_tokens=158.0 top_tokens=<blank>:1.000
2026-04-13 19:33:05,094 | INFO | rank=0 | epoch=1 step=12600/249868 global_step=3150 train_loss=5.1595 train_main_ctc_loss=5.1595 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=9.4232 max_feature_frames=1150 train_avg_blank_prob=0.7004 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0166 train_target_tokens_per_frame=0.2974 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9583 train_avg_top_logit=7.9583 train_avg_top2_margin=3.8678 train_avg_blank_nonblank_margin=3.8678 train_avg_entropy=2.1426 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=6.7419 train_nonblank_weight_grad_norm_mean=0.0602 train_blank_bias_grad=0.0987 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0809 train_encoder_std=2.2588 train_encoder_token_l2_norm=72.2951 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.68142e-06
2026-04-13 19:33:05,535 | INFO | rank=0 | train preview ref='Механізм такий пацієнт звертається до медичного працівника. Якщо потрібно проходить певні до обстеження, якщо не потр...' hyp_greedy='' hyp_beam=', ' avg_output_frames=575.0 avg_target_tokens=171.0 top_tokens=<blank>:1.000
2026-04-13 19:33:46,393 | INFO | rank=0 | epoch=1 step=12640/249868 global_step=3160 train_loss=5.3620 train_main_ctc_loss=5.3620 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=25.5938 max_feature_frames=1149 train_avg_blank_prob=0.6843 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0190 train_target_tokens_per_frame=0.2696 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9026 train_avg_top_logit=7.9026 train_avg_top2_margin=3.7009 train_avg_blank_nonblank_margin=3.7009 train_avg_entropy=2.2400 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=17.9784 train_nonblank_weight_grad_norm_mean=0.0773 train_blank_bias_grad=-0.2717 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0792 train_encoder_std=2.2760 train_encoder_token_l2_norm=72.8429 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.68676e-06
2026-04-13 19:33:46,819 | INFO | rank=0 | train preview ref="Створено духовно-просвітницький центр Возрождження з метою пропаганди якого православ'я? Московського православ'я, то..." hyp_greedy='' hyp_beam='' avg_output_frames=575.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 19:34:29,106 | INFO | rank=0 | epoch=1 step=12680/249868 global_step=3170 train_loss=5.1669 train_main_ctc_loss=5.1669 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=32.6755 max_feature_frames=1148 train_avg_blank_prob=0.7137 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.2997 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0836 train_avg_top_logit=8.0836 train_avg_top2_margin=3.8188 train_avg_blank_nonblank_margin=3.8188 train_avg_entropy=2.0488 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=24.9341 train_nonblank_weight_grad_norm_mean=0.0962 train_blank_bias_grad=-0.3112 train_nonblank_bias_grad_mean=0.0006 train_encoder_mean=-0.0816 train_encoder_std=2.3279 train_encoder_token_l2_norm=74.5073 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.69209e-06
2026-04-13 19:34:29,549 | INFO | rank=0 | train preview ref='Вісім років до початку повномасштабного вторгнення Росії подружжя прожило в Запоріжжі, розповідає дружина Світлана Па...' hyp_greedy='' hyp_beam='' avg_output_frames=574.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 19:35:11,307 | INFO | rank=0 | epoch=1 step=12720/249868 global_step=3180 train_loss=5.2333 train_main_ctc_loss=5.2333 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=17.2904 max_feature_frames=1147 train_avg_blank_prob=0.6675 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0193 train_target_tokens_per_frame=0.2805 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8049 train_avg_top_logit=7.8049 train_avg_top2_margin=3.6516 train_avg_blank_nonblank_margin=3.6516 train_avg_entropy=2.3415 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=12.3564 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=-0.1808 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0792 train_encoder_std=2.2478 train_encoder_token_l2_norm=71.9440 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.69743e-06
2026-04-13 19:35:11,744 | INFO | rank=0 | train preview ref='Ти їм дала гроші, що саме більше потрібно. А ні, то термобілізна, носки, їм все треба. Зі слів Неоніли, вона намагаєт...' hyp_greedy='' hyp_beam=', ' avg_output_frames=574.0 avg_target_tokens=161.0 top_tokens=<blank>:1.000
2026-04-13 19:35:53,599 | INFO | rank=0 | epoch=1 step=12760/249868 global_step=3190 train_loss=6.2953 train_main_ctc_loss=6.2953 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=7.7259 max_feature_frames=1146 train_avg_blank_prob=0.7555 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.4695 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3770 train_avg_top_logit=8.3770 train_avg_top2_margin=3.9372 train_avg_blank_nonblank_margin=3.9372 train_avg_entropy=1.7731 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=4.1240 train_nonblank_weight_grad_norm_mean=0.0690 train_blank_bias_grad=0.0594 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0781 train_encoder_std=2.4050 train_encoder_token_l2_norm=76.9682 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.70277e-06
2026-04-13 19:35:54,053 | INFO | rank=0 | train preview ref="One tonight? Yeah. Maybe a week, I don't know. I've I just need to find a place to see if I'm happy with it. Uh-huh. ..." hyp_greedy='' hyp_beam='' avg_output_frames=573.0 avg_target_tokens=269.0 top_tokens=<blank>:1.000
2026-04-13 19:36:36,879 | INFO | rank=0 | epoch=1 step=12800/249868 global_step=3200 train_loss=5.2129 train_main_ctc_loss=5.2129 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=4.6987 max_feature_frames=1146 train_avg_blank_prob=0.6938 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.3002 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9860 train_avg_top_logit=7.9860 train_avg_top2_margin=3.7696 train_avg_blank_nonblank_margin=3.7696 train_avg_entropy=2.1780 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.8705 train_nonblank_weight_grad_norm_mean=0.0530 train_blank_bias_grad=-0.0421 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0847 train_encoder_std=2.2769 train_encoder_token_l2_norm=72.8805 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.7081e-06
2026-04-13 19:36:37,342 | INFO | rank=0 | train preview ref='Вісім років до початку повномасштабного вторгнення Росії подружжя прожило в Запоріжжі, розповідає дружина Світлана Па...' hyp_greedy='' hyp_beam='' avg_output_frames=573.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 19:37:19,810 | INFO | rank=0 | epoch=1 step=12840/249868 global_step=3210 train_loss=5.3779 train_main_ctc_loss=5.3779 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=5.7462 max_feature_frames=1145 train_avg_blank_prob=0.7161 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.1853 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1119 train_avg_top_logit=8.1119 train_avg_top2_margin=3.8322 train_avg_blank_nonblank_margin=3.8322 train_avg_entropy=2.0280 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=3.8493 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=-0.0555 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0790 train_encoder_std=2.3103 train_encoder_token_l2_norm=73.9386 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.71344e-06
2026-04-13 19:37:20,256 | INFO | rank=0 | train preview ref="Ну і що ще обов'язковому порядку важливо, це те, що зазначені підрозділи будуть декілька місяців готуватися, тобто бу..." hyp_greedy='' hyp_beam='' avg_output_frames=572.0 avg_target_tokens=106.0 top_tokens=<blank>:1.000
2026-04-13 19:38:00,309 | INFO | rank=0 | epoch=1 step=12880/249868 global_step=3220 train_loss=5.2444 train_main_ctc_loss=5.2444 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.53 grad_norm=10.5326 max_feature_frames=1144 train_avg_blank_prob=0.7357 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.2850 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2238 train_avg_top_logit=8.2238 train_avg_top2_margin=3.9161 train_avg_blank_nonblank_margin=3.9161 train_avg_entropy=1.9021 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=7.3954 train_nonblank_weight_grad_norm_mean=0.0550 train_blank_bias_grad=0.1067 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0811 train_encoder_std=2.3517 train_encoder_token_l2_norm=75.2703 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.71877e-06
2026-04-13 19:38:00,763 | INFO | rank=0 | train preview ref='Вимоги до документів, які має надати учасник. Стосовно пункту третього, інформаційна довідка з єдиного державного реє...' hyp_greedy='' hyp_beam='' avg_output_frames=572.0 avg_target_tokens=163.0 top_tokens=<blank>:1.000
2026-04-13 19:38:57,118 | INFO | rank=0 | epoch=1 step=12920/249868 global_step=3230 train_loss=5.2361 train_main_ctc_loss=5.2361 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=4.9376 max_feature_frames=1144 train_avg_blank_prob=0.6562 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0200 train_target_tokens_per_frame=0.3462 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7762 train_avg_top_logit=7.7762 train_avg_top2_margin=3.6084 train_avg_blank_nonblank_margin=3.6084 train_avg_entropy=2.4056 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5776 train_blank_weight_grad_norm=2.8508 train_nonblank_weight_grad_norm_mean=0.0627 train_blank_bias_grad=-0.0419 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0850 train_encoder_std=2.2427 train_encoder_token_l2_norm=71.7849 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.72411e-06
2026-04-13 19:38:57,573 | INFO | rank=0 | train preview ref='В такий час на цей позашляховик тренери, спортсмени та батьки зібрали двісті тисяч гривень впродовж трьох місяців, ро...' hyp_greedy='' hyp_beam='.      ' avg_output_frames=572.0 avg_target_tokens=198.0 top_tokens=<blank>:1.000
2026-04-13 19:39:41,230 | INFO | rank=0 | epoch=1 step=12960/249868 global_step=3240 train_loss=5.2715 train_main_ctc_loss=5.2715 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=15.1550 max_feature_frames=1142 train_avg_blank_prob=0.6696 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0207 train_target_tokens_per_frame=0.2697 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8459 train_avg_top_logit=7.8459 train_avg_top2_margin=3.5867 train_avg_blank_nonblank_margin=3.5867 train_avg_entropy=2.3117 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=10.4146 train_nonblank_weight_grad_norm_mean=0.0632 train_blank_bias_grad=-0.1535 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0789 train_encoder_std=2.2609 train_encoder_token_l2_norm=72.3545 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.72945e-06
2026-04-13 19:39:41,683 | INFO | rank=0 | train preview ref='І перше, що вам необхідно знати, так це наступне. Якщо дільником, тобто числом, на яке ділять, є десятковий дріб, то ...' hyp_greedy='' hyp_beam='' avg_output_frames=571.0 avg_target_tokens=154.0 top_tokens=<blank>:1.000
2026-04-13 19:40:28,007 | INFO | rank=0 | epoch=1 step=13000/249868 global_step=3250 train_loss=5.1751 train_main_ctc_loss=5.1751 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=13.2802 max_feature_frames=1141 train_avg_blank_prob=0.7188 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.2925 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1261 train_avg_top_logit=8.1261 train_avg_top2_margin=3.8109 train_avg_blank_nonblank_margin=3.8109 train_avg_entropy=2.0175 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=9.4651 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=-0.1387 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0815 train_encoder_std=2.3461 train_encoder_token_l2_norm=75.0869 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.73478e-06
2026-04-13 19:40:28,454 | INFO | rank=0 | train preview ref='Стає дуже популярним саме в такій критичній граничній ситуації історичній. Знову поети ходять на передову і разом з н...' hyp_greedy='' hyp_beam=',    ' avg_output_frames=571.0 avg_target_tokens=167.0 top_tokens=<blank>:1.000
2026-04-13 19:41:09,923 | INFO | rank=0 | epoch=1 step=13040/249868 global_step=3260 train_loss=5.1683 train_main_ctc_loss=5.1683 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=4.9760 max_feature_frames=1141 train_avg_blank_prob=0.6927 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0190 train_target_tokens_per_frame=0.3222 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9580 train_avg_top_logit=7.9580 train_avg_top2_margin=3.7548 train_avg_blank_nonblank_margin=3.7548 train_avg_entropy=2.1856 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.6532 train_nonblank_weight_grad_norm_mean=0.0588 train_blank_bias_grad=-0.0374 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0770 train_encoder_std=2.2811 train_encoder_token_l2_norm=72.9953 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.74012e-06
2026-04-13 19:41:10,367 | INFO | rank=0 | train preview ref='Крайніх точках зробили потужні наступальні дії, і зараз, звичайно, йде й далі. Боротьба за стратичну ініціативу не мо...' hyp_greedy='' hyp_beam='' avg_output_frames=571.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 19:41:53,187 | INFO | rank=0 | epoch=1 step=13080/249868 global_step=3270 train_loss=5.2753 train_main_ctc_loss=5.2753 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=3.4692 max_feature_frames=1140 train_avg_blank_prob=0.7158 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.2719 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1404 train_avg_top_logit=8.1404 train_avg_top2_margin=3.8175 train_avg_blank_nonblank_margin=3.8175 train_avg_entropy=2.0351 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.4954 train_nonblank_weight_grad_norm_mean=0.0579 train_blank_bias_grad=0.0223 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0796 train_encoder_std=2.3437 train_encoder_token_l2_norm=75.0071 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.74545e-06
2026-04-13 19:41:53,637 | INFO | rank=0 | train preview ref='І зеків виконання кампанії з іншої сторони, вони хочуть прорвати оборону Бахмуту, але ні до Бахмуту, ні до Чового яру...' hyp_greedy='' hyp_beam='' avg_output_frames=570.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 19:42:37,189 | INFO | rank=0 | epoch=1 step=13120/249868 global_step=3280 train_loss=5.2738 train_main_ctc_loss=5.2738 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=8.8841 max_feature_frames=1139 train_avg_blank_prob=0.7207 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.3123 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1404 train_avg_top_logit=8.1404 train_avg_top2_margin=3.8737 train_avg_blank_nonblank_margin=3.8737 train_avg_entropy=2.0070 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.3701 train_nonblank_weight_grad_norm_mean=0.0562 train_blank_bias_grad=0.0912 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0821 train_encoder_std=2.3268 train_encoder_token_l2_norm=74.4716 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.75079e-06
2026-04-13 19:42:37,619 | INFO | rank=0 | train preview ref='Прошу виставляти. Ми хочемо. Думаю, що будемо виставляти для того, щоб брак приміщень. Ми властивна ті території, хоч...' hyp_greedy='' hyp_beam=',    ' avg_output_frames=570.0 avg_target_tokens=178.0 top_tokens=<blank>:1.000
2026-04-13 19:43:23,339 | INFO | rank=0 | epoch=1 step=13160/249868 global_step=3290 train_loss=5.3909 train_main_ctc_loss=5.3909 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=21.4734 max_feature_frames=1138 train_avg_blank_prob=0.7210 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0200 train_target_tokens_per_frame=0.2285 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2109 train_avg_top_logit=8.2109 train_avg_top2_margin=3.7680 train_avg_blank_nonblank_margin=3.7680 train_avg_entropy=1.9824 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=15.1213 train_nonblank_weight_grad_norm_mean=0.0714 train_blank_bias_grad=-0.2217 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0761 train_encoder_std=2.3984 train_encoder_token_l2_norm=76.7322 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.75613e-06
2026-04-13 19:43:23,765 | INFO | rank=0 | train preview ref="Ми маємо переглянути наші підходи і від інформування перейти до оповіщення, тобто до пояснення, роз'яснення, посилити..." hyp_greedy='' hyp_beam='' avg_output_frames=569.0 avg_target_tokens=130.0 top_tokens=<blank>:1.000
2026-04-13 19:44:05,479 | INFO | rank=0 | epoch=1 step=13200/249868 global_step=3300 train_loss=6.4811 train_main_ctc_loss=6.4811 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=19.0500 max_feature_frames=1138 train_avg_blank_prob=0.7494 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0171 train_target_tokens_per_frame=0.6714 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3234 train_avg_top_logit=8.3234 train_avg_top2_margin=3.9649 train_avg_blank_nonblank_margin=3.9649 train_avg_entropy=1.8137 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=12.9483 train_nonblank_weight_grad_norm_mean=0.0688 train_blank_bias_grad=0.1868 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0783 train_encoder_std=2.3730 train_encoder_token_l2_norm=75.9430 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.76146e-06
2026-04-13 19:44:05,973 | INFO | rank=0 | train preview ref="Um, I will shortly translate uh Titana's uh comments. So uh basically this is a follow-up to what Marta has said um a..." hyp_greedy='' hyp_beam='' avg_output_frames=569.0 avg_target_tokens=382.0 top_tokens=<blank>:1.000
2026-04-13 19:44:49,208 | INFO | rank=0 | epoch=1 step=13240/249868 global_step=3310 train_loss=5.3414 train_main_ctc_loss=5.3414 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.52 grad_norm=20.0961 max_feature_frames=1137 train_avg_blank_prob=0.7313 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0165 train_target_tokens_per_frame=0.3392 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2109 train_avg_top_logit=8.2109 train_avg_top2_margin=3.9367 train_avg_blank_nonblank_margin=3.9367 train_avg_entropy=1.9402 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=13.9406 train_nonblank_weight_grad_norm_mean=0.0591 train_blank_bias_grad=0.2003 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0819 train_encoder_std=2.3071 train_encoder_token_l2_norm=73.8405 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.7668e-06
2026-04-13 19:44:49,659 | INFO | rank=0 | train preview ref='Світлана Веремеєнко двадцять вісім років працює вчителькою початкових класів у Миколаївській загальноосвітній школі N...' hyp_greedy='' hyp_beam='' avg_output_frames=569.0 avg_target_tokens=193.0 top_tokens=<blank>:1.000
2026-04-13 19:45:31,165 | INFO | rank=0 | epoch=1 step=13280/249868 global_step=3320 train_loss=5.1018 train_main_ctc_loss=5.1018 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=2.5590 max_feature_frames=1136 train_avg_blank_prob=0.7369 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.2570 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2254 train_avg_top_logit=8.2254 train_avg_top2_margin=3.9437 train_avg_blank_nonblank_margin=3.9437 train_avg_entropy=1.9014 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.0944 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=-0.0002 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0829 train_encoder_std=2.3326 train_encoder_token_l2_norm=74.6538 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.77214e-06
2026-04-13 19:45:31,575 | INFO | rank=0 | train preview ref='Зазвичай замучені, змучені люди, на такому емоційному шоці переживання. Але тут ми даємо їм можливість відпочити. Ми ...' hyp_greedy='' hyp_beam='' avg_output_frames=568.0 avg_target_tokens=146.0 top_tokens=<blank>:1.000
2026-04-13 19:46:14,413 | INFO | rank=0 | epoch=1 step=13320/249868 global_step=3330 train_loss=5.1607 train_main_ctc_loss=5.1607 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=9.9708 max_feature_frames=1135 train_avg_blank_prob=0.7109 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.2676 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1127 train_avg_top_logit=8.1127 train_avg_top2_margin=3.8028 train_avg_blank_nonblank_margin=3.8028 train_avg_entropy=2.0563 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.7869 train_nonblank_weight_grad_norm_mean=0.0636 train_blank_bias_grad=-0.0992 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0811 train_encoder_std=2.3205 train_encoder_token_l2_norm=74.2690 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.77747e-06
2026-04-13 19:46:14,854 | INFO | rank=0 | train preview ref='Установи стосовно того і сан епідемстанція, тобто стосовно того, які чи непорушені норми щодо випромінювання, і про с...' hyp_greedy='' hyp_beam=',  , ' avg_output_frames=568.0 avg_target_tokens=152.0 top_tokens=<blank>:1.000
2026-04-13 19:47:03,349 | INFO | rank=0 | epoch=1 step=13360/249868 global_step=3340 train_loss=5.3553 train_main_ctc_loss=5.3553 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=5.8950 max_feature_frames=1134 train_avg_blank_prob=0.7473 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.2063 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3527 train_avg_top_logit=8.3527 train_avg_top2_margin=3.9224 train_avg_blank_nonblank_margin=3.9224 train_avg_entropy=1.8201 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=3.7497 train_nonblank_weight_grad_norm_mean=0.0631 train_blank_bias_grad=-0.0542 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0815 train_encoder_std=2.3807 train_encoder_token_l2_norm=76.1939 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.78281e-06
2026-04-13 19:47:03,778 | INFO | rank=0 | train preview ref='Списується, вона йде на здачу макулатури за кошти, які виручені від макулатури, щорічно бібліотека купує, має можливі...' hyp_greedy='' hyp_beam=',   ' avg_output_frames=567.0 avg_target_tokens=117.0 top_tokens=<blank>:1.000
2026-04-13 19:47:46,641 | INFO | rank=0 | epoch=1 step=13400/249868 global_step=3350 train_loss=5.2576 train_main_ctc_loss=5.2576 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=20.9488 max_feature_frames=1133 train_avg_blank_prob=0.7110 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.2399 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1270 train_avg_top_logit=8.1270 train_avg_top2_margin=3.7813 train_avg_blank_nonblank_margin=3.7813 train_avg_entropy=2.0600 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=14.1991 train_nonblank_weight_grad_norm_mean=0.0649 train_blank_bias_grad=-0.2098 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0806 train_encoder_std=2.3381 train_encoder_token_l2_norm=74.8328 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.78814e-06
2026-04-13 19:47:47,141 | INFO | rank=0 | train preview ref='Різдво прийшло і на лінію фронту. Наскільки тяжко було зібратися усім разом, відкинути те, що навколо і в себе отрима...' hyp_greedy='' hyp_beam='' avg_output_frames=567.0 avg_target_tokens=136.0 top_tokens=<blank>:1.000
2026-04-13 19:48:33,826 | INFO | rank=0 | epoch=1 step=13440/249868 global_step=3360 train_loss=5.2625 train_main_ctc_loss=5.2625 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=9.2593 max_feature_frames=1133 train_avg_blank_prob=0.7079 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.3157 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0705 train_avg_top_logit=8.0705 train_avg_top2_margin=3.8095 train_avg_blank_nonblank_margin=3.8095 train_avg_entropy=2.0882 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.7584 train_nonblank_weight_grad_norm_mean=0.0581 train_blank_bias_grad=0.0996 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0820 train_encoder_std=2.3037 train_encoder_token_l2_norm=73.7358 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.79348e-06
2026-04-13 19:48:34,287 | INFO | rank=0 | train preview ref='Не сто відсотків можливо, тому що ну це їх буде багато і буде виснажені всі автономні джерела живлення. А якщо закінч...' hyp_greedy='' hyp_beam='' avg_output_frames=567.0 avg_target_tokens=179.0 top_tokens=<blank>:1.000
2026-04-13 19:49:16,216 | INFO | rank=0 | epoch=1 step=13480/249868 global_step=3370 train_loss=5.4453 train_main_ctc_loss=5.4453 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=9.5316 max_feature_frames=1132 train_avg_blank_prob=0.7799 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0151 train_target_tokens_per_frame=0.2597 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5371 train_avg_top_logit=8.5371 train_avg_top2_margin=4.0989 train_avg_blank_nonblank_margin=4.0989 train_avg_entropy=1.6254 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.6629 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=0.0971 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0779 train_encoder_std=2.3962 train_encoder_token_l2_norm=76.6796 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.79882e-06
2026-04-13 19:49:16,641 | INFO | rank=0 | train preview ref='Так, так, так, так. Ну і інші вимоги. Ну до інших вимог, може я тут вже не чіпаю там забезпечення тендерної пропозиці...' hyp_greedy='' hyp_beam='' avg_output_frames=566.0 avg_target_tokens=147.0 top_tokens=<blank>:1.000
2026-04-13 19:50:01,602 | INFO | rank=0 | epoch=1 step=13520/249868 global_step=3380 train_loss=6.3839 train_main_ctc_loss=6.3839 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=10.7024 max_feature_frames=1131 train_avg_blank_prob=0.7178 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0177 train_target_tokens_per_frame=0.2544 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0848 train_avg_top_logit=8.0848 train_avg_top2_margin=3.8445 train_avg_blank_nonblank_margin=3.8445 train_avg_entropy=2.0353 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=7.7697 train_nonblank_weight_grad_norm_mean=0.0821 train_blank_bias_grad=-0.1144 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0771 train_encoder_std=2.2739 train_encoder_token_l2_norm=72.7737 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.80415e-06
2026-04-13 19:50:02,008 | INFO | rank=0 | train preview ref='Дуже ретельно до того, що буде відбуватися навесні влітку, або коли ми будемо готові до цього, пане Костянтине. І мож...' hyp_greedy='' hyp_beam='' avg_output_frames=566.0 avg_target_tokens=144.0 top_tokens=<blank>:1.000
2026-04-13 19:50:43,788 | INFO | rank=0 | epoch=1 step=13560/249868 global_step=3390 train_loss=5.3654 train_main_ctc_loss=5.3654 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=7.3761 max_feature_frames=1131 train_avg_blank_prob=0.7758 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0166 train_target_tokens_per_frame=0.2389 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5522 train_avg_top_logit=8.5522 train_avg_top2_margin=4.0496 train_avg_blank_nonblank_margin=4.0496 train_avg_entropy=1.6425 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=4.6111 train_nonblank_weight_grad_norm_mean=0.0592 train_blank_bias_grad=-0.0708 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0815 train_encoder_std=2.3966 train_encoder_token_l2_norm=76.7043 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.80949e-06
2026-04-13 19:50:44,216 | INFO | rank=0 | train preview ref='Після того, як ми отримали звернення, ми опрацьовуємо це звернення. Дуже багато випадків, коли жертва домашнього наси...' hyp_greedy='' hyp_beam='' avg_output_frames=565.0 avg_target_tokens=135.0 top_tokens=<blank>:1.000
2026-04-13 19:51:17,646 | INFO | rank=0 | epoch=1 waiting for training batch 13590/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-13 19:51:30,364 | INFO | rank=0 | epoch=1 step=13600/249868 global_step=3400 train_loss=5.2414 train_main_ctc_loss=5.2414 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.51 grad_norm=4.8156 max_feature_frames=1130 train_avg_blank_prob=0.7990 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0146 train_target_tokens_per_frame=0.1912 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7221 train_avg_top_logit=8.7221 train_avg_top2_margin=4.2195 train_avg_blank_nonblank_margin=4.2195 train_avg_entropy=1.4938 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.6313 train_nonblank_weight_grad_norm_mean=0.0674 train_blank_bias_grad=-0.0349 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0771 train_encoder_std=2.4272 train_encoder_token_l2_norm=77.6615 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.81482e-06
2026-04-13 19:51:30,798 | INFO | rank=0 | train preview ref='І російською говорити, на жаль, часто навіть дублював кацапських акторів, в яких був диалект, але саме і такий був до...' hyp_greedy='' hyp_beam='' avg_output_frames=565.0 avg_target_tokens=108.0 top_tokens=<blank>:1.000
2026-04-13 19:52:11,707 | INFO | rank=0 | epoch=1 step=13640/249868 global_step=3410 train_loss=5.2969 train_main_ctc_loss=5.2969 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=2.6845 max_feature_frames=1128 train_avg_blank_prob=0.7592 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0165 train_target_tokens_per_frame=0.2145 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3972 train_avg_top_logit=8.3972 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=1.7589 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.1373 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=0.0020 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0786 train_encoder_std=2.3675 train_encoder_token_l2_norm=75.7710 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.82016e-06
2026-04-13 19:52:12,127 | INFO | rank=0 | train preview ref='Наш самый старый пациент. Он находится в коме уже несколько лет. Слуга, что я. Боб! Боб, неужели ты очнулся? Не спеши...' hyp_greedy='' hyp_beam='' avg_output_frames=564.0 avg_target_tokens=121.0 top_tokens=<blank>:1.000
2026-04-13 19:52:55,158 | INFO | rank=0 | epoch=1 step=13680/249868 global_step=3420 train_loss=5.2590 train_main_ctc_loss=5.2590 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=2.7425 max_feature_frames=1128 train_avg_blank_prob=0.6806 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0187 train_target_tokens_per_frame=0.2748 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8865 train_avg_top_logit=7.8865 train_avg_top2_margin=3.7447 train_avg_blank_nonblank_margin=3.7447 train_avg_entropy=2.2553 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.3640 train_nonblank_weight_grad_norm_mean=0.0519 train_blank_bias_grad=-0.0067 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0833 train_encoder_std=2.2311 train_encoder_token_l2_norm=71.4164 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.8255e-06
2026-04-13 19:52:55,573 | INFO | rank=0 | train preview ref="Зараз воює на передовій, оскільки до цього Віталій мав двадцять п'ять років військового досвіду, каже, ділився ним зі..." hyp_greedy='' hyp_beam='.      ' avg_output_frames=564.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 19:53:42,084 | INFO | rank=0 | epoch=1 step=13720/249868 global_step=3430 train_loss=5.2663 train_main_ctc_loss=5.2663 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=44.3943 max_feature_frames=1128 train_avg_blank_prob=0.7020 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.2571 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0000 train_avg_top_logit=8.0000 train_avg_top2_margin=3.7447 train_avg_blank_nonblank_margin=3.7447 train_avg_entropy=2.1277 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=26.0042 train_nonblank_weight_grad_norm_mean=0.0981 train_blank_bias_grad=-0.3394 train_nonblank_bias_grad_mean=0.0007 train_encoder_mean=-0.0800 train_encoder_std=2.2782 train_encoder_token_l2_norm=72.9171 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.83083e-06
2026-04-13 19:53:42,515 | INFO | rank=0 | train preview ref='З підтримкою чоловіка, але на відстані, тисячі кілометрів це відрізняється від підтримки, коли ти поруч. Тобто я зроз...' hyp_greedy='' hyp_beam='' avg_output_frames=564.0 avg_target_tokens=145.0 top_tokens=<blank>:1.000
2026-04-13 19:54:26,064 | INFO | rank=0 | epoch=1 step=13760/249868 global_step=3440 train_loss=5.3456 train_main_ctc_loss=5.3456 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=21.4305 max_feature_frames=1127 train_avg_blank_prob=0.6306 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0213 train_target_tokens_per_frame=0.3298 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6028 train_avg_top_logit=7.6028 train_avg_top2_margin=3.5177 train_avg_blank_nonblank_margin=3.5177 train_avg_entropy=2.5674 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=14.4493 train_nonblank_weight_grad_norm_mean=0.0865 train_blank_bias_grad=-0.2123 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0805 train_encoder_std=2.1601 train_encoder_token_l2_norm=69.1229 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.83617e-06
2026-04-13 19:54:26,489 | INFO | rank=0 | train preview ref='Станом на перше червня з водойм області вилучено триста вісімдесят заборонених знарядь вилову, понад дві тони триста ...' hyp_greedy='' hyp_beam='.' avg_output_frames=564.0 avg_target_tokens=186.0 top_tokens=<blank>:1.000
2026-04-13 19:55:07,823 | INFO | rank=0 | epoch=1 step=13800/249868 global_step=3450 train_loss=5.2706 train_main_ctc_loss=5.2706 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=2.8158 max_feature_frames=1126 train_avg_blank_prob=0.7024 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.3126 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0142 train_avg_top_logit=8.0142 train_avg_top2_margin=3.7798 train_avg_blank_nonblank_margin=3.7798 train_avg_entropy=2.1172 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.0467 train_nonblank_weight_grad_norm_mean=0.0547 train_blank_bias_grad=0.0156 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0812 train_encoder_std=2.2859 train_encoder_token_l2_norm=73.1556 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.84151e-06
2026-04-13 19:55:08,278 | INFO | rank=0 | train preview ref='От нас на ялинці є фото декількох цуценят і кошенят, які прямо на зараз шукають домівки. Ми вже прилаштували, мабуть,...' hyp_greedy='' hyp_beam='' avg_output_frames=563.0 avg_target_tokens=176.0 top_tokens=<blank>:1.000
2026-04-13 19:56:02,547 | INFO | rank=0 | epoch=1 step=13840/249868 global_step=3460 train_loss=6.3782 train_main_ctc_loss=6.3782 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=20.0635 max_feature_frames=1125 train_avg_blank_prob=0.7525 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.5524 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3552 train_avg_top_logit=8.3552 train_avg_top2_margin=4.0071 train_avg_blank_nonblank_margin=4.0071 train_avg_entropy=1.7975 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=14.0064 train_nonblank_weight_grad_norm_mean=0.0689 train_blank_bias_grad=0.2007 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0813 train_encoder_std=2.3477 train_encoder_token_l2_norm=75.1299 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.84684e-06
2026-04-13 19:56:02,983 | INFO | rank=0 | train preview ref="Because the people who use it are tourists. Tourists don't come to the hospital. So I don't know why they put the pla..." hyp_greedy='' hyp_beam='' avg_output_frames=563.0 avg_target_tokens=311.0 top_tokens=<blank>:1.000
2026-04-13 19:56:48,156 | INFO | rank=0 | epoch=1 step=13880/249868 global_step=3470 train_loss=5.3133 train_main_ctc_loss=5.3133 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=12.9728 max_feature_frames=1124 train_avg_blank_prob=0.7229 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0165 train_target_tokens_per_frame=0.3043 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1423 train_avg_top_logit=8.1423 train_avg_top2_margin=3.9288 train_avg_blank_nonblank_margin=3.9288 train_avg_entropy=1.9929 train_blank_bias=0.0002 train_blank_weight_norm=0.5889 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=9.6675 train_nonblank_weight_grad_norm_mean=0.0575 train_blank_bias_grad=0.1414 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0836 train_encoder_std=2.2964 train_encoder_token_l2_norm=73.4958 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.85218e-06
2026-04-13 19:56:48,600 | INFO | rank=0 | train preview ref='Підстанція у Заводському районі отримала мільйонів гривень, у Хортицькому ⁇ мільйони. Загалом у -му на баланс облради...' hyp_greedy='' hyp_beam='' avg_output_frames=562.0 avg_target_tokens=171.0 top_tokens=<blank>:1.000
2026-04-13 19:57:33,989 | INFO | rank=0 | epoch=1 step=13920/249868 global_step=3480 train_loss=5.2996 train_main_ctc_loss=5.2996 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=15.7384 max_feature_frames=1123 train_avg_blank_prob=0.6710 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0196 train_target_tokens_per_frame=0.3060 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8577 train_avg_top_logit=7.8577 train_avg_top2_margin=3.6441 train_avg_blank_nonblank_margin=3.6441 train_avg_entropy=2.3060 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=11.9917 train_nonblank_weight_grad_norm_mean=0.0809 train_blank_bias_grad=-0.1803 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0853 train_encoder_std=2.2566 train_encoder_token_l2_norm=72.2311 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.85751e-06
2026-04-13 19:57:34,446 | INFO | rank=0 | train preview ref='Це воїн, що одержує перемогу у сутичці з ведмедем, а тут крокодил з відкритою пащею, шукає здобич тигри, слони, драко...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=562.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 19:58:23,716 | INFO | rank=0 | epoch=1 step=13960/249868 global_step=3490 train_loss=5.4477 train_main_ctc_loss=5.4477 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=3.7577 max_feature_frames=1123 train_avg_blank_prob=0.7028 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.3256 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0285 train_avg_top_logit=8.0285 train_avg_top2_margin=3.8149 train_avg_blank_nonblank_margin=3.8149 train_avg_entropy=2.1210 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.4571 train_nonblank_weight_grad_norm_mean=0.0566 train_blank_bias_grad=0.0216 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0861 train_encoder_std=2.2608 train_encoder_token_l2_norm=72.3603 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.86285e-06
2026-04-13 19:58:24,140 | INFO | rank=0 | train preview ref="Передуборка і какба, тут більше час поток заради збагачення. До протестуючих приїхали виконуючі обов'язки начальника ..." hyp_greedy='' hyp_beam='' avg_output_frames=562.0 avg_target_tokens=183.0 top_tokens=<blank>:1.000
2026-04-13 19:59:05,831 | INFO | rank=0 | epoch=1 step=14000/249868 global_step=3500 train_loss=5.1945 train_main_ctc_loss=5.1945 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.50 grad_norm=6.2662 max_feature_frames=1122 train_avg_blank_prob=0.7001 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0194 train_target_tokens_per_frame=0.3137 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9857 train_avg_top_logit=7.9857 train_avg_top2_margin=3.7362 train_avg_blank_nonblank_margin=3.7362 train_avg_entropy=2.1390 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=4.3874 train_nonblank_weight_grad_norm_mean=0.0555 train_blank_bias_grad=0.0657 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0847 train_encoder_std=2.2746 train_encoder_token_l2_norm=72.8067 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.86819e-06
2026-04-13 19:59:06,261 | INFO | rank=0 | train preview ref='І навіть за кордоном, то потрошки допомагали. Тобто, це так розумію, ва вас прийшло тут дитинство, і ви вирішили так?...' hyp_greedy='' hyp_beam='' avg_output_frames=561.0 avg_target_tokens=176.0 top_tokens=<blank>:1.000
2026-04-13 19:59:06,288 | INFO | rank=0 | epoch 1 step=14000/249868 global_step=3500 reached validation interval; starting validation
2026-04-13 20:04:53,086 | INFO | rank=0 | epoch_0001_step_00003500 complete train_loss=9.2113 val_loss=18.5780 val_main_ctc_loss=18.5780 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9977 val_wer=1.3800 val_avg_blank_prob=0.4134 val_argmax_blank_frac=0.6133 val_avg_top_nonblank_prob=0.1164 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.2085 val_avg_hyp_chars=17.41 val_avg_hyp_words=5.82 val_model_source=raw best_val_wer=1.3800 timing_forward=315.97s timing_teacher=0.00s timing_decode=0.92s timing_gather=0.02s timing_checkpoint_export=174.52s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00003500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 20:04:53,089 | INFO | rank=0 | epoch_0001_step_00003500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=22.66s best_export=21.92s topk_update=66.96s topk_average=62.96s
2026-04-13 20:04:53,089 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 20:04:53,089 | INFO | rank=0 | validation preview hardest_ref='До чорта в зуби потрапити?' hardest_hyp='іс іс іс іс іча іс іс іс і'
2026-04-13 20:27:32,185 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/6e7523f7cb9c244fff0a88d4c4fcd618c61e7bff elapsed=22m 39.0s
2026-04-13 20:28:13,684 | INFO | rank=0 | epoch=1 step=14040/249868 global_step=3510 train_loss=5.3664 train_main_ctc_loss=5.3664 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=5.9565 max_feature_frames=1121 train_avg_blank_prob=0.7135 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0188 train_target_tokens_per_frame=0.3102 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0998 train_avg_top_logit=8.0998 train_avg_top2_margin=3.7647 train_avg_blank_nonblank_margin=3.7647 train_avg_entropy=2.0535 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=4.0966 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=0.0603 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0816 train_encoder_std=2.2688 train_encoder_token_l2_norm=72.6221 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.87352e-06
2026-04-13 20:28:14,103 | INFO | rank=0 | train preview ref='Ситуація на бахмутському напрямку залишається надзвичайно напруженою. Ворог багатьма штурмовими групами намагається а...' hyp_greedy='' hyp_beam='' avg_output_frames=561.0 avg_target_tokens=174.0 top_tokens=<blank>:1.000
2026-04-13 20:28:56,338 | INFO | rank=0 | epoch=1 step=14080/249868 global_step=3520 train_loss=5.3256 train_main_ctc_loss=5.3256 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=4.3093 max_feature_frames=1120 train_avg_blank_prob=0.7185 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.2500 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1143 train_avg_top_logit=8.1143 train_avg_top2_margin=3.8000 train_avg_blank_nonblank_margin=3.8000 train_avg_entropy=2.0143 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.6398 train_nonblank_weight_grad_norm_mean=0.0578 train_blank_bias_grad=-0.0393 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0831 train_encoder_std=2.3027 train_encoder_token_l2_norm=73.7008 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.87886e-06
2026-04-13 20:28:56,806 | INFO | rank=0 | train preview ref='То зрозуміло, що ця праця настільки їх вона для них настільки вкладаються, вони відчувають себе потрібними, вони відч...' hyp_greedy='' hyp_beam='' avg_output_frames=560.0 avg_target_tokens=140.0 top_tokens=<blank>:1.000
2026-04-13 20:29:37,675 | INFO | rank=0 | epoch=1 step=14120/249868 global_step=3530 train_loss=5.2502 train_main_ctc_loss=5.2502 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=3.8400 max_feature_frames=1119 train_avg_blank_prob=0.7000 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.3089 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0000 train_avg_top_logit=8.0000 train_avg_top2_margin=3.8000 train_avg_blank_nonblank_margin=3.8000 train_avg_entropy=2.1429 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.8099 train_nonblank_weight_grad_norm_mean=0.0554 train_blank_bias_grad=-0.0282 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0837 train_encoder_std=2.2567 train_encoder_token_l2_norm=72.2263 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.88419e-06
2026-04-13 20:29:38,095 | INFO | rank=0 | train preview ref='У вишиванки секретів нема. На полотно домотка налягає посередині. Чи ніж не так, з краю. Той візерунок, який промовля...' hyp_greedy='' hyp_beam='' avg_output_frames=560.0 avg_target_tokens=173.0 top_tokens=<blank>:1.000
2026-04-13 20:30:20,333 | INFO | rank=0 | epoch=1 step=14160/249868 global_step=3540 train_loss=5.2634 train_main_ctc_loss=5.2634 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=4.6294 max_feature_frames=1118 train_avg_blank_prob=0.6755 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0194 train_target_tokens_per_frame=0.3113 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8426 train_avg_top_logit=7.8426 train_avg_top2_margin=3.6923 train_avg_blank_nonblank_margin=3.6923 train_avg_entropy=2.2898 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.0565 train_nonblank_weight_grad_norm_mean=0.0770 train_blank_bias_grad=-0.0260 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0854 train_encoder_std=2.2284 train_encoder_token_l2_norm=71.3266 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.88953e-06
2026-04-13 20:30:20,756 | INFO | rank=0 | train preview ref='без постановления которого невозможно поменять гражданство, а по этой причине не могла получить гражданство другого г...' hyp_greedy='' hyp_beam='' avg_output_frames=559.0 avg_target_tokens=174.0 top_tokens=<blank>:1.000
2026-04-13 20:31:03,010 | INFO | rank=0 | epoch=1 step=14200/249868 global_step=3550 train_loss=5.1952 train_main_ctc_loss=5.1952 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=14.6432 max_feature_frames=1118 train_avg_blank_prob=0.6700 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0194 train_target_tokens_per_frame=0.3184 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8426 train_avg_top_logit=7.8426 train_avg_top2_margin=3.6637 train_avg_blank_nonblank_margin=3.6637 train_avg_entropy=2.3327 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=10.9086 train_nonblank_weight_grad_norm_mean=0.0723 train_blank_bias_grad=-0.1607 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0854 train_encoder_std=2.2254 train_encoder_token_l2_norm=71.2331 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.89487e-06
2026-04-13 20:31:03,443 | INFO | rank=0 | train preview ref='І сьогодні особливо на одні особливо да центр реабілітації барвінок заклад дуже необхідний у сучасних умовах, адже як...' hyp_greedy='' hyp_beam='' avg_output_frames=559.0 avg_target_tokens=178.0 top_tokens=<blank>:1.000
2026-04-13 20:31:52,043 | INFO | rank=0 | epoch=1 step=14240/249868 global_step=3560 train_loss=5.2965 train_main_ctc_loss=5.2965 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=6.2814 max_feature_frames=1117 train_avg_blank_prob=0.7271 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0172 train_target_tokens_per_frame=0.3059 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1860 train_avg_top_logit=8.1860 train_avg_top2_margin=3.8927 train_avg_blank_nonblank_margin=3.8927 train_avg_entropy=1.9606 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=4.1356 train_nonblank_weight_grad_norm_mean=0.0543 train_blank_bias_grad=0.0594 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0817 train_encoder_std=2.3253 train_encoder_token_l2_norm=74.4260 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.9002e-06
2026-04-13 20:31:52,466 | INFO | rank=0 | train preview ref='Так що, якщо я вирішилася вписати контрольну роботу з ними, значить вони досягнули того результату, який потрібний пр...' hyp_greedy='' hyp_beam=',  , ' avg_output_frames=559.0 avg_target_tokens=171.0 top_tokens=<blank>:1.000
2026-04-13 20:32:35,285 | INFO | rank=0 | epoch=1 step=14280/249868 global_step=3570 train_loss=5.2669 train_main_ctc_loss=5.2669 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=7.3397 max_feature_frames=1117 train_avg_blank_prob=0.7317 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.2903 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2007 train_avg_top_logit=8.2007 train_avg_top2_margin=3.8710 train_avg_blank_nonblank_margin=3.8710 train_avg_entropy=1.9355 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=5.0909 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=0.0741 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0789 train_encoder_std=2.3418 train_encoder_token_l2_norm=74.9446 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.90554e-06
2026-04-13 20:32:35,739 | INFO | rank=0 | train preview ref='У своїй роботі я використовую традиційні саме для Черкаської області роботи. Декілька реплік, копій, як можна назвати...' hyp_greedy='' hyp_beam='' avg_output_frames=558.0 avg_target_tokens=162.0 top_tokens=<blank>:1.000
2026-04-13 20:33:17,733 | INFO | rank=0 | epoch=1 step=14320/249868 global_step=3580 train_loss=5.0809 train_main_ctc_loss=5.0809 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=9.4496 max_feature_frames=1115 train_avg_blank_prob=0.7160 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.3065 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1434 train_avg_top_logit=8.1434 train_avg_top2_margin=3.7563 train_avg_blank_nonblank_margin=3.7563 train_avg_entropy=2.0215 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.6038 train_nonblank_weight_grad_norm_mean=0.0606 train_blank_bias_grad=-0.1004 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0794 train_encoder_std=2.3430 train_encoder_token_l2_norm=74.9843 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.91088e-06
2026-04-13 20:33:18,146 | INFO | rank=0 | train preview ref='Политической работы и пытавшейся заниматься гендерными исследованиями, да, и левой политикой, в том числе в России, х...' hyp_greedy='' hyp_beam='' avg_output_frames=558.0 avg_target_tokens=171.0 top_tokens=<blank>:1.000
2026-04-13 20:34:02,855 | INFO | rank=0 | epoch=1 step=14360/249868 global_step=3590 train_loss=5.2029 train_main_ctc_loss=5.2029 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.49 grad_norm=5.4888 max_feature_frames=1114 train_avg_blank_prob=0.7683 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0157 train_target_tokens_per_frame=0.2154 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5027 train_avg_top_logit=8.5027 train_avg_top2_margin=4.0503 train_avg_blank_nonblank_margin=4.0503 train_avg_entropy=1.6948 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=3.5175 train_nonblank_weight_grad_norm_mean=0.0642 train_blank_bias_grad=0.0513 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0836 train_encoder_std=2.4157 train_encoder_token_l2_norm=77.3115 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.91621e-06
2026-04-13 20:34:03,270 | INFO | rank=0 | train preview ref="Таким чином, я зменшив кількість конденсату, котрий там буде з'являтися, тому що буде менше промерзати. Далі, зі стор..." hyp_greedy='' hyp_beam=', ' avg_output_frames=557.0 avg_target_tokens=120.0 top_tokens=<blank>:1.000
2026-04-13 20:34:49,353 | INFO | rank=0 | epoch=1 step=14400/249868 global_step=3600 train_loss=5.2067 train_main_ctc_loss=5.2067 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=4.4168 max_feature_frames=1113 train_avg_blank_prob=0.7641 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0169 train_target_tokens_per_frame=0.2226 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5027 train_avg_top_logit=8.5027 train_avg_top2_margin=3.9928 train_avg_blank_nonblank_margin=3.9928 train_avg_entropy=1.7163 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.6931 train_nonblank_weight_grad_norm_mean=0.0592 train_blank_bias_grad=-0.0386 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0817 train_encoder_std=2.4186 train_encoder_token_l2_norm=77.4031 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.92155e-06
2026-04-13 20:34:49,808 | INFO | rank=0 | train preview ref="Наприклад, такі відстрочки, коли те, що військовозобов'язаного, має якусь там інвалідність або потребує уходу, в неї ..." hyp_greedy='' hyp_beam='' avg_output_frames=557.0 avg_target_tokens=124.0 top_tokens=<blank>:1.000
2026-04-13 20:35:38,948 | INFO | rank=0 | epoch=1 step=14440/249868 global_step=3610 train_loss=5.4175 train_main_ctc_loss=5.4175 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=22.3144 max_feature_frames=1112 train_avg_blank_prob=0.7151 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.2122 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1151 train_avg_top_logit=8.1151 train_avg_top2_margin=3.7698 train_avg_blank_nonblank_margin=3.7698 train_avg_entropy=2.0288 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=15.8960 train_nonblank_weight_grad_norm_mean=0.0660 train_blank_bias_grad=-0.2372 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0821 train_encoder_std=2.3392 train_encoder_token_l2_norm=74.8513 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.92688e-06
2026-04-13 20:35:39,432 | INFO | rank=0 | train preview ref='Київ. До речі, такі самі зміні вели в багатьох місцях по території України і навколо Києва, наприклад, навколо Василь...' hyp_greedy='' hyp_beam='' avg_output_frames=556.0 avg_target_tokens=118.0 top_tokens=<blank>:1.000
2026-04-13 20:36:24,732 | INFO | rank=0 | epoch=1 step=14480/249868 global_step=3620 train_loss=5.3281 train_main_ctc_loss=5.3281 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=12.3012 max_feature_frames=1112 train_avg_blank_prob=0.7618 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.2608 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4029 train_avg_top_logit=8.4029 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=1.7410 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=9.0130 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=0.1282 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0875 train_encoder_std=2.3921 train_encoder_token_l2_norm=76.5581 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.93222e-06
2026-04-13 20:36:25,169 | INFO | rank=0 | train preview ref='І умова друга: будинок вимикається від централізованого опалення повністю. Яка ситуація може стати неочікуваною для к...' hyp_greedy='' hyp_beam='' avg_output_frames=556.0 avg_target_tokens=145.0 top_tokens=<blank>:1.000
2026-04-13 20:37:09,881 | INFO | rank=0 | epoch=1 step=14520/249868 global_step=3630 train_loss=5.2395 train_main_ctc_loss=5.2395 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=8.7982 max_feature_frames=1111 train_avg_blank_prob=0.7344 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.2068 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2878 train_avg_top_logit=8.2878 train_avg_top2_margin=3.8849 train_avg_blank_nonblank_margin=3.8849 train_avg_entropy=1.8993 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.2388 train_nonblank_weight_grad_norm_mean=0.0638 train_blank_bias_grad=-0.0910 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0854 train_encoder_std=2.3889 train_encoder_token_l2_norm=76.4663 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.93756e-06
2026-04-13 20:37:10,337 | INFO | rank=0 | train preview ref="За рік ну взяти десь вісім-дев'ять мільярдів доларів. Створювати на вісім-дев'ять мільярдів доларів. Ремонтувати, від..." hyp_greedy='' hyp_beam='' avg_output_frames=556.0 avg_target_tokens=115.0 top_tokens=<blank>:1.000
2026-04-13 20:37:53,667 | INFO | rank=0 | epoch=1 step=14560/249868 global_step=3640 train_loss=5.1583 train_main_ctc_loss=5.1583 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=26.5256 max_feature_frames=1110 train_avg_blank_prob=0.7134 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.2793 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1297 train_avg_top_logit=8.1297 train_avg_top2_margin=3.8054 train_avg_blank_nonblank_margin=3.8054 train_avg_entropy=2.0324 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=15.8602 train_nonblank_weight_grad_norm_mean=0.0939 train_blank_bias_grad=-0.1897 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0853 train_encoder_std=2.3380 train_encoder_token_l2_norm=74.8324 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.94289e-06
2026-04-13 20:37:54,101 | INFO | rank=0 | train preview ref="Повністю зруйнував четвертий, третій поверх у одному під'їзді і одна секція повністю склалася до підвалу. Аварійно-ря..." hyp_greedy='' hyp_beam='' avg_output_frames=555.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 20:38:39,488 | INFO | rank=0 | epoch=1 step=14600/249868 global_step=3650 train_loss=5.3956 train_main_ctc_loss=5.3956 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=8.7983 max_feature_frames=1110 train_avg_blank_prob=0.6883 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2432 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9568 train_avg_top_logit=7.9568 train_avg_top2_margin=3.6613 train_avg_blank_nonblank_margin=3.6613 train_avg_entropy=2.1910 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.2167 train_nonblank_weight_grad_norm_mean=0.0704 train_blank_bias_grad=-0.0891 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0858 train_encoder_std=2.3117 train_encoder_token_l2_norm=73.9726 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.94823e-06
2026-04-13 20:38:39,930 | INFO | rank=0 | train preview ref='Ще декілька містах. Ну, досі того, що тут працює три тисячі співробітників, це вже дуже багато. Чи важливо художнику ...' hyp_greedy='' hyp_beam='.' avg_output_frames=555.0 avg_target_tokens=135.0 top_tokens=<blank>:1.000
2026-04-13 20:39:22,436 | INFO | rank=0 | epoch=1 step=14640/249868 global_step=3660 train_loss=5.4031 train_main_ctc_loss=5.4031 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=14.2936 max_feature_frames=1109 train_avg_blank_prob=0.7200 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0187 train_target_tokens_per_frame=0.3153 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1297 train_avg_top_logit=8.1297 train_avg_top2_margin=3.8054 train_avg_blank_nonblank_margin=3.8054 train_avg_entropy=2.0036 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=9.4825 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=0.1320 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0873 train_encoder_std=2.3344 train_encoder_token_l2_norm=74.7130 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.95356e-06
2026-04-13 20:39:22,861 | INFO | rank=0 | train preview ref='Якщо будуть тут бігати, то я їх боюся. А цього, тож я можу щось сказати, вони мене розстріляють. Нині в Оріхові залиш...' hyp_greedy='' hyp_beam='.' avg_output_frames=555.0 avg_target_tokens=175.0 top_tokens=<blank>:1.000
2026-04-13 20:40:04,484 | INFO | rank=0 | epoch=1 step=14680/249868 global_step=3670 train_loss=5.1790 train_main_ctc_loss=5.1790 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=18.5241 max_feature_frames=1107 train_avg_blank_prob=0.6598 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.3231 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7978 train_avg_top_logit=7.7978 train_avg_top2_margin=3.5957 train_avg_blank_nonblank_margin=3.5957 train_avg_entropy=2.3827 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=13.2570 train_nonblank_weight_grad_norm_mean=0.0667 train_blank_bias_grad=-0.1947 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0870 train_encoder_std=2.2304 train_encoder_token_l2_norm=71.3829 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.9589e-06
2026-04-13 20:40:04,943 | INFO | rank=0 | train preview ref="Все, перемішали і готове у вас тісто. Викладаємо вафельницю, смажемо до рум'яної такої золотистої скоринки помаранчев..." hyp_greedy='' hyp_beam='' avg_output_frames=554.0 avg_target_tokens=179.0 top_tokens=<blank>:1.000
2026-04-13 20:40:56,216 | INFO | rank=0 | epoch=1 step=14720/249868 global_step=3680 train_loss=5.2726 train_main_ctc_loss=5.2726 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.48 grad_norm=2.7815 max_feature_frames=1107 train_avg_blank_prob=0.6809 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0188 train_target_tokens_per_frame=0.3466 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9134 train_avg_top_logit=7.9134 train_avg_top2_margin=3.7256 train_avg_blank_nonblank_margin=3.7256 train_avg_entropy=2.2671 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.2258 train_nonblank_weight_grad_norm_mean=0.0608 train_blank_bias_grad=0.0032 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0869 train_encoder_std=2.2366 train_encoder_token_l2_norm=71.5889 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.96424e-06
2026-04-13 20:40:56,632 | INFO | rank=0 | train preview ref="Незручно соціальним таксі сім'я користується два рази на тиждень, каже Альона Басюк. За її словами, найчастіше подруж..." hyp_greedy='' hyp_beam='' avg_output_frames=554.0 avg_target_tokens=192.0 top_tokens=<blank>:1.000
2026-04-13 20:41:41,969 | INFO | rank=0 | epoch=1 step=14760/249868 global_step=3690 train_loss=5.1826 train_main_ctc_loss=5.1826 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=17.6819 max_feature_frames=1106 train_avg_blank_prob=0.7601 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.2984 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3906 train_avg_top_logit=8.3906 train_avg_top2_margin=3.9928 train_avg_blank_nonblank_margin=3.9928 train_avg_entropy=1.7505 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=13.4947 train_nonblank_weight_grad_norm_mean=0.0565 train_blank_bias_grad=0.1964 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0858 train_encoder_std=2.3502 train_encoder_token_l2_norm=75.2177 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.96957e-06
2026-04-13 20:41:42,427 | INFO | rank=0 | train preview ref='Лінк на мій сайт залишу під цим відео. Потрібно знати, що така загроза є, і дивитися в себе вулики, якщо цей швидко б...' hyp_greedy='' hyp_beam='' avg_output_frames=553.0 avg_target_tokens=165.0 top_tokens=<blank>:1.000
2026-04-13 20:42:22,674 | INFO | rank=0 | epoch=1 step=14800/249868 global_step=3700 train_loss=5.2094 train_main_ctc_loss=5.2094 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=3.0804 max_feature_frames=1106 train_avg_blank_prob=0.7030 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0193 train_target_tokens_per_frame=0.3653 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0434 train_avg_top_logit=8.0434 train_avg_top2_margin=3.7324 train_avg_blank_nonblank_margin=3.7324 train_avg_entropy=2.1121 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.8662 train_nonblank_weight_grad_norm_mean=0.0603 train_blank_bias_grad=-0.0123 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0863 train_encoder_std=2.2611 train_encoder_token_l2_norm=72.3701 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.97491e-06
2026-04-13 20:42:23,089 | INFO | rank=0 | train preview ref="В зв'язку з тим, що не могли навчатися на мікрорайоні Озерна, добиралися. Наприклад, найближчі школи ⁇ це проспект, ц..." hyp_greedy='' hyp_beam='' avg_output_frames=553.0 avg_target_tokens=202.0 top_tokens=<blank>:1.000
2026-04-13 20:43:05,324 | INFO | rank=0 | epoch=1 step=14840/249868 global_step=3710 train_loss=5.2473 train_main_ctc_loss=5.2473 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=3.5458 max_feature_frames=1105 train_avg_blank_prob=0.6963 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0211 train_target_tokens_per_frame=0.3400 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0434 train_avg_top_logit=8.0434 train_avg_top2_margin=3.6600 train_avg_blank_nonblank_margin=3.6600 train_avg_entropy=2.1410 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.6887 train_nonblank_weight_grad_norm_mean=0.0592 train_blank_bias_grad=0.0259 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0832 train_encoder_std=2.3243 train_encoder_token_l2_norm=74.3935 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.98025e-06
2026-04-13 20:43:05,727 | INFO | rank=0 | train preview ref='Тому ви сядете і всі ваші друзі сядуть. От сапчачка біжала за джинсу, да. А ви за пропаганду сядете і всі будете сиді...' hyp_greedy='' hyp_beam='.' avg_output_frames=553.0 avg_target_tokens=188.0 top_tokens=<blank>:1.000
2026-04-13 20:43:55,829 | INFO | rank=0 | epoch=1 step=14880/249868 global_step=3720 train_loss=5.3250 train_main_ctc_loss=5.3250 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=11.3434 max_feature_frames=1104 train_avg_blank_prob=0.7446 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0163 train_target_tokens_per_frame=0.3098 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3478 train_avg_top_logit=8.3478 train_avg_top2_margin=3.9710 train_avg_blank_nonblank_margin=3.9710 train_avg_entropy=1.8478 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=8.6599 train_nonblank_weight_grad_norm_mean=0.0608 train_blank_bias_grad=0.1252 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0875 train_encoder_std=2.3577 train_encoder_token_l2_norm=75.4651 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.98558e-06
2026-04-13 20:43:56,259 | INFO | rank=0 | train preview ref="П'ятнадцять років інвалідному візку, хмельничанин Віктор Кучер. Останні шість років, чоловік, голова громадської орга..." hyp_greedy='' hyp_beam='' avg_output_frames=552.0 avg_target_tokens=171.0 top_tokens=<blank>:1.000
2026-04-13 20:44:44,058 | INFO | rank=0 | epoch=1 step=14920/249868 global_step=3730 train_loss=5.2349 train_main_ctc_loss=5.2349 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=2.6712 max_feature_frames=1103 train_avg_blank_prob=0.7161 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.2572 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1739 train_avg_top_logit=8.1739 train_avg_top2_margin=3.7681 train_avg_blank_nonblank_margin=3.7681 train_avg_entropy=2.0145 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.3774 train_nonblank_weight_grad_norm_mean=0.0573 train_blank_bias_grad=-0.0048 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0857 train_encoder_std=2.3370 train_encoder_token_l2_norm=74.8048 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.99092e-06
2026-04-13 20:44:44,458 | INFO | rank=0 | train preview ref='Під час підтягування дуже важливо розтягнути наші лопатки, щоб вони були в такому положні повністю розтягнутому, і вв...' hyp_greedy='' hyp_beam=',,.' avg_output_frames=552.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-13 20:45:28,561 | INFO | rank=0 | epoch=1 step=14960/249868 global_step=3740 train_loss=5.2235 train_main_ctc_loss=5.2235 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=4.3005 max_feature_frames=1102 train_avg_blank_prob=0.7161 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.3013 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1307 train_avg_top_logit=8.1307 train_avg_top2_margin=3.8330 train_avg_blank_nonblank_margin=3.8330 train_avg_entropy=2.0327 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.5283 train_nonblank_weight_grad_norm_mean=0.0613 train_blank_bias_grad=-0.0344 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0839 train_encoder_std=2.3032 train_encoder_token_l2_norm=73.7212 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=1.99625e-06
2026-04-13 20:45:29,033 | INFO | rank=0 | train preview ref='Тернополянка Каміла Борецька прийшла до пункту тестування з мамою. Розповідає, готувалась до ЗНО майже рік. Вступати ...' hyp_greedy='' hyp_beam='' avg_output_frames=551.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-13 20:46:13,934 | INFO | rank=0 | epoch=1 step=15000/249868 global_step=3750 train_loss=5.3362 train_main_ctc_loss=5.3362 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=9.0226 max_feature_frames=1102 train_avg_blank_prob=0.6863 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.3267 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8984 train_avg_top_logit=7.8984 train_avg_top2_margin=3.7169 train_avg_blank_nonblank_margin=3.7169 train_avg_entropy=2.2214 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=6.2211 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=-0.0858 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0825 train_encoder_std=2.2315 train_encoder_token_l2_norm=71.3932 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.00159e-06
2026-04-13 20:46:14,354 | INFO | rank=0 | train preview ref='Доступної на послуги створення центру коштувало тринадцять мільйонів триста тисяч гривень, розповів начальник обласно...' hyp_greedy='' hyp_beam='.' avg_output_frames=551.0 avg_target_tokens=180.0 top_tokens=<blank>:1.000
2026-04-13 20:47:05,299 | INFO | rank=0 | epoch=1 step=15040/249868 global_step=3760 train_loss=5.2531 train_main_ctc_loss=5.2531 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=4.0538 max_feature_frames=1101 train_avg_blank_prob=0.6731 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0201 train_target_tokens_per_frame=0.3013 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8403 train_avg_top_logit=7.8403 train_avg_top2_margin=3.6298 train_avg_blank_nonblank_margin=3.6298 train_avg_entropy=2.3085 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.7924 train_nonblank_weight_grad_norm_mean=0.0598 train_blank_bias_grad=-0.0281 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0878 train_encoder_std=2.2301 train_encoder_token_l2_norm=71.3771 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.00693e-06
2026-04-13 20:47:05,741 | INFO | rank=0 | train preview ref='В машину підвалі все піднялося, тобто все було чорне, дуже закладали вуха. Ми виходимо, все горить. В одну машину бул...' hyp_greedy='' hyp_beam='' avg_output_frames=551.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-13 20:47:56,191 | INFO | rank=0 | epoch=1 step=15080/249868 global_step=3770 train_loss=5.2525 train_main_ctc_loss=5.2525 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=3.0096 max_feature_frames=1100 train_avg_blank_prob=0.7356 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0193 train_target_tokens_per_frame=0.2618 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2618 train_avg_top_logit=8.2618 train_avg_top2_margin=3.8400 train_avg_blank_nonblank_margin=3.8400 train_avg_entropy=1.9055 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.1325 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=0.0158 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0823 train_encoder_std=2.3338 train_encoder_token_l2_norm=74.6801 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.01226e-06
2026-04-13 20:47:56,626 | INFO | rank=0 | train preview ref="У повітрі -метровий восьминіг. Він прив'язаний леєром до лавки. На самому леєрі є стропи, які з'єднують елементи кайт..." hyp_greedy='' hyp_beam='.' avg_output_frames=550.0 avg_target_tokens=144.0 top_tokens=<blank>:1.000
2026-04-13 20:48:45,044 | INFO | rank=0 | epoch=1 step=15120/249868 global_step=3780 train_loss=5.2968 train_main_ctc_loss=5.2968 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.47 grad_norm=2.7194 max_feature_frames=1100 train_avg_blank_prob=0.7385 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.2582 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3200 train_avg_top_logit=8.3200 train_avg_top2_margin=3.8109 train_avg_blank_nonblank_margin=3.8109 train_avg_entropy=1.8764 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.0044 train_nonblank_weight_grad_norm_mean=0.0525 train_blank_bias_grad=-0.0137 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0841 train_encoder_std=2.3472 train_encoder_token_l2_norm=75.1157 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.0176e-06
2026-04-13 20:48:45,462 | INFO | rank=0 | train preview ref='Відбили всі на наступальні дії по цьому напрямку та відкинули ворога трошки назад. Тенденція йде, що постійно обстріл...' hyp_greedy='' hyp_beam='' avg_output_frames=550.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-13 20:49:33,109 | INFO | rank=0 | epoch=1 step=15160/249868 global_step=3790 train_loss=5.3129 train_main_ctc_loss=5.3129 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=18.1108 max_feature_frames=1098 train_avg_blank_prob=0.7898 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0157 train_target_tokens_per_frame=0.1803 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6849 train_avg_top_logit=8.6849 train_avg_top2_margin=4.1093 train_avg_blank_nonblank_margin=4.1093 train_avg_entropy=1.5446 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=13.5737 train_nonblank_weight_grad_norm_mean=0.0790 train_blank_bias_grad=-0.1941 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0821 train_encoder_std=2.4553 train_encoder_token_l2_norm=78.5613 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.02293e-06
2026-04-13 20:49:33,562 | INFO | rank=0 | train preview ref='І Раша залишиться в статус-кво, якій вона зараз має, тобто терористична держава, якою керує група ганстер і мафіозна ...' hyp_greedy='' hyp_beam='. ' avg_output_frames=549.0 avg_target_tokens=99.0 top_tokens=<blank>:1.000
2026-04-13 20:50:19,799 | INFO | rank=0 | epoch=1 step=15200/249868 global_step=3800 train_loss=5.3227 train_main_ctc_loss=5.3227 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=5.3883 max_feature_frames=1098 train_avg_blank_prob=0.7239 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.2386 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1603 train_avg_top_logit=8.1603 train_avg_top2_margin=3.8470 train_avg_blank_nonblank_margin=3.8470 train_avg_entropy=1.9818 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=3.4587 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=-0.0492 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0850 train_encoder_std=2.3149 train_encoder_token_l2_norm=74.0807 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.02827e-06
2026-04-13 20:50:20,215 | INFO | rank=0 | train preview ref='Розглядали і розповідали про первинні засоби пожежа гасіння вогнегасники. Також медичному персоналу було доведено пра...' hyp_greedy='' hyp_beam='' avg_output_frames=549.0 avg_target_tokens=131.0 top_tokens=<blank>:1.000
2026-04-13 20:51:06,069 | INFO | rank=0 | epoch=1 step=15240/249868 global_step=3810 train_loss=5.2974 train_main_ctc_loss=5.2974 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=8.0464 max_feature_frames=1097 train_avg_blank_prob=0.7112 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.3224 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1020 train_avg_top_logit=8.1020 train_avg_top2_margin=3.8179 train_avg_blank_nonblank_margin=3.8179 train_avg_entropy=2.0692 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=5.9615 train_nonblank_weight_grad_norm_mean=0.0521 train_blank_bias_grad=0.0893 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0862 train_encoder_std=2.2961 train_encoder_token_l2_norm=73.4730 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.03361e-06
2026-04-13 20:51:06,478 | INFO | rank=0 | train preview ref='В очному форматі навчалися лише заклади громади, тобто сільські заклади, відповідно до постанови кабінету міністрів д...' hyp_greedy='' hyp_beam='.' avg_output_frames=549.0 avg_target_tokens=177.0 top_tokens=<blank>:1.000
2026-04-13 20:51:47,729 | INFO | rank=0 | epoch=1 step=15280/249868 global_step=3820 train_loss=5.3431 train_main_ctc_loss=5.3431 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=2.8991 max_feature_frames=1096 train_avg_blank_prob=0.7474 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0177 train_target_tokens_per_frame=0.2591 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2920 train_avg_top_logit=8.2920 train_avg_top2_margin=3.9708 train_avg_blank_nonblank_margin=3.9708 train_avg_entropy=1.8321 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.7860 train_nonblank_weight_grad_norm_mean=0.0578 train_blank_bias_grad=0.0105 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0821 train_encoder_std=2.3465 train_encoder_token_l2_norm=75.0637 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.03894e-06
2026-04-13 20:51:48,128 | INFO | rank=0 | train preview ref='Це можна також порівняти зі звиканням до цукру. Людина додає дві ложки цукору до кави, звикає. З часом така кава здає...' hyp_greedy='' hyp_beam='.' avg_output_frames=548.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-13 20:52:37,218 | INFO | rank=0 | epoch=1 step=15320/249868 global_step=3830 train_loss=5.2431 train_main_ctc_loss=5.2431 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=6.7548 max_feature_frames=1096 train_avg_blank_prob=0.7145 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0188 train_target_tokens_per_frame=0.3303 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1168 train_avg_top_logit=8.1168 train_avg_top2_margin=3.7956 train_avg_blank_nonblank_margin=3.7956 train_avg_entropy=2.0438 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=4.8536 train_nonblank_weight_grad_norm_mean=0.0585 train_blank_bias_grad=0.0736 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0836 train_encoder_std=2.3069 train_encoder_token_l2_norm=73.8342 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.04428e-06
2026-04-13 20:52:37,663 | INFO | rank=0 | train preview ref='Вбуває там, наприклад, двох атакуючих орків, то якщо їх буде в десять робіль, то відповідно ми будемо вбувати в десят...' hyp_greedy='' hyp_beam='' avg_output_frames=548.0 avg_target_tokens=181.0 top_tokens=<blank>:1.000
2026-04-13 20:53:26,148 | INFO | rank=0 | epoch=1 step=15360/249868 global_step=3840 train_loss=5.2856 train_main_ctc_loss=5.2856 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=5.1812 max_feature_frames=1095 train_avg_blank_prob=0.6531 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.3230 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7080 train_avg_top_logit=7.7080 train_avg_top2_margin=3.6058 train_avg_blank_nonblank_margin=3.6058 train_avg_entropy=2.4380 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=3.4147 train_nonblank_weight_grad_norm_mean=0.0553 train_blank_bias_grad=0.0495 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0848 train_encoder_std=2.2015 train_encoder_token_l2_norm=70.4604 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.04962e-06
2026-04-13 20:53:26,571 | INFO | rank=0 | train preview ref='А так як це остання марка цього року, то в нас виходить, що сто років безпосередньо для Щедрика. Хоча спеціального шт...' hyp_greedy='' hyp_beam='' avg_output_frames=548.0 avg_target_tokens=177.0 top_tokens=<blank>:1.000
2026-04-13 20:54:10,415 | INFO | rank=0 | epoch=1 step=15400/249868 global_step=3850 train_loss=5.2510 train_main_ctc_loss=5.2510 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=3.4139 max_feature_frames=1094 train_avg_blank_prob=0.7356 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.2724 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2486 train_avg_top_logit=8.2486 train_avg_top2_margin=3.8611 train_avg_blank_nonblank_margin=3.8611 train_avg_entropy=1.9159 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.1497 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=0.0178 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0835 train_encoder_std=2.3201 train_encoder_token_l2_norm=74.2554 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.05495e-06
2026-04-13 20:54:10,847 | INFO | rank=0 | train preview ref='Три супер орки науковець розповідає разом зі своєю дружиною та вчителькою математики острівської школи написали понад...' hyp_greedy='' hyp_beam='' avg_output_frames=547.0 avg_target_tokens=149.0 top_tokens=<blank>:1.000
2026-04-13 20:54:55,191 | INFO | rank=0 | epoch=1 step=15440/249868 global_step=3860 train_loss=5.1884 train_main_ctc_loss=5.1884 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=3.2556 max_feature_frames=1093 train_avg_blank_prob=0.7428 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2363 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3223 train_avg_top_logit=8.3223 train_avg_top2_margin=3.8974 train_avg_blank_nonblank_margin=3.8974 train_avg_entropy=1.8608 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.4249 train_nonblank_weight_grad_norm_mean=0.0573 train_blank_bias_grad=-0.0211 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0835 train_encoder_std=2.3466 train_encoder_token_l2_norm=75.0661 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.06029e-06
2026-04-13 20:54:55,643 | INFO | rank=0 | train preview ref='Будівель, в яких у нас розташовувалася поліція національна, тобто одна з ракет ударила біля головного управління наці...' hyp_greedy='' hyp_beam='.' avg_output_frames=546.0 avg_target_tokens=129.0 top_tokens=<blank>:1.000
2026-04-13 20:55:50,311 | INFO | rank=0 | epoch=1 step=15480/249868 global_step=3870 train_loss=5.3775 train_main_ctc_loss=5.3775 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.46 grad_norm=5.1437 max_feature_frames=1092 train_avg_blank_prob=0.7163 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2674 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0879 train_avg_top_logit=8.0879 train_avg_top2_margin=3.8095 train_avg_blank_nonblank_margin=3.8095 train_avg_entropy=2.0366 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=3.2197 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=-0.0487 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0842 train_encoder_std=2.2682 train_encoder_token_l2_norm=72.6002 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.06562e-06
2026-04-13 20:55:50,726 | INFO | rank=0 | train preview ref='Ми досить сильно переробили код. Якщо ви все ще не встигли поставити вподобайку і підписатися на канал, то вам слід ц...' hyp_greedy='' hyp_beam='.' avg_output_frames=546.0 avg_target_tokens=146.0 top_tokens=<blank>:1.000
2026-04-13 20:56:34,205 | INFO | rank=0 | epoch=1 step=15520/249868 global_step=3880 train_loss=5.1617 train_main_ctc_loss=5.1617 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=8.2523 max_feature_frames=1091 train_avg_blank_prob=0.7058 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0190 train_target_tokens_per_frame=0.3168 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0293 train_avg_top_logit=8.0293 train_avg_top2_margin=3.7802 train_avg_blank_nonblank_margin=3.7802 train_avg_entropy=2.0952 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=5.8098 train_nonblank_weight_grad_norm_mean=0.0600 train_blank_bias_grad=0.0857 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0863 train_encoder_std=2.2612 train_encoder_token_l2_norm=72.3748 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.07096e-06
2026-04-13 20:56:34,619 | INFO | rank=0 | train preview ref="Тактильна плітка, тактильна плитка повинна бути безперервною лінією. Біля локації пам'ятників стелі повинні бути на з..." hyp_greedy='' hyp_beam=', .' avg_output_frames=546.0 avg_target_tokens=173.0 top_tokens=<blank>:1.000
2026-04-13 20:57:18,476 | INFO | rank=0 | epoch=1 step=15560/249868 global_step=3890 train_loss=5.1847 train_main_ctc_loss=5.1847 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=3.6749 max_feature_frames=1090 train_avg_blank_prob=0.7324 train_argmax_blank_frac=0.9982 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.2972 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2202 train_avg_top_logit=8.2202 train_avg_top2_margin=3.8752 train_avg_blank_nonblank_margin=3.8752 train_avg_entropy=1.9229 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.2584 train_nonblank_weight_grad_norm_mean=0.0648 train_blank_bias_grad=-0.0213 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0860 train_encoder_std=2.3158 train_encoder_token_l2_norm=74.0745 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.0763e-06
2026-04-13 20:57:18,867 | INFO | rank=0 | train preview ref="Можна зробити, напевно, маленький готельчик. Всього три пропозиції: напевно, не можна об'єктивно зробити висновок на ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=545.0 avg_target_tokens=162.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 20:58:04,417 | INFO | rank=0 | epoch=1 step=15600/249868 global_step=3900 train_loss=5.2440 train_main_ctc_loss=5.2440 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=12.7729 max_feature_frames=1090 train_avg_blank_prob=0.6539 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0212 train_target_tokens_per_frame=0.3211 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7505 train_avg_top_logit=7.7505 train_avg_top2_margin=3.5670 train_avg_blank_nonblank_margin=3.5670 train_avg_entropy=2.4220 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=9.0625 train_nonblank_weight_grad_norm_mean=0.0689 train_blank_bias_grad=-0.1322 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0871 train_encoder_std=2.2217 train_encoder_token_l2_norm=71.1089 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.08163e-06
2026-04-13 20:58:04,826 | INFO | rank=0 | train preview ref='Я хотів би запитати, от про що неодноразово зараз говорить про те, що ворог готує контрнаступ, ну не контрнаступ, про...' hyp_greedy='' hyp_beam='.' avg_output_frames=545.0 avg_target_tokens=175.0 top_tokens=<blank>:1.000
2026-04-13 20:58:52,151 | INFO | rank=0 | batch_timing epoch=1 batch=15640/249868 global_step=3910 data_wait=0.0s step_compute=6.0s batch_size=1 effective_frames=1088 max_feature_frames=1088 target_tokens=108
2026-04-13 20:58:52,397 | INFO | rank=0 | epoch=1 step=15640/249868 global_step=3910 train_loss=5.2500 train_main_ctc_loss=5.2500 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=7.6506 max_feature_frames=1089 train_avg_blank_prob=0.8025 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0152 train_target_tokens_per_frame=0.1985 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8235 train_avg_top_logit=8.8235 train_avg_top2_margin=4.1471 train_avg_blank_nonblank_margin=4.1471 train_avg_entropy=1.4632 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=5.0389 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=0.0738 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0861 train_encoder_std=2.4831 train_encoder_token_l2_norm=79.4622 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.08697e-06
2026-04-13 20:58:52,862 | INFO | rank=0 | train preview ref='Далі у нас момент з танцями. Тут, в принципі, грає музика, цей гайдар, на гайді музикант. Він грав музику, дівчата та...' hyp_greedy='' hyp_beam='' avg_output_frames=544.0 avg_target_tokens=108.0 top_tokens=<blank>:1.000
2026-04-13 20:59:42,114 | INFO | rank=0 | epoch=1 step=15680/249868 global_step=3920 train_loss=5.2579 train_main_ctc_loss=5.2579 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=3.7279 max_feature_frames=1088 train_avg_blank_prob=0.6559 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0207 train_target_tokens_per_frame=0.3290 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7647 train_avg_top_logit=7.7647 train_avg_top2_margin=3.6029 train_avg_blank_nonblank_margin=3.6029 train_avg_entropy=2.4118 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=1.3936 train_nonblank_weight_grad_norm_mean=0.0602 train_blank_bias_grad=0.0202 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0854 train_encoder_std=2.1848 train_encoder_token_l2_norm=69.9140 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.0923e-06
2026-04-13 20:59:42,540 | INFO | rank=0 | train preview ref="Наші хлопці деблокували її, підняли плиту і достали її вже в ношах, поставили до швидкої медичної допомоги. Один під'..." hyp_greedy='' hyp_beam='.' avg_output_frames=544.0 avg_target_tokens=179.0 top_tokens=<blank>:1.000
2026-04-13 21:00:27,600 | INFO | rank=0 | epoch=1 step=15720/249868 global_step=3930 train_loss=5.2250 train_main_ctc_loss=5.2250 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=4.3913 max_feature_frames=1087 train_avg_blank_prob=0.7538 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.2155 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4273 train_avg_top_logit=8.4273 train_avg_top2_margin=3.8895 train_avg_blank_nonblank_margin=3.8895 train_avg_entropy=1.7827 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=0.3753 train_nonblank_weight_grad_norm_mean=0.0691 train_blank_bias_grad=-0.0067 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0858 train_encoder_std=2.3629 train_encoder_token_l2_norm=75.5847 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.09764e-06
2026-04-13 21:00:28,042 | INFO | rank=0 | train preview ref='Такщо я пропоную не сильно вірити всьому, що каже пропаганда расистська. Бо це як на мене повне абсі абсолютно абсурд...' hyp_greedy='' hyp_beam='' avg_output_frames=543.0 avg_target_tokens=117.0 top_tokens=<blank>:1.000
2026-04-13 21:01:19,993 | INFO | rank=0 | epoch=1 step=15760/249868 global_step=3940 train_loss=5.2523 train_main_ctc_loss=5.2523 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=4.5207 max_feature_frames=1086 train_avg_blank_prob=0.6834 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.3959 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8969 train_avg_top_logit=7.8969 train_avg_top2_margin=3.6390 train_avg_blank_nonblank_margin=3.6390 train_avg_entropy=2.2394 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.3863 train_nonblank_weight_grad_norm_mean=0.0531 train_blank_bias_grad=-0.0364 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0886 train_encoder_std=2.2306 train_encoder_token_l2_norm=71.3934 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.10298e-06
2026-04-13 21:01:20,429 | INFO | rank=0 | train preview ref='создавать более плотную поверхностную оболочку из полимера. И вот одна из идей следующая: использовать не полимер исх...' hyp_greedy='' hyp_beam=',       ' avg_output_frames=543.0 avg_target_tokens=215.0 top_tokens=<blank>:1.000
2026-04-13 21:02:02,498 | INFO | rank=0 | epoch=1 step=15800/249868 global_step=3950 train_loss=5.1522 train_main_ctc_loss=5.1522 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=5.7222 max_feature_frames=1085 train_avg_blank_prob=0.7463 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.2818 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3094 train_avg_top_logit=8.3094 train_avg_top2_margin=3.9190 train_avg_blank_nonblank_margin=3.9190 train_avg_entropy=1.8416 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=3.4625 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=0.0500 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0861 train_encoder_std=2.3090 train_encoder_token_l2_norm=73.8768 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.10831e-06
2026-04-13 21:02:02,915 | INFO | rank=0 | train preview ref='Скоріше за все, кожна кожній ділянці фронту ворога прощупують, прощупають і добренько дадуть по зубах. Ну третя окрем...' hyp_greedy='' hyp_beam=',.' avg_output_frames=543.0 avg_target_tokens=153.0 top_tokens=<blank>:1.000
2026-04-13 21:02:48,177 | INFO | rank=0 | epoch=1 step=15840/249868 global_step=3960 train_loss=5.2740 train_main_ctc_loss=5.2740 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=9.3115 max_feature_frames=1084 train_avg_blank_prob=0.7426 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.2343 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3247 train_avg_top_logit=8.3247 train_avg_top2_margin=3.9262 train_avg_blank_nonblank_margin=3.9262 train_avg_entropy=1.8598 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=4.8700 train_nonblank_weight_grad_norm_mean=0.0768 train_blank_bias_grad=-0.0609 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0842 train_encoder_std=2.3378 train_encoder_token_l2_norm=74.7539 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.11365e-06
2026-04-13 21:02:48,571 | INFO | rank=0 | train preview ref='В цих околицях їздив один чоловік, який намагався організувати сепаратистів і прихильників вторгнення і фактично окуп...' hyp_greedy='' hyp_beam=',   .' avg_output_frames=542.0 avg_target_tokens=127.0 top_tokens=<blank>:1.000
2026-04-13 21:03:38,553 | INFO | rank=0 | epoch=1 step=15880/249868 global_step=3970 train_loss=5.2035 train_main_ctc_loss=5.2035 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.45 grad_norm=7.7447 max_feature_frames=1084 train_avg_blank_prob=0.6655 train_argmax_blank_frac=0.9982 train_avg_top_nonblank_prob=0.0210 train_target_tokens_per_frame=0.3339 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8524 train_avg_top_logit=7.8524 train_avg_top2_margin=3.6458 train_avg_blank_nonblank_margin=3.6458 train_avg_entropy=2.3469 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=5.3658 train_nonblank_weight_grad_norm_mean=0.0533 train_blank_bias_grad=-0.0823 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0876 train_encoder_std=2.2463 train_encoder_token_l2_norm=71.8581 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.11899e-06
2026-04-13 21:03:39,008 | INFO | rank=0 | train preview ref="Як назвали дівчата Соломійка? А ще каже інколи батьки просили допомогти вибрати ім'я новонародженим. Є так декілька і..." hyp_greedy='.' hyp_beam=',    ..' avg_output_frames=542.0 avg_target_tokens=181.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 21:04:22,121 | INFO | rank=0 | epoch=1 step=15920/249868 global_step=3980 train_loss=5.2952 train_main_ctc_loss=5.2952 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=4.0746 max_feature_frames=1083 train_avg_blank_prob=0.7119 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2860 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1476 train_avg_top_logit=8.1476 train_avg_top2_margin=3.7491 train_avg_blank_nonblank_margin=3.7491 train_avg_entropy=2.0517 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=2.2340 train_nonblank_weight_grad_norm_mean=0.0568 train_blank_bias_grad=0.0324 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0869 train_encoder_std=2.2989 train_encoder_token_l2_norm=73.5680 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.12432e-06
2026-04-13 21:04:22,582 | INFO | rank=0 | train preview ref='І час нам потрібно для того, щоб відновлювати. Їм потрібна воля та спроможність принести ці такі важкі обставини, які...' hyp_greedy='' hyp_beam=', ,    .' avg_output_frames=542.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 21:05:03,690 | INFO | rank=0 | epoch=1 step=15960/249868 global_step=3990 train_loss=5.3280 train_main_ctc_loss=5.3280 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=10.4113 max_feature_frames=1082 train_avg_blank_prob=0.7502 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.3142 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3993 train_avg_top_logit=8.3993 train_avg_top2_margin=3.9630 train_avg_blank_nonblank_margin=3.9630 train_avg_entropy=1.8041 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=7.3837 train_nonblank_weight_grad_norm_mean=0.0566 train_blank_bias_grad=0.1094 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0864 train_encoder_std=2.3581 train_encoder_token_l2_norm=75.4638 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.12966e-06
2026-04-13 21:05:04,095 | INFO | rank=0 | train preview ref='Сьогодні наш гість, голова правління громадської організації Агенція розвитку південного регіону Вічеслав Плочан. Віт...' hyp_greedy='' hyp_beam='.' avg_output_frames=541.0 avg_target_tokens=170.0 top_tokens=<blank>:1.000
2026-04-13 21:05:50,485 | INFO | rank=0 | epoch=1 step=16000/249868 global_step=4000 train_loss=5.2699 train_main_ctc_loss=5.2699 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=15.9544 max_feature_frames=1081 train_avg_blank_prob=0.7702 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0165 train_target_tokens_per_frame=0.2828 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5176 train_avg_top_logit=8.5176 train_avg_top2_margin=4.0222 train_avg_blank_nonblank_margin=4.0222 train_avg_entropy=1.6858 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=11.5747 train_nonblank_weight_grad_norm_mean=0.0641 train_blank_bias_grad=0.1653 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0856 train_encoder_std=2.3738 train_encoder_token_l2_norm=75.9486 cpu_rss=24.9GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.13499e-06
2026-04-13 21:05:50,877 | INFO | rank=0 | train preview ref='Що була досить бо досить великий тіпіш там на фоні знову ж таки на фоні політики, що буде-не буде вторгнення, наскіль...' hyp_greedy='' hyp_beam='' avg_output_frames=541.0 avg_target_tokens=153.0 top_tokens=<blank>:1.000
2026-04-13 21:05:50,904 | INFO | rank=0 | epoch 1 step=16000/249868 global_step=4000 reached validation interval; starting validation
2026-04-13 21:11:08,753 | INFO | rank=0 | epoch_0001_step_00004000 complete train_loss=8.7232 val_loss=18.5296 val_main_ctc_loss=18.5296 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=1.0036 val_wer=1.3911 val_avg_blank_prob=0.4281 val_argmax_blank_frac=0.6285 val_avg_top_nonblank_prob=0.1060 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.2531 val_avg_hyp_chars=17.57 val_avg_hyp_words=5.79 val_model_source=raw best_val_wer=1.3800 timing_forward=334.72s timing_teacher=0.00s timing_decode=0.98s timing_gather=0.02s timing_checkpoint_export=130.65s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00004000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 21:11:08,755 | INFO | rank=0 | epoch_0001_step_00004000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=21.83s best_export=0.00s topk_update=66.58s topk_average=42.22s
2026-04-13 21:11:08,755 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 21:11:08,756 | INFO | rank=0 | validation preview hardest_ref='Я пила би це життя.' hardest_hyp='іс ічагу іс іс іс і'
2026-04-13 21:31:30,683 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/eeb27ce711058062d0695700b730312b701cc88b elapsed=20m 21.8s
2026-04-13 21:32:12,880 | INFO | rank=0 | epoch=1 step=16040/249868 global_step=4010 train_loss=5.1196 train_main_ctc_loss=5.1196 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=13.2154 max_feature_frames=1080 train_avg_blank_prob=0.7318 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.3148 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2370 train_avg_top_logit=8.2370 train_avg_top2_margin=3.9111 train_avg_blank_nonblank_margin=3.9111 train_avg_entropy=1.9259 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=9.4832 train_nonblank_weight_grad_norm_mean=0.0663 train_blank_bias_grad=0.1378 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0896 train_encoder_std=2.3009 train_encoder_token_l2_norm=73.6344 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.14033e-06
2026-04-13 21:32:13,279 | INFO | rank=0 | train preview ref='Безпосередньо архітектура, так би мовити, що близько для архітектора. Тініти так само, натюрморти. Представлені робот...' hyp_greedy='' hyp_beam='.' avg_output_frames=540.0 avg_target_tokens=170.0 top_tokens=<blank>:1.000
2026-04-13 21:32:54,088 | INFO | rank=0 | epoch=1 step=16080/249868 global_step=4020 train_loss=5.2024 train_main_ctc_loss=5.2024 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=5.9541 max_feature_frames=1079 train_avg_blank_prob=0.7049 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0213 train_target_tokens_per_frame=0.2537 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1185 train_avg_top_logit=8.1185 train_avg_top2_margin=3.7037 train_avg_blank_nonblank_margin=3.7037 train_avg_entropy=2.0889 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5777 train_blank_weight_grad_norm=4.0324 train_nonblank_weight_grad_norm_mean=0.0564 train_blank_bias_grad=-0.0609 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0865 train_encoder_std=2.3095 train_encoder_token_l2_norm=73.7886 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.14567e-06
2026-04-13 21:32:54,517 | INFO | rank=0 | train preview ref='Бібліотеки зараз не можуть розраховувати на масового споживача. Більшість буде задовольнятися інтернетом, Гуглом та В...' hyp_greedy='' hyp_beam='.' avg_output_frames=540.0 avg_target_tokens=137.0 top_tokens=<blank>:1.000
2026-04-13 21:33:35,558 | INFO | rank=0 | epoch=1 step=16120/249868 global_step=4030 train_loss=5.3064 train_main_ctc_loss=5.3064 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=11.9398 max_feature_frames=1079 train_avg_blank_prob=0.6062 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0240 train_target_tokens_per_frame=0.3241 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5259 train_avg_top_logit=7.5259 train_avg_top2_margin=3.4074 train_avg_blank_nonblank_margin=3.4074 train_avg_entropy=2.6963 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=8.6691 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=-0.1319 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0871 train_encoder_std=2.1758 train_encoder_token_l2_norm=69.5478 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.151e-06
2026-04-13 21:33:35,992 | INFO | rank=0 | train preview ref='Навчання нас проходило по підтримки ветеранів та ветеранок в майбутньому, так як ми вже розуміємо наразі другий рік в...' hyp_greedy='.' hyp_beam=',,      ,..' avg_output_frames=540.0 avg_target_tokens=175.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 21:34:30,917 | INFO | rank=0 | epoch=1 step=16160/249868 global_step=4040 train_loss=5.3301 train_main_ctc_loss=5.3301 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=9.2748 max_feature_frames=1078 train_avg_blank_prob=0.7480 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0187 train_target_tokens_per_frame=0.3414 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3711 train_avg_top_logit=8.3711 train_avg_top2_margin=3.9184 train_avg_blank_nonblank_margin=3.9184 train_avg_entropy=1.8182 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=6.9999 train_nonblank_weight_grad_norm_mean=0.0528 train_blank_bias_grad=0.1019 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0870 train_encoder_std=2.3803 train_encoder_token_l2_norm=76.1751 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.15634e-06
2026-04-13 21:34:31,306 | INFO | rank=0 | train preview ref="Бажаю здоров'я, шановні українці. Передусім хочу привітати з двома професійними святами, які відзначаються сьогодні. ..." hyp_greedy='' hyp_beam='.' avg_output_frames=539.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 21:35:15,384 | INFO | rank=0 | epoch=1 step=16200/249868 global_step=4050 train_loss=5.3734 train_main_ctc_loss=5.3734 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.44 grad_norm=6.6223 max_feature_frames=1077 train_avg_blank_prob=0.7661 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.2560 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4898 train_avg_top_logit=8.4898 train_avg_top2_margin=3.9777 train_avg_blank_nonblank_margin=3.9777 train_avg_entropy=1.6994 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=4.7944 train_nonblank_weight_grad_norm_mean=0.0555 train_blank_bias_grad=0.0689 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0870 train_encoder_std=2.4113 train_encoder_token_l2_norm=77.1574 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.16167e-06
2026-04-13 21:35:15,774 | INFO | rank=0 | train preview ref='Не знаю, відкуди ми беремо силу, тому що напередку якось плакати, горювати, це тільки собі мінус. Тобто будь-яка ситу...' hyp_greedy='' hyp_beam='' avg_output_frames=539.0 avg_target_tokens=138.0 top_tokens=<blank>:1.000
2026-04-13 21:35:56,822 | INFO | rank=0 | epoch=1 step=16240/249868 global_step=4060 train_loss=5.3174 train_main_ctc_loss=5.3174 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=3.0565 max_feature_frames=1076 train_avg_blank_prob=0.7316 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2881 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2677 train_avg_top_logit=8.2677 train_avg_top2_margin=3.8959 train_avg_blank_nonblank_margin=3.8959 train_avg_entropy=1.9331 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.2611 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=-0.0199 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0837 train_encoder_std=2.3429 train_encoder_token_l2_norm=74.8491 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.16701e-06
2026-04-13 21:35:57,265 | INFO | rank=0 | train preview ref='Ракетно-артилерійське озброєння це пріоритет номер один в питанні матеріально-технічної підтримки, яку ми чекаємо, і ...' hyp_greedy='' hyp_beam='.' avg_output_frames=538.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 21:36:46,651 | INFO | rank=0 | epoch=1 step=16280/249868 global_step=4070 train_loss=5.2618 train_main_ctc_loss=5.2618 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=3.4598 max_feature_frames=1075 train_avg_blank_prob=0.7185 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.2825 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1487 train_avg_top_logit=8.1487 train_avg_top2_margin=3.8067 train_avg_blank_nonblank_margin=3.8067 train_avg_entropy=2.0223 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.2232 train_nonblank_weight_grad_norm_mean=0.0626 train_blank_bias_grad=-0.0191 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0870 train_encoder_std=2.2873 train_encoder_token_l2_norm=73.1776 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.17235e-06
2026-04-13 21:36:47,060 | INFO | rank=0 | train preview ref='Договір вважається укладеним в належній формі, якщо сторони досягли згоди з усіх істотних умов договору. Це означає, ...' hyp_greedy='' hyp_beam='.' avg_output_frames=538.0 avg_target_tokens=152.0 top_tokens=<blank>:1.000
2026-04-13 21:37:31,579 | INFO | rank=0 | epoch=1 step=16320/249868 global_step=4080 train_loss=5.2530 train_main_ctc_loss=5.2530 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=3.4181 max_feature_frames=1074 train_avg_blank_prob=0.7214 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.2886 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1043 train_avg_top_logit=8.1043 train_avg_top2_margin=3.8734 train_avg_blank_nonblank_margin=3.8734 train_avg_entropy=2.0112 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.6003 train_nonblank_weight_grad_norm_mean=0.0572 train_blank_bias_grad=0.0226 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0862 train_encoder_std=2.2513 train_encoder_token_l2_norm=72.0538 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.17768e-06
2026-04-13 21:37:31,989 | INFO | rank=0 | train preview ref='Штрафи і пені, так звані, це інше це основний борг за газ. Відповідно, ми мусимо купувати в газ в одного постачальник...' hyp_greedy='' hyp_beam='' avg_output_frames=537.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 21:38:19,052 | INFO | rank=0 | epoch=1 step=16360/249868 global_step=4090 train_loss=5.1678 train_main_ctc_loss=5.1678 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=8.3274 max_feature_frames=1074 train_avg_blank_prob=0.6805 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0221 train_target_tokens_per_frame=0.3352 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8659 train_avg_top_logit=7.8659 train_avg_top2_margin=3.6201 train_avg_blank_nonblank_margin=3.6201 train_avg_entropy=2.2644 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=5.4811 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=-0.0809 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0866 train_encoder_std=2.1923 train_encoder_token_l2_norm=70.1386 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.18302e-06
2026-04-13 21:38:19,451 | INFO | rank=0 | train preview ref='Тому ну можливо, от Маріуполь, да взагалі тут кожен плакат береш, і це футболочний варіант. Плакати з виставки можна ...' hyp_greedy='' hyp_beam='.' avg_output_frames=537.0 avg_target_tokens=180.0 top_tokens=<blank>:1.000
2026-04-13 21:39:02,860 | INFO | rank=0 | epoch=1 step=16400/249868 global_step=4100 train_loss=5.4488 train_main_ctc_loss=5.4488 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=11.7174 max_feature_frames=1073 train_avg_blank_prob=0.6215 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0221 train_target_tokens_per_frame=0.3166 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5084 train_avg_top_logit=7.5084 train_avg_top2_margin=3.4711 train_avg_blank_nonblank_margin=3.4711 train_avg_entropy=2.6369 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=7.7065 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=-0.1212 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0862 train_encoder_std=2.0966 train_encoder_token_l2_norm=67.0367 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.18836e-06
2026-04-13 21:39:03,290 | INFO | rank=0 | train preview ref='Це розчаровує тепер хід за Зеленським. Від нього очікували боротьби з корупцією та реформ. Але наразі усі сигнали роз...' hyp_greedy='' hyp_beam=',    .' avg_output_frames=537.0 avg_target_tokens=170.0 top_tokens=<blank>:1.000
2026-04-13 21:39:52,740 | INFO | rank=0 | epoch=1 step=16440/249868 global_step=4110 train_loss=5.2795 train_main_ctc_loss=5.2795 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=14.3208 max_feature_frames=1072 train_avg_blank_prob=0.7520 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.2836 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3582 train_avg_top_logit=8.3582 train_avg_top2_margin=3.9701 train_avg_blank_nonblank_margin=3.9701 train_avg_entropy=1.7985 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=10.6495 train_nonblank_weight_grad_norm_mean=0.0564 train_blank_bias_grad=0.1594 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0856 train_encoder_std=2.3141 train_encoder_token_l2_norm=73.9746 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.19369e-06
2026-04-13 21:39:53,156 | INFO | rank=0 | train preview ref="Слово боку, я можу говорити певним чином лише про суб'єктивні свої висновки, які побудовані на певному досвіди та том..." hyp_greedy='' hyp_beam='.' avg_output_frames=536.0 avg_target_tokens=152.0 top_tokens=<blank>:1.000
2026-04-13 21:40:40,517 | INFO | rank=0 | epoch=1 step=16480/249868 global_step=4120 train_loss=5.2703 train_main_ctc_loss=5.2703 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=13.9797 max_feature_frames=1071 train_avg_blank_prob=0.7505 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0169 train_target_tokens_per_frame=0.2892 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3582 train_avg_top_logit=8.3582 train_avg_top2_margin=3.9701 train_avg_blank_nonblank_margin=3.9701 train_avg_entropy=1.8134 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=10.0838 train_nonblank_weight_grad_norm_mean=0.0575 train_blank_bias_grad=0.1475 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0874 train_encoder_std=2.3157 train_encoder_token_l2_norm=74.0807 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.19903e-06
2026-04-13 21:40:40,927 | INFO | rank=0 | train preview ref='Учням запропонували написати листи солідарності до цьогорічних героїв марафону прав людини. Олександра Книж звернулас...' hyp_greedy='' hyp_beam='' avg_output_frames=536.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 21:41:27,921 | INFO | rank=0 | epoch=1 step=16520/249868 global_step=4130 train_loss=5.1859 train_main_ctc_loss=5.1859 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=4.3147 max_feature_frames=1070 train_avg_blank_prob=0.7656 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.2206 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4935 train_avg_top_logit=8.4935 train_avg_top2_margin=3.9776 train_avg_blank_nonblank_margin=3.9776 train_avg_entropy=1.7047 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=2.5656 train_nonblank_weight_grad_norm_mean=0.0572 train_blank_bias_grad=0.0379 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0893 train_encoder_std=2.3837 train_encoder_token_l2_norm=76.2871 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.20436e-06
2026-04-13 21:41:28,314 | INFO | rank=0 | train preview ref='На рівні театру абсурду, звичайно, тільки внутрішнього люди здатні проживати. Ой, мене там не розуміє вчитель, ой, до...' hyp_greedy='' hyp_beam='' avg_output_frames=535.0 avg_target_tokens=118.0 top_tokens=<blank>:1.000
2026-04-13 21:42:11,254 | INFO | rank=0 | epoch=1 step=16560/249868 global_step=4140 train_loss=5.2156 train_main_ctc_loss=5.2156 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=13.6472 max_feature_frames=1070 train_avg_blank_prob=0.7164 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0200 train_target_tokens_per_frame=0.2224 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1346 train_avg_top_logit=8.1346 train_avg_top2_margin=3.7682 train_avg_blank_nonblank_margin=3.7682 train_avg_entropy=2.0187 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=9.8907 train_nonblank_weight_grad_norm_mean=0.0659 train_blank_bias_grad=-0.1453 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0919 train_encoder_std=2.3112 train_encoder_token_l2_norm=73.9736 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.2097e-06
2026-04-13 21:42:11,708 | INFO | rank=0 | train preview ref='Як я вже казав, цей процес є сталий і таким буде залишатися ще найближчі днів, якщо не більше. І тому поривчистий віт...' hyp_greedy='' hyp_beam='.' avg_output_frames=535.0 avg_target_tokens=119.0 top_tokens=<blank>:1.000
2026-04-13 21:43:02,214 | INFO | rank=0 | epoch=1 step=16600/249868 global_step=4150 train_loss=5.2051 train_main_ctc_loss=5.2051 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.43 grad_norm=9.5984 max_feature_frames=1069 train_avg_blank_prob=0.6459 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.3196 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7159 train_avg_top_logit=7.7159 train_avg_top2_margin=3.5589 train_avg_blank_nonblank_margin=3.5589 train_avg_entropy=2.4673 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=6.3015 train_nonblank_weight_grad_norm_mean=0.0585 train_blank_bias_grad=-0.0985 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0871 train_encoder_std=2.1830 train_encoder_token_l2_norm=69.8654 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.21504e-06
2026-04-13 21:43:02,671 | INFO | rank=0 | train preview ref='Завідуюча додає, за час роботи ковідного відділення помирали від хвороби пацієнти, які не своєчасно звертались до лік...' hyp_greedy='' hyp_beam=', ' avg_output_frames=535.0 avg_target_tokens=171.0 top_tokens=<blank>:1.000
2026-04-13 21:43:52,289 | INFO | rank=0 | epoch=1 step=16640/249868 global_step=4160 train_loss=5.2049 train_main_ctc_loss=5.2049 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=15.1608 max_feature_frames=1068 train_avg_blank_prob=0.7496 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.2903 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3296 train_avg_top_logit=8.3296 train_avg_top2_margin=3.9251 train_avg_blank_nonblank_margin=3.9251 train_avg_entropy=1.8127 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=11.3318 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=0.1631 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0859 train_encoder_std=2.3107 train_encoder_token_l2_norm=73.8877 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.22037e-06
2026-04-13 21:43:52,674 | INFO | rank=0 | train preview ref='Ну, переждали, когось там положили, стабілізували, потім відправили на Запоріжжя перебіжками, перебіжками. Тут хвилин...' hyp_greedy='' hyp_beam='.' avg_output_frames=534.0 avg_target_tokens=155.0 top_tokens=<blank>:1.000
2026-04-13 21:44:45,304 | INFO | rank=0 | epoch=1 step=16680/249868 global_step=4170 train_loss=5.2507 train_main_ctc_loss=5.2507 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=3.9897 max_feature_frames=1067 train_avg_blank_prob=0.7589 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.2322 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4494 train_avg_top_logit=8.4494 train_avg_top2_margin=3.8652 train_avg_blank_nonblank_margin=3.8652 train_avg_entropy=1.7378 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.7757 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=-0.0261 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0850 train_encoder_std=2.3981 train_encoder_token_l2_norm=76.7212 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.22571e-06
2026-04-13 21:44:45,712 | INFO | rank=0 | train preview ref='Так як я з родини військовослужбовців, я одразу зрозуміла, що це за вибухи, звідки вони, і тому, перше, що зрозуміла,...' hyp_greedy='' hyp_beam='.' avg_output_frames=534.0 avg_target_tokens=124.0 top_tokens=<blank>:1.000
2026-04-13 21:45:28,376 | INFO | rank=0 | epoch=1 step=16720/249868 global_step=4180 train_loss=5.1921 train_main_ctc_loss=5.1921 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=22.5388 max_feature_frames=1066 train_avg_blank_prob=0.6871 train_argmax_blank_frac=0.9962 train_avg_top_nonblank_prob=0.0239 train_target_tokens_per_frame=0.2120 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0450 train_avg_top_logit=8.0450 train_avg_top2_margin=3.6173 train_avg_blank_nonblank_margin=3.6173 train_avg_entropy=2.1764 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=17.6510 train_nonblank_weight_grad_norm_mean=0.0744 train_blank_bias_grad=-0.2581 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0890 train_encoder_std=2.3371 train_encoder_token_l2_norm=74.7749 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.23104e-06
2026-04-13 21:45:28,783 | INFO | rank=0 | train preview ref='Я можу сказати, що ми захищаємо і ми стоїмо. Мова про відступ, я повторююся, не йде, тому що ну просто тому, що не йд...' hyp_greedy='..' hyp_beam=',      .' avg_output_frames=533.0 avg_target_tokens=113.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 21:46:09,945 | INFO | rank=0 | epoch=1 step=16760/249868 global_step=4190 train_loss=5.2047 train_main_ctc_loss=5.2047 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=2.9602 max_feature_frames=1066 train_avg_blank_prob=0.7602 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.2552 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4653 train_avg_top_logit=8.4653 train_avg_top2_margin=3.9325 train_avg_blank_nonblank_margin=3.9325 train_avg_entropy=1.7336 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=0.2988 train_nonblank_weight_grad_norm_mean=0.0600 train_blank_bias_grad=-0.0029 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0892 train_encoder_std=2.4024 train_encoder_token_l2_norm=76.8625 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.23638e-06
2026-04-13 21:46:10,384 | INFO | rank=0 | train preview ref='Розумієте, в якому інформаційному терорі знаходяться люди, і Сітізен Science- це ж про Сітізен в першу чергу, це про ...' hyp_greedy='' hyp_beam='.' avg_output_frames=533.0 avg_target_tokens=136.0 top_tokens=<blank>:1.000
2026-04-13 21:46:53,626 | INFO | rank=0 | epoch=1 step=16800/249868 global_step=4200 train_loss=5.6965 train_main_ctc_loss=5.6965 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=4.3494 max_feature_frames=1065 train_avg_blank_prob=0.7750 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.0921 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6015 train_avg_top_logit=8.6015 train_avg_top2_margin=4.0602 train_avg_blank_nonblank_margin=4.0602 train_avg_entropy=1.6391 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.0607 train_nonblank_weight_grad_norm_mean=0.0699 train_blank_bias_grad=-0.0115 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0920 train_encoder_std=2.4197 train_encoder_token_l2_norm=77.4481 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.24172e-06
2026-04-13 21:46:54,035 | INFO | rank=0 | train preview ref='Верзякати. Говоріть ерунду. Що ви там? Ви прячете планшет, як то діпута свої мільйони.' hyp_greedy='' hyp_beam='.   ' avg_output_frames=532.0 avg_target_tokens=49.0 top_tokens=<blank>:1.000
2026-04-13 21:47:37,119 | INFO | rank=0 | epoch=1 step=16840/249868 global_step=4210 train_loss=5.2986 train_main_ctc_loss=5.2986 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=7.1462 max_feature_frames=1064 train_avg_blank_prob=0.7106 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.3120 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1203 train_avg_top_logit=8.1203 train_avg_top2_margin=3.7895 train_avg_blank_nonblank_margin=3.7895 train_avg_entropy=2.0602 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=5.2969 train_nonblank_weight_grad_norm_mean=0.0552 train_blank_bias_grad=0.0783 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0859 train_encoder_std=2.2746 train_encoder_token_l2_norm=72.7508 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.24705e-06
2026-04-13 21:47:37,564 | INFO | rank=0 | train preview ref='Та споруд його заступника Геннадія Мушякова у службовій недбалості, що призвела до тяжких наслідків. Обидва фігуранти...' hyp_greedy='' hyp_beam='.' avg_output_frames=532.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-13 21:48:23,673 | INFO | rank=0 | epoch=1 step=16880/249868 global_step=4220 train_loss=6.3854 train_main_ctc_loss=6.3854 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=8.6766 max_feature_frames=1063 train_avg_blank_prob=0.6907 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.2820 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9398 train_avg_top_logit=7.9398 train_avg_top2_margin=3.6842 train_avg_blank_nonblank_margin=3.6842 train_avg_entropy=2.1955 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=5.1998 train_nonblank_weight_grad_norm_mean=0.0704 train_blank_bias_grad=0.0753 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0915 train_encoder_std=2.2388 train_encoder_token_l2_norm=71.6498 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.25239e-06
2026-04-13 21:48:24,120 | INFO | rank=0 | train preview ref='Зберігалася дистанція як мінімум півтора метра. До кінотеатру пускають лише вакцинованих відвідувачів. Ми працюємо по...' hyp_greedy='' hyp_beam='' avg_output_frames=532.0 avg_target_tokens=150.0 top_tokens=<blank>:1.000
2026-04-13 21:49:08,733 | INFO | rank=0 | epoch=1 step=16920/249868 global_step=4230 train_loss=5.0898 train_main_ctc_loss=5.0898 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=3.3923 max_feature_frames=1062 train_avg_blank_prob=0.7540 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0201 train_target_tokens_per_frame=0.2486 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3766 train_avg_top_logit=8.3766 train_avg_top2_margin=3.9473 train_avg_blank_nonblank_margin=3.9473 train_avg_entropy=1.7778 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.7169 train_nonblank_weight_grad_norm_mean=0.0529 train_blank_bias_grad=0.0268 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0880 train_encoder_std=2.3361 train_encoder_token_l2_norm=74.6815 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.25773e-06
2026-04-13 21:49:09,149 | INFO | rank=0 | train preview ref='Дуже суттєво різних умовах, і на жаль, наші профспілки не мають досвіду, як може ефективно протидіяти тактикам недобр...' hyp_greedy='.' hyp_beam='..' avg_output_frames=531.0 avg_target_tokens=132.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 21:49:53,809 | INFO | rank=0 | epoch=1 step=16960/249868 global_step=4240 train_loss=5.3236 train_main_ctc_loss=5.3236 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.42 grad_norm=9.2656 max_feature_frames=1062 train_avg_blank_prob=0.7186 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.3089 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1356 train_avg_top_logit=8.1356 train_avg_top2_margin=3.8569 train_avg_blank_nonblank_margin=3.8569 train_avg_entropy=2.0188 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=6.3263 train_nonblank_weight_grad_norm_mean=0.0691 train_blank_bias_grad=0.0902 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0918 train_encoder_std=2.2604 train_encoder_token_l2_norm=72.3074 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.26306e-06
2026-04-13 21:49:54,228 | INFO | rank=0 | train preview ref='І інколи наже буває так, що люди приходять і кажуть: о, то це моя світлуха, о, це моя, а це моя подруга, похоже. Дире...' hyp_greedy='' hyp_beam='.' avg_output_frames=531.0 avg_target_tokens=164.0 top_tokens=<blank>:1.000
2026-04-13 21:50:40,365 | INFO | rank=0 | epoch=1 step=17000/249868 global_step=4250 train_loss=5.1979 train_main_ctc_loss=5.1979 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=2.9180 max_feature_frames=1061 train_avg_blank_prob=0.6923 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.3183 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0151 train_avg_top_logit=8.0151 train_avg_top2_margin=3.7062 train_avg_blank_nonblank_margin=3.7062 train_avg_entropy=2.1695 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=0.1231 train_nonblank_weight_grad_norm_mean=0.0565 train_blank_bias_grad=0.0011 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0871 train_encoder_std=2.2626 train_encoder_token_l2_norm=72.3633 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.2684e-06
2026-04-13 21:50:40,760 | INFO | rank=0 | train preview ref='Та обласної проспілки працівників освіти, яка теж нагороджує педагогів. Туристичні змагання для працівників освіти ві...' hyp_greedy='.' hyp_beam='.' avg_output_frames=531.0 avg_target_tokens=169.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 21:51:23,800 | INFO | rank=0 | epoch=1 step=17040/249868 global_step=4260 train_loss=5.2516 train_main_ctc_loss=5.2516 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=13.6869 max_feature_frames=1060 train_avg_blank_prob=0.7270 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0188 train_target_tokens_per_frame=0.3189 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2113 train_avg_top_logit=8.2113 train_avg_top2_margin=3.8642 train_avg_blank_nonblank_margin=3.8642 train_avg_entropy=1.9623 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=10.4809 train_nonblank_weight_grad_norm_mean=0.0580 train_blank_bias_grad=0.1545 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0903 train_encoder_std=2.3028 train_encoder_token_l2_norm=73.6971 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.27373e-06
2026-04-13 21:51:24,185 | INFO | rank=0 | train preview ref='Та каже маленькі моторні собачки, тепер її розрада і втіха. Це дуже велолюбні собачки, дуже спокійні, ласкаві, а ще о...' hyp_greedy='.' hyp_beam='.    .' avg_output_frames=530.0 avg_target_tokens=169.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 21:52:06,061 | INFO | rank=0 | epoch=1 step=17080/249868 global_step=4270 train_loss=4.9930 train_main_ctc_loss=4.9930 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=4.7657 max_feature_frames=1059 train_avg_blank_prob=0.6634 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.3415 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7887 train_avg_top_logit=7.7887 train_avg_top2_margin=3.6377 train_avg_blank_nonblank_margin=3.6377 train_avg_entropy=2.3698 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=2.8997 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=-0.0445 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0867 train_encoder_std=2.2099 train_encoder_token_l2_norm=70.7038 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.27907e-06
2026-04-13 21:52:06,457 | INFO | rank=0 | train preview ref="Понад дев'яносто учасників, отримавши мапу, діти з інтервалом в дві хвилини рушають зі старту на вісім локацій. На ко..." hyp_greedy='' hyp_beam='.' avg_output_frames=530.0 avg_target_tokens=181.0 top_tokens=<blank>:1.000
2026-04-13 21:52:48,398 | INFO | rank=0 | epoch=1 step=17120/249868 global_step=4280 train_loss=5.3375 train_main_ctc_loss=5.3375 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=6.5579 max_feature_frames=1058 train_avg_blank_prob=0.7265 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.2703 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2268 train_avg_top_logit=8.2268 train_avg_top2_margin=3.7958 train_avg_blank_nonblank_margin=3.7958 train_avg_entropy=1.9660 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=4.0997 train_nonblank_weight_grad_norm_mean=0.0715 train_blank_bias_grad=-0.0600 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0831 train_encoder_std=2.3046 train_encoder_token_l2_norm=73.6874 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.28441e-06
2026-04-13 21:52:48,834 | INFO | rank=0 | train preview ref='Це були відповідні легко займисті речовини, такі як там матраси стояли, тому що це з благодійна організація, релігійн...' hyp_greedy='' hyp_beam='.' avg_output_frames=529.0 avg_target_tokens=143.0 top_tokens=<blank>:1.000
2026-04-13 21:53:34,008 | INFO | rank=0 | epoch=1 step=17160/249868 global_step=4290 train_loss=5.1569 train_main_ctc_loss=5.1569 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=7.1607 max_feature_frames=1058 train_avg_blank_prob=0.6385 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0219 train_target_tokens_per_frame=0.3327 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6522 train_avg_top_logit=7.6522 train_avg_top2_margin=3.5388 train_avg_blank_nonblank_margin=3.5388 train_avg_entropy=2.5255 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=4.6793 train_nonblank_weight_grad_norm_mean=0.0558 train_blank_bias_grad=-0.0737 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0890 train_encoder_std=2.1609 train_encoder_token_l2_norm=69.1550 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.28974e-06
2026-04-13 21:53:34,405 | INFO | rank=0 | train preview ref='І покривається лаком на роботі. У мене всі збирають пакетики. Кажуть, це для Оксани, для мрамора. У році що минає, Ок...' hyp_greedy='.' hyp_beam='.' avg_output_frames=529.0 avg_target_tokens=176.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 21:54:25,198 | INFO | rank=0 | epoch=1 step=17200/249868 global_step=4300 train_loss=5.3700 train_main_ctc_loss=5.3700 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=22.6611 max_feature_frames=1057 train_avg_blank_prob=0.7440 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0171 train_target_tokens_per_frame=0.3554 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2873 train_avg_top_logit=8.2873 train_avg_top2_margin=3.9622 train_avg_blank_nonblank_margin=3.9622 train_avg_entropy=1.8601 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=16.8351 train_nonblank_weight_grad_norm_mean=0.0666 train_blank_bias_grad=0.2437 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0883 train_encoder_std=2.2917 train_encoder_token_l2_norm=73.2795 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.29508e-06
2026-04-13 21:54:25,615 | INFO | rank=0 | train preview ref='Чтобы не было утечки информации. Что касается этого самолета, то вот у меня, например, есть данные: что сейчас мы их ...' hyp_greedy='' hyp_beam='' avg_output_frames=529.0 avg_target_tokens=188.0 top_tokens=<blank>:1.000
2026-04-13 21:55:11,772 | INFO | rank=0 | epoch=1 step=17240/249868 global_step=4310 train_loss=5.2805 train_main_ctc_loss=5.2805 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=16.9324 max_feature_frames=1056 train_avg_blank_prob=0.8319 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0151 train_target_tokens_per_frame=0.1970 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.0303 train_avg_top_logit=9.0303 train_avg_top2_margin=4.3636 train_avg_blank_nonblank_margin=4.3636 train_avg_entropy=1.2652 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=12.7200 train_nonblank_weight_grad_norm_mean=0.0643 train_blank_bias_grad=0.1831 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0869 train_encoder_std=2.4754 train_encoder_token_l2_norm=79.1015 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.30041e-06
2026-04-13 21:55:12,191 | INFO | rank=0 | train preview ref='Але з плином часу в систему один за одним додавалися нові користувачі і тим самим створювали конкуренцію на вирішення...' hyp_greedy='' hyp_beam=',..' avg_output_frames=528.0 avg_target_tokens=104.0 top_tokens=<blank>:1.000
2026-04-13 21:55:58,842 | INFO | rank=0 | epoch=1 step=17280/249868 global_step=4320 train_loss=5.2129 train_main_ctc_loss=5.2129 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=8.2153 max_feature_frames=1055 train_avg_blank_prob=0.7911 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.1799 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6667 train_avg_top_logit=8.6667 train_avg_top2_margin=4.1212 train_avg_blank_nonblank_margin=4.1212 train_avg_entropy=1.5379 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=6.1687 train_nonblank_weight_grad_norm_mean=0.0591 train_blank_bias_grad=-0.0913 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0898 train_encoder_std=2.4235 train_encoder_token_l2_norm=77.5546 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.30575e-06
2026-04-13 21:55:59,306 | INFO | rank=0 | train preview ref='От що от, не знаючи навіть нашої мови української, дивлячись на будь-який з цих представних плакатів, кожен зрозуміє ...' hyp_greedy='' hyp_beam=', ' avg_output_frames=528.0 avg_target_tokens=95.0 top_tokens=<blank>:1.000
2026-04-13 21:56:54,717 | INFO | rank=0 | epoch=1 step=17320/249868 global_step=4330 train_loss=5.2330 train_main_ctc_loss=5.2330 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.41 grad_norm=10.4086 max_feature_frames=1055 train_avg_blank_prob=0.6181 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0237 train_target_tokens_per_frame=0.4110 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5455 train_avg_top_logit=7.5455 train_avg_top2_margin=3.4394 train_avg_blank_nonblank_margin=3.4394 train_avg_entropy=2.6364 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=7.7579 train_nonblank_weight_grad_norm_mean=0.0549 train_blank_bias_grad=-0.1191 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0893 train_encoder_std=2.1345 train_encoder_token_l2_norm=68.2819 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.31109e-06
2026-04-13 21:56:55,109 | INFO | rank=0 | train preview ref='Крім інструменту, хотілося б придмати хороший вантажний автомобіль, в який би поміщалися всі меблі. За час дії програ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=528.0 avg_target_tokens=217.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 21:57:44,092 | INFO | rank=0 | epoch=1 step=17360/249868 global_step=4340 train_loss=5.4089 train_main_ctc_loss=5.4089 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=5.5549 max_feature_frames=1054 train_avg_blank_prob=0.8633 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0121 train_target_tokens_per_frame=0.1252 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.3510 train_avg_top_logit=9.3510 train_avg_top2_margin=4.5541 train_avg_blank_nonblank_margin=4.5541 train_avg_entropy=1.0550 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=3.5210 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=0.0534 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0920 train_encoder_std=2.5639 train_encoder_token_l2_norm=81.9828 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.31642e-06
2026-04-13 21:57:44,475 | INFO | rank=0 | train preview ref='Ну так. Оригінально. Що за знакомство, що? Ну так. І другого Юра. Согласен. Я вже і сам собі. І оце прикинь, так? У н...' hyp_greedy='' hyp_beam='.' avg_output_frames=527.0 avg_target_tokens=66.0 top_tokens=<blank>:1.000
2026-04-13 21:58:27,439 | INFO | rank=0 | epoch=1 step=17400/249868 global_step=4350 train_loss=6.3001 train_main_ctc_loss=6.3001 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=25.1698 max_feature_frames=1053 train_avg_blank_prob=0.9498 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0078 train_target_tokens_per_frame=0.0152 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.3764 train_avg_top_logit=11.3764 train_avg_top2_margin=5.3840 train_avg_blank_nonblank_margin=5.3840 train_avg_entropy=0.4049 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=18.5531 train_nonblank_weight_grad_norm_mean=0.0985 train_blank_bias_grad=-0.2385 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0885 train_encoder_std=2.9709 train_encoder_token_l2_norm=93.8385 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.32176e-06
2026-04-13 21:58:27,843 | INFO | rank=0 | train preview ref='Буде дорівнювати.' hyp_greedy='' hyp_beam='..' avg_output_frames=526.0 avg_target_tokens=8.0 top_tokens=<blank>:1.000
2026-04-13 21:59:08,329 | INFO | rank=0 | epoch=1 step=17440/249868 global_step=4360 train_loss=5.2760 train_main_ctc_loss=5.2760 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=3.9067 max_feature_frames=1052 train_avg_blank_prob=0.7190 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0171 train_target_tokens_per_frame=0.3707 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1521 train_avg_top_logit=8.1521 train_avg_top2_margin=3.9240 train_avg_blank_nonblank_margin=3.9240 train_avg_entropy=2.0228 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=2.1290 train_nonblank_weight_grad_norm_mean=0.0605 train_blank_bias_grad=0.0311 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0907 train_encoder_std=2.2668 train_encoder_token_l2_norm=72.5524 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.3271e-06
2026-04-13 21:59:08,724 | INFO | rank=0 | train preview ref='Позвоночного канала уже и не имеют, как хорошо. И так далее, и так далее, и так далее. Весь пенсионерский протокол. П...' hyp_greedy='' hyp_beam='' avg_output_frames=526.0 avg_target_tokens=195.0 top_tokens=<blank>:1.000
2026-04-13 21:59:53,519 | INFO | rank=0 | epoch=1 step=17480/249868 global_step=4370 train_loss=5.4167 train_main_ctc_loss=5.4167 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=4.1897 max_feature_frames=1051 train_avg_blank_prob=0.7817 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0157 train_target_tokens_per_frame=0.2167 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5779 train_avg_top_logit=8.5779 train_avg_top2_margin=4.1369 train_avg_blank_nonblank_margin=4.1369 train_avg_entropy=1.6046 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=2.1982 train_nonblank_weight_grad_norm_mean=0.0621 train_blank_bias_grad=-0.0324 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0850 train_encoder_std=2.3760 train_encoder_token_l2_norm=75.9863 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.33243e-06
2026-04-13 21:59:53,917 | INFO | rank=0 | train preview ref='Тобто з цього виходить, що приблизно ви повинні розуміти, скільки грошей буде стягнуто з вас, або розподілено на вашу...' hyp_greedy='' hyp_beam='.' avg_output_frames=526.0 avg_target_tokens=114.0 top_tokens=<blank>:1.000
2026-04-13 22:00:47,826 | INFO | rank=0 | epoch=1 step=17520/249868 global_step=4380 train_loss=5.3265 train_main_ctc_loss=5.3265 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=24.8518 max_feature_frames=1050 train_avg_blank_prob=0.6245 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0259 train_target_tokens_per_frame=0.2362 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6495 train_avg_top_logit=7.6495 train_avg_top2_margin=3.4133 train_avg_blank_nonblank_margin=3.4133 train_avg_entropy=2.5752 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=18.8282 train_nonblank_weight_grad_norm_mean=0.0746 train_blank_bias_grad=-0.2900 train_nonblank_bias_grad_mean=0.0006 train_encoder_mean=-0.0875 train_encoder_std=2.1845 train_encoder_token_l2_norm=69.7919 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.33777e-06
2026-04-13 22:00:48,251 | INFO | rank=0 | train preview ref='У вас лежить ще один диск, як і в Степовий. Він у нас менше відомий, аніж Лисенко і Стеценко, але ви досить багато йо...' hyp_greedy='.' hyp_beam='..' avg_output_frames=525.0 avg_target_tokens=124.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:01:34,058 | INFO | rank=0 | epoch=1 step=17560/249868 global_step=4390 train_loss=5.3977 train_main_ctc_loss=5.3977 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=6.4483 max_feature_frames=1050 train_avg_blank_prob=0.7275 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.3162 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2286 train_avg_top_logit=8.2286 train_avg_top2_margin=3.8248 train_avg_blank_nonblank_margin=3.8248 train_avg_entropy=1.9657 train_blank_bias=0.0002 train_blank_weight_norm=0.5888 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=4.5576 train_nonblank_weight_grad_norm_mean=0.0613 train_blank_bias_grad=0.0699 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0881 train_encoder_std=2.2786 train_encoder_token_l2_norm=72.8431 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.3431e-06
2026-04-13 22:01:34,496 | INFO | rank=0 | train preview ref='Ну, це на грані якогось там неможливого, такої можу сказати. А якщо б він перевернувся, ви там всередині, без шолом, ...' hyp_greedy='' hyp_beam='.' avg_output_frames=525.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-13 22:02:25,639 | INFO | rank=0 | epoch=1 step=17600/249868 global_step=4400 train_loss=5.1730 train_main_ctc_loss=5.1730 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=3.8314 max_feature_frames=1049 train_avg_blank_prob=0.6609 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0234 train_target_tokens_per_frame=0.3638 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8629 train_avg_top_logit=7.8629 train_avg_top2_margin=3.5962 train_avg_blank_nonblank_margin=3.5962 train_avg_entropy=2.3619 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.9101 train_nonblank_weight_grad_norm_mean=0.0658 train_blank_bias_grad=-0.0253 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0911 train_encoder_std=2.2300 train_encoder_token_l2_norm=71.2701 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.34844e-06
2026-04-13 22:02:26,026 | INFO | rank=0 | train preview ref='Слухалися безпрекасловно. Цього ж дня дружина, діти, матір та друзі і сусіди прощалися з хмельничанина Миколою Глібіч...' hyp_greedy='.' hyp_beam='.     ..' avg_output_frames=525.0 avg_target_tokens=191.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:03:14,681 | INFO | rank=0 | epoch=1 step=17640/249868 global_step=4410 train_loss=5.3147 train_main_ctc_loss=5.3147 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=17.8549 max_feature_frames=1048 train_avg_blank_prob=0.6719 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0211 train_target_tokens_per_frame=0.2901 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8779 train_avg_top_logit=7.8779 train_avg_top2_margin=3.6336 train_avg_blank_nonblank_margin=3.6336 train_avg_entropy=2.3053 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=12.7392 train_nonblank_weight_grad_norm_mean=0.0582 train_blank_bias_grad=-0.2010 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0884 train_encoder_std=2.2372 train_encoder_token_l2_norm=71.5813 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.35378e-06
2026-04-13 22:03:15,087 | INFO | rank=0 | train preview ref="Щоб не попасти в полон. На презентацію макетів Криївок прийшов колишній політв'ятень тернополянин Ігор Олещук. Він пр..." hyp_greedy='' hyp_beam='.' avg_output_frames=524.0 avg_target_tokens=152.0 top_tokens=<blank>:1.000
2026-04-13 22:04:06,746 | INFO | rank=0 | epoch=1 step=17680/249868 global_step=4420 train_loss=5.2544 train_main_ctc_loss=5.2544 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=6.3642 max_feature_frames=1047 train_avg_blank_prob=0.7318 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2691 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2443 train_avg_top_logit=8.2443 train_avg_top2_margin=3.8931 train_avg_blank_nonblank_margin=3.8931 train_avg_entropy=1.9313 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=4.2426 train_nonblank_weight_grad_norm_mean=0.0621 train_blank_bias_grad=0.0613 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0904 train_encoder_std=2.2952 train_encoder_token_l2_norm=73.4480 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.35911e-06
2026-04-13 22:04:07,186 | INFO | rank=0 | train preview ref='Як в Миколаєві, так і в інших містах, а щодо тимчасової заборони діяльності щось робиться чи потрібно щось робити в ц...' hyp_greedy='.' hyp_beam='в  .' avg_output_frames=524.0 avg_target_tokens=141.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:04:49,848 | INFO | rank=0 | epoch=1 step=17720/249868 global_step=4430 train_loss=5.3738 train_main_ctc_loss=5.3738 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.40 grad_norm=4.1983 max_feature_frames=1047 train_avg_blank_prob=0.6457 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0228 train_target_tokens_per_frame=0.3015 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7252 train_avg_top_logit=7.7252 train_avg_top2_margin=3.5267 train_avg_blank_nonblank_margin=3.5267 train_avg_entropy=2.4580 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=2.4905 train_nonblank_weight_grad_norm_mean=0.0554 train_blank_bias_grad=-0.0369 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0910 train_encoder_std=2.1934 train_encoder_token_l2_norm=70.1749 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.36445e-06
2026-04-13 22:04:50,293 | INFO | rank=0 | train preview ref='І історія Росії це була історія недемократичного розвитку, де держава та інтереси держави були в самому центрі політи...' hyp_greedy='' hyp_beam='.' avg_output_frames=524.0 avg_target_tokens=158.0 top_tokens=<blank>:1.000
2026-04-13 22:05:38,000 | INFO | rank=0 | epoch=1 step=17760/249868 global_step=4440 train_loss=5.2681 train_main_ctc_loss=5.2681 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=14.8413 max_feature_frames=1046 train_avg_blank_prob=0.6934 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0194 train_target_tokens_per_frame=0.3289 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9541 train_avg_top_logit=7.9541 train_avg_top2_margin=3.7323 train_avg_blank_nonblank_margin=3.7323 train_avg_entropy=2.1874 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=8.5725 train_nonblank_weight_grad_norm_mean=0.0696 train_blank_bias_grad=-0.1173 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0891 train_encoder_std=2.2104 train_encoder_token_l2_norm=70.7387 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.36978e-06
2026-04-13 22:05:38,403 | INFO | rank=0 | train preview ref="Загнали у підвал собаки місцеві, і він п'ять днів без їжі був в підвалі. Потім місцева жінка спіймала його і привезла..." hyp_greedy='' hyp_beam='.' avg_output_frames=523.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 22:06:26,114 | INFO | rank=0 | epoch=1 step=17800/249868 global_step=4450 train_loss=5.2503 train_main_ctc_loss=5.2503 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=3.3015 max_feature_frames=1045 train_avg_blank_prob=0.7113 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.3078 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0765 train_avg_top_logit=8.0765 train_avg_top2_margin=3.7935 train_avg_blank_nonblank_margin=3.7935 train_avg_entropy=2.0650 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.4132 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=0.0199 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0906 train_encoder_std=2.2371 train_encoder_token_l2_norm=71.4824 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.37512e-06
2026-04-13 22:06:26,574 | INFO | rank=0 | train preview ref='І почнемо ми з комуністичної ідеології. Єдиною партією, яка придалася у спадщину нашій молодій незалежній державі, ст...' hyp_greedy='' hyp_beam='.' avg_output_frames=523.0 avg_target_tokens=161.0 top_tokens=<blank>:1.000
2026-04-13 22:07:08,345 | INFO | rank=0 | epoch=1 step=17840/249868 global_step=4460 train_loss=5.3097 train_main_ctc_loss=5.3097 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=2.5988 max_feature_frames=1044 train_avg_blank_prob=0.7408 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.2586 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2759 train_avg_top_logit=8.2759 train_avg_top2_margin=3.9234 train_avg_blank_nonblank_margin=3.9234 train_avg_entropy=1.8697 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=0.1530 train_nonblank_weight_grad_norm_mean=0.0614 train_blank_bias_grad=0.0015 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0843 train_encoder_std=2.2871 train_encoder_token_l2_norm=72.9861 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.38046e-06
2026-04-13 22:07:08,739 | INFO | rank=0 | train preview ref='Я дякую вам, воїни. Я дякую і Херсонській зенітній ракетній бригаді за успішний захист нашого неба від іранських дрон...' hyp_greedy='.' hyp_beam=',    .' avg_output_frames=522.0 avg_target_tokens=135.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:08:04,271 | INFO | rank=0 | epoch=1 step=17880/249868 global_step=4470 train_loss=5.2600 train_main_ctc_loss=5.2600 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=31.7645 max_feature_frames=1043 train_avg_blank_prob=0.7111 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0203 train_target_tokens_per_frame=0.2931 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0920 train_avg_top_logit=8.0920 train_avg_top2_margin=3.7854 train_avg_blank_nonblank_margin=3.7854 train_avg_entropy=2.0536 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=24.4423 train_nonblank_weight_grad_norm_mean=0.0837 train_blank_bias_grad=-0.3629 train_nonblank_bias_grad_mean=0.0007 train_encoder_mean=-0.0893 train_encoder_std=2.2766 train_encoder_token_l2_norm=72.7899 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.38579e-06
2026-04-13 22:08:04,650 | INFO | rank=0 | train preview ref='Вони її хочуть унічтожити. Закривають за нашою спиною, роблять, що хочуть. Так не може бути. Люди обурені. Чому моя д...' hyp_greedy='' hyp_beam='.' avg_output_frames=522.0 avg_target_tokens=153.0 top_tokens=<blank>:1.000
2026-04-13 22:08:50,558 | INFO | rank=0 | epoch=1 step=17920/249868 global_step=4480 train_loss=5.3925 train_main_ctc_loss=5.3925 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=14.6560 max_feature_frames=1042 train_avg_blank_prob=0.6863 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.2438 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9846 train_avg_top_logit=7.9846 train_avg_top2_margin=3.6699 train_avg_blank_nonblank_margin=3.6699 train_avg_entropy=2.1958 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=11.1739 train_nonblank_weight_grad_norm_mean=0.0745 train_blank_bias_grad=-0.1641 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0934 train_encoder_std=2.2776 train_encoder_token_l2_norm=72.8950 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.39113e-06
2026-04-13 22:08:50,939 | INFO | rank=0 | train preview ref='Це військова сила. Не буде національної держави, якщо не буде потужної армії. Але якою має бути ця армія? Ця армія ма...' hyp_greedy='' hyp_beam='' avg_output_frames=521.0 avg_target_tokens=127.0 top_tokens=<blank>:1.000
2026-04-13 22:09:44,337 | INFO | rank=0 | epoch=1 step=17960/249868 global_step=4490 train_loss=5.1262 train_main_ctc_loss=5.1262 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=3.9681 max_feature_frames=1042 train_avg_blank_prob=0.6368 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0224 train_target_tokens_per_frame=0.4069 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6468 train_avg_top_logit=7.6468 train_avg_top2_margin=3.5777 train_avg_blank_nonblank_margin=3.5777 train_avg_entropy=2.5182 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.9387 train_nonblank_weight_grad_norm_mean=0.0546 train_blank_bias_grad=-0.0297 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0876 train_encoder_std=2.1452 train_encoder_token_l2_norm=68.6244 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.39647e-06
2026-04-13 22:09:44,729 | INFO | rank=0 | train preview ref='Украина интересна миру не только благодаря спортивным событиям, но и своей древней культурой. Международная летняя шк...' hyp_greedy='.' hyp_beam=',      .' avg_output_frames=521.0 avg_target_tokens=212.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:10:43,793 | INFO | rank=0 | epoch=1 step=18000/249868 global_step=4500 train_loss=5.2507 train_main_ctc_loss=5.2507 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=13.6689 max_feature_frames=1041 train_avg_blank_prob=0.8115 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0146 train_target_tokens_per_frame=0.2188 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8445 train_avg_top_logit=8.8445 train_avg_top2_margin=4.2687 train_avg_blank_nonblank_margin=4.2687 train_avg_entropy=1.4127 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=9.2520 train_nonblank_weight_grad_norm_mean=0.0748 train_blank_bias_grad=0.1293 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0847 train_encoder_std=2.4120 train_encoder_token_l2_norm=77.1137 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.4018e-06
2026-04-13 22:10:44,203 | INFO | rank=0 | train preview ref='Склад з боєкомплектом, склад в кожен постійно літака це можливо знищення, скупчення живої сили, а можливої командуван...' hyp_greedy='' hyp_beam='.' avg_output_frames=521.0 avg_target_tokens=114.0 top_tokens=<blank>:1.000
2026-04-13 22:10:44,240 | INFO | rank=0 | epoch 1 step=18000/249868 global_step=4500 reached validation interval; starting validation
2026-04-13 22:16:13,460 | INFO | rank=0 | epoch_0001_step_00004500 complete train_loss=8.3438 val_loss=18.6168 val_main_ctc_loss=18.6168 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=1.0015 val_wer=1.3874 val_avg_blank_prob=0.4211 val_argmax_blank_frac=0.6280 val_avg_top_nonblank_prob=0.1049 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.2403 val_avg_hyp_chars=17.66 val_avg_hyp_words=5.81 val_model_source=raw best_val_wer=1.3800 timing_forward=313.98s timing_teacher=0.00s timing_decode=0.92s timing_gather=0.02s timing_checkpoint_export=161.78s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00004500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 22:16:13,462 | INFO | rank=0 | epoch_0001_step_00004500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=22.59s best_export=0.00s topk_update=72.52s topk_average=66.66s
2026-04-13 22:16:13,462 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 22:16:13,462 | INFO | rank=0 | validation preview hardest_ref='Я пила би це життя.' hardest_hyp='іс ічагу іс іс іс і'
2026-04-13 22:36:47,540 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/30b08d49aac8a903a4dca7013df8601d6184b84b elapsed=20m 34.0s
2026-04-13 22:37:29,802 | INFO | rank=0 | epoch=1 step=18040/249868 global_step=4510 train_loss=5.3002 train_main_ctc_loss=5.3002 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=8.1579 max_feature_frames=1041 train_avg_blank_prob=0.6566 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0207 train_target_tokens_per_frame=0.4127 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7697 train_avg_top_logit=7.7697 train_avg_top2_margin=3.5777 train_avg_blank_nonblank_margin=3.5777 train_avg_entropy=2.4107 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=5.2717 train_nonblank_weight_grad_norm_mean=0.0739 train_blank_bias_grad=-0.0751 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0885 train_encoder_std=2.1724 train_encoder_token_l2_norm=69.5170 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.40714e-06
2026-04-13 22:37:30,183 | INFO | rank=0 | train preview ref='Я растворяю этот энергетический шарик в этом чаке. Это вот мы сейчас с вами можем сделать. Я вас могу этому научить з...' hyp_greedy='' hyp_beam='' avg_output_frames=521.0 avg_target_tokens=215.0 top_tokens=<blank>:1.000
2026-04-13 22:38:12,007 | INFO | rank=0 | epoch=1 step=18080/249868 global_step=4520 train_loss=5.2671 train_main_ctc_loss=5.2671 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=3.8240 max_feature_frames=1040 train_avg_blank_prob=0.7846 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0187 train_target_tokens_per_frame=0.1654 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6154 train_avg_top_logit=8.6154 train_avg_top2_margin=4.0308 train_avg_blank_nonblank_margin=4.0308 train_avg_entropy=1.5846 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=2.1542 train_nonblank_weight_grad_norm_mean=0.0557 train_blank_bias_grad=0.0345 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0860 train_encoder_std=2.3493 train_encoder_token_l2_norm=75.0589 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.41247e-06
2026-04-13 22:38:12,403 | INFO | rank=0 | train preview ref='Думаю, мало ли що. Вони сказали, що це не гарантійний, мені довелося купити пластини. Зараз на даний час в мене ще ра...' hyp_greedy='' hyp_beam='..' avg_output_frames=520.0 avg_target_tokens=86.0 top_tokens=<blank>:1.000
2026-04-13 22:39:00,017 | INFO | rank=0 | epoch=1 step=18120/249868 global_step=4530 train_loss=5.1301 train_main_ctc_loss=5.1301 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.39 grad_norm=11.4056 max_feature_frames=1039 train_avg_blank_prob=0.7418 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0200 train_target_tokens_per_frame=0.3077 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3077 train_avg_top_logit=8.3077 train_avg_top2_margin=3.8462 train_avg_blank_nonblank_margin=3.8462 train_avg_entropy=1.8615 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=8.0913 train_nonblank_weight_grad_norm_mean=0.0665 train_blank_bias_grad=0.1168 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0916 train_encoder_std=2.2829 train_encoder_token_l2_norm=73.0380 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.41781e-06
2026-04-13 22:39:00,396 | INFO | rank=0 | train preview ref='Занадто ці всі етапи, тому що кажу, я вагітна, я боюся. У мене чоловік асма. Лікар сказав, що я вас прекрасно розумію...' hyp_greedy='.' hyp_beam='.' avg_output_frames=520.0 avg_target_tokens=160.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:39:46,213 | INFO | rank=0 | epoch=1 step=18160/249868 global_step=4540 train_loss=5.3524 train_main_ctc_loss=5.3524 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=3.1953 max_feature_frames=1038 train_avg_blank_prob=0.7445 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.2466 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2620 train_avg_top_logit=8.2620 train_avg_top2_margin=3.8690 train_avg_blank_nonblank_margin=3.8690 train_avg_entropy=1.8574 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=1.4949 train_nonblank_weight_grad_norm_mean=0.0581 train_blank_bias_grad=0.0218 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0873 train_encoder_std=2.2862 train_encoder_token_l2_norm=73.1478 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.42315e-06
2026-04-13 22:39:46,613 | INFO | rank=0 | train preview ref='До роботи у режимі, тобто виконані ті роботи, які дозволяють нам безперебійно працювати в цьому режимі. Автомобілі та...' hyp_greedy='' hyp_beam='' avg_output_frames=519.0 avg_target_tokens=128.0 top_tokens=<blank>:1.000
2026-04-13 22:40:36,656 | INFO | rank=0 | epoch=1 step=18200/249868 global_step=4550 train_loss=5.3418 train_main_ctc_loss=5.3418 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=11.6428 max_feature_frames=1037 train_avg_blank_prob=0.7793 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.2216 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5703 train_avg_top_logit=8.5703 train_avg_top2_margin=4.0694 train_avg_blank_nonblank_margin=4.0694 train_avg_entropy=1.6185 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=8.5461 train_nonblank_weight_grad_norm_mean=0.0763 train_blank_bias_grad=-0.1263 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0874 train_encoder_std=2.3581 train_encoder_token_l2_norm=75.3449 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.42848e-06
2026-04-13 22:40:37,088 | INFO | rank=0 | train preview ref='Загородження, позиції, коли мова йде про українську підготовку, і плюс ведеться постійна розвідка. Тому російсько-біл...' hyp_greedy='.' hyp_beam='.' avg_output_frames=519.0 avg_target_tokens=115.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:41:23,487 | INFO | rank=0 | epoch=1 step=18240/249868 global_step=4560 train_loss=5.3296 train_main_ctc_loss=5.3296 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=12.3313 max_feature_frames=1037 train_avg_blank_prob=0.8141 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0148 train_target_tokens_per_frame=0.1506 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8958 train_avg_top_logit=8.8958 train_avg_top2_margin=4.2317 train_avg_blank_nonblank_margin=4.2317 train_avg_entropy=1.3822 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=9.2756 train_nonblank_weight_grad_norm_mean=0.0657 train_blank_bias_grad=-0.1361 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0945 train_encoder_std=2.4794 train_encoder_token_l2_norm=79.3290 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.43382e-06
2026-04-13 22:41:23,880 | INFO | rank=0 | train preview ref='Працюй, працюй! Стоїть воно. Працюй, дзідзьок. Козел. Не поняв. Проводжу інвентаризацію. Працюю. Заразу. Мамочко, ще ...' hyp_greedy='' hyp_beam='.   ' avg_output_frames=518.0 avg_target_tokens=78.0 top_tokens=<blank>:1.000
2026-04-13 22:42:15,731 | INFO | rank=0 | epoch=1 step=18280/249868 global_step=4570 train_loss=5.2786 train_main_ctc_loss=5.2786 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=9.9196 max_feature_frames=1036 train_avg_blank_prob=0.7427 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0194 train_target_tokens_per_frame=0.2915 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2780 train_avg_top_logit=8.2780 train_avg_top2_margin=3.8919 train_avg_blank_nonblank_margin=3.8919 train_avg_entropy=1.8533 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=7.3811 train_nonblank_weight_grad_norm_mean=0.0605 train_blank_bias_grad=0.1096 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0901 train_encoder_std=2.2844 train_encoder_token_l2_norm=73.0954 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.43915e-06
2026-04-13 22:42:16,122 | INFO | rank=0 | train preview ref='На ньому вже набило трохи менше півтори тисячі шкоди і поїхали далі у пустиню. І раптом тут виявляється ворожий гриль...' hyp_greedy='' hyp_beam='.' avg_output_frames=518.0 avg_target_tokens=151.0 top_tokens=<blank>:1.000
2026-04-13 22:43:04,838 | INFO | rank=0 | epoch=1 step=18320/249868 global_step=4580 train_loss=5.2840 train_main_ctc_loss=5.2840 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=11.5027 max_feature_frames=1036 train_avg_blank_prob=0.6827 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0199 train_target_tokens_per_frame=0.3552 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9073 train_avg_top_logit=7.9073 train_avg_top2_margin=3.6911 train_avg_blank_nonblank_margin=3.6911 train_avg_entropy=2.2394 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=8.7657 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=0.1300 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0947 train_encoder_std=2.2119 train_encoder_token_l2_norm=70.8007 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.44449e-06
2026-04-13 22:43:05,234 | INFO | rank=0 | train preview ref='Яку, до речі, ви можете отримати абсолютно безкоштовно у цьому відео. Вам треба всього лише написати коментар на або ...' hyp_greedy='' hyp_beam='.' avg_output_frames=518.0 avg_target_tokens=184.0 top_tokens=<blank>:1.000
2026-04-13 22:43:51,260 | INFO | rank=0 | epoch=1 step=18360/249868 global_step=4590 train_loss=5.2714 train_main_ctc_loss=5.2714 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=10.5290 max_feature_frames=1035 train_avg_blank_prob=0.7128 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.3359 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1544 train_avg_top_logit=8.1544 train_avg_top2_margin=3.7529 train_avg_blank_nonblank_margin=3.7529 train_avg_entropy=2.0386 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=7.6730 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=0.1093 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0896 train_encoder_std=2.2614 train_encoder_token_l2_norm=72.2430 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.44983e-06
2026-04-13 22:43:51,674 | INFO | rank=0 | train preview ref='Ми повинні бути в тонусі. Усмішка, вдалий жарт, тим більше в сторо наших ворогів. Мені кум дзвонив і сказав, що Ігор,...' hyp_greedy='' hyp_beam='.' avg_output_frames=518.0 avg_target_tokens=174.0 top_tokens=<blank>:1.000
2026-04-13 22:44:36,863 | INFO | rank=0 | epoch=1 step=18400/249868 global_step=4600 train_loss=5.2765 train_main_ctc_loss=5.2765 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=6.6536 max_feature_frames=1034 train_avg_blank_prob=0.7334 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.2766 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2321 train_avg_top_logit=8.2321 train_avg_top2_margin=3.8994 train_avg_blank_nonblank_margin=3.8994 train_avg_entropy=1.9265 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=4.8074 train_nonblank_weight_grad_norm_mean=0.0559 train_blank_bias_grad=0.0730 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0924 train_encoder_std=2.2693 train_encoder_token_l2_norm=72.6343 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.45516e-06
2026-04-13 22:44:37,252 | INFO | rank=0 | train preview ref='За нашу дух, щоб він не впав, його треба тримати, піднімати. Тому що якщо дух сильний, то тоді тіло сильне. Життя має...' hyp_greedy='' hyp_beam='' avg_output_frames=517.0 avg_target_tokens=143.0 top_tokens=<blank>:1.000
2026-04-13 22:45:20,725 | INFO | rank=0 | epoch=1 step=18440/249868 global_step=4610 train_loss=5.3870 train_main_ctc_loss=5.3870 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=11.2643 max_feature_frames=1033 train_avg_blank_prob=0.7488 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.2515 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3559 train_avg_top_logit=8.3559 train_avg_top2_margin=3.9458 train_avg_blank_nonblank_margin=3.9458 train_avg_entropy=1.8182 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=8.7544 train_nonblank_weight_grad_norm_mean=0.0583 train_blank_bias_grad=0.1299 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0932 train_encoder_std=2.2790 train_encoder_token_l2_norm=72.9156 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.4605e-06
2026-04-13 22:45:21,161 | INFO | rank=0 | train preview ref='Тих, які будуть вступати в бій, полкова церква -го Селенгінського і тридцять другого Драгунського Чугуївського полків...' hyp_greedy='.' hyp_beam='.' avg_output_frames=517.0 avg_target_tokens=130.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:46:05,585 | INFO | rank=0 | epoch=1 step=18480/249868 global_step=4620 train_loss=5.3576 train_main_ctc_loss=5.3576 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=8.8895 max_feature_frames=1032 train_avg_blank_prob=0.7056 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.2326 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0620 train_avg_top_logit=8.0620 train_avg_top2_margin=3.7829 train_avg_blank_nonblank_margin=3.7829 train_avg_entropy=2.0930 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=6.6420 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=-0.0976 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0920 train_encoder_std=2.2707 train_encoder_token_l2_norm=72.6719 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.46584e-06
2026-04-13 22:46:06,004 | INFO | rank=0 | train preview ref='І вона, він її возив, возив, возив, возив, і зупинив він, він її висадив десь. Ну це просто її пощастило. Як реагує м...' hyp_greedy='' hyp_beam='' avg_output_frames=516.0 avg_target_tokens=120.0 top_tokens=<blank>:1.000
2026-04-13 22:46:49,833 | INFO | rank=0 | epoch=1 step=18520/249868 global_step=4630 train_loss=5.2769 train_main_ctc_loss=5.2769 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.38 grad_norm=14.0418 max_feature_frames=1031 train_avg_blank_prob=0.7275 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.2597 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2481 train_avg_top_logit=8.2481 train_avg_top2_margin=3.8450 train_avg_blank_nonblank_margin=3.8450 train_avg_entropy=1.9535 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=10.5683 train_nonblank_weight_grad_norm_mean=0.0669 train_blank_bias_grad=-0.1504 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0934 train_encoder_std=2.3123 train_encoder_token_l2_norm=73.9839 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.47117e-06
2026-04-13 22:46:50,241 | INFO | rank=0 | train preview ref="Да, ми пам'ятаємо чотирнадцятий рік, коли зашкалювали там фокну принаймі так подавали з тоді російською стороною. Але..." hyp_greedy='' hyp_beam=',' avg_output_frames=516.0 avg_target_tokens=134.0 top_tokens=<blank>:1.000
2026-04-13 22:47:43,561 | INFO | rank=0 | epoch=1 step=18560/249868 global_step=4640 train_loss=5.3206 train_main_ctc_loss=5.3206 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=4.8831 max_feature_frames=1031 train_avg_blank_prob=0.6380 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0242 train_target_tokens_per_frame=0.3159 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6899 train_avg_top_logit=7.6899 train_avg_top2_margin=3.4884 train_avg_blank_nonblank_margin=3.4729 train_avg_entropy=2.5116 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=2.8110 train_nonblank_weight_grad_norm_mean=0.0533 train_blank_bias_grad=-0.0438 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0954 train_encoder_std=2.1684 train_encoder_token_l2_norm=69.3295 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.47651e-06
2026-04-13 22:47:43,964 | INFO | rank=0 | train preview ref='Авізараз приватні інвестиції в космос перевищують бюджет наса. Приватний бізнес вкладає в космос більше грошей ніж ур...' hyp_greedy='.' hyp_beam='.' avg_output_frames=516.0 avg_target_tokens=163.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:48:26,373 | INFO | rank=0 | epoch=1 step=18600/249868 global_step=4650 train_loss=5.2123 train_main_ctc_loss=5.2123 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=14.7678 max_feature_frames=1030 train_avg_blank_prob=0.7862 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0167 train_target_tokens_per_frame=0.2447 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6369 train_avg_top_logit=8.6369 train_avg_top2_margin=4.1010 train_avg_blank_nonblank_margin=4.1010 train_avg_entropy=1.5689 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=11.4496 train_nonblank_weight_grad_norm_mean=0.0630 train_blank_bias_grad=0.1662 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0914 train_encoder_std=2.3797 train_encoder_token_l2_norm=76.1466 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.48184e-06
2026-04-13 22:48:26,779 | INFO | rank=0 | train preview ref='Лікар і пацієнт зустрічаються переважно в поганих ситуаціях, ніж в хороших, і тому негатив легше говорити, негатив ле...' hyp_greedy='.' hyp_beam='.' avg_output_frames=515.0 avg_target_tokens=126.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:49:19,801 | INFO | rank=0 | epoch=1 step=18640/249868 global_step=4660 train_loss=5.2625 train_main_ctc_loss=5.2625 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=5.6610 max_feature_frames=1030 train_avg_blank_prob=0.7294 train_argmax_blank_frac=0.9981 train_avg_top_nonblank_prob=0.0210 train_target_tokens_per_frame=0.2252 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2641 train_avg_top_logit=8.2641 train_avg_top2_margin=3.8214 train_avg_blank_nonblank_margin=3.8058 train_avg_entropy=1.9262 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=4.0167 train_nonblank_weight_grad_norm_mean=0.0595 train_blank_bias_grad=-0.0586 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0928 train_encoder_std=2.3120 train_encoder_token_l2_norm=73.9559 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.48718e-06
2026-04-13 22:49:20,195 | INFO | rank=0 | train preview ref='Коли вже ти їдеш і починаєш розповідати дітям, як себе вести під час проходження блокпостів, що можна говорити, що не...' hyp_greedy='.' hyp_beam=',.' avg_output_frames=515.0 avg_target_tokens=116.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:50:17,182 | INFO | rank=0 | epoch=1 step=18680/249868 global_step=4670 train_loss=5.3085 train_main_ctc_loss=5.3085 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=7.5775 max_feature_frames=1029 train_avg_blank_prob=0.6662 train_argmax_blank_frac=0.9961 train_avg_top_nonblank_prob=0.0228 train_target_tokens_per_frame=0.3204 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8602 train_avg_top_logit=7.8602 train_avg_top2_margin=3.6505 train_avg_blank_nonblank_margin=3.6505 train_avg_entropy=2.3301 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=5.5720 train_nonblank_weight_grad_norm_mean=0.0654 train_blank_bias_grad=-0.0808 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0923 train_encoder_std=2.2202 train_encoder_token_l2_norm=70.9862 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.49252e-06
2026-04-13 22:50:17,552 | INFO | rank=0 | train preview ref='Яка забороняє штрафу підприємців за порушення правил роботи з РРО, причому незалежно від того, які товари продає бізн...' hyp_greedy='.' hyp_beam=',      .' avg_output_frames=515.0 avg_target_tokens=165.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 22:51:05,715 | INFO | rank=0 | epoch=1 step=18720/249868 global_step=4680 train_loss=5.2202 train_main_ctc_loss=5.2202 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=5.7248 max_feature_frames=1028 train_avg_blank_prob=0.7901 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0153 train_target_tokens_per_frame=0.2237 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7160 train_avg_top_logit=8.7160 train_avg_top2_margin=4.1712 train_avg_blank_nonblank_margin=4.1712 train_avg_entropy=1.5486 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=3.9564 train_nonblank_weight_grad_norm_mean=0.0600 train_blank_bias_grad=0.0599 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0911 train_encoder_std=2.4144 train_encoder_token_l2_norm=77.2450 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.49785e-06
2026-04-13 22:51:06,098 | INFO | rank=0 | train preview ref='Навіть якщо особа відома, що вона в полоні і підтверджена, це дає привід. По перше, дуже багато моментів дає привід к...' hyp_greedy='' hyp_beam='..' avg_output_frames=514.0 avg_target_tokens=115.0 top_tokens=<blank>:1.000
2026-04-13 22:51:53,996 | INFO | rank=0 | epoch=1 step=18760/249868 global_step=4690 train_loss=5.2205 train_main_ctc_loss=5.2205 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=8.0415 max_feature_frames=1026 train_avg_blank_prob=0.8540 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0118 train_target_tokens_per_frame=0.1014 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.2320 train_avg_top_logit=9.2320 train_avg_top2_margin=4.4912 train_avg_blank_nonblank_margin=4.4912 train_avg_entropy=1.1228 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5778 train_blank_weight_grad_norm=5.1907 train_nonblank_weight_grad_norm_mean=0.0758 train_blank_bias_grad=-0.0730 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0921 train_encoder_std=2.5359 train_encoder_token_l2_norm=81.0985 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.50319e-06
2026-04-13 22:51:54,372 | INFO | rank=0 | train preview ref='Карпатський брус. Ну, затишно і мило. Сучасне комфортне шале? Якукур шавелі. Клас.' hyp_greedy='' hyp_beam='' avg_output_frames=513.0 avg_target_tokens=52.0 top_tokens=<blank>:1.000
2026-04-13 22:52:37,981 | INFO | rank=0 | epoch=1 step=18800/249868 global_step=4700 train_loss=5.2873 train_main_ctc_loss=5.2873 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=2.6084 max_feature_frames=1026 train_avg_blank_prob=0.6644 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0218 train_target_tokens_per_frame=0.3353 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8285 train_avg_top_logit=7.8285 train_avg_top2_margin=3.6023 train_avg_blank_nonblank_margin=3.6023 train_avg_entropy=2.3548 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=0.9057 train_nonblank_weight_grad_norm_mean=0.0517 train_blank_bias_grad=0.0135 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0882 train_encoder_std=2.1712 train_encoder_token_l2_norm=69.4747 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.50852e-06
2026-04-13 22:52:38,420 | INFO | rank=0 | train preview ref='А насправді це гарне питання, тому що усі заяви, які ми чули від республіканців, демократів конгресі, є поки що лише ...' hyp_greedy='' hyp_beam='.' avg_output_frames=513.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 22:53:19,519 | INFO | rank=0 | epoch=1 step=18840/249868 global_step=4710 train_loss=5.3890 train_main_ctc_loss=5.3890 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=2.5985 max_feature_frames=1025 train_avg_blank_prob=0.6642 train_argmax_blank_frac=0.9961 train_avg_top_nonblank_prob=0.0214 train_target_tokens_per_frame=0.3099 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8285 train_avg_top_logit=7.8285 train_avg_top2_margin=3.7115 train_avg_blank_nonblank_margin=3.7115 train_avg_entropy=2.3548 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=0.2382 train_nonblank_weight_grad_norm_mean=0.0567 train_blank_bias_grad=-0.0052 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0881 train_encoder_std=2.1686 train_encoder_token_l2_norm=69.3332 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.51386e-06
2026-04-13 22:53:19,905 | INFO | rank=0 | train preview ref='Такий вигляд має готовий виріб металева піч-буржуйка. Димар з перегородкою, якою можна регулювати тягу, шестиміліметр...' hyp_greedy='.' hyp_beam='.' avg_output_frames=513.0 avg_target_tokens=159.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 22:54:03,738 | INFO | rank=0 | epoch=1 step=18880/249868 global_step=4720 train_loss=5.3477 train_main_ctc_loss=5.3477 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.37 grad_norm=4.6015 max_feature_frames=1024 train_avg_blank_prob=0.7830 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0161 train_target_tokens_per_frame=0.2188 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6250 train_avg_top_logit=8.6250 train_avg_top2_margin=4.1562 train_avg_blank_nonblank_margin=4.1562 train_avg_entropy=1.5938 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=2.8625 train_nonblank_weight_grad_norm_mean=0.0573 train_blank_bias_grad=0.0432 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0876 train_encoder_std=2.3894 train_encoder_token_l2_norm=76.3282 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.5192e-06
2026-04-13 22:54:04,121 | INFO | rank=0 | train preview ref='Історію цієї їхньої традиції. Тобто він робить такий екскурс. Він не лише про сьогодення розповідає, він розповідає п...' hyp_greedy='' hyp_beam=',  .' avg_output_frames=512.0 avg_target_tokens=112.0 top_tokens=<blank>:1.000
2026-04-13 22:54:57,821 | INFO | rank=0 | epoch=1 step=18920/249868 global_step=4730 train_loss=5.3646 train_main_ctc_loss=5.3646 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=6.5187 max_feature_frames=1024 train_avg_blank_prob=0.6539 train_argmax_blank_frac=0.9941 train_avg_top_nonblank_prob=0.0237 train_target_tokens_per_frame=0.3496 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8125 train_avg_top_logit=7.8125 train_avg_top2_margin=3.6094 train_avg_blank_nonblank_margin=3.6094 train_avg_entropy=2.3906 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=4.5760 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=-0.0661 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0888 train_encoder_std=2.2163 train_encoder_token_l2_norm=70.7740 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.52453e-06
2026-04-13 22:54:58,205 | INFO | rank=0 | train preview ref='Крім того, не потрібно робити записів щодня, оскільки це не передбачено. Так само не потрібно робити записів жодних в...' hyp_greedy='.' hyp_beam='.' avg_output_frames=512.0 avg_target_tokens=179.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 22:55:40,956 | INFO | rank=0 | epoch=1 step=18960/249868 global_step=4740 train_loss=5.3674 train_main_ctc_loss=5.3674 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=5.2417 max_feature_frames=1023 train_avg_blank_prob=0.6760 train_argmax_blank_frac=0.9941 train_avg_top_nonblank_prob=0.0242 train_target_tokens_per_frame=0.3359 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9688 train_avg_top_logit=7.9688 train_avg_top2_margin=3.6406 train_avg_blank_nonblank_margin=3.6250 train_avg_entropy=2.2500 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=3.6342 train_nonblank_weight_grad_norm_mean=0.0579 train_blank_bias_grad=-0.0546 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0901 train_encoder_std=2.2455 train_encoder_token_l2_norm=71.7429 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.52987e-06
2026-04-13 22:55:41,344 | INFO | rank=0 | train preview ref='Рідні шукали Володимира всіма можливими способами та вірили, що він живий. Може, думали полону, але зараз розуміємо, ...' hyp_greedy='.' hyp_beam=', .' avg_output_frames=512.0 avg_target_tokens=172.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 22:56:34,840 | INFO | rank=0 | epoch=1 step=19000/249868 global_step=4750 train_loss=5.3063 train_main_ctc_loss=5.3063 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=5.6667 max_feature_frames=1022 train_avg_blank_prob=0.7160 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.2994 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1409 train_avg_top_logit=8.1409 train_avg_top2_margin=3.8043 train_avg_blank_nonblank_margin=3.8043 train_avg_entropy=2.0196 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=3.9582 train_nonblank_weight_grad_norm_mean=0.0537 train_blank_bias_grad=0.0592 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0908 train_encoder_std=2.2556 train_encoder_token_l2_norm=72.1463 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.53521e-06
2026-04-13 22:56:35,263 | INFO | rank=0 | train preview ref='Намагаються перехопити ініціативу те вікно можливостей, яке є, поки Україна масово не освоїла ту бронетехніку, танки,...' hyp_greedy='.' hyp_beam='.' avg_output_frames=511.0 avg_target_tokens=153.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:57:18,666 | INFO | rank=0 | epoch=1 step=19040/249868 global_step=4760 train_loss=5.2074 train_main_ctc_loss=5.2074 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=10.9786 max_feature_frames=1021 train_avg_blank_prob=0.7462 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.2818 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3288 train_avg_top_logit=8.3288 train_avg_top2_margin=3.9765 train_avg_blank_nonblank_margin=3.9765 train_avg_entropy=1.8395 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=8.3641 train_nonblank_weight_grad_norm_mean=0.0600 train_blank_bias_grad=0.1238 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0929 train_encoder_std=2.2878 train_encoder_token_l2_norm=73.2123 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.54054e-06
2026-04-13 22:57:19,061 | INFO | rank=0 | train preview ref='Який час, ну це інше. Ну, потрібно, по-перше, його усвідомити, що є така проблема, з цією проблемою треба щось робити...' hyp_greedy='.' hyp_beam='.' avg_output_frames=511.0 avg_target_tokens=144.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 22:58:07,288 | INFO | rank=0 | epoch=1 step=19080/249868 global_step=4770 train_loss=5.3062 train_main_ctc_loss=5.3062 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=11.8273 max_feature_frames=1020 train_avg_blank_prob=0.8335 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0137 train_target_tokens_per_frame=0.2098 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.0353 train_avg_top_logit=9.0353 train_avg_top2_margin=4.3608 train_avg_blank_nonblank_margin=4.3608 train_avg_entropy=1.2627 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=9.0546 train_nonblank_weight_grad_norm_mean=0.0722 train_blank_bias_grad=-0.1347 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0903 train_encoder_std=2.4548 train_encoder_token_l2_norm=78.4801 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.54588e-06
2026-04-13 22:58:07,700 | INFO | rank=0 | train preview ref='Тобто цей день зайвий раз саме і нагадує, що у жінок є право вибору ⁇ це день, який нагадує і жінкам, і чоловікам про...' hyp_greedy='' hyp_beam='.' avg_output_frames=510.0 avg_target_tokens=107.0 top_tokens=<blank>:1.000
2026-04-13 22:58:57,734 | INFO | rank=0 | epoch=1 step=19120/249868 global_step=4780 train_loss=5.2989 train_main_ctc_loss=5.2989 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=6.9379 max_feature_frames=1020 train_avg_blank_prob=0.6899 train_argmax_blank_frac=0.9961 train_avg_top_nonblank_prob=0.0235 train_target_tokens_per_frame=0.3059 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0000 train_avg_top_logit=8.0000 train_avg_top2_margin=3.6235 train_avg_blank_nonblank_margin=3.6078 train_avg_entropy=2.1804 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=4.9157 train_nonblank_weight_grad_norm_mean=0.0605 train_blank_bias_grad=-0.0757 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0894 train_encoder_std=2.2359 train_encoder_token_l2_norm=71.5228 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.55121e-06
2026-04-13 22:58:58,156 | INFO | rank=0 | train preview ref='Сituація на Бахмутському напрямку дуже складна. Кацапи дійсно дуже пруть, насідають, валять з усього чого можуть. Міс...' hyp_greedy='.' hyp_beam='.' avg_output_frames=510.0 avg_target_tokens=156.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 22:59:45,374 | INFO | rank=0 | epoch=1 step=19160/249868 global_step=4790 train_loss=5.2334 train_main_ctc_loss=5.2334 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=23.1386 max_feature_frames=1020 train_avg_blank_prob=0.6436 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0220 train_target_tokens_per_frame=0.3510 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7176 train_avg_top_logit=7.7176 train_avg_top2_margin=3.5294 train_avg_blank_nonblank_margin=3.5294 train_avg_entropy=2.4784 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=18.1999 train_nonblank_weight_grad_norm_mean=0.0793 train_blank_bias_grad=-0.2715 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0915 train_encoder_std=2.1600 train_encoder_token_l2_norm=69.1218 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.55655e-06
2026-04-13 22:59:45,761 | INFO | rank=0 | train preview ref='У людини можуть бути всякі приводні маси і так далі через те, щоб він не захиснувся. Він стабільному положенні. Ми пе...' hyp_greedy='' hyp_beam='.' avg_output_frames=510.0 avg_target_tokens=179.0 top_tokens=<blank>:1.000
2026-04-13 23:00:33,181 | INFO | rank=0 | epoch=1 step=19200/249868 global_step=4800 train_loss=5.2576 train_main_ctc_loss=5.2576 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=5.5785 max_feature_frames=1019 train_avg_blank_prob=0.7188 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0208 train_target_tokens_per_frame=0.2882 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1569 train_avg_top_logit=8.1569 train_avg_top2_margin=3.8431 train_avg_blank_nonblank_margin=3.8431 train_avg_entropy=2.0000 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=4.0024 train_nonblank_weight_grad_norm_mean=0.0534 train_blank_bias_grad=0.0620 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0923 train_encoder_std=2.2260 train_encoder_token_l2_norm=71.1615 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.56189e-06
2026-04-13 23:00:33,569 | INFO | rank=0 | train preview ref='Разом з тим, все ж таки, триста тисяч є триста тисяч, навіть якщо вони не підготовлені, вони можуть просто становити ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=510.0 avg_target_tokens=147.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:01:22,400 | INFO | rank=0 | epoch=1 step=19240/249868 global_step=4810 train_loss=5.2620 train_main_ctc_loss=5.2620 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=13.8373 max_feature_frames=1018 train_avg_blank_prob=0.7389 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.3163 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2986 train_avg_top_logit=8.2986 train_avg_top2_margin=3.8978 train_avg_blank_nonblank_margin=3.8978 train_avg_entropy=1.8861 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=10.9019 train_nonblank_weight_grad_norm_mean=0.0580 train_blank_bias_grad=0.1607 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0952 train_encoder_std=2.2790 train_encoder_token_l2_norm=72.9488 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.56722e-06
2026-04-13 23:01:22,808 | INFO | rank=0 | train preview ref='Наші родичі не можуть їх вивести, тому що батьки старі. Син Оксани Максим останні роки мешкав у Києві. Хлопець розпов...' hyp_greedy='' hyp_beam='.' avg_output_frames=509.0 avg_target_tokens=161.0 top_tokens=<blank>:1.000
2026-04-13 23:02:05,668 | INFO | rank=0 | epoch=1 step=19280/249868 global_step=4820 train_loss=5.3159 train_main_ctc_loss=5.3159 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.36 grad_norm=10.9591 max_feature_frames=1017 train_avg_blank_prob=0.7401 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.2593 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2986 train_avg_top_logit=8.2986 train_avg_top2_margin=3.8978 train_avg_blank_nonblank_margin=3.8978 train_avg_entropy=1.8703 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=7.9602 train_nonblank_weight_grad_norm_mean=0.0650 train_blank_bias_grad=0.1188 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0945 train_encoder_std=2.2816 train_encoder_token_l2_norm=72.9808 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.57256e-06
2026-04-13 23:02:06,129 | INFO | rank=0 | train preview ref='І шістнадцять людей, один юрист. Всі інші навчалися саме для застосування цих навичок в професійній діяльності, тобто...' hyp_greedy='.' hyp_beam='.' avg_output_frames=509.0 avg_target_tokens=132.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:02:49,516 | INFO | rank=0 | epoch=1 step=19320/249868 global_step=4830 train_loss=5.3473 train_main_ctc_loss=5.3473 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=7.8277 max_feature_frames=1016 train_avg_blank_prob=0.7378 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.1949 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2520 train_avg_top_logit=8.2520 train_avg_top2_margin=3.8898 train_avg_blank_nonblank_margin=3.8898 train_avg_entropy=1.8898 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=5.8234 train_nonblank_weight_grad_norm_mean=0.0637 train_blank_bias_grad=-0.0890 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0900 train_encoder_std=2.2533 train_encoder_token_l2_norm=72.1188 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.57789e-06
2026-04-13 23:02:49,910 | INFO | rank=0 | train preview ref='Тобто за залюзальованою трубопроводи, які знаходяться в підвалі. Далі було нарахування за місця загального користуван...' hyp_greedy='.' hyp_beam='.' avg_output_frames=508.0 avg_target_tokens=99.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:03:32,085 | INFO | rank=0 | epoch=1 step=19360/249868 global_step=4840 train_loss=5.2265 train_main_ctc_loss=5.2265 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=4.7882 max_feature_frames=1015 train_avg_blank_prob=0.7400 train_argmax_blank_frac=0.9961 train_avg_top_nonblank_prob=0.0205 train_target_tokens_per_frame=0.2480 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3150 train_avg_top_logit=8.3150 train_avg_top2_margin=3.8898 train_avg_blank_nonblank_margin=3.8898 train_avg_entropy=1.8583 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=3.2132 train_nonblank_weight_grad_norm_mean=0.0595 train_blank_bias_grad=-0.0491 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0911 train_encoder_std=2.3250 train_encoder_token_l2_norm=74.3027 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.58323e-06
2026-04-13 23:03:32,461 | INFO | rank=0 | train preview ref='Учиться бачити звільнені населені пункти, звільнені обласні центри, такі як Луганськ і Донець, але ми ж розуміти: оби...' hyp_greedy='.' hyp_beam='.' avg_output_frames=508.0 avg_target_tokens=126.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:04:18,429 | INFO | rank=0 | batch_timing epoch=1 batch=19396/249868 global_step=4849 data_wait=0.0s step_compute=6.1s batch_size=1 effective_frames=1015 max_feature_frames=1015 target_tokens=175
2026-04-13 23:04:23,436 | INFO | rank=0 | epoch=1 step=19400/249868 global_step=4850 train_loss=5.2434 train_main_ctc_loss=5.2434 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=4.6729 max_feature_frames=1015 train_avg_blank_prob=0.6980 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2874 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0315 train_avg_top_logit=8.0315 train_avg_top2_margin=3.7795 train_avg_blank_nonblank_margin=3.7795 train_avg_entropy=2.1417 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=2.4381 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=-0.0383 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0880 train_encoder_std=2.2107 train_encoder_token_l2_norm=70.6865 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.58857e-06
2026-04-13 23:04:23,789 | INFO | rank=0 | train preview ref='Розвитку державних закупівель системи прозору в цілому на дві тисячі двадцять третій рік дещо систематизували питання...' hyp_greedy='.' hyp_beam='.' avg_output_frames=508.0 avg_target_tokens=146.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:05:16,165 | INFO | rank=0 | epoch=1 step=19440/249868 global_step=4860 train_loss=5.2656 train_main_ctc_loss=5.2656 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=4.1038 max_feature_frames=1014 train_avg_blank_prob=0.7389 train_argmax_blank_frac=0.9961 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.3077 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2682 train_avg_top_logit=8.2682 train_avg_top2_margin=3.9448 train_avg_blank_nonblank_margin=3.9448 train_avg_entropy=1.8777 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=1.9972 train_nonblank_weight_grad_norm_mean=0.0645 train_blank_bias_grad=0.0296 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0915 train_encoder_std=2.2589 train_encoder_token_l2_norm=72.2171 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.5939e-06
2026-04-13 23:05:16,566 | INFO | rank=0 | train preview ref="Вирішив все ж таки, напевно, що піду і буду захищати нашу країну, свою сім'ю, свою родину. Арсеній Пілець загинув вер..." hyp_greedy='.' hyp_beam='.' avg_output_frames=507.0 avg_target_tokens=156.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:06:05,602 | INFO | rank=0 | epoch=1 step=19480/249868 global_step=4870 train_loss=5.3196 train_main_ctc_loss=5.3196 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=19.1934 max_feature_frames=1013 train_avg_blank_prob=0.7641 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0190 train_target_tokens_per_frame=0.2189 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4576 train_avg_top_logit=8.4576 train_avg_top2_margin=3.9921 train_avg_blank_nonblank_margin=3.9921 train_avg_entropy=1.7120 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=15.3076 train_nonblank_weight_grad_norm_mean=0.0853 train_blank_bias_grad=-0.2323 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0932 train_encoder_std=2.3309 train_encoder_token_l2_norm=74.5506 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.59924e-06
2026-04-13 23:06:05,971 | INFO | rank=0 | train preview ref='Яким чином крокодили отримують реабілітацію від небажаного спілкування з людьми? За цілий день це може бути,, людей. ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=507.0 avg_target_tokens=111.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:06:52,273 | INFO | rank=0 | epoch=1 step=19520/249868 global_step=4880 train_loss=5.5083 train_main_ctc_loss=5.5083 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=19.9609 max_feature_frames=1013 train_avg_blank_prob=0.7056 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0222 train_target_tokens_per_frame=0.1542 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0949 train_avg_top_logit=8.0949 train_avg_top2_margin=3.7312 train_avg_blank_nonblank_margin=3.7154 train_avg_entropy=2.0870 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=15.5526 train_nonblank_weight_grad_norm_mean=0.0639 train_blank_bias_grad=-0.2387 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0934 train_encoder_std=2.2356 train_encoder_token_l2_norm=71.4823 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.60458e-06
2026-04-13 23:06:52,684 | INFO | rank=0 | train preview ref='Такий вигляд зараз має старий газорегулюючий пункт. Зараз на цьому місці працюють слюсарі, зварювальники, інші спеціа...' hyp_greedy='.' hyp_beam='.' avg_output_frames=506.0 avg_target_tokens=78.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:07:40,305 | INFO | rank=0 | epoch=1 step=19560/249868 global_step=4890 train_loss=5.2653 train_main_ctc_loss=5.2653 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=16.8479 max_feature_frames=1012 train_avg_blank_prob=0.6536 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0224 train_target_tokens_per_frame=0.2945 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7470 train_avg_top_logit=7.7470 train_avg_top2_margin=3.5889 train_avg_blank_nonblank_margin=3.5889 train_avg_entropy=2.4190 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=12.7965 train_nonblank_weight_grad_norm_mean=0.0666 train_blank_bias_grad=-0.1997 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0919 train_encoder_std=2.1379 train_encoder_token_l2_norm=68.3810 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.60991e-06
2026-04-13 23:07:40,696 | INFO | rank=0 | train preview ref='Прочитати шедевральну працю Юрія Липи, призначення України і не лише призначення України, і ще раз переглянути наш ге...' hyp_greedy='.' hyp_beam='.' avg_output_frames=506.0 avg_target_tokens=149.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:08:29,898 | INFO | rank=0 | epoch=1 step=19600/249868 global_step=4900 train_loss=5.3067 train_main_ctc_loss=5.3067 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=3.5211 max_feature_frames=1011 train_avg_blank_prob=0.7207 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.2806 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0949 train_avg_top_logit=8.0949 train_avg_top2_margin=3.8419 train_avg_blank_nonblank_margin=3.8419 train_avg_entropy=2.0000 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=1.9274 train_nonblank_weight_grad_norm_mean=0.0525 train_blank_bias_grad=0.0291 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0912 train_encoder_std=2.2080 train_encoder_token_l2_norm=70.6187 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.61525e-06
2026-04-13 23:08:30,277 | INFO | rank=0 | train preview ref='У примістах Хмельницького десь закинута якась ферма, її можна відновити, наприклад. І це нові робочі місця, як і внуч...' hyp_greedy='' hyp_beam='.' avg_output_frames=506.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-13 23:09:19,631 | INFO | rank=0 | epoch=1 step=19640/249868 global_step=4910 train_loss=5.3574 train_main_ctc_loss=5.3574 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=16.7350 max_feature_frames=1010 train_avg_blank_prob=0.7835 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.2535 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5545 train_avg_top_logit=8.5545 train_avg_top2_margin=4.0871 train_avg_blank_nonblank_margin=4.0871 train_avg_entropy=1.5921 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=13.1995 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=0.1963 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0915 train_encoder_std=2.2849 train_encoder_token_l2_norm=73.0867 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.62058e-06
2026-04-13 23:09:20,014 | INFO | rank=0 | train preview ref="І відповідно є вимога постанови одинадцять сімдесят вісім про те, щоб замовник обов'язково зазначав тендерні документ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=505.0 avg_target_tokens=128.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:10:14,148 | INFO | rank=0 | epoch=1 step=19680/249868 global_step=4920 train_loss=5.2160 train_main_ctc_loss=5.2160 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=3.1598 max_feature_frames=1009 train_avg_blank_prob=0.7627 train_argmax_blank_frac=0.9941 train_avg_top_nonblank_prob=0.0203 train_target_tokens_per_frame=0.2475 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4277 train_avg_top_logit=8.4277 train_avg_top2_margin=4.0079 train_avg_blank_nonblank_margin=3.9921 train_avg_entropy=1.7188 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=1.3185 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=0.0199 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0933 train_encoder_std=2.2819 train_encoder_token_l2_norm=72.9672 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.62592e-06
2026-04-13 23:10:14,545 | INFO | rank=0 | train preview ref='Отак під купою одягу отіял, він її вистачає, кидає до того мікроавтобуса. До Хмельницького, каже Наталія, діставалася...' hyp_greedy='.' hyp_beam='.' avg_output_frames=505.0 avg_target_tokens=125.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 23:10:59,235 | INFO | rank=0 | epoch=1 step=19720/249868 global_step=4930 train_loss=5.3798 train_main_ctc_loss=5.3798 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.35 grad_norm=8.2729 max_feature_frames=1009 train_avg_blank_prob=0.6486 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0227 train_target_tokens_per_frame=0.3446 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6990 train_avg_top_logit=7.6990 train_avg_top2_margin=3.5644 train_avg_blank_nonblank_margin=3.5485 train_avg_entropy=2.4396 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=6.1515 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=-0.0988 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0894 train_encoder_std=2.1322 train_encoder_token_l2_norm=68.2316 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.63126e-06
2026-04-13 23:10:59,664 | INFO | rank=0 | train preview ref='Це те, що ви робите, ну це дуже, дуже, дуже важливо для кожного. Далі спікер парламенту робить спільне фото і йде огл...' hyp_greedy='.' hyp_beam='.' avg_output_frames=505.0 avg_target_tokens=174.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:11:46,356 | INFO | rank=0 | epoch=1 step=19760/249868 global_step=4940 train_loss=5.3379 train_main_ctc_loss=5.3379 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=17.2010 max_feature_frames=1008 train_avg_blank_prob=0.7473 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.3056 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3175 train_avg_top_logit=8.3175 train_avg_top2_margin=3.9841 train_avg_blank_nonblank_margin=3.9841 train_avg_entropy=1.8333 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=13.1289 train_nonblank_weight_grad_norm_mean=0.0682 train_blank_bias_grad=0.1960 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0929 train_encoder_std=2.2239 train_encoder_token_l2_norm=71.1425 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.63659e-06
2026-04-13 23:11:46,733 | INFO | rank=0 | train preview ref='Контингент Кацапів там над великий. У них там величезне угрупування зараз зібрали. Вони зібрали там в кучу і своїх ти...' hyp_greedy='.' hyp_beam=',  .' avg_output_frames=504.0 avg_target_tokens=154.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:12:35,720 | INFO | rank=0 | epoch=1 step=19800/249868 global_step=4950 train_loss=5.2603 train_main_ctc_loss=5.2603 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=4.2676 max_feature_frames=1007 train_avg_blank_prob=0.7539 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0200 train_target_tokens_per_frame=0.2639 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3810 train_avg_top_logit=8.3810 train_avg_top2_margin=3.9841 train_avg_blank_nonblank_margin=3.9683 train_avg_entropy=1.7778 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=2.3831 train_nonblank_weight_grad_norm_mean=0.0603 train_blank_bias_grad=0.0363 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0908 train_encoder_std=2.2544 train_encoder_token_l2_norm=72.0462 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.64193e-06
2026-04-13 23:12:36,111 | INFO | rank=0 | train preview ref='Наприклад, ви закуповуєте пральний пирошок, ви закуповувати його в кілограмах в сфері публічних закупівлі. Але тут тр...' hyp_greedy='.' hyp_beam='.' avg_output_frames=504.0 avg_target_tokens=133.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:13:23,853 | INFO | rank=0 | epoch=1 step=19840/249868 global_step=4960 train_loss=5.2113 train_main_ctc_loss=5.2113 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=8.1057 max_feature_frames=1007 train_avg_blank_prob=0.6194 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0242 train_target_tokens_per_frame=0.3710 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5873 train_avg_top_logit=7.5873 train_avg_top2_margin=3.3492 train_avg_blank_nonblank_margin=3.3492 train_avg_entropy=2.6190 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=6.2218 train_nonblank_weight_grad_norm_mean=0.0564 train_blank_bias_grad=-0.0932 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0927 train_encoder_std=2.1562 train_encoder_token_l2_norm=69.0174 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.64726e-06
2026-04-13 23:13:24,229 | INFO | rank=0 | train preview ref='Іншими словами, за програмою штату Ральф мав би отримати від двадцяти до тридцять центів за надлишкову кіловат годину...' hyp_greedy='' hyp_beam='' avg_output_frames=504.0 avg_target_tokens=187.0 top_tokens=<blank>:1.000
2026-04-13 23:14:12,089 | INFO | rank=0 | epoch=1 step=19880/249868 global_step=4970 train_loss=5.2066 train_main_ctc_loss=5.2066 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=9.0807 max_feature_frames=1006 train_avg_blank_prob=0.7371 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0193 train_target_tokens_per_frame=0.3022 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2704 train_avg_top_logit=8.2704 train_avg_top2_margin=3.8807 train_avg_blank_nonblank_margin=3.8807 train_avg_entropy=1.8926 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=7.0831 train_nonblank_weight_grad_norm_mean=0.0536 train_blank_bias_grad=0.1078 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0942 train_encoder_std=2.2509 train_encoder_token_l2_norm=72.0026 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.6526e-06
2026-04-13 23:14:12,504 | INFO | rank=0 | train preview ref='Самиці слонів у неволі, але в умовах, наближених до природніх, як от лісові табори, можуть прожити понад шістдесят ро...' hyp_greedy='.' hyp_beam='.' avg_output_frames=503.0 avg_target_tokens=152.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:14:58,715 | INFO | rank=0 | epoch=1 step=19920/249868 global_step=4980 train_loss=5.2718 train_main_ctc_loss=5.2718 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=10.4026 max_feature_frames=1005 train_avg_blank_prob=0.6943 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0211 train_target_tokens_per_frame=0.3380 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9841 train_avg_top_logit=7.9841 train_avg_top2_margin=3.8012 train_avg_blank_nonblank_margin=3.7853 train_avg_entropy=2.1630 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=8.1022 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=0.1223 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0952 train_encoder_std=2.1921 train_encoder_token_l2_norm=70.1136 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.65794e-06
2026-04-13 23:14:59,111 | INFO | rank=0 | train preview ref='Такий рецепт за програмою ⁇ Доступні ліки ⁇ виписують для утримання ліків безкоштовно або з частковою доплатою на тер...' hyp_greedy='.' hyp_beam='.' avg_output_frames=503.0 avg_target_tokens=170.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:15:47,538 | INFO | rank=0 | epoch=1 step=19960/249868 global_step=4990 train_loss=5.2152 train_main_ctc_loss=5.2152 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=13.2386 max_feature_frames=1004 train_avg_blank_prob=0.7329 train_argmax_blank_frac=0.9940 train_avg_top_nonblank_prob=0.0209 train_target_tokens_per_frame=0.2849 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2231 train_avg_top_logit=8.2869 train_avg_top2_margin=3.9681 train_avg_blank_nonblank_margin=3.9363 train_avg_entropy=1.9044 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=10.5237 train_nonblank_weight_grad_norm_mean=0.0598 train_blank_bias_grad=0.1555 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0961 train_encoder_std=2.2477 train_encoder_token_l2_norm=71.9118 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.66327e-06
2026-04-13 23:15:47,921 | INFO | rank=0 | train preview ref='Але це не у році, додав Іван Чаусенко. В ході спілкування домовились, що з жовтня буде організований спільний круглий...' hyp_greedy='.' hyp_beam='.' avg_output_frames=502.0 avg_target_tokens=143.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 23:16:40,871 | INFO | rank=0 | epoch=1 step=20000/249868 global_step=5000 train_loss=5.2199 train_main_ctc_loss=5.2199 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=9.5421 max_feature_frames=1004 train_avg_blank_prob=0.6172 train_argmax_blank_frac=0.9940 train_avg_top_nonblank_prob=0.0245 train_target_tokens_per_frame=0.3884 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5857 train_avg_top_logit=7.5857 train_avg_top2_margin=3.4422 train_avg_blank_nonblank_margin=3.4263 train_avg_entropy=2.6295 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=7.2804 train_nonblank_weight_grad_norm_mean=0.0566 train_blank_bias_grad=-0.1148 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0936 train_encoder_std=2.1391 train_encoder_token_l2_norm=68.3419 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.66861e-06
2026-04-13 23:16:41,273 | INFO | rank=0 | train preview ref="Моє вітання усім слухачам радіо НВ. Триває наш спеціальний ефір. Моє ім'я Алла Кошляк. Мовлю до вас із Києва. І нині ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=502.0 avg_target_tokens=195.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 23:16:41,310 | INFO | rank=0 | epoch 1 step=20000/249868 global_step=5000 reached validation interval; starting validation
2026-04-13 23:22:17,412 | INFO | rank=0 | epoch_0001_step_00005000 complete train_loss=8.0393 val_loss=18.9403 val_main_ctc_loss=18.9403 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=1.0035 val_wer=1.4304 val_avg_blank_prob=0.3811 val_argmax_blank_frac=0.6186 val_avg_top_nonblank_prob=0.1018 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.1801 val_avg_hyp_chars=19.12 val_avg_hyp_words=6.30 val_model_source=raw best_val_wer=1.3800 timing_forward=334.51s timing_teacher=0.00s timing_decode=0.99s timing_gather=5.40s timing_checkpoint_export=160.78s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00005000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-13 23:22:17,414 | INFO | rank=0 | epoch_0001_step_00005000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=22.33s best_export=0.00s topk_update=69.90s topk_average=68.53s
2026-04-13 23:22:17,414 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-13 23:22:17,414 | INFO | rank=0 | validation preview hardest_ref='Що там греки й латинці?' hardest_hyp='іс іс ісгус ікм іс іс і'
2026-04-13 23:33:22,558 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/66158f82c822c9b23631528f8cd35378647d9ccc elapsed=11m 5.1s
2026-04-13 23:34:02,392 | INFO | rank=0 | epoch=1 step=20040/249868 global_step=5010 train_loss=5.3506 train_main_ctc_loss=5.3506 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=8.5106 max_feature_frames=1003 train_avg_blank_prob=0.7115 train_argmax_blank_frac=0.9920 train_avg_top_nonblank_prob=0.0225 train_target_tokens_per_frame=0.2809 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0637 train_avg_top_logit=8.0637 train_avg_top2_margin=3.8088 train_avg_blank_nonblank_margin=3.7928 train_avg_entropy=2.0558 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=6.6538 train_nonblank_weight_grad_norm_mean=0.0534 train_blank_bias_grad=0.1034 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0890 train_encoder_std=2.1882 train_encoder_token_l2_norm=70.0060 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.67395e-06
2026-04-13 23:34:02,744 | INFO | rank=0 | train preview ref='З їхньої церкви лише зна кількість фактів, які свідчать, що вони працювали і працюють на ворога на окупованих територ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=502.0 avg_target_tokens=141.0 top_tokens=<blank>:0.992, .:0.008
2026-04-13 23:34:43,004 | INFO | rank=0 | epoch=1 step=20080/249868 global_step=5020 train_loss=5.2607 train_main_ctc_loss=5.2607 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.34 grad_norm=11.1476 max_feature_frames=1002 train_avg_blank_prob=0.7660 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.2675 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4311 train_avg_top_logit=8.4311 train_avg_top2_margin=4.0559 train_avg_blank_nonblank_margin=4.0559 train_avg_entropy=1.7086 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=8.7286 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=0.1319 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0910 train_encoder_std=2.2533 train_encoder_token_l2_norm=71.9788 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.67928e-06
2026-04-13 23:34:43,412 | INFO | rank=0 | train preview ref='Засоби там їхнього ураження і військову техніку, але ситуація напружена, складна, але контрольована. Але Костянтине, ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=501.0 avg_target_tokens=134.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:35:24,725 | INFO | rank=0 | epoch=1 step=20120/249868 global_step=5030 train_loss=6.4013 train_main_ctc_loss=6.4013 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=10.0714 max_feature_frames=1002 train_avg_blank_prob=0.7138 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.7305 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1118 train_avg_top_logit=8.1118 train_avg_top2_margin=3.7844 train_avg_blank_nonblank_margin=3.7844 train_avg_entropy=2.0439 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=5.0833 train_nonblank_weight_grad_norm_mean=0.0856 train_blank_bias_grad=0.0780 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0961 train_encoder_std=2.2151 train_encoder_token_l2_norm=70.8870 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.68462e-06
2026-04-13 23:35:25,107 | INFO | rank=0 | train preview ref="Right, so let's take something and we could keep on going like this with different kinds of cards and different kinds..." hyp_greedy='' hyp_beam='.' avg_output_frames=501.0 avg_target_tokens=366.0 top_tokens=<blank>:1.000
2026-04-13 23:36:13,473 | INFO | rank=0 | epoch=1 step=20160/249868 global_step=5040 train_loss=5.3434 train_main_ctc_loss=5.3434 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=6.3624 max_feature_frames=1001 train_avg_blank_prob=0.6177 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0241 train_target_tokens_per_frame=0.3114 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5369 train_avg_top_logit=7.5369 train_avg_top2_margin=3.4810 train_avg_blank_nonblank_margin=3.4810 train_avg_entropy=2.6347 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=4.1290 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=-0.0663 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0868 train_encoder_std=2.0568 train_encoder_token_l2_norm=65.6727 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.68995e-06
2026-04-13 23:36:13,866 | INFO | rank=0 | train preview ref='З операційної лікар виходить через годину. Операція пройшла успішно. Пацієнтку зараз транспортуємо в палат. Богдан Ку...' hyp_greedy='.' hyp_beam='.' avg_output_frames=501.0 avg_target_tokens=156.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:36:35,431 | INFO | rank=0 | batch_timing epoch=1 batch=20176/249868 global_step=5044 data_wait=0.0s step_compute=7.3s batch_size=1 effective_frames=1000 max_feature_frames=1000 target_tokens=81
2026-04-13 23:37:04,081 | INFO | rank=0 | epoch=1 step=20200/249868 global_step=5050 train_loss=5.3064 train_main_ctc_loss=5.3064 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=19.5516 max_feature_frames=1000 train_avg_blank_prob=0.7515 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0166 train_target_tokens_per_frame=0.3180 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3200 train_avg_top_logit=8.3200 train_avg_top2_margin=4.0480 train_avg_blank_nonblank_margin=4.0480 train_avg_entropy=1.8160 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=15.3425 train_nonblank_weight_grad_norm_mean=0.0607 train_blank_bias_grad=0.2354 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0922 train_encoder_std=2.1928 train_encoder_token_l2_norm=70.1406 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.69529e-06
2026-04-13 23:37:04,480 | INFO | rank=0 | train preview ref='Це робота олійними фарбами. Вікторія Ямкова з Волочиського району подала на конкурс три роботи. Перемогла робота пере...' hyp_greedy='' hyp_beam='.' avg_output_frames=500.0 avg_target_tokens=159.0 top_tokens=<blank>:1.000
2026-04-13 23:37:59,175 | INFO | rank=0 | epoch=1 step=20240/249868 global_step=5060 train_loss=5.4193 train_main_ctc_loss=5.4193 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=23.9064 max_feature_frames=999 train_avg_blank_prob=0.8057 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0130 train_target_tokens_per_frame=0.2980 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7040 train_avg_top_logit=8.7040 train_avg_top2_margin=4.3520 train_avg_blank_nonblank_margin=4.3520 train_avg_entropy=1.4640 train_blank_bias=0.0002 train_blank_weight_norm=0.5887 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=18.7861 train_nonblank_weight_grad_norm_mean=0.0654 train_blank_bias_grad=0.2792 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0979 train_encoder_std=2.2799 train_encoder_token_l2_norm=72.9476 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.70063e-06
2026-04-13 23:37:59,601 | INFO | rank=0 | train preview ref='Так, Марія, майже всі препарати, основні діючі речовини засобів захисту можуть змішуватися з амінокислотами. Обмеженн...' hyp_greedy='' hyp_beam='' avg_output_frames=500.0 avg_target_tokens=149.0 top_tokens=<blank>:1.000
2026-04-13 23:38:51,386 | INFO | rank=0 | epoch=1 step=20280/249868 global_step=5070 train_loss=5.2511 train_main_ctc_loss=5.2511 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=11.3111 max_feature_frames=999 train_avg_blank_prob=0.6254 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0242 train_target_tokens_per_frame=0.3440 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5840 train_avg_top_logit=7.5840 train_avg_top2_margin=3.4080 train_avg_blank_nonblank_margin=3.4080 train_avg_entropy=2.5920 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=8.7300 train_nonblank_weight_grad_norm_mean=0.0657 train_blank_bias_grad=-0.1320 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0926 train_encoder_std=2.0948 train_encoder_token_l2_norm=67.0488 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.70596e-06
2026-04-13 23:38:51,756 | INFO | rank=0 | train preview ref='На сьогоднішній день озимий ріпак стає найбільш привабливою культурою серед озимих, так як має найбільшу рентабельніс...' hyp_greedy='' hyp_beam='.' avg_output_frames=500.0 avg_target_tokens=172.0 top_tokens=<blank>:1.000
2026-04-13 23:38:59,905 | INFO | rank=0 | batch_timing epoch=1 batch=20284/249868 global_step=5071 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=998 max_feature_frames=998 target_tokens=105
2026-04-13 23:39:44,164 | INFO | rank=0 | epoch=1 step=20320/249868 global_step=5080 train_loss=5.4281 train_main_ctc_loss=5.4281 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=15.3277 max_feature_frames=998 train_avg_blank_prob=0.6354 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0237 train_target_tokens_per_frame=0.3126 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5351 train_avg_top_logit=7.5351 train_avg_top2_margin=3.5431 train_avg_blank_nonblank_margin=3.5271 train_avg_entropy=2.5651 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=9.4959 train_nonblank_weight_grad_norm_mean=0.0565 train_blank_bias_grad=-0.1641 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0842 train_encoder_std=1.9547 train_encoder_token_l2_norm=62.4740 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.7113e-06
2026-04-13 23:39:44,522 | INFO | rank=0 | train preview ref='На утилізацію мільйон ламп розжарювання, які обміняють у відділеннях Укрпошта Хмельниччини, утилізують. Розповіла нач...' hyp_greedy='.' hyp_beam='.' avg_output_frames=499.0 avg_target_tokens=156.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:40:29,148 | INFO | rank=0 | epoch=1 step=20360/249868 global_step=5090 train_loss=5.3166 train_main_ctc_loss=5.3166 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=6.2636 max_feature_frames=997 train_avg_blank_prob=0.7812 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.1984 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5291 train_avg_top_logit=8.5291 train_avg_top2_margin=4.0080 train_avg_blank_nonblank_margin=4.0080 train_avg_entropy=1.6032 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=4.4802 train_nonblank_weight_grad_norm_mean=0.0567 train_blank_bias_grad=0.0726 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0928 train_encoder_std=2.3013 train_encoder_token_l2_norm=73.6370 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.71663e-06
2026-04-13 23:40:29,546 | INFO | rank=0 | train preview ref='Ну, ніби знаєте, прискорюватися в тому числі і в способі навчання, способі передачі знань. І в мене був досвід ініцію...' hyp_greedy='.' hyp_beam='.' avg_output_frames=499.0 avg_target_tokens=99.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:41:18,686 | INFO | rank=0 | epoch=1 step=20400/249868 global_step=5100 train_loss=5.3596 train_main_ctc_loss=5.3596 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=17.2570 max_feature_frames=996 train_avg_blank_prob=0.7108 train_argmax_blank_frac=0.9940 train_avg_top_nonblank_prob=0.0255 train_target_tokens_per_frame=0.2410 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1606 train_avg_top_logit=8.1606 train_avg_top2_margin=3.6627 train_avg_blank_nonblank_margin=3.6305 train_avg_entropy=2.0241 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=13.5962 train_nonblank_weight_grad_norm_mean=0.0729 train_blank_bias_grad=-0.1986 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0922 train_encoder_std=2.2719 train_encoder_token_l2_norm=72.5885 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.72197e-06
2026-04-13 23:41:19,052 | INFO | rank=0 | train preview ref='В липні минуло року перемогла партія ⁇ Діє та Солідарність ⁇. Це пропрезидентська партія. Партія, яка підтримує Майо ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=498.0 avg_target_tokens=120.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 23:42:09,750 | INFO | rank=0 | epoch=1 step=20440/249868 global_step=5110 train_loss=5.2932 train_main_ctc_loss=5.2932 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=3.5821 max_feature_frames=996 train_avg_blank_prob=0.7259 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0210 train_target_tokens_per_frame=0.3052 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1928 train_avg_top_logit=8.1928 train_avg_top2_margin=3.8394 train_avg_blank_nonblank_margin=3.8233 train_avg_entropy=1.9518 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=1.8384 train_nonblank_weight_grad_norm_mean=0.0557 train_blank_bias_grad=0.0263 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0896 train_encoder_std=2.2471 train_encoder_token_l2_norm=71.9056 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.72731e-06
2026-04-13 23:42:10,126 | INFO | rank=0 | train preview ref='Та ніхто й не думав, щоб в XVII столітті та ще при такій колетнечі, яка була тоді по наших сторонах, могли бути якраз...' hyp_greedy='.' hyp_beam='.' avg_output_frames=498.0 avg_target_tokens=152.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:42:56,051 | INFO | rank=0 | epoch=1 step=20480/249868 global_step=5120 train_loss=5.3560 train_main_ctc_loss=5.3560 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=4.7742 max_feature_frames=995 train_avg_blank_prob=0.8293 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0157 train_target_tokens_per_frame=0.1710 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.9497 train_avg_top_logit=8.9497 train_avg_top2_margin=4.3461 train_avg_blank_nonblank_margin=4.3461 train_avg_entropy=1.2797 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=3.2276 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=0.0499 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0886 train_encoder_std=2.3976 train_encoder_token_l2_norm=76.6092 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.73264e-06
2026-04-13 23:42:56,426 | INFO | rank=0 | train preview ref='Потім показати це все в ролі. І я залишу посилання, ви зможете подивитись, як це все виглядало в готовому ролі. Такий...' hyp_greedy='.' hyp_beam='.' avg_output_frames=497.0 avg_target_tokens=85.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:43:47,520 | INFO | rank=0 | epoch=1 step=20520/249868 global_step=5130 train_loss=5.2291 train_main_ctc_loss=5.2291 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.33 grad_norm=4.7163 max_feature_frames=994 train_avg_blank_prob=0.6345 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0225 train_target_tokens_per_frame=0.3400 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5976 train_avg_top_logit=7.5976 train_avg_top2_margin=3.5252 train_avg_blank_nonblank_margin=3.5252 train_avg_entropy=2.5433 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=2.8639 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=-0.0458 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0912 train_encoder_std=2.0726 train_encoder_token_l2_norm=66.3429 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.73798e-06
2026-04-13 23:43:47,887 | INFO | rank=0 | train preview ref='Значит, дальше. Я Митряева Екатерина Петровна никогда не получала юридическое образование, никогда не работала про пр...' hyp_greedy='.' hyp_beam='.' avg_output_frames=497.0 avg_target_tokens=169.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:44:32,248 | INFO | rank=0 | epoch=1 step=20560/249868 global_step=5140 train_loss=5.2893 train_main_ctc_loss=5.2893 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=7.8670 max_feature_frames=993 train_avg_blank_prob=0.7811 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.2193 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5634 train_avg_top_logit=8.5634 train_avg_top2_margin=4.0724 train_avg_blank_nonblank_margin=4.0724 train_avg_entropy=1.6016 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=5.8025 train_nonblank_weight_grad_norm_mean=0.0658 train_blank_bias_grad=0.0846 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0880 train_encoder_std=2.2915 train_encoder_token_l2_norm=73.2973 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.74332e-06
2026-04-13 23:44:32,649 | INFO | rank=0 | train preview ref='Тому насправді перецінити вклад таких людей, як він, і постання української держави просто неможливо. От ну можливо л...' hyp_greedy='.' hyp_beam='.' avg_output_frames=497.0 avg_target_tokens=109.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:45:23,208 | INFO | rank=0 | epoch=1 step=20600/249868 global_step=5150 train_loss=5.3083 train_main_ctc_loss=5.3083 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=10.8372 max_feature_frames=993 train_avg_blank_prob=0.6795 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.3461 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8873 train_avg_top_logit=7.8873 train_avg_top2_margin=3.6861 train_avg_blank_nonblank_margin=3.6861 train_avg_entropy=2.2696 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=7.9247 train_nonblank_weight_grad_norm_mean=0.0649 train_blank_bias_grad=0.1229 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0902 train_encoder_std=2.1352 train_encoder_token_l2_norm=68.2469 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.74865e-06
2026-04-13 23:45:23,595 | INFO | rank=0 | train preview ref='Колишня директорка медичного закладу Світлана Федорова говорить: зранку намагалася виламати двері до одного з кабінет...' hyp_greedy='.' hyp_beam='.' avg_output_frames=497.0 avg_target_tokens=172.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:46:16,779 | INFO | rank=0 | epoch=1 step=20640/249868 global_step=5160 train_loss=5.2011 train_main_ctc_loss=5.2011 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=5.7198 max_feature_frames=992 train_avg_blank_prob=0.7300 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.2944 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1935 train_avg_top_logit=8.1935 train_avg_top2_margin=3.8548 train_avg_blank_nonblank_margin=3.8548 train_avg_entropy=1.9355 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=4.1053 train_nonblank_weight_grad_norm_mean=0.0548 train_blank_bias_grad=0.0621 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0915 train_encoder_std=2.2301 train_encoder_token_l2_norm=71.3556 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.75399e-06
2026-04-13 23:46:17,155 | INFO | rank=0 | train preview ref="Мітинг до роковин Шевченка і учасників цього мітингу десь було близько п'ятдесяти чоловік. От розумієте, ви питаєте, ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=496.0 avg_target_tokens=146.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:46:59,355 | INFO | rank=0 | epoch=1 step=20680/249868 global_step=5170 train_loss=5.3330 train_main_ctc_loss=5.3330 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=6.5556 max_feature_frames=991 train_avg_blank_prob=0.7921 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.2218 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7097 train_avg_top_logit=8.7097 train_avg_top2_margin=4.1613 train_avg_blank_nonblank_margin=4.1290 train_avg_entropy=1.5242 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=3.9391 train_nonblank_weight_grad_norm_mean=0.0703 train_blank_bias_grad=0.0560 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0917 train_encoder_std=2.3479 train_encoder_token_l2_norm=74.9881 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.75932e-06
2026-04-13 23:46:59,711 | INFO | rank=0 | train preview ref='Вакцинація проведе проводиться відповідно до вимог чинного законодавства з заповненням відповідних облікових документ...' hyp_greedy='..' hyp_beam='.' avg_output_frames=496.0 avg_target_tokens=110.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:47:41,014 | INFO | rank=0 | epoch=1 step=20720/249868 global_step=5180 train_loss=5.4513 train_main_ctc_loss=5.4513 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=12.4594 max_feature_frames=990 train_avg_blank_prob=0.7285 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.2747 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1778 train_avg_top_logit=8.1778 train_avg_top2_margin=3.8788 train_avg_blank_nonblank_margin=3.8788 train_avg_entropy=1.9556 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=7.5105 train_nonblank_weight_grad_norm_mean=0.0649 train_blank_bias_grad=0.0993 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0914 train_encoder_std=2.2157 train_encoder_token_l2_norm=70.9073 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.76466e-06
2026-04-13 23:47:41,428 | INFO | rank=0 | train preview ref='Бог і Марія, хай будуть з вами, благословенні будьте! Ратуй вас, Боже! пише ірландець Цей Великий. А тепер уже настал...' hyp_greedy='.' hyp_beam='.' avg_output_frames=495.0 avg_target_tokens=136.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:48:25,846 | INFO | rank=0 | epoch=1 step=20760/249868 global_step=5190 train_loss=5.1832 train_main_ctc_loss=5.1832 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=18.7495 max_feature_frames=990 train_avg_blank_prob=0.6830 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0222 train_target_tokens_per_frame=0.3535 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8545 train_avg_top_logit=7.8545 train_avg_top2_margin=3.7172 train_avg_blank_nonblank_margin=3.7010 train_avg_entropy=2.2465 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=14.3485 train_nonblank_weight_grad_norm_mean=0.0690 train_blank_bias_grad=-0.2293 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0873 train_encoder_std=2.0980 train_encoder_token_l2_norm=67.1202 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.77e-06
2026-04-13 23:48:26,213 | INFO | rank=0 | train preview ref='Ковід, ковід, ковід, не йдіть, не йдіть голосувати. І знаєте, хто не голосує? Демократи, вони не голосують. Утім, дан...' hyp_greedy='.' hyp_beam='.' avg_output_frames=495.0 avg_target_tokens=175.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:49:12,374 | INFO | rank=0 | epoch=1 step=20800/249868 global_step=5200 train_loss=5.2602 train_main_ctc_loss=5.2602 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=2.5553 max_feature_frames=989 train_avg_blank_prob=0.6389 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0223 train_target_tokens_per_frame=0.3313 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6283 train_avg_top_logit=7.6283 train_avg_top2_margin=3.4909 train_avg_blank_nonblank_margin=3.4909 train_avg_entropy=2.5212 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=0.2922 train_nonblank_weight_grad_norm_mean=0.0543 train_blank_bias_grad=0.0036 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0907 train_encoder_std=2.0866 train_encoder_token_l2_norm=66.7849 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.77533e-06
2026-04-13 23:49:12,763 | INFO | rank=0 | train preview ref='Зранку перед засіданням сесії біля стін Запорізької міської ради зібралось близько двох десятків ошуканих власників к...' hyp_greedy='' hyp_beam='.' avg_output_frames=495.0 avg_target_tokens=164.0 top_tokens=<blank>:1.000
2026-04-13 23:49:58,988 | INFO | rank=0 | epoch=1 step=20840/249868 global_step=5210 train_loss=5.2024 train_main_ctc_loss=5.2024 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=9.5876 max_feature_frames=988 train_avg_blank_prob=0.7406 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.2551 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2915 train_avg_top_logit=8.2915 train_avg_top2_margin=3.8543 train_avg_blank_nonblank_margin=3.8381 train_avg_entropy=1.8623 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=7.3622 train_nonblank_weight_grad_norm_mean=0.0696 train_blank_bias_grad=-0.1128 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0933 train_encoder_std=2.2541 train_encoder_token_l2_norm=72.1342 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.78067e-06
2026-04-13 23:49:59,330 | INFO | rank=0 | train preview ref='От які є ще можливості, крім цієї державної програми, якщо є можливість лікування в Україні, які кроки, як організову...' hyp_greedy='.' hyp_beam='.' avg_output_frames=494.0 avg_target_tokens=126.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:50:50,791 | INFO | rank=0 | epoch=1 step=20880/249868 global_step=5220 train_loss=5.4355 train_main_ctc_loss=5.4355 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=5.6568 max_feature_frames=988 train_avg_blank_prob=0.6467 train_argmax_blank_frac=0.9960 train_avg_top_nonblank_prob=0.0231 train_target_tokens_per_frame=0.3219 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7085 train_avg_top_logit=7.7085 train_avg_top2_margin=3.5304 train_avg_blank_nonblank_margin=3.5304 train_avg_entropy=2.4615 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=3.7637 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=-0.0602 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0898 train_encoder_std=2.1223 train_encoder_token_l2_norm=67.9213 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.786e-06
2026-04-13 23:50:51,142 | INFO | rank=0 | train preview ref="Нашеню північний потік це такий собі історичний пам'ятник часам німецької російської співпраці і частково європейсько..." hyp_greedy='.' hyp_beam='.' avg_output_frames=494.0 avg_target_tokens=159.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:51:40,074 | INFO | rank=0 | epoch=1 step=20920/249868 global_step=5230 train_loss=5.3432 train_main_ctc_loss=5.3432 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.32 grad_norm=7.0876 max_feature_frames=987 train_avg_blank_prob=0.6866 train_argmax_blank_frac=0.9939 train_avg_top_nonblank_prob=0.0222 train_target_tokens_per_frame=0.2976 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9676 train_avg_top_logit=7.9676 train_avg_top2_margin=3.7085 train_avg_blank_nonblank_margin=3.7085 train_avg_entropy=2.2024 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=5.2647 train_nonblank_weight_grad_norm_mean=0.0544 train_blank_bias_grad=0.0770 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0973 train_encoder_std=2.1934 train_encoder_token_l2_norm=70.1357 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.79134e-06
2026-04-13 23:51:40,476 | INFO | rank=0 | train preview ref='Зробили все так, як потрібно це по запитах безпосередньо військових, щоб він там їм лише допомагав. Віталій Підгайчук...' hyp_greedy='.' hyp_beam='.' avg_output_frames=494.0 avg_target_tokens=147.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 23:52:24,593 | INFO | rank=0 | epoch=1 step=20960/249868 global_step=5240 train_loss=5.2162 train_main_ctc_loss=5.2162 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=5.9027 max_feature_frames=986 train_avg_blank_prob=0.7567 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.2779 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3732 train_avg_top_logit=8.4381 train_avg_top2_margin=4.0081 train_avg_blank_nonblank_margin=4.0081 train_avg_entropy=1.7606 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=4.0579 train_nonblank_weight_grad_norm_mean=0.0608 train_blank_bias_grad=0.0596 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0945 train_encoder_std=2.2852 train_encoder_token_l2_norm=73.1366 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.79668e-06
2026-04-13 23:52:24,975 | INFO | rank=0 | train preview ref='Доброго дня, шановні друзі, я Євгеній, та для вас просто Женя, а це мій оператор Максим. Для вас просто мака. Ми хоче...' hyp_greedy='.' hyp_beam=',  .' avg_output_frames=493.0 avg_target_tokens=137.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:53:17,898 | INFO | rank=0 | epoch=1 step=21000/249868 global_step=5250 train_loss=5.1724 train_main_ctc_loss=5.1724 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=3.4574 max_feature_frames=985 train_avg_blank_prob=0.7897 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0162 train_target_tokens_per_frame=0.2515 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6329 train_avg_top_logit=8.6329 train_avg_top2_margin=4.1217 train_avg_blank_nonblank_margin=4.1217 train_avg_entropy=1.5497 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=1.9184 train_nonblank_weight_grad_norm_mean=0.0540 train_blank_bias_grad=0.0272 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0940 train_encoder_std=2.3068 train_encoder_token_l2_norm=73.7990 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.80201e-06
2026-04-13 23:53:18,298 | INFO | rank=0 | train preview ref='Тому що це такі чотири великих міста, ну, відносно, які фактично одне з одним перетікають і знаходяться на таких дово...' hyp_greedy='' hyp_beam='.' avg_output_frames=493.0 avg_target_tokens=124.0 top_tokens=<blank>:1.000
2026-04-13 23:54:10,348 | INFO | rank=0 | epoch=1 step=21040/249868 global_step=5260 train_loss=5.2337 train_main_ctc_loss=5.2337 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=5.3421 max_feature_frames=984 train_avg_blank_prob=0.8093 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0145 train_target_tokens_per_frame=0.2256 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7805 train_avg_top_logit=8.7805 train_avg_top2_margin=4.3252 train_avg_blank_nonblank_margin=4.3252 train_avg_entropy=1.4228 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5779 train_blank_weight_grad_norm=1.7186 train_nonblank_weight_grad_norm_mean=0.0749 train_blank_bias_grad=0.0233 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0935 train_encoder_std=2.3247 train_encoder_token_l2_norm=74.2975 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.80735e-06
2026-04-13 23:54:10,739 | INFO | rank=0 | train preview ref='Але ну знову ж таки кампанії є, вони в якомусь просторі звучать і продовжуються, і будуть продовжуватись, тому що, зв...' hyp_greedy='.' hyp_beam='.' avg_output_frames=492.0 avg_target_tokens=111.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:55:00,704 | INFO | rank=0 | epoch=1 step=21080/249868 global_step=5270 train_loss=5.2588 train_main_ctc_loss=5.2588 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=14.3611 max_feature_frames=984 train_avg_blank_prob=0.6835 train_argmax_blank_frac=0.9939 train_avg_top_nonblank_prob=0.0238 train_target_tokens_per_frame=0.3191 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9024 train_avg_top_logit=7.9024 train_avg_top2_margin=3.7073 train_avg_blank_nonblank_margin=3.6911 train_avg_entropy=2.2276 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=9.5631 train_nonblank_weight_grad_norm_mean=0.0635 train_blank_bias_grad=-0.1406 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0892 train_encoder_std=2.1085 train_encoder_token_l2_norm=67.2605 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.81269e-06
2026-04-13 23:55:01,097 | INFO | rank=0 | train preview ref='І вони намагаються з усіх сил в абсолютно такій вже історичній манері, намагаються наступати, щоб ну показати, що хоч...' hyp_greedy='.' hyp_beam='.' avg_output_frames=492.0 avg_target_tokens=157.0 top_tokens=<blank>:0.994, .:0.006
2026-04-13 23:55:33,053 | INFO | rank=0 | batch_timing epoch=1 batch=21100/249868 global_step=5275 data_wait=0.0s step_compute=7.5s batch_size=1 effective_frames=983 max_feature_frames=983 target_tokens=137
2026-04-13 23:55:57,993 | INFO | rank=0 | epoch=1 step=21120/249868 global_step=5280 train_loss=5.2375 train_main_ctc_loss=5.2375 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=4.9222 max_feature_frames=983 train_avg_blank_prob=0.6601 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0247 train_target_tokens_per_frame=0.3150 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8049 train_avg_top_logit=7.8049 train_avg_top2_margin=3.4634 train_avg_blank_nonblank_margin=3.4634 train_avg_entropy=2.3577 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=3.2168 train_nonblank_weight_grad_norm_mean=0.0554 train_blank_bias_grad=-0.0500 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0931 train_encoder_std=2.1533 train_encoder_token_l2_norm=68.9104 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.81802e-06
2026-04-13 23:55:58,408 | INFO | rank=0 | train preview ref='Особисто Олег Тобольцев розповів, горщик знайшли два тижні тому у кенотафі символічному похованні, в якому немає небі...' hyp_greedy='.' hyp_beam='.' avg_output_frames=492.0 avg_target_tokens=155.0 top_tokens=<blank>:0.998, .:0.002
2026-04-13 23:56:44,911 | INFO | rank=0 | epoch=1 step=21160/249868 global_step=5290 train_loss=5.2066 train_main_ctc_loss=5.2066 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=6.5192 max_feature_frames=982 train_avg_blank_prob=0.7642 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.2587 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4725 train_avg_top_logit=8.4725 train_avg_top2_margin=4.0081 train_avg_blank_nonblank_margin=3.9919 train_avg_entropy=1.7108 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=4.5371 train_nonblank_weight_grad_norm_mean=0.0661 train_blank_bias_grad=0.0675 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0938 train_encoder_std=2.2727 train_encoder_token_l2_norm=72.7248 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.82336e-06
2026-04-13 23:56:45,265 | INFO | rank=0 | train preview ref="Вінницький, якщо в цифрах, то приблизно в цих регіонах промислова не люди на своїх присадим'янках, промислове вирощен..." hyp_greedy='.' hyp_beam='.' avg_output_frames=491.0 avg_target_tokens=127.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:57:34,778 | INFO | rank=0 | epoch=1 step=21200/249868 global_step=5300 train_loss=5.2177 train_main_ctc_loss=5.2177 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=5.5868 max_feature_frames=982 train_avg_blank_prob=0.6641 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0216 train_target_tokens_per_frame=0.3136 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8208 train_avg_top_logit=7.8208 train_avg_top2_margin=3.6986 train_avg_blank_nonblank_margin=3.6823 train_avg_entropy=2.3462 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=3.8139 train_nonblank_weight_grad_norm_mean=0.0550 train_blank_bias_grad=-0.0612 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0926 train_encoder_std=2.1486 train_encoder_token_l2_norm=68.7478 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.82869e-06
2026-04-13 23:57:35,121 | INFO | rank=0 | train preview ref='Значна частина вагнерівців закінчилася, вже дякуючи вам. Зокрема, там якісь залишки полишалися. Але морські піхотинці...' hyp_greedy='.' hyp_beam='.' avg_output_frames=491.0 avg_target_tokens=154.0 top_tokens=<blank>:0.996, .:0.004
2026-04-13 23:58:21,558 | INFO | rank=0 | epoch=1 step=21240/249868 global_step=5310 train_loss=5.4640 train_main_ctc_loss=5.4640 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=17.4330 max_feature_frames=981 train_avg_blank_prob=0.7458 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0166 train_target_tokens_per_frame=0.2770 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3096 train_avg_top_logit=8.3096 train_avg_top2_margin=3.9593 train_avg_blank_nonblank_margin=3.9593 train_avg_entropy=1.8493 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=12.7840 train_nonblank_weight_grad_norm_mean=0.0777 train_blank_bias_grad=0.1876 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0962 train_encoder_std=2.2439 train_encoder_token_l2_norm=71.7925 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.83403e-06
2026-04-13 23:58:21,969 | INFO | rank=0 | train preview ref='Не повертаються туди люди до того, ж росіяни своїми обстрілами території довкола атомної станції порушили систему теп...' hyp_greedy='' hyp_beam=',  ' avg_output_frames=491.0 avg_target_tokens=136.0 top_tokens=<blank>:1.000
2026-04-13 23:59:16,187 | INFO | rank=0 | epoch=1 step=21280/249868 global_step=5320 train_loss=5.2872 train_main_ctc_loss=5.2872 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=3.1924 max_feature_frames=981 train_avg_blank_prob=0.7010 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0212 train_target_tokens_per_frame=0.2143 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0000 train_avg_top_logit=8.0000 train_avg_top2_margin=3.6898 train_avg_blank_nonblank_margin=3.6898 train_avg_entropy=2.1224 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=0.6009 train_nonblank_weight_grad_norm_mean=0.0633 train_blank_bias_grad=0.0047 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0909 train_encoder_std=2.1626 train_encoder_token_l2_norm=69.2227 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.83937e-06
2026-04-13 23:59:16,562 | INFO | rank=0 | train preview ref='Тут також вони порахували, що на рамці РУТ приблизно лічинок викидається бджолами і цих пустих камірок. Тобто, якщо р...' hyp_greedy='.' hyp_beam='.' avg_output_frames=490.0 avg_target_tokens=105.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:00:07,578 | INFO | rank=0 | epoch=1 step=21320/249868 global_step=5330 train_loss=5.2542 train_main_ctc_loss=5.2542 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=5.9178 max_feature_frames=980 train_avg_blank_prob=0.6992 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0218 train_target_tokens_per_frame=0.2449 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0327 train_avg_top_logit=8.0327 train_avg_top2_margin=3.6898 train_avg_blank_nonblank_margin=3.6898 train_avg_entropy=2.1224 train_blank_bias=0.0002 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=4.3208 train_nonblank_weight_grad_norm_mean=0.0531 train_blank_bias_grad=-0.0674 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0934 train_encoder_std=2.2048 train_encoder_token_l2_norm=70.5281 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.8447e-06
2026-04-14 00:00:07,964 | INFO | rank=0 | train preview ref='Диявольську силу півночі, брутальну, облудну, цинічну, забріхану, протягом багатьох століть незмінну в усіх своїх оги...' hyp_greedy='.' hyp_beam='.' avg_output_frames=490.0 avg_target_tokens=120.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:00:56,163 | INFO | rank=0 | epoch=1 step=21360/249868 global_step=5340 train_loss=5.3566 train_main_ctc_loss=5.3566 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.31 grad_norm=24.2279 max_feature_frames=979 train_avg_blank_prob=0.7569 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0159 train_target_tokens_per_frame=0.3837 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2286 train_avg_top_logit=8.2286 train_avg_top2_margin=4.0980 train_avg_blank_nonblank_margin=4.0816 train_avg_entropy=1.7959 train_blank_bias=0.0003 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=18.8306 train_nonblank_weight_grad_norm_mean=0.0644 train_blank_bias_grad=0.2980 train_nonblank_bias_grad_mean=-0.0006 train_encoder_mean=-0.0871 train_encoder_std=2.1108 train_encoder_token_l2_norm=67.5352 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.85004e-06
2026-04-14 00:00:56,518 | INFO | rank=0 | train preview ref='Сушенемикола з майдану Олександрського каже, співчуває людям, які не мають іншого заробітку аніж заготівля сировини д...' hyp_greedy='.' hyp_beam='.' avg_output_frames=490.0 avg_target_tokens=188.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:01:45,541 | INFO | rank=0 | epoch=1 step=21400/249868 global_step=5350 train_loss=5.2220 train_main_ctc_loss=5.2220 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=15.4293 max_feature_frames=978 train_avg_blank_prob=0.7562 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.2883 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4417 train_avg_top_logit=8.4417 train_avg_top2_margin=3.9264 train_avg_blank_nonblank_margin=3.9100 train_avg_entropy=1.7505 train_blank_bias=0.0003 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=12.1391 train_nonblank_weight_grad_norm_mean=0.0639 train_blank_bias_grad=0.1751 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0997 train_encoder_std=2.3475 train_encoder_token_l2_norm=75.1198 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.85537e-06
2026-04-14 00:01:45,902 | INFO | rank=0 | train preview ref='І виїздили цю там кілометри більше, кілометри менше. Також я даю свою оцінку, скільком людям я відмовила, скільки ми ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=489.0 avg_target_tokens=141.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:02:30,607 | INFO | rank=0 | epoch=1 step=21440/249868 global_step=5360 train_loss=5.3260 train_main_ctc_loss=5.3260 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=4.5457 max_feature_frames=978 train_avg_blank_prob=0.7234 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0194 train_target_tokens_per_frame=0.3395 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2127 train_avg_top_logit=8.2127 train_avg_top2_margin=3.8282 train_avg_blank_nonblank_margin=3.8282 train_avg_entropy=1.9714 train_blank_bias=0.0003 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=2.1297 train_nonblank_weight_grad_norm_mean=0.0673 train_blank_bias_grad=0.0307 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0950 train_encoder_std=2.2983 train_encoder_token_l2_norm=73.5720 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.86071e-06
2026-04-14 00:02:31,012 | INFO | rank=0 | train preview ref='Звертаю також увагу, що після прийняття податкової амністії мали прийняти закон, який буде спрямований контролювати д...' hyp_greedy='' hyp_beam='.' avg_output_frames=489.0 avg_target_tokens=166.0 top_tokens=<blank>:1.000
2026-04-14 00:02:39,056 | INFO | rank=0 | batch_timing epoch=1 batch=21444/249868 global_step=5361 data_wait=0.0s step_compute=5.3s batch_size=1 effective_frames=977 max_feature_frames=977 target_tokens=14
2026-04-14 00:03:21,496 | INFO | rank=0 | epoch=1 step=21480/249868 global_step=5370 train_loss=5.2165 train_main_ctc_loss=5.2165 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=3.9856 max_feature_frames=977 train_avg_blank_prob=0.7334 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.3129 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2454 train_avg_top_logit=8.2454 train_avg_top2_margin=3.9264 train_avg_blank_nonblank_margin=3.9264 train_avg_entropy=1.9223 train_blank_bias=0.0003 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=1.8853 train_nonblank_weight_grad_norm_mean=0.0631 train_blank_bias_grad=0.0279 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0963 train_encoder_std=2.2978 train_encoder_token_l2_norm=73.5344 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.86605e-06
2026-04-14 00:03:21,896 | INFO | rank=0 | train preview ref='Ну, здесь как бы на самом деле у нас сегодня два продукта продаются. Первая это как бы миллионов за пять дней. Да, эт...' hyp_greedy='' hyp_beam='.' avg_output_frames=489.0 avg_target_tokens=153.0 top_tokens=<blank>:1.000
2026-04-14 00:04:15,247 | INFO | rank=0 | epoch=1 step=21520/249868 global_step=5380 train_loss=5.3225 train_main_ctc_loss=5.3225 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=3.7778 max_feature_frames=977 train_avg_blank_prob=0.6893 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0228 train_target_tokens_per_frame=0.3640 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9836 train_avg_top_logit=7.9836 train_avg_top2_margin=3.6319 train_avg_blank_nonblank_margin=3.6319 train_avg_entropy=2.1922 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=2.1776 train_nonblank_weight_grad_norm_mean=0.0549 train_blank_bias_grad=0.0343 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0965 train_encoder_std=2.2091 train_encoder_token_l2_norm=70.7080 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.87138e-06
2026-04-14 00:04:15,641 | INFO | rank=0 | train preview ref='Людей взагалі немає. Газ подорожчав, а що то вісім гривень? Невигідно. Газ зараз дорогий по тридцять гривень, а раніш...' hyp_greedy='.' hyp_beam='.' avg_output_frames=489.0 avg_target_tokens=178.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:05:13,529 | INFO | rank=0 | epoch=1 step=21560/249868 global_step=5390 train_loss=5.2979 train_main_ctc_loss=5.2979 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=8.0304 max_feature_frames=976 train_avg_blank_prob=0.7189 train_argmax_blank_frac=0.9980 train_avg_top_nonblank_prob=0.0210 train_target_tokens_per_frame=0.3258 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1639 train_avg_top_logit=8.1639 train_avg_top2_margin=3.7869 train_avg_blank_nonblank_margin=3.7869 train_avg_entropy=2.0082 train_blank_bias=0.0003 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=6.0478 train_nonblank_weight_grad_norm_mean=0.0625 train_blank_bias_grad=0.0925 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0934 train_encoder_std=2.2351 train_encoder_token_l2_norm=71.4453 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.87672e-06
2026-04-14 00:05:13,881 | INFO | rank=0 | train preview ref='Дві бригади екстреної медичної допомоги повернулись до окупованих територій, де надавали медичну допомогу. Їх зустріч...' hyp_greedy='.' hyp_beam='.' avg_output_frames=488.0 avg_target_tokens=159.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:05:57,139 | INFO | rank=0 | epoch=1 step=21600/249868 global_step=5400 train_loss=5.1800 train_main_ctc_loss=5.1800 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=19.5402 max_feature_frames=975 train_avg_blank_prob=0.7779 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0153 train_target_tokens_per_frame=0.2910 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5246 train_avg_top_logit=8.5246 train_avg_top2_margin=4.0984 train_avg_blank_nonblank_margin=4.0984 train_avg_entropy=1.6475 train_blank_bias=0.0003 train_blank_weight_norm=0.5886 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=15.8434 train_nonblank_weight_grad_norm_mean=0.0656 train_blank_bias_grad=0.2346 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0949 train_encoder_std=2.2823 train_encoder_token_l2_norm=73.0602 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.88206e-06
2026-04-14 00:05:57,502 | INFO | rank=0 | train preview ref='Ну, взагалі, то наші повноваження, як залишались, так і залишаються. Це турбуватися про людей, які виїхали на неокупо...' hyp_greedy='' hyp_beam=',   ' avg_output_frames=488.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-14 00:06:43,034 | INFO | rank=0 | epoch=1 step=21640/249868 global_step=5410 train_loss=5.3367 train_main_ctc_loss=5.3367 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=3.1914 max_feature_frames=974 train_avg_blank_prob=0.7242 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.2526 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1807 train_avg_top_logit=8.1807 train_avg_top2_margin=3.8604 train_avg_blank_nonblank_margin=3.8439 train_avg_entropy=1.9713 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=1.3252 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=-0.0193 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0948 train_encoder_std=2.2304 train_encoder_token_l2_norm=71.3842 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.88739e-06
2026-04-14 00:06:43,410 | INFO | rank=0 | train preview ref='На Донеччині чи там вистачає снарядів, чи там оцінові чмобіки, які не вміють іти в атаку. Наскільки ви відчуваєте ста...' hyp_greedy='.' hyp_beam='.' avg_output_frames=487.0 avg_target_tokens=123.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:07:28,990 | INFO | rank=0 | epoch=1 step=21680/249868 global_step=5420 train_loss=5.3818 train_main_ctc_loss=5.3818 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=11.9371 max_feature_frames=974 train_avg_blank_prob=0.6328 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0237 train_target_tokens_per_frame=0.3203 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6550 train_avg_top_logit=7.6550 train_avg_top2_margin=3.5318 train_avg_blank_nonblank_margin=3.5154 train_avg_entropy=2.5298 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=9.5255 train_nonblank_weight_grad_norm_mean=0.0599 train_blank_bias_grad=-0.1491 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0905 train_encoder_std=2.1352 train_encoder_token_l2_norm=68.2842 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.89273e-06
2026-04-14 00:07:29,353 | INFO | rank=0 | train preview ref='Для того щоб планувати свої видатки, одночасно на ринку газу запрацював постачальник останньої надії. Тобто, як поясн...' hyp_greedy='.' hyp_beam='.' avg_output_frames=487.0 avg_target_tokens=156.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:07:51,891 | INFO | rank=0 | epoch=1 waiting for training batch 21698/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 00:08:20,110 | INFO | rank=0 | epoch=1 step=21720/249868 global_step=5430 train_loss=5.2504 train_main_ctc_loss=5.2504 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=9.2045 max_feature_frames=973 train_avg_blank_prob=0.7349 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.3121 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1807 train_avg_top_logit=8.1807 train_avg_top2_margin=3.9425 train_avg_blank_nonblank_margin=3.9425 train_avg_entropy=1.9220 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=7.2466 train_nonblank_weight_grad_norm_mean=0.0536 train_blank_bias_grad=0.1118 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0913 train_encoder_std=2.1936 train_encoder_token_l2_norm=70.1873 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.89806e-06
2026-04-14 00:08:20,515 | INFO | rank=0 | train preview ref="Як ви не звертаєте на це увагу. Ось тут у нас з'явився цей додаток, ось тут така рука. Якщо ми натиснемо на нього, то..." hyp_greedy='.' hyp_beam='.' avg_output_frames=487.0 avg_target_tokens=152.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:09:06,319 | INFO | rank=0 | epoch=1 step=21760/249868 global_step=5440 train_loss=5.2590 train_main_ctc_loss=5.2590 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=9.3329 max_feature_frames=972 train_avg_blank_prob=0.7743 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0161 train_target_tokens_per_frame=0.2531 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4938 train_avg_top_logit=8.4938 train_avg_top2_margin=4.0658 train_avg_blank_nonblank_margin=4.0658 train_avg_entropy=1.6708 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=7.3605 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=0.1114 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0893 train_encoder_std=2.2533 train_encoder_token_l2_norm=72.1145 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.9034e-06
2026-04-14 00:09:06,712 | INFO | rank=0 | train preview ref='Це дуже багато. Ще одне питання: ми знаємо, що в Україні епідемія туберкульозу, більше мільйона хворих, багато людей ...' hyp_greedy='' hyp_beam='' avg_output_frames=486.0 avg_target_tokens=123.0 top_tokens=<blank>:1.000
2026-04-14 00:09:53,197 | INFO | rank=0 | epoch=1 step=21800/249868 global_step=5450 train_loss=5.3447 train_main_ctc_loss=5.3447 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.30 grad_norm=15.4217 max_feature_frames=972 train_avg_blank_prob=0.6175 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0257 train_target_tokens_per_frame=0.3128 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5720 train_avg_top_logit=7.5720 train_avg_top2_margin=3.4568 train_avg_blank_nonblank_margin=3.4239 train_avg_entropy=2.6173 train_blank_bias=0.0002 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=12.3914 train_nonblank_weight_grad_norm_mean=0.0663 train_blank_bias_grad=-0.1947 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0920 train_encoder_std=2.1073 train_encoder_token_l2_norm=67.3671 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.90874e-06
2026-04-14 00:09:53,551 | INFO | rank=0 | train preview ref='Джеймс Безан, депутат консерватора, який також має українське коріння та перебуває в опозиції до влади, звертає увагу...' hyp_greedy='.' hyp_beam='.' avg_output_frames=486.0 avg_target_tokens=152.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:10:36,365 | INFO | rank=0 | epoch=1 step=21840/249868 global_step=5460 train_loss=5.1904 train_main_ctc_loss=5.1904 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=13.5752 max_feature_frames=971 train_avg_blank_prob=0.7452 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0176 train_target_tokens_per_frame=0.2942 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2634 train_avg_top_logit=8.2634 train_avg_top2_margin=3.9506 train_avg_blank_nonblank_margin=3.9506 train_avg_entropy=1.8519 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=11.0746 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=0.1684 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0931 train_encoder_std=2.2164 train_encoder_token_l2_norm=70.9420 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.91407e-06
2026-04-14 00:10:36,751 | INFO | rank=0 | train preview ref="Нас було подібне, коли радянська влада, совєтська власть, прийшла після війни, після сорок п'ятого року. Щось було по..." hyp_greedy='.' hyp_beam='.' avg_output_frames=486.0 avg_target_tokens=143.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:11:28,192 | INFO | rank=0 | epoch=1 step=21880/249868 global_step=5470 train_loss=5.3275 train_main_ctc_loss=5.3275 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=7.2926 max_feature_frames=971 train_avg_blank_prob=0.8082 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0162 train_target_tokens_per_frame=0.1897 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7753 train_avg_top_logit=8.7753 train_avg_top2_margin=4.3216 train_avg_blank_nonblank_margin=4.2887 train_avg_entropy=1.4268 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=5.6574 train_nonblank_weight_grad_norm_mean=0.0591 train_blank_bias_grad=0.0856 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0893 train_encoder_std=2.3159 train_encoder_token_l2_norm=74.0569 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.91941e-06
2026-04-14 00:11:28,559 | INFO | rank=0 | train preview ref='Інші шляхи альтернативні для постачання і озброєння, і техніки вивезення награбованого зараз. Вони там у них намагают...' hyp_greedy='.' hyp_beam='.' avg_output_frames=485.0 avg_target_tokens=92.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:12:11,943 | INFO | rank=0 | epoch=1 step=21920/249868 global_step=5480 train_loss=5.4638 train_main_ctc_loss=5.4638 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=33.4602 max_feature_frames=969 train_avg_blank_prob=0.6647 train_argmax_blank_frac=0.9938 train_avg_top_nonblank_prob=0.0243 train_target_tokens_per_frame=0.2082 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7856 train_avg_top_logit=7.7856 train_avg_top2_margin=3.6124 train_avg_blank_nonblank_margin=3.5959 train_avg_entropy=2.3423 train_blank_bias=0.0002 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=25.4268 train_nonblank_weight_grad_norm_mean=0.0844 train_blank_bias_grad=-0.4036 train_nonblank_bias_grad_mean=0.0008 train_encoder_mean=-0.0803 train_encoder_std=2.0955 train_encoder_token_l2_norm=66.9297 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.92474e-06
2026-04-14 00:12:12,350 | INFO | rank=0 | train preview ref='Пропонуючи віддалений доступ до передплачених ресурсів, і також знаходячи ресурси і пропонуючи у відкритому доступі, ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=485.0 avg_target_tokens=101.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 00:13:02,915 | INFO | rank=0 | epoch=1 step=21960/249868 global_step=5490 train_loss=5.2178 train_main_ctc_loss=5.2178 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=19.8736 max_feature_frames=969 train_avg_blank_prob=0.7515 train_argmax_blank_frac=0.9938 train_avg_top_nonblank_prob=0.0213 train_target_tokens_per_frame=0.3052 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3464 train_avg_top_logit=8.3464 train_avg_top2_margin=3.9753 train_avg_blank_nonblank_margin=3.9588 train_avg_entropy=1.7897 train_blank_bias=0.0003 train_blank_weight_norm=0.5885 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=15.6752 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=0.2388 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0978 train_encoder_std=2.2200 train_encoder_token_l2_norm=70.9982 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.93008e-06
2026-04-14 00:13:03,322 | INFO | rank=0 | train preview ref='Ну, до речі, дуже цінні кадри, безперечно, але якби зараз знімали наші люди, вони б по-іншому це знімали. Трошки, зна...' hyp_greedy='.' hyp_beam='.   .' avg_output_frames=485.0 avg_target_tokens=148.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 00:13:45,765 | INFO | rank=0 | epoch=1 step=22000/249868 global_step=5500 train_loss=5.3166 train_main_ctc_loss=5.3166 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=3.2490 max_feature_frames=968 train_avg_blank_prob=0.7509 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.2397 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2645 train_avg_top_logit=8.2645 train_avg_top2_margin=4.0496 train_avg_blank_nonblank_margin=4.0331 train_avg_entropy=1.8099 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=1.1342 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=-0.0182 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0830 train_encoder_std=2.1555 train_encoder_token_l2_norm=68.9003 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.93542e-06
2026-04-14 00:13:46,109 | INFO | rank=0 | train preview ref='Попросили мене запитати. Я, в принципі, вже приблизно, ми всі знаємо, як пройшов ваш перший день, ви про це вже говор...' hyp_greedy='.' hyp_beam='.' avg_output_frames=484.0 avg_target_tokens=116.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:13:46,140 | INFO | rank=0 | epoch 1 step=22000/249868 global_step=5500 reached validation interval; starting validation
2026-04-14 00:19:39,865 | INFO | rank=0 | epoch_0001_step_00005500 complete train_loss=7.7916 val_loss=19.1475 val_main_ctc_loss=19.1475 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=1.0080 val_wer=1.4484 val_avg_blank_prob=0.4156 val_argmax_blank_frac=0.6114 val_avg_top_nonblank_prob=0.0925 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.3043 val_avg_hyp_chars=19.15 val_avg_hyp_words=6.28 val_model_source=raw best_val_wer=1.3800 timing_forward=331.16s timing_teacher=0.00s timing_decode=0.98s timing_gather=0.02s timing_checkpoint_export=168.48s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00005500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 00:19:39,867 | INFO | rank=0 | epoch_0001_step_00005500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=21.15s best_export=0.00s topk_update=71.13s topk_average=76.19s
2026-04-14 00:19:39,868 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 00:19:39,868 | INFO | rank=0 | validation preview hardest_ref='Тут це важливо підкреслити.' hardest_hyp='ісгу ісмк іці ісчасгус іс і'
2026-04-14 00:30:39,835 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/35d1b9f1054e4543ae258125b550efa16f74d945 elapsed=10m 59.9s
2026-04-14 00:31:18,947 | INFO | rank=0 | epoch=1 step=22040/249868 global_step=5510 train_loss=5.4333 train_main_ctc_loss=5.4333 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=19.0867 max_feature_frames=967 train_avg_blank_prob=0.7059 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0172 train_target_tokens_per_frame=0.2273 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8678 train_avg_top_logit=7.8678 train_avg_top2_margin=3.9339 train_avg_blank_nonblank_margin=3.9339 train_avg_entropy=2.1322 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=13.7766 train_nonblank_weight_grad_norm_mean=0.0766 train_blank_bias_grad=-0.2330 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0733 train_encoder_std=2.0022 train_encoder_token_l2_norm=64.0710 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.94075e-06
2026-04-14 00:31:19,275 | INFO | rank=0 | train preview ref='Справа у тому, що ядерна зброя знаходиться в певних місцях зберігання, і відповідно до договору про нерозповсюдження ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=484.0 avg_target_tokens=110.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:31:58,751 | INFO | rank=0 | epoch=1 step=22080/249868 global_step=5520 train_loss=5.1614 train_main_ctc_loss=5.1614 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=5.0681 max_feature_frames=967 train_avg_blank_prob=0.6506 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0220 train_target_tokens_per_frame=0.3574 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6694 train_avg_top_logit=7.6694 train_avg_top2_margin=3.5207 train_avg_blank_nonblank_margin=3.5207 train_avg_entropy=2.4463 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=3.3465 train_nonblank_weight_grad_norm_mean=0.0526 train_blank_bias_grad=-0.0535 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0871 train_encoder_std=2.0530 train_encoder_token_l2_norm=65.7051 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.94609e-06
2026-04-14 00:31:59,167 | INFO | rank=0 | train preview ref='І це їх на їхні совісті. Хай лише це можна було починати з весни. Надія Балабуст каже, оскільки ціну на газ для бюдже...' hyp_greedy='' hyp_beam=', , .' avg_output_frames=484.0 avg_target_tokens=173.0 top_tokens=<blank>:1.000
2026-04-14 00:32:42,392 | INFO | rank=0 | epoch=1 step=22120/249868 global_step=5530 train_loss=5.3052 train_main_ctc_loss=5.3052 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=20.4186 max_feature_frames=966 train_avg_blank_prob=0.7901 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0158 train_target_tokens_per_frame=0.3147 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6128 train_avg_top_logit=8.6128 train_avg_top2_margin=4.0580 train_avg_blank_nonblank_margin=4.0580 train_avg_entropy=1.5569 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=16.9989 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=0.2550 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.0974 train_encoder_std=2.2582 train_encoder_token_l2_norm=72.3037 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.95143e-06
2026-04-14 00:32:42,784 | INFO | rank=0 | train preview ref='Ігор Гузер і екоактивіст, і організатор сьогоднішнього мітингу Віктор Галущак. Добрий вечір, панове. Добрий вечір. Сь...' hyp_greedy='' hyp_beam='' avg_output_frames=483.0 avg_target_tokens=152.0 top_tokens=<blank>:1.000
2026-04-14 00:33:32,027 | INFO | rank=0 | epoch=1 step=22160/249868 global_step=5540 train_loss=6.2972 train_main_ctc_loss=6.2972 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=11.9375 max_feature_frames=966 train_avg_blank_prob=0.6136 train_argmax_blank_frac=0.9917 train_avg_top_nonblank_prob=0.0284 train_target_tokens_per_frame=0.7764 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5859 train_avg_top_logit=7.6190 train_avg_top2_margin=3.3292 train_avg_blank_nonblank_margin=3.3126 train_avg_entropy=2.6170 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=9.3761 train_nonblank_weight_grad_norm_mean=0.0793 train_blank_bias_grad=-0.1379 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1000 train_encoder_std=2.1410 train_encoder_token_l2_norm=68.5239 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.95676e-06
2026-04-14 00:33:32,412 | INFO | rank=0 | train preview ref='Mr President, the Minister will be aware that the Department for Transport recently closed its consultation on a UK s...' hyp_greedy='.' hyp_beam='..' avg_output_frames=483.0 avg_target_tokens=375.0 top_tokens=<blank>:0.992, .:0.008
2026-04-14 00:34:23,091 | INFO | rank=0 | epoch=1 step=22200/249868 global_step=5550 train_loss=5.3200 train_main_ctc_loss=5.3200 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=9.2597 max_feature_frames=965 train_avg_blank_prob=0.6790 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0216 train_target_tokens_per_frame=0.4099 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8178 train_avg_top_logit=7.8178 train_avg_top2_margin=3.6605 train_avg_blank_nonblank_margin=3.6605 train_avg_entropy=2.2692 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=7.4559 train_nonblank_weight_grad_norm_mean=0.0545 train_blank_bias_grad=0.1212 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0893 train_encoder_std=2.0740 train_encoder_token_l2_norm=66.3804 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.9621e-06
2026-04-14 00:34:23,443 | INFO | rank=0 | train preview ref='Після того, як вантаж перенесуть в інший автомобіль, фуру витягатимуть з мосту, а саму переправу відновлять за допомо...' hyp_greedy='.' hyp_beam='.' avg_output_frames=483.0 avg_target_tokens=198.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:35:16,630 | INFO | rank=0 | epoch=1 step=22240/249868 global_step=5560 train_loss=5.3209 train_main_ctc_loss=5.3209 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.29 grad_norm=13.2926 max_feature_frames=964 train_avg_blank_prob=0.7352 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.3091 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1328 train_avg_top_logit=8.1328 train_avg_top2_margin=3.9502 train_avg_blank_nonblank_margin=3.9336 train_avg_entropy=1.9253 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=10.8406 train_nonblank_weight_grad_norm_mean=0.0551 train_blank_bias_grad=0.1719 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0878 train_encoder_std=2.1187 train_encoder_token_l2_norm=67.7693 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.96743e-06
2026-04-14 00:35:17,061 | INFO | rank=0 | train preview ref='Поклик він був всередині і хотілося. Я знав, що я по повинен бути там. Мама Тараса Марія каже про те, що син уклав ко...' hyp_greedy='.' hyp_beam='.' avg_output_frames=482.0 avg_target_tokens=149.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:36:06,081 | INFO | rank=0 | epoch=1 step=22280/249868 global_step=5570 train_loss=5.1509 train_main_ctc_loss=5.1509 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=4.7289 max_feature_frames=963 train_avg_blank_prob=0.7626 train_argmax_blank_frac=0.9959 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.2510 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3651 train_avg_top_logit=8.3651 train_avg_top2_margin=4.0332 train_avg_blank_nonblank_margin=4.0332 train_avg_entropy=1.7344 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=3.2477 train_nonblank_weight_grad_norm_mean=0.0571 train_blank_bias_grad=0.0502 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0969 train_encoder_std=2.2025 train_encoder_token_l2_norm=70.3996 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.97277e-06
2026-04-14 00:36:06,456 | INFO | rank=0 | train preview ref='Ходжу на ну на роботу, заробляю то вот на харчі, якийсь одяг, на гуртки. Разом із Світланою у цій кімнаті живе її рід...' hyp_greedy='.' hyp_beam=',.' avg_output_frames=482.0 avg_target_tokens=121.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:36:52,900 | INFO | rank=0 | epoch=1 step=22320/249868 global_step=5580 train_loss=5.2584 train_main_ctc_loss=5.2584 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=6.3103 max_feature_frames=962 train_avg_blank_prob=0.7130 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0210 train_target_tokens_per_frame=0.2349 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0499 train_avg_top_logit=8.0499 train_avg_top2_margin=3.7755 train_avg_blank_nonblank_margin=3.7755 train_avg_entropy=2.0541 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=4.5905 train_nonblank_weight_grad_norm_mean=0.0626 train_blank_bias_grad=-0.0729 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0958 train_encoder_std=2.1381 train_encoder_token_l2_norm=68.3832 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.97811e-06
2026-04-14 00:36:53,295 | INFO | rank=0 | train preview ref="Білі каністри ро різної ємкості від п'яти до десяти літрів. Ми привезли біля більше сорока тисяч одиниць до Миколаєва..." hyp_greedy='.' hyp_beam='.' avg_output_frames=481.0 avg_target_tokens=113.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:37:47,755 | INFO | rank=0 | epoch=1 step=22360/249868 global_step=5590 train_loss=5.2551 train_main_ctc_loss=5.2551 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=10.1447 max_feature_frames=961 train_avg_blank_prob=0.7538 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0212 train_target_tokens_per_frame=0.2328 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3493 train_avg_top_logit=8.3825 train_avg_top2_margin=3.8753 train_avg_blank_nonblank_margin=3.8753 train_avg_entropy=1.7796 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=7.8826 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=-0.1256 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0968 train_encoder_std=2.2226 train_encoder_token_l2_norm=70.9680 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.98344e-06
2026-04-14 00:37:48,137 | INFO | rank=0 | train preview ref='З кожного вікна наведений ствол, який в них вистрілить, з кожного вікна люди хто міг, той взяв автомати, хто не зміг,...' hyp_greedy='..' hyp_beam='.' avg_output_frames=481.0 avg_target_tokens=112.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:38:19,648 | INFO | rank=0 | epoch=1 waiting for training batch 22381/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 00:38:47,947 | INFO | rank=0 | epoch=1 step=22400/249868 global_step=5600 train_loss=5.1551 train_main_ctc_loss=5.1551 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=3.7835 max_feature_frames=961 train_avg_blank_prob=0.7380 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0210 train_target_tokens_per_frame=0.3119 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2162 train_avg_top_logit=8.2495 train_avg_top2_margin=3.8753 train_avg_blank_nonblank_margin=3.8586 train_avg_entropy=1.8794 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=2.2634 train_nonblank_weight_grad_norm_mean=0.0589 train_blank_bias_grad=0.0357 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0954 train_encoder_std=2.1716 train_encoder_token_l2_norm=69.4568 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.98878e-06
2026-04-14 00:38:48,302 | INFO | rank=0 | train preview ref='Цитую, жінкою, не в собі, що занадто радикальною, занадто категоричною там по відношенню до росіян і до російськомовн...' hyp_greedy='.' hyp_beam=',     .' avg_output_frames=481.0 avg_target_tokens=150.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:39:40,632 | INFO | rank=0 | epoch=1 step=22440/249868 global_step=5610 train_loss=5.1999 train_main_ctc_loss=5.1999 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=4.0004 max_feature_frames=960 train_avg_blank_prob=0.8055 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0185 train_target_tokens_per_frame=0.2271 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8000 train_avg_top_logit=8.8000 train_avg_top2_margin=4.1667 train_avg_blank_nonblank_margin=4.1500 train_avg_entropy=1.4250 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=2.4162 train_nonblank_weight_grad_norm_mean=0.0601 train_blank_bias_grad=0.0378 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0959 train_encoder_std=2.3420 train_encoder_token_l2_norm=74.9110 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.99411e-06
2026-04-14 00:39:41,024 | INFO | rank=0 | train preview ref='Ми почали сюди залівати бетон. І ми, хлопці, молоди, а з нами були і більш досвідчені. І от ми починаємо заливати все...' hyp_greedy='.' hyp_beam=',.' avg_output_frames=480.0 avg_target_tokens=109.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:40:23,011 | INFO | rank=0 | epoch=1 step=22480/249868 global_step=5620 train_loss=5.2113 train_main_ctc_loss=5.2113 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=3.7902 max_feature_frames=960 train_avg_blank_prob=0.8547 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0150 train_target_tokens_per_frame=0.1729 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.2667 train_avg_top_logit=9.2667 train_avg_top2_margin=4.4333 train_avg_blank_nonblank_margin=4.4000 train_avg_entropy=1.1000 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=2.0217 train_nonblank_weight_grad_norm_mean=0.0603 train_blank_bias_grad=0.0275 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1000 train_encoder_std=2.4507 train_encoder_token_l2_norm=78.3795 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=2.99945e-06
2026-04-14 00:40:23,362 | INFO | rank=0 | train preview ref="З яким він зв'язаний? Змінимо прикметники. Фрукти які солодкі, ароматні фрукти множина. То й прикметники вживай у мно..." hyp_greedy='.' hyp_beam='.' avg_output_frames=480.0 avg_target_tokens=83.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:41:13,507 | INFO | rank=0 | epoch=1 step=22520/249868 global_step=5630 train_loss=5.2440 train_main_ctc_loss=5.2440 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=5.8853 max_feature_frames=959 train_avg_blank_prob=0.7477 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0205 train_target_tokens_per_frame=0.2589 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2839 train_avg_top_logit=8.3173 train_avg_top2_margin=3.9582 train_avg_blank_nonblank_margin=3.9415 train_avg_entropy=1.8205 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=4.3800 train_nonblank_weight_grad_norm_mean=0.0536 train_blank_bias_grad=0.0689 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0963 train_encoder_std=2.2012 train_encoder_token_l2_norm=70.3004 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.00479e-06
2026-04-14 00:41:13,873 | INFO | rank=0 | train preview ref='І я сподіваюся, що конгрес діятиме швидко. Я хочу подякувати конгресу, демократам та республіканцям за підтримку наро...' hyp_greedy='.' hyp_beam='.' avg_output_frames=479.0 avg_target_tokens=124.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:42:02,951 | INFO | rank=0 | epoch=1 step=22560/249868 global_step=5640 train_loss=5.4495 train_main_ctc_loss=5.4495 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=13.2480 max_feature_frames=958 train_avg_blank_prob=0.8155 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0148 train_target_tokens_per_frame=0.2129 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7516 train_avg_top_logit=8.7516 train_avg_top2_margin=4.3090 train_avg_blank_nonblank_margin=4.3090 train_avg_entropy=1.3862 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=10.6284 train_nonblank_weight_grad_norm_mean=0.0626 train_blank_bias_grad=0.1628 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0946 train_encoder_std=2.2812 train_encoder_token_l2_norm=72.9482 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.01012e-06
2026-04-14 00:42:03,315 | INFO | rank=0 | train preview ref="І це питання теж я розумію, що воно сьогодні теж складне, тому що ми маємо і зобов'язання держава виплачує пенсії, і ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=479.0 avg_target_tokens=102.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:42:55,121 | INFO | rank=0 | epoch=1 step=22600/249868 global_step=5650 train_loss=5.2209 train_main_ctc_loss=5.2209 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.28 grad_norm=7.2934 max_feature_frames=957 train_avg_blank_prob=0.6798 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0245 train_target_tokens_per_frame=0.2714 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9165 train_avg_top_logit=7.9165 train_avg_top2_margin=3.6242 train_avg_blank_nonblank_margin=3.6075 train_avg_entropy=2.2380 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=5.5277 train_nonblank_weight_grad_norm_mean=0.0580 train_blank_bias_grad=-0.0897 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0934 train_encoder_std=2.1434 train_encoder_token_l2_norm=68.5055 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.01546e-06
2026-04-14 00:42:55,499 | INFO | rank=0 | train preview ref='З цього часу, а якщо точно, то з - років Супергетеродин почав свій переможний тріумфальний хід по всіх континентах св...' hyp_greedy='.' hyp_beam='.' avg_output_frames=479.0 avg_target_tokens=130.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:43:51,736 | INFO | rank=0 | epoch=1 step=22640/249868 global_step=5660 train_loss=5.3124 train_main_ctc_loss=5.3124 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=7.3432 max_feature_frames=956 train_avg_blank_prob=0.7562 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0199 train_target_tokens_per_frame=0.2218 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4017 train_avg_top_logit=8.4017 train_avg_top2_margin=3.9498 train_avg_blank_nonblank_margin=3.9498 train_avg_entropy=1.7573 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=5.2783 train_nonblank_weight_grad_norm_mean=0.0697 train_blank_bias_grad=-0.0844 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0991 train_encoder_std=2.2603 train_encoder_token_l2_norm=72.2820 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.02079e-06
2026-04-14 00:43:52,131 | INFO | rank=0 | train preview ref='Зараз те, що відбувається на бахмутському напрямку, да всюди, от і на півні, і на півночі, то саме по флангам Бахмута...' hyp_greedy='.' hyp_beam=',, .' avg_output_frames=478.0 avg_target_tokens=106.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:44:43,371 | INFO | rank=0 | epoch=1 step=22680/249868 global_step=5670 train_loss=5.2670 train_main_ctc_loss=5.2670 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=9.8756 max_feature_frames=956 train_avg_blank_prob=0.7045 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0198 train_target_tokens_per_frame=0.3075 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9665 train_avg_top_logit=7.9665 train_avg_top2_margin=3.8326 train_avg_blank_nonblank_margin=3.8159 train_avg_entropy=2.1172 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=7.6313 train_nonblank_weight_grad_norm_mean=0.0609 train_blank_bias_grad=0.1219 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0944 train_encoder_std=2.1000 train_encoder_token_l2_norm=67.0902 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.02613e-06
2026-04-14 00:44:43,720 | INFO | rank=0 | train preview ref='У штаті Пенсільванія багато колишніх морських піхотинців і ветеранів, і всі підтримують Зеленського, і це дуже важлив...' hyp_greedy='.' hyp_beam='.' avg_output_frames=478.0 avg_target_tokens=147.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:45:22,412 | INFO | rank=0 | epoch=1 waiting for training batch 22708/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 00:45:24,183 | INFO | rank=0 | batch_timing epoch=1 batch=22708/249868 global_step=5677 data_wait=5.4s step_compute=1.3s batch_size=1 effective_frames=955 max_feature_frames=955 target_tokens=94
2026-04-14 00:45:37,060 | INFO | rank=0 | epoch=1 step=22720/249868 global_step=5680 train_loss=5.1583 train_main_ctc_loss=5.1583 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=5.2801 max_feature_frames=955 train_avg_blank_prob=0.7773 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0166 train_target_tokens_per_frame=0.2343 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4351 train_avg_top_logit=8.4351 train_avg_top2_margin=4.1506 train_avg_blank_nonblank_margin=4.1339 train_avg_entropy=1.6485 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=3.6879 train_nonblank_weight_grad_norm_mean=0.0615 train_blank_bias_grad=0.0570 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0941 train_encoder_std=2.1926 train_encoder_token_l2_norm=70.1422 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.03147e-06
2026-04-14 00:45:37,423 | INFO | rank=0 | train preview ref='Ну і які продукти, найменування продуктів в пудах і на тому в доларах. Допомога, яка приходила, вона була адресна. То...' hyp_greedy='.' hyp_beam='.' avg_output_frames=478.0 avg_target_tokens=112.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:46:26,009 | INFO | rank=0 | epoch=1 step=22760/249868 global_step=5690 train_loss=5.2760 train_main_ctc_loss=5.2760 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=10.6684 max_feature_frames=955 train_avg_blank_prob=0.6153 train_argmax_blank_frac=0.9937 train_avg_top_nonblank_prob=0.0266 train_target_tokens_per_frame=0.3431 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5314 train_avg_top_logit=7.5649 train_avg_top2_margin=3.4644 train_avg_blank_nonblank_margin=3.4310 train_avg_entropy=2.6276 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=8.5610 train_nonblank_weight_grad_norm_mean=0.0640 train_blank_bias_grad=-0.1259 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0970 train_encoder_std=2.0611 train_encoder_token_l2_norm=65.8737 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.0368e-06
2026-04-14 00:46:26,383 | INFO | rank=0 | train preview ref='В обласному центрі попрощалися із двома захисниками, котрі загинули під час виконання бойових завдань. Рятувала украї...' hyp_greedy='.' hyp_beam='.' avg_output_frames=478.0 avg_target_tokens=164.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 00:47:14,985 | INFO | rank=0 | epoch=1 step=22800/249868 global_step=5700 train_loss=5.2767 train_main_ctc_loss=5.2767 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=7.6474 max_feature_frames=954 train_avg_blank_prob=0.6809 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0241 train_target_tokens_per_frame=0.3291 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9161 train_avg_top_logit=7.9161 train_avg_top2_margin=3.6394 train_avg_blank_nonblank_margin=3.6059 train_avg_entropy=2.2306 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=5.9130 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=-0.0959 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0980 train_encoder_std=2.1482 train_encoder_token_l2_norm=68.6352 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.04214e-06
2026-04-14 00:47:15,339 | INFO | rank=0 | train preview ref='Він передбачає як і закупівлю саджанців, створення під ключ-материнські платації, висадка, тобто це робочі сила, це о...' hyp_greedy='.' hyp_beam='.' avg_output_frames=477.0 avg_target_tokens=157.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:48:10,572 | INFO | rank=0 | epoch=1 step=22840/249868 global_step=5710 train_loss=5.2406 train_main_ctc_loss=5.2406 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=10.9081 max_feature_frames=953 train_avg_blank_prob=0.7582 train_argmax_blank_frac=0.9937 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.2516 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3522 train_avg_top_logit=8.3522 train_avg_top2_margin=4.0419 train_avg_blank_nonblank_margin=4.0419 train_avg_entropy=1.7610 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=8.2791 train_nonblank_weight_grad_norm_mean=0.0730 train_blank_bias_grad=0.1247 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0992 train_encoder_std=2.1989 train_encoder_token_l2_norm=70.3434 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.04748e-06
2026-04-14 00:48:10,928 | INFO | rank=0 | train preview ref='Це ті медалі, які вручають медалі, грамоти, які вручають від бригад військових. Є в мене і такі, які вручалися на схо...' hyp_greedy='.' hyp_beam='.' avg_output_frames=477.0 avg_target_tokens=120.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 00:49:05,609 | INFO | rank=0 | epoch=1 step=22880/249868 global_step=5720 train_loss=5.2720 train_main_ctc_loss=5.2720 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=9.4542 max_feature_frames=952 train_avg_blank_prob=0.7818 train_argmax_blank_frac=0.9937 train_avg_top_nonblank_prob=0.0182 train_target_tokens_per_frame=0.1975 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5378 train_avg_top_logit=8.5378 train_avg_top2_margin=4.1008 train_avg_blank_nonblank_margin=4.1008 train_avg_entropy=1.6050 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=7.3509 train_nonblank_weight_grad_norm_mean=0.0688 train_blank_bias_grad=-0.1160 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1004 train_encoder_std=2.2624 train_encoder_token_l2_norm=72.3455 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.05281e-06
2026-04-14 00:49:05,987 | INFO | rank=0 | train preview ref='Ми червня приїхали, а я з чоловіком приїхала квітня, ну а старша дочка вона приїхала лютого сюди. Її чоловік як почув...' hyp_greedy='.' hyp_beam='.' avg_output_frames=476.0 avg_target_tokens=94.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 00:49:54,178 | INFO | rank=0 | epoch=1 step=22920/249868 global_step=5730 train_loss=5.2383 train_main_ctc_loss=5.2383 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=4.5713 max_feature_frames=952 train_avg_blank_prob=0.7831 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0162 train_target_tokens_per_frame=0.1996 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5378 train_avg_top_logit=8.5378 train_avg_top2_margin=4.1513 train_avg_blank_nonblank_margin=4.1513 train_avg_entropy=1.6050 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=3.2304 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=-0.0502 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0991 train_encoder_std=2.2366 train_encoder_token_l2_norm=71.5578 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.05815e-06
2026-04-14 00:49:54,654 | INFO | rank=0 | train preview ref='Розпочалася певна дискусія, чи варто нам завершувати до кінця нашу євроатлантичну інтеграцію, тобто ставати членами Н...' hyp_greedy='.' hyp_beam='.' avg_output_frames=476.0 avg_target_tokens=95.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:50:41,913 | INFO | rank=0 | epoch=1 step=22960/249868 global_step=5740 train_loss=5.2787 train_main_ctc_loss=5.2787 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=13.1484 max_feature_frames=951 train_avg_blank_prob=0.6897 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0214 train_target_tokens_per_frame=0.3361 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8992 train_avg_top_logit=7.8992 train_avg_top2_margin=3.7311 train_avg_blank_nonblank_margin=3.7311 train_avg_entropy=2.2017 train_blank_bias=0.0003 train_blank_weight_norm=0.5884 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=10.6650 train_nonblank_weight_grad_norm_mean=0.0572 train_blank_bias_grad=0.1702 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0959 train_encoder_std=2.0746 train_encoder_token_l2_norm=66.2915 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.06348e-06
2026-04-14 00:50:42,273 | INFO | rank=0 | train preview ref='Книги сучасних українських письменників, література про видатних людей та наукова. Їх військовим передає Хмельницька ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=476.0 avg_target_tokens=160.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:51:25,245 | INFO | rank=0 | epoch=1 step=23000/249868 global_step=5750 train_loss=5.9598 train_main_ctc_loss=5.9598 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=7.0680 max_feature_frames=950 train_avg_blank_prob=0.7037 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0211 train_target_tokens_per_frame=0.2611 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9832 train_avg_top_logit=7.9832 train_avg_top2_margin=3.7558 train_avg_blank_nonblank_margin=3.7389 train_avg_entropy=2.1137 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=5.0478 train_nonblank_weight_grad_norm_mean=0.0823 train_blank_bias_grad=-0.0776 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0955 train_encoder_std=2.0962 train_encoder_token_l2_norm=67.0538 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.06882e-06
2026-04-14 00:51:25,617 | INFO | rank=0 | train preview ref='О, дякую за такий прям водоступний пор зрозумілий заклад, тому що стрілялки на екрані це зовсім не те, що власне знищ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=475.0 avg_target_tokens=124.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:52:13,773 | INFO | rank=0 | epoch=1 step=23040/249868 global_step=5760 train_loss=5.3033 train_main_ctc_loss=5.3033 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=3.0676 max_feature_frames=950 train_avg_blank_prob=0.7043 train_argmax_blank_frac=0.9937 train_avg_top_nonblank_prob=0.0227 train_target_tokens_per_frame=0.2821 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0168 train_avg_top_logit=8.0168 train_avg_top2_margin=3.7726 train_avg_blank_nonblank_margin=3.7558 train_avg_entropy=2.0968 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5780 train_blank_weight_grad_norm=1.5063 train_nonblank_weight_grad_norm_mean=0.0529 train_blank_bias_grad=-0.0244 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0915 train_encoder_std=2.1052 train_encoder_token_l2_norm=67.2273 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.07416e-06
2026-04-14 00:52:14,145 | INFO | rank=0 | train preview ref='Зараз, з того, що я знаю, в місто пускають цивільних, які мають прописку в Бахмуті, тобто людина може повернутися в Б...' hyp_greedy='.' hyp_beam='.' avg_output_frames=475.0 avg_target_tokens=134.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 00:52:58,984 | INFO | rank=0 | epoch=1 step=23080/249868 global_step=5770 train_loss=5.3008 train_main_ctc_loss=5.3008 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.27 grad_norm=10.5067 max_feature_frames=949 train_avg_blank_prob=0.7048 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0199 train_target_tokens_per_frame=0.3179 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9832 train_avg_top_logit=7.9832 train_avg_top2_margin=3.8400 train_avg_blank_nonblank_margin=3.8232 train_avg_entropy=2.1053 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=8.5066 train_nonblank_weight_grad_norm_mean=0.0558 train_blank_bias_grad=0.1325 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0964 train_encoder_std=2.1067 train_encoder_token_l2_norm=67.3949 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.07949e-06
2026-04-14 00:52:59,328 | INFO | rank=0 | train preview ref='У Запорізькому апеляційному суді не підтримали прохання обвинуваченого у дорожньо-транспортній пригоді щодо зміни йом...' hyp_greedy='.' hyp_beam=',    .' avg_output_frames=475.0 avg_target_tokens=151.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:53:49,224 | INFO | rank=0 | epoch=1 step=23120/249868 global_step=5780 train_loss=5.2980 train_main_ctc_loss=5.2980 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=4.0870 max_feature_frames=948 train_avg_blank_prob=0.8839 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0114 train_target_tokens_per_frame=0.1350 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.5865 train_avg_top_logit=9.5865 train_avg_top2_margin=4.7257 train_avg_blank_nonblank_margin=4.7257 train_avg_entropy=0.9030 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=1.6951 train_nonblank_weight_grad_norm_mean=0.0725 train_blank_bias_grad=0.0205 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0999 train_encoder_std=2.4898 train_encoder_token_l2_norm=79.5981 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.08483e-06
2026-04-14 00:53:49,562 | INFO | rank=0 | train preview ref='Я теж против. Але якщо моя Катюня мене поцілує, то я знаю. Вирішено. Що, Настюха? Порви міг. А, Катюня, ти це добре р...' hyp_greedy='.' hyp_beam=',.' avg_output_frames=474.0 avg_target_tokens=64.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:54:41,815 | INFO | rank=0 | epoch=1 step=23160/249868 global_step=5790 train_loss=5.1994 train_main_ctc_loss=5.1994 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=8.9695 max_feature_frames=948 train_avg_blank_prob=0.7858 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.1857 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5738 train_avg_top_logit=8.5738 train_avg_top2_margin=4.0675 train_avg_blank_nonblank_margin=4.0506 train_avg_entropy=1.5696 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=7.1388 train_nonblank_weight_grad_norm_mean=0.0591 train_blank_bias_grad=-0.1116 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0973 train_encoder_std=2.2642 train_encoder_token_l2_norm=72.3961 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.09016e-06
2026-04-14 00:54:42,163 | INFO | rank=0 | train preview ref='І так само, як почалася війна, теж вони так якось співчували, допомагали чим могли. І дуже багато цих поляків, людей,...' hyp_greedy='.' hyp_beam='.' avg_output_frames=474.0 avg_target_tokens=88.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 00:55:35,521 | INFO | rank=0 | epoch=1 step=23200/249868 global_step=5800 train_loss=5.3310 train_main_ctc_loss=5.3310 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=2.6144 max_feature_frames=947 train_avg_blank_prob=0.7005 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0222 train_target_tokens_per_frame=0.3080 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0000 train_avg_top_logit=8.0000 train_avg_top2_margin=3.7806 train_avg_blank_nonblank_margin=3.7637 train_avg_entropy=2.1181 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=0.3989 train_nonblank_weight_grad_norm_mean=0.0566 train_blank_bias_grad=0.0060 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0981 train_encoder_std=2.1246 train_encoder_token_l2_norm=67.9642 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.0955e-06
2026-04-14 00:55:35,916 | INFO | rank=0 | train preview ref='Які потребуються використання певних реабілітаційних втручань для того, щоб покращити їх якість життя, за словами нач...' hyp_greedy='.' hyp_beam='.' avg_output_frames=474.0 avg_target_tokens=146.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:56:24,280 | INFO | rank=0 | epoch=1 step=23240/249868 global_step=5810 train_loss=5.4369 train_main_ctc_loss=5.4369 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=5.7564 max_feature_frames=946 train_avg_blank_prob=0.7131 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0214 train_target_tokens_per_frame=0.2833 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0507 train_avg_top_logit=8.0507 train_avg_top2_margin=3.7886 train_avg_blank_nonblank_margin=3.7717 train_avg_entropy=2.0465 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.2789 train_nonblank_weight_grad_norm_mean=0.0549 train_blank_bias_grad=0.0663 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0969 train_encoder_std=2.1334 train_encoder_token_l2_norm=68.1801 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.10084e-06
2026-04-14 00:56:24,640 | INFO | rank=0 | train preview ref="Лікування безкоштовне сьогодні перше заняття. Так психологічно все нормально, аби здоров'я поправити, і буде все окей..." hyp_greedy='.' hyp_beam='.' avg_output_frames=473.0 avg_target_tokens=134.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:57:14,964 | INFO | rank=0 | epoch=1 step=23280/249868 global_step=5820 train_loss=5.3347 train_main_ctc_loss=5.3347 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=15.4344 max_feature_frames=945 train_avg_blank_prob=0.7570 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0201 train_target_tokens_per_frame=0.2072 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3214 train_avg_top_logit=8.3214 train_avg_top2_margin=3.9070 train_avg_blank_nonblank_margin=3.9070 train_avg_entropy=1.7674 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=12.4768 train_nonblank_weight_grad_norm_mean=0.0723 train_blank_bias_grad=-0.1920 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0925 train_encoder_std=2.1678 train_encoder_token_l2_norm=69.2828 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.10617e-06
2026-04-14 00:57:15,305 | INFO | rank=0 | train preview ref="Я з дружиною радився у році. Я пам'ятаю, дуже жорстка була конкуренція, і вже доходили через одних, других, третіх лю..." hyp_greedy='.' hyp_beam='.' avg_output_frames=473.0 avg_target_tokens=98.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:58:11,251 | INFO | rank=0 | epoch=1 step=23320/249868 global_step=5830 train_loss=5.3977 train_main_ctc_loss=5.3977 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=4.4606 max_feature_frames=945 train_avg_blank_prob=0.6509 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0242 train_target_tokens_per_frame=0.3235 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7463 train_avg_top_logit=7.7463 train_avg_top2_margin=3.5349 train_avg_blank_nonblank_margin=3.5349 train_avg_entropy=2.4186 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=2.9804 train_nonblank_weight_grad_norm_mean=0.0541 train_blank_bias_grad=-0.0479 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0969 train_encoder_std=2.0905 train_encoder_token_l2_norm=66.8324 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.11151e-06
2026-04-14 00:58:11,633 | INFO | rank=0 | train preview ref='Роками була стабільним джерелом зимового прибутку, але тепер усе змінилося. Лацемісотеґешвинцведен багато омел купуют...' hyp_greedy='.' hyp_beam='.' avg_output_frames=473.0 avg_target_tokens=153.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:59:03,223 | INFO | rank=0 | epoch=1 step=23360/249868 global_step=5840 train_loss=5.2286 train_main_ctc_loss=5.2286 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=7.6069 max_feature_frames=944 train_avg_blank_prob=0.7723 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0168 train_target_tokens_per_frame=0.3051 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4407 train_avg_top_logit=8.4407 train_avg_top2_margin=4.1356 train_avg_blank_nonblank_margin=4.1186 train_avg_entropy=1.6780 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=5.8207 train_nonblank_weight_grad_norm_mean=0.0564 train_blank_bias_grad=0.0891 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0999 train_encoder_std=2.2065 train_encoder_token_l2_norm=70.5676 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.11685e-06
2026-04-14 00:59:03,576 | INFO | rank=0 | train preview ref='Ладно, будем зараз робили таких по нас. Будем трутня доїде, да? Та нема трутні, блин. Че ты мне не сказав тебе італій...' hyp_greedy='.' hyp_beam='.' avg_output_frames=472.0 avg_target_tokens=144.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 00:59:53,855 | INFO | rank=0 | epoch=1 step=23400/249868 global_step=5850 train_loss=5.2795 train_main_ctc_loss=5.2795 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=2.9898 max_feature_frames=944 train_avg_blank_prob=0.6409 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0242 train_target_tokens_per_frame=0.3496 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6610 train_avg_top_logit=7.6610 train_avg_top2_margin=3.4915 train_avg_blank_nonblank_margin=3.4915 train_avg_entropy=2.4915 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=1.4863 train_nonblank_weight_grad_norm_mean=0.0536 train_blank_bias_grad=0.0238 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0989 train_encoder_std=2.0727 train_encoder_token_l2_norm=66.2536 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.12218e-06
2026-04-14 00:59:54,231 | INFO | rank=0 | train preview ref='Зазначений підрозділ перший з усіх місцевих пожежних команд в Україні пройшов в атестацію у міжвідомчій атестаційній ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=472.0 avg_target_tokens=165.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:00:45,043 | INFO | rank=0 | epoch=1 step=23440/249868 global_step=5860 train_loss=5.2571 train_main_ctc_loss=5.2571 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=6.8564 max_feature_frames=943 train_avg_blank_prob=0.7261 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0234 train_target_tokens_per_frame=0.2860 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1356 train_avg_top_logit=8.1356 train_avg_top2_margin=3.7119 train_avg_blank_nonblank_margin=3.6949 train_avg_entropy=1.9576 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=5.4675 train_nonblank_weight_grad_norm_mean=0.0490 train_blank_bias_grad=0.0881 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0950 train_encoder_std=2.1276 train_encoder_token_l2_norm=67.9408 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.12752e-06
2026-04-14 01:00:45,376 | INFO | rank=0 | train preview ref='Сам закон насправді є коротким, і він по суті лише спрощує процедуру отримання України тих чи інших зразків озброєння...' hyp_greedy='.' hyp_beam='.' avg_output_frames=472.0 avg_target_tokens=135.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:01:31,512 | INFO | rank=0 | epoch=1 step=23480/249868 global_step=5870 train_loss=5.2289 train_main_ctc_loss=5.2289 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.26 grad_norm=10.0896 max_feature_frames=942 train_avg_blank_prob=0.7081 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0234 train_target_tokens_per_frame=0.2824 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0170 train_avg_top_logit=8.0170 train_avg_top2_margin=3.7028 train_avg_blank_nonblank_margin=3.6858 train_avg_entropy=2.0722 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=7.7851 train_nonblank_weight_grad_norm_mean=0.0672 train_blank_bias_grad=-0.1254 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0963 train_encoder_std=2.1083 train_encoder_token_l2_norm=67.3747 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.13285e-06
2026-04-14 01:01:31,893 | INFO | rank=0 | train preview ref='Це означає, що там це і байдужих достатньо. Ну я думаю, що три тридцяти відсоткам байдуже байдуже, а сімдесят відсотк...' hyp_greedy='.' hyp_beam='.' avg_output_frames=471.0 avg_target_tokens=133.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:02:16,184 | INFO | rank=0 | epoch=1 step=23520/249868 global_step=5880 train_loss=5.4618 train_main_ctc_loss=5.4618 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=7.2639 max_feature_frames=941 train_avg_blank_prob=0.7058 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2505 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0170 train_avg_top_logit=8.0170 train_avg_top2_margin=3.8047 train_avg_blank_nonblank_margin=3.7877 train_avg_entropy=2.0977 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=5.2467 train_nonblank_weight_grad_norm_mean=0.0810 train_blank_bias_grad=-0.0837 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0936 train_encoder_std=2.1275 train_encoder_token_l2_norm=67.9390 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.13819e-06
2026-04-14 01:02:16,531 | INFO | rank=0 | train preview ref="Привіт маляткам! Сьогодні ділюся технікою штрихування. Поїхали, порада перша. Обов'язково розслабте руку повністю. По..." hyp_greedy='.' hyp_beam='.' avg_output_frames=471.0 avg_target_tokens=118.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:03:06,023 | INFO | rank=0 | epoch=1 step=23560/249868 global_step=5890 train_loss=5.1730 train_main_ctc_loss=5.1730 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=4.4113 max_feature_frames=941 train_avg_blank_prob=0.6381 train_argmax_blank_frac=0.9958 train_avg_top_nonblank_prob=0.0240 train_target_tokens_per_frame=0.3715 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6093 train_avg_top_logit=7.6093 train_avg_top2_margin=3.5499 train_avg_blank_nonblank_margin=3.5329 train_avg_entropy=2.5138 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=2.7831 train_nonblank_weight_grad_norm_mean=0.0584 train_blank_bias_grad=0.0447 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0941 train_encoder_std=2.0308 train_encoder_token_l2_norm=64.9847 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.14353e-06
2026-04-14 01:03:06,369 | INFO | rank=0 | train preview ref='О восьмій тридцять ранку перед кінотеатром імені Шевченка починають збиратись велосипедисти. Це учасники стокілометро...' hyp_greedy='.' hyp_beam='.' avg_output_frames=471.0 avg_target_tokens=175.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:03:55,043 | INFO | rank=0 | epoch=1 step=23600/249868 global_step=5900 train_loss=5.2755 train_main_ctc_loss=5.2755 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=13.0786 max_feature_frames=940 train_avg_blank_prob=0.7277 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0205 train_target_tokens_per_frame=0.3298 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1362 train_avg_top_logit=8.1362 train_avg_top2_margin=3.8468 train_avg_blank_nonblank_margin=3.8298 train_avg_entropy=1.9574 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=10.6838 train_nonblank_weight_grad_norm_mean=0.0545 train_blank_bias_grad=0.1691 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0969 train_encoder_std=2.1327 train_encoder_token_l2_norm=68.1903 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.14886e-06
2026-04-14 01:03:55,390 | INFO | rank=0 | train preview ref='Вже як буде війна закінчиться, тоді можна буде її носити. Зараз не до медалі. Військовослужбовці кажуть, зараз головн...' hyp_greedy='.' hyp_beam='.' avg_output_frames=470.0 avg_target_tokens=155.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:04:42,326 | INFO | rank=0 | epoch=1 step=23640/249868 global_step=5910 train_loss=5.2169 train_main_ctc_loss=5.2169 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=3.0229 max_feature_frames=939 train_avg_blank_prob=0.7385 train_argmax_blank_frac=0.9936 train_avg_top_nonblank_prob=0.0227 train_target_tokens_per_frame=0.2447 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2723 train_avg_top_logit=8.3064 train_avg_top2_margin=3.8638 train_avg_blank_nonblank_margin=3.8298 train_avg_entropy=1.8638 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=0.5449 train_nonblank_weight_grad_norm_mean=0.0650 train_blank_bias_grad=-0.0092 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0995 train_encoder_std=2.2103 train_encoder_token_l2_norm=70.5638 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.1542e-06
2026-04-14 01:04:42,674 | INFO | rank=0 | train preview ref='Я засуджую засудження волосся на жіночому тілі, але при цьому хочу сказати чесно: я сам поки що не вмію його сприймат...' hyp_greedy='.' hyp_beam='.' avg_output_frames=470.0 avg_target_tokens=115.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 01:05:32,439 | INFO | rank=0 | epoch=1 step=23680/249868 global_step=5920 train_loss=5.3358 train_main_ctc_loss=5.3358 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=6.8601 max_feature_frames=939 train_avg_blank_prob=0.6691 train_argmax_blank_frac=0.9936 train_avg_top_nonblank_prob=0.0254 train_target_tokens_per_frame=0.3000 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8298 train_avg_top_logit=7.8298 train_avg_top2_margin=3.5915 train_avg_blank_nonblank_margin=3.5574 train_avg_entropy=2.2979 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.0472 train_nonblank_weight_grad_norm_mean=0.0795 train_blank_bias_grad=-0.0512 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0955 train_encoder_std=2.1038 train_encoder_token_l2_norm=67.2675 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.15953e-06
2026-04-14 01:05:32,800 | INFO | rank=0 | train preview ref='І я ну мені по суті немає різниці. Куди де де приймуть, там туди поїду людей, які пропонують допомогу. Багато каже Та...' hyp_greedy='.' hyp_beam='.' avg_output_frames=470.0 avg_target_tokens=141.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 01:06:21,691 | INFO | rank=0 | epoch=1 step=23720/249868 global_step=5930 train_loss=5.2872 train_main_ctc_loss=5.2872 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=5.7432 max_feature_frames=938 train_avg_blank_prob=0.7148 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0197 train_target_tokens_per_frame=0.2857 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0512 train_avg_top_logit=8.0853 train_avg_top2_margin=3.8721 train_avg_blank_nonblank_margin=3.8550 train_avg_entropy=2.0469 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=3.9154 train_nonblank_weight_grad_norm_mean=0.0638 train_blank_bias_grad=-0.0645 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0962 train_encoder_std=2.1350 train_encoder_token_l2_norm=68.1654 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.16487e-06
2026-04-14 01:06:22,066 | INFO | rank=0 | train preview ref='Дуже складне питання. Я не хотів би сказати, що міністерство оборони достатньо, скажем, так багато робить для українс...' hyp_greedy='.' hyp_beam='.' avg_output_frames=469.0 avg_target_tokens=134.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:07:06,774 | INFO | rank=0 | epoch=1 step=23760/249868 global_step=5940 train_loss=5.3129 train_main_ctc_loss=5.3129 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=3.8500 max_feature_frames=937 train_avg_blank_prob=0.7406 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0200 train_target_tokens_per_frame=0.2601 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2559 train_avg_top_logit=8.2559 train_avg_top2_margin=3.9403 train_avg_blank_nonblank_margin=3.9232 train_avg_entropy=1.8678 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=2.4091 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=-0.0379 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0976 train_encoder_std=2.1738 train_encoder_token_l2_norm=69.3813 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.17021e-06
2026-04-14 01:07:07,147 | INFO | rank=0 | train preview ref='Так, так, планую залишатися тут. Мені тут комфортно. Життя тут недороге, я не витрачаю багато грошей. Для прикладу, в...' hyp_greedy='.' hyp_beam='.' avg_output_frames=469.0 avg_target_tokens=122.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:08:00,950 | INFO | rank=0 | epoch=1 step=23800/249868 global_step=5950 train_loss=5.2554 train_main_ctc_loss=5.2554 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=5.8978 max_feature_frames=937 train_avg_blank_prob=0.7964 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0164 train_target_tokens_per_frame=0.2137 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6496 train_avg_top_logit=8.6838 train_avg_top2_margin=4.1880 train_avg_blank_nonblank_margin=4.1709 train_avg_entropy=1.5043 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.3324 train_nonblank_weight_grad_norm_mean=0.0551 train_blank_bias_grad=0.0671 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0989 train_encoder_std=2.2898 train_encoder_token_l2_norm=73.2082 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.17554e-06
2026-04-14 01:08:01,289 | INFO | rank=0 | train preview ref="Господня земля і повнота і вселенна, в ім'я Отця і Сина і Святого Духа. Амінь. Печатається грібця й до дорогого прихо..." hyp_greedy='.' hyp_beam='.' avg_output_frames=468.0 avg_target_tokens=100.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:08:44,689 | INFO | rank=0 | epoch=1 step=23840/249868 global_step=5960 train_loss=5.2077 train_main_ctc_loss=5.2077 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=5.7331 max_feature_frames=936 train_avg_blank_prob=0.7283 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.2500 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2051 train_avg_top_logit=8.2051 train_avg_top2_margin=3.8462 train_avg_blank_nonblank_margin=3.8462 train_avg_entropy=1.9487 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.0302 train_nonblank_weight_grad_norm_mean=0.0589 train_blank_bias_grad=0.0592 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0994 train_encoder_std=2.1890 train_encoder_token_l2_norm=69.9514 cpu_rss=25.0GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.18088e-06
2026-04-14 01:08:45,052 | INFO | rank=0 | train preview ref='Відомий український філософ Володимир Шпак ще понад двадцять років тому писав, що євроінтеграція є головним і незмінн...' hyp_greedy='.' hyp_beam='.' avg_output_frames=468.0 avg_target_tokens=117.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:09:33,017 | INFO | rank=0 | epoch=1 step=23880/249868 global_step=5970 train_loss=5.2804 train_main_ctc_loss=5.2804 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=3.6118 max_feature_frames=935 train_avg_blank_prob=0.6716 train_argmax_blank_frac=0.9936 train_avg_top_nonblank_prob=0.0256 train_target_tokens_per_frame=0.3077 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8632 train_avg_top_logit=7.8974 train_avg_top2_margin=3.5556 train_avg_blank_nonblank_margin=3.5385 train_avg_entropy=2.2735 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=1.7079 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=-0.0276 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0988 train_encoder_std=2.1321 train_encoder_token_l2_norm=68.0693 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.18622e-06
2026-04-14 01:09:33,371 | INFO | rank=0 | train preview ref='Ну, ця професія мені завжди дуже подобалася. Спочатку повномасштабної війни водією тролейбуса додалася нова функція ⁇...' hyp_greedy='.' hyp_beam='.' avg_output_frames=468.0 avg_target_tokens=144.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 01:10:26,684 | INFO | rank=0 | epoch=1 step=23920/249868 global_step=5980 train_loss=5.3832 train_main_ctc_loss=5.3832 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=13.1244 max_feature_frames=935 train_avg_blank_prob=0.6592 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0219 train_target_tokens_per_frame=0.3269 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7607 train_avg_top_logit=7.7949 train_avg_top2_margin=3.6068 train_avg_blank_nonblank_margin=3.6068 train_avg_entropy=2.3761 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=10.6278 train_nonblank_weight_grad_norm_mean=0.0702 train_blank_bias_grad=-0.1654 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0947 train_encoder_std=2.1064 train_encoder_token_l2_norm=67.3911 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.19155e-06
2026-04-14 01:10:27,036 | INFO | rank=0 | train preview ref="Так, запис два здається, корву прибув у хорошій формі, набагато краще ніж я очікував, враховуючи те, що я бачу у в'яз..." hyp_greedy='.' hyp_beam='.' avg_output_frames=468.0 avg_target_tokens=153.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:11:12,519 | INFO | rank=0 | epoch=1 step=23960/249868 global_step=5990 train_loss=5.2895 train_main_ctc_loss=5.2895 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.25 grad_norm=3.7321 max_feature_frames=934 train_avg_blank_prob=0.7013 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0196 train_target_tokens_per_frame=0.2827 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9829 train_avg_top_logit=7.9829 train_avg_top2_margin=3.7516 train_avg_blank_nonblank_margin=3.7516 train_avg_entropy=2.1328 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=1.3481 train_nonblank_weight_grad_norm_mean=0.0617 train_blank_bias_grad=0.0229 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0997 train_encoder_std=2.1336 train_encoder_token_l2_norm=68.2531 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.19689e-06
2026-04-14 01:11:12,880 | INFO | rank=0 | train preview ref='Це не ми придумали. Ми хочемо відновлення балансу, який був до того, як ми згодні їздити по сидячим місцям в масках. ...' hyp_greedy='' hyp_beam='.' avg_output_frames=467.0 avg_target_tokens=132.0 top_tokens=<blank>:1.000
2026-04-14 01:12:01,323 | INFO | rank=0 | epoch=1 step=24000/249868 global_step=6000 train_loss=5.3301 train_main_ctc_loss=5.3301 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=4.6854 max_feature_frames=933 train_avg_blank_prob=0.7703 train_argmax_blank_frac=0.9936 train_avg_top_nonblank_prob=0.0189 train_target_tokens_per_frame=0.2291 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4283 train_avg_top_logit=8.4283 train_avg_top2_margin=4.0428 train_avg_blank_nonblank_margin=4.0428 train_avg_entropy=1.6874 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=3.1597 train_nonblank_weight_grad_norm_mean=0.0586 train_blank_bias_grad=0.0482 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0976 train_encoder_std=2.1856 train_encoder_token_l2_norm=69.8132 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.20222e-06
2026-04-14 01:12:01,674 | INFO | rank=0 | train preview ref='Жалко, звісно, я їх там не бачила, або хотілося підтримати хлопців, це було важко зробити, бо добиратись нереально бу...' hyp_greedy='.' hyp_beam='.' avg_output_frames=467.0 avg_target_tokens=107.0 top_tokens=<blank>:0.994, .:0.006
2026-04-14 01:12:01,705 | INFO | rank=0 | epoch 1 step=24000/249868 global_step=6000 reached validation interval; starting validation
2026-04-14 01:17:46,743 | INFO | rank=0 | epoch_0001_step_00006000 complete train_loss=7.5835 val_loss=21.4206 val_main_ctc_loss=21.4206 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9877 val_wer=1.5557 val_avg_blank_prob=0.3080 val_argmax_blank_frac=0.4872 val_avg_top_nonblank_prob=0.1084 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.1851 val_avg_hyp_chars=24.60 val_avg_hyp_words=8.04 val_model_source=raw best_val_wer=1.3800 timing_forward=334.67s timing_teacher=0.00s timing_decode=1.01s timing_gather=0.02s timing_checkpoint_export=153.65s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00006000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 01:17:46,744 | INFO | rank=0 | epoch_0001_step_00006000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=21.01s best_export=0.00s topk_update=67.88s topk_average=64.75s
2026-04-14 01:17:46,745 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 01:17:46,745 | INFO | rank=0 | validation preview hardest_ref='Тут це важливо підкреслити.' hardest_hyp='ісгу ісмк іці ісчасгус іс і'
2026-04-14 01:28:49,077 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/0a2922f0ec1d8243e792f3ad27a19293ec07c712 elapsed=11m 2.2s
2026-04-14 01:29:30,889 | INFO | rank=0 | epoch=1 step=24040/249868 global_step=6010 train_loss=5.2721 train_main_ctc_loss=5.2721 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=4.3100 max_feature_frames=933 train_avg_blank_prob=0.6808 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0247 train_target_tokens_per_frame=0.4540 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9143 train_avg_top_logit=7.9143 train_avg_top2_margin=3.5974 train_avg_blank_nonblank_margin=3.5632 train_avg_entropy=2.2270 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=2.3015 train_nonblank_weight_grad_norm_mean=0.0602 train_blank_bias_grad=-0.0302 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0976 train_encoder_std=2.1245 train_encoder_token_l2_norm=67.8860 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.20756e-06
2026-04-14 01:29:31,257 | INFO | rank=0 | train preview ref='Не перечесть, да. Поэтому, то есть, грузить тебя не буду. Кепочка новая. Надо брать и копать. Тем более с этим именно...' hyp_greedy='.' hyp_beam='.' avg_output_frames=467.0 avg_target_tokens=212.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:30:11,572 | INFO | rank=0 | epoch=1 step=24080/249868 global_step=6020 train_loss=5.2903 train_main_ctc_loss=5.2903 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=4.2454 max_feature_frames=932 train_avg_blank_prob=0.6382 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0284 train_target_tokens_per_frame=0.3476 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6910 train_avg_top_logit=7.6910 train_avg_top2_margin=3.3648 train_avg_blank_nonblank_margin=3.3476 train_avg_entropy=2.4721 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=2.5079 train_nonblank_weight_grad_norm_mean=0.0560 train_blank_bias_grad=-0.0414 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0947 train_encoder_std=2.0920 train_encoder_token_l2_norm=66.8644 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.2129e-06
2026-04-14 01:30:11,930 | INFO | rank=0 | train preview ref='В річці Південний Буг. Пляж відкритий, заборони на купання немає. Результати досліджень, які ми щойно отримали на сьо...' hyp_greedy='.' hyp_beam='.' avg_output_frames=466.0 avg_target_tokens=162.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:31:01,697 | INFO | rank=0 | epoch=1 step=24120/249868 global_step=6030 train_loss=5.2183 train_main_ctc_loss=5.2183 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=6.0193 max_feature_frames=931 train_avg_blank_prob=0.7587 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0173 train_target_tokens_per_frame=0.2918 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3777 train_avg_top_logit=8.3777 train_avg_top2_margin=4.0343 train_avg_blank_nonblank_margin=4.0343 train_avg_entropy=1.7597 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.4278 train_nonblank_weight_grad_norm_mean=0.0599 train_blank_bias_grad=0.0690 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0976 train_encoder_std=2.2009 train_encoder_token_l2_norm=70.4023 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.21823e-06
2026-04-14 01:31:02,053 | INFO | rank=0 | train preview ref='І будинку дитячої та юнацької творчості старанно підготувалися і продемонстрували свої творчі здібності присутнім на ...' hyp_greedy='' hyp_beam='.' avg_output_frames=466.0 avg_target_tokens=136.0 top_tokens=<blank>:1.000
2026-04-14 01:31:52,496 | INFO | rank=0 | epoch=1 step=24160/249868 global_step=6040 train_loss=5.3662 train_main_ctc_loss=5.3662 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=6.2781 max_feature_frames=931 train_avg_blank_prob=0.6447 train_argmax_blank_frac=0.9979 train_avg_top_nonblank_prob=0.0246 train_target_tokens_per_frame=0.2983 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6910 train_avg_top_logit=7.6910 train_avg_top2_margin=3.4506 train_avg_blank_nonblank_margin=3.4506 train_avg_entropy=2.4721 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.7113 train_nonblank_weight_grad_norm_mean=0.0541 train_blank_bias_grad=-0.0740 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0952 train_encoder_std=2.0874 train_encoder_token_l2_norm=66.8074 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.22357e-06
2026-04-14 01:31:52,835 | INFO | rank=0 | train preview ref='Тобто ворог під бахмутом зараз помирає сотнями тисячами. Там ну їх дуже багато помирає. Я зараз з пацанами спілкуюся,...' hyp_greedy='.' hyp_beam='.' avg_output_frames=466.0 avg_target_tokens=139.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:32:46,368 | INFO | rank=0 | epoch=1 step=24200/249868 global_step=6050 train_loss=5.2128 train_main_ctc_loss=5.2128 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=2.7376 max_feature_frames=930 train_avg_blank_prob=0.6561 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0247 train_target_tokens_per_frame=0.3570 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7419 train_avg_top_logit=7.7763 train_avg_top2_margin=3.4925 train_avg_blank_nonblank_margin=3.4925 train_avg_entropy=2.3914 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=1.0319 train_nonblank_weight_grad_norm_mean=0.0532 train_blank_bias_grad=0.0162 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0991 train_encoder_std=2.0895 train_encoder_token_l2_norm=66.8445 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.2289e-06
2026-04-14 01:32:46,745 | INFO | rank=0 | train preview ref="Паперові листки непрацездатності видавали на п'ять днів. Після чого за потреби людина мала прийти до амбулаторії, аби..." hyp_greedy='.' hyp_beam='.' avg_output_frames=465.0 avg_target_tokens=166.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:33:36,345 | INFO | rank=0 | epoch=1 step=24240/249868 global_step=6060 train_loss=5.1875 train_main_ctc_loss=5.1875 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=14.7888 max_feature_frames=929 train_avg_blank_prob=0.7554 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0175 train_target_tokens_per_frame=0.3204 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3613 train_avg_top_logit=8.3613 train_avg_top2_margin=4.0086 train_avg_blank_nonblank_margin=4.0086 train_avg_entropy=1.7892 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=11.9763 train_nonblank_weight_grad_norm_mean=0.0609 train_blank_bias_grad=0.1812 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1017 train_encoder_std=2.2135 train_encoder_token_l2_norm=70.7908 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.23424e-06
2026-04-14 01:33:36,706 | INFO | rank=0 | train preview ref='Веселий песик на фоні загиблого росіянина на танку та інші. Художник Вадим Пустильник приніс сім своїх робіт політичн...' hyp_greedy='' hyp_beam='.' avg_output_frames=465.0 avg_target_tokens=149.0 top_tokens=<blank>:1.000
2026-04-14 01:34:18,239 | INFO | rank=0 | epoch=1 step=24280/249868 global_step=6070 train_loss=5.2943 train_main_ctc_loss=5.2943 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=3.1252 max_feature_frames=929 train_avg_blank_prob=0.6580 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0229 train_target_tokens_per_frame=0.3806 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7419 train_avg_top_logit=7.7419 train_avg_top2_margin=3.5957 train_avg_blank_nonblank_margin=3.5957 train_avg_entropy=2.3914 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=0.8965 train_nonblank_weight_grad_norm_mean=0.0648 train_blank_bias_grad=-0.0118 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0999 train_encoder_std=2.0863 train_encoder_token_l2_norm=66.7622 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.23958e-06
2026-04-14 01:34:18,591 | INFO | rank=0 | train preview ref='Американці високо оцінюють рівень використання новітніх технологій в Україні. Про це заявив посол Сполучених Штатів Д...' hyp_greedy='.' hyp_beam='.' avg_output_frames=465.0 avg_target_tokens=177.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:35:07,514 | INFO | rank=0 | epoch=1 step=24320/249868 global_step=6080 train_loss=5.1949 train_main_ctc_loss=5.1949 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=5.6717 max_feature_frames=928 train_avg_blank_prob=0.6850 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0196 train_target_tokens_per_frame=0.3254 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8966 train_avg_top_logit=7.8966 train_avg_top2_margin=3.7069 train_avg_blank_nonblank_margin=3.7069 train_avg_entropy=2.2414 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.1858 train_nonblank_weight_grad_norm_mean=0.0573 train_blank_bias_grad=-0.0679 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0984 train_encoder_std=2.1120 train_encoder_token_l2_norm=67.6212 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.24491e-06
2026-04-14 01:35:07,897 | INFO | rank=0 | train preview ref='За її словами, школа розрахована на сімсот учнів. Частину початкових класів переведуть сюди з двадцять восьмої школи....' hyp_greedy='.' hyp_beam='.' avg_output_frames=464.0 avg_target_tokens=151.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:35:56,959 | INFO | rank=0 | epoch=1 step=24360/249868 global_step=6090 train_loss=5.2443 train_main_ctc_loss=5.2443 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.24 grad_norm=8.0080 max_feature_frames=927 train_avg_blank_prob=0.7188 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0206 train_target_tokens_per_frame=0.3448 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1034 train_avg_top_logit=8.1034 train_avg_top2_margin=3.8276 train_avg_blank_nonblank_margin=3.8276 train_avg_entropy=2.0086 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=6.2940 train_nonblank_weight_grad_norm_mean=0.0568 train_blank_bias_grad=0.0974 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0962 train_encoder_std=2.1568 train_encoder_token_l2_norm=69.0139 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.25025e-06
2026-04-14 01:35:57,329 | INFO | rank=0 | train preview ref='Переселанка з Донеччини Анна раз на два місяці відвідує центр водичі допомоги. Прийдемо, глянули, щось узяли, якщо є....' hyp_greedy='.' hyp_beam='.' avg_output_frames=464.0 avg_target_tokens=160.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:36:45,728 | INFO | rank=0 | epoch=1 step=24400/249868 global_step=6100 train_loss=5.2050 train_main_ctc_loss=5.2050 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=6.0344 max_feature_frames=926 train_avg_blank_prob=0.7518 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.2743 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3283 train_avg_top_logit=8.3283 train_avg_top2_margin=3.9568 train_avg_blank_nonblank_margin=3.9568 train_avg_entropy=1.8056 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.1465 train_nonblank_weight_grad_norm_mean=0.0687 train_blank_bias_grad=-0.0620 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0991 train_encoder_std=2.2333 train_encoder_token_l2_norm=71.4387 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.25559e-06
2026-04-14 01:36:46,069 | INFO | rank=0 | train preview ref='Військовий журналіст Андрій Агеєв розповідає, риболовлею захоплюється з дитинства. В подібних змаганнях раніше участь...' hyp_greedy='.' hyp_beam='..' avg_output_frames=463.0 avg_target_tokens=127.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:37:34,103 | INFO | rank=0 | epoch=1 step=24440/249868 global_step=6110 train_loss=5.2431 train_main_ctc_loss=5.2431 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=6.7497 max_feature_frames=926 train_avg_blank_prob=0.6131 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0258 train_target_tokens_per_frame=0.3585 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5335 train_avg_top_logit=7.5335 train_avg_top2_margin=3.4212 train_avg_blank_nonblank_margin=3.4039 train_avg_entropy=2.6436 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=5.1100 train_nonblank_weight_grad_norm_mean=0.0537 train_blank_bias_grad=-0.0803 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0927 train_encoder_std=2.0630 train_encoder_token_l2_norm=65.9641 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.26092e-06
2026-04-14 01:37:34,471 | INFO | rank=0 | train preview ref='У невелифтелесеніколи не знімали усіх санкцій, які були запроваджені раніше. Залишаються санкції щодо особисто презид...' hyp_greedy='.' hyp_beam='.' avg_output_frames=463.0 avg_target_tokens=166.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:38:30,089 | INFO | rank=0 | epoch=1 step=24480/249868 global_step=6120 train_loss=5.2597 train_main_ctc_loss=5.2597 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=6.3796 max_feature_frames=925 train_avg_blank_prob=0.7106 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0211 train_target_tokens_per_frame=0.3175 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0518 train_avg_top_logit=8.0518 train_avg_top2_margin=3.7667 train_avg_blank_nonblank_margin=3.7667 train_avg_entropy=2.0648 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.9189 train_nonblank_weight_grad_norm_mean=0.0542 train_blank_bias_grad=0.0794 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0946 train_encoder_std=2.1180 train_encoder_token_l2_norm=67.6844 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.26626e-06
2026-04-14 01:38:30,443 | INFO | rank=0 | train preview ref='Також чиновник сказав з наступного тижня у всіх школах увімкнуть опалення. Щоб перенести канікули, ми порадили з дире...' hyp_greedy='.' hyp_beam='.' avg_output_frames=463.0 avg_target_tokens=147.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:39:22,789 | INFO | rank=0 | epoch=1 step=24520/249868 global_step=6130 train_loss=5.2399 train_main_ctc_loss=5.2399 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=10.2144 max_feature_frames=924 train_avg_blank_prob=0.7417 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0208 train_target_tokens_per_frame=0.3139 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2078 train_avg_top_logit=8.2424 train_avg_top2_margin=3.8961 train_avg_blank_nonblank_margin=3.8788 train_avg_entropy=1.8701 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=8.1430 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=0.1292 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0935 train_encoder_std=2.1292 train_encoder_token_l2_norm=68.0775 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.27159e-06
2026-04-14 01:39:23,129 | INFO | rank=0 | train preview ref='Глядає такою безпечною країною і припускаю, що ті росіяни, які дивляться трошки далі ніж на день-два в майбутнє, вони...' hyp_greedy='.' hyp_beam='.' avg_output_frames=462.0 avg_target_tokens=145.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:40:07,145 | INFO | rank=0 | epoch=1 step=24560/249868 global_step=6140 train_loss=5.2128 train_main_ctc_loss=5.2128 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=18.8234 max_feature_frames=923 train_avg_blank_prob=0.8300 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0159 train_target_tokens_per_frame=0.2294 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.9351 train_avg_top_logit=8.9351 train_avg_top2_margin=4.3290 train_avg_blank_nonblank_margin=4.3290 train_avg_entropy=1.2814 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=12.5357 train_nonblank_weight_grad_norm_mean=0.0706 train_blank_bias_grad=0.1802 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1063 train_encoder_std=2.3019 train_encoder_token_l2_norm=73.5362 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.27693e-06
2026-04-14 01:40:07,512 | INFO | rank=0 | train preview ref="І це важливо пам'ятати на яку камеру писався звук, для того, щоб саме цей звук вибрати в пріоритеті. А звук, який пис..." hyp_greedy='.' hyp_beam='..' avg_output_frames=462.0 avg_target_tokens=106.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:40:48,214 | INFO | rank=0 | epoch=1 step=24600/249868 global_step=6150 train_loss=5.2823 train_main_ctc_loss=5.2823 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=14.6137 max_feature_frames=923 train_avg_blank_prob=0.7211 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.3550 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0693 train_avg_top_logit=8.0693 train_avg_top2_margin=3.8615 train_avg_blank_nonblank_margin=3.8615 train_avg_entropy=2.0173 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=11.9030 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=0.1913 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0957 train_encoder_std=2.0858 train_encoder_token_l2_norm=66.7675 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.28227e-06
2026-04-14 01:40:48,559 | INFO | rank=0 | train preview ref='Під час засідання прийняли рішення звернутися до громад, зокрема і Почаївської, аби вони розірвали угоди користування...' hyp_greedy='.' hyp_beam='.' avg_output_frames=462.0 avg_target_tokens=164.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:41:48,676 | INFO | rank=0 | epoch=1 step=24640/249868 global_step=6160 train_loss=5.2722 train_main_ctc_loss=5.2722 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=5.5574 max_feature_frames=922 train_avg_blank_prob=0.7366 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0180 train_target_tokens_per_frame=0.3015 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1562 train_avg_top_logit=8.1562 train_avg_top2_margin=3.9393 train_avg_blank_nonblank_margin=3.9393 train_avg_entropy=1.9176 train_blank_bias=0.0003 train_blank_weight_norm=0.5883 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=4.2806 train_nonblank_weight_grad_norm_mean=0.0531 train_blank_bias_grad=0.0682 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0963 train_encoder_std=2.1072 train_encoder_token_l2_norm=67.4455 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.2876e-06
2026-04-14 01:41:49,001 | INFO | rank=0 | train preview ref="У добрих справах. Данило каже, ідея створити прийомну сім'ю чи будинок сімейного типу належить любі. Вона, говорить, ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=461.0 avg_target_tokens=139.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:42:38,108 | INFO | rank=0 | epoch=1 step=24680/249868 global_step=6170 train_loss=5.2094 train_main_ctc_loss=5.2094 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=8.4001 max_feature_frames=921 train_avg_blank_prob=0.7648 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.1692 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3644 train_avg_top_logit=8.3644 train_avg_top2_margin=4.0954 train_avg_blank_nonblank_margin=4.0781 train_avg_entropy=1.7267 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5781 train_blank_weight_grad_norm=6.3295 train_nonblank_weight_grad_norm_mean=0.0656 train_blank_bias_grad=-0.0995 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0986 train_encoder_std=2.1525 train_encoder_token_l2_norm=68.8687 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.29294e-06
2026-04-14 01:42:38,449 | INFO | rank=0 | train preview ref='Це не так складно, складніше з вимовою. Я і досі не можу вимовити до зустрічі. Це дуже складно. Кривий ріг також не м...' hyp_greedy='.' hyp_beam=',.' avg_output_frames=461.0 avg_target_tokens=78.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:43:34,307 | INFO | rank=0 | epoch=1 step=24720/249868 global_step=6180 train_loss=5.3247 train_main_ctc_loss=5.3247 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=27.1108 max_feature_frames=921 train_avg_blank_prob=0.6094 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0251 train_target_tokens_per_frame=0.3492 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.4620 train_avg_top_logit=7.4967 train_avg_top2_margin=3.4187 train_avg_blank_nonblank_margin=3.4013 train_avg_entropy=2.6898 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=22.5319 train_nonblank_weight_grad_norm_mean=0.0790 train_blank_bias_grad=-0.3539 train_nonblank_bias_grad_mean=0.0007 train_encoder_mean=-0.0954 train_encoder_std=2.0103 train_encoder_token_l2_norm=64.2306 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.29827e-06
2026-04-14 01:43:34,680 | INFO | rank=0 | train preview ref='У читальній залі Державного архіву Хмельницької області три відвідувачі. Один працює з документами в електронному фор...' hyp_greedy='.' hyp_beam='.' avg_output_frames=461.0 avg_target_tokens=161.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:44:25,496 | INFO | rank=0 | epoch=1 step=24760/249868 global_step=6190 train_loss=5.3187 train_main_ctc_loss=5.3187 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=5.9600 max_feature_frames=920 train_avg_blank_prob=0.6843 train_argmax_blank_frac=0.9957 train_avg_top_nonblank_prob=0.0225 train_target_tokens_per_frame=0.3326 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8609 train_avg_top_logit=7.8609 train_avg_top2_margin=3.6348 train_avg_blank_nonblank_margin=3.6348 train_avg_entropy=2.2261 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=4.3981 train_nonblank_weight_grad_norm_mean=0.0543 train_blank_bias_grad=0.0708 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0958 train_encoder_std=2.0343 train_encoder_token_l2_norm=65.1209 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.30361e-06
2026-04-14 01:44:25,875 | INFO | rank=0 | train preview ref="Обов'язково думай про ФОПа. Наступним критерієм для порівняння організаційно-правових форм здійснення бізнесу є опода..." hyp_greedy='.' hyp_beam='.' avg_output_frames=460.0 avg_target_tokens=153.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:45:22,107 | INFO | rank=0 | epoch=1 step=24800/249868 global_step=6200 train_loss=5.3937 train_main_ctc_loss=5.3937 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.23 grad_norm=10.0183 max_feature_frames=919 train_avg_blank_prob=0.7707 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0179 train_target_tokens_per_frame=0.2609 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4522 train_avg_top_logit=8.4522 train_avg_top2_margin=4.0348 train_avg_blank_nonblank_margin=4.0174 train_avg_entropy=1.6783 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=8.0335 train_nonblank_weight_grad_norm_mean=0.0589 train_blank_bias_grad=0.1241 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1012 train_encoder_std=2.1954 train_encoder_token_l2_norm=70.2166 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.30895e-06
2026-04-14 01:45:22,467 | INFO | rank=0 | train preview ref='Ми завершили кампанію кілька місяців тому, але наш рух продовжується і стає сильнішим щодня. Але якщо Трампа переберу...' hyp_greedy='.' hyp_beam='.' avg_output_frames=460.0 avg_target_tokens=120.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:45:37,047 | INFO | rank=0 | epoch=1 waiting for training batch 24810/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 01:46:00,027 | INFO | rank=0 | epoch=1 waiting for training batch 24824/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 01:46:02,299 | INFO | rank=0 | batch_timing epoch=1 batch=24824/249868 global_step=6206 data_wait=6.0s step_compute=1.2s batch_size=1 effective_frames=919 max_feature_frames=919 target_tokens=193
2026-04-14 01:46:25,001 | INFO | rank=0 | epoch=1 step=24840/249868 global_step=6210 train_loss=5.1473 train_main_ctc_loss=5.1473 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=6.7281 max_feature_frames=918 train_avg_blank_prob=0.7293 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0199 train_target_tokens_per_frame=0.2723 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1569 train_avg_top_logit=8.1569 train_avg_top2_margin=3.9041 train_avg_blank_nonblank_margin=3.8867 train_avg_entropy=1.9434 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=4.7751 train_nonblank_weight_grad_norm_mean=0.0634 train_blank_bias_grad=-0.0818 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0985 train_encoder_std=2.1387 train_encoder_token_l2_norm=68.3802 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.31428e-06
2026-04-14 01:46:25,352 | INFO | rank=0 | train preview ref='От і ми так взялися серйозно за роботу, щоб до річниці цих подій трагічних на майдані ми його змогли відкрити. Повніс...' hyp_greedy='.' hyp_beam='.' avg_output_frames=459.0 avg_target_tokens=125.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:47:19,804 | INFO | rank=0 | epoch=1 step=24880/249868 global_step=6220 train_loss=5.1217 train_main_ctc_loss=5.1217 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=8.1346 max_feature_frames=918 train_avg_blank_prob=0.6197 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0278 train_target_tokens_per_frame=0.3660 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5643 train_avg_top_logit=7.5643 train_avg_top2_margin=3.4161 train_avg_blank_nonblank_margin=3.3987 train_avg_entropy=2.5969 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=6.2922 train_nonblank_weight_grad_norm_mean=0.0590 train_blank_bias_grad=-0.1019 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0995 train_encoder_std=2.0594 train_encoder_token_l2_norm=65.8744 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.31962e-06
2026-04-14 01:47:20,163 | INFO | rank=0 | train preview ref='За словами директорки Хмельницького закладу дошкільної освіти, No Жани Подялюк, на руханку вона привела двадцять сім ...' hyp_greedy='.' hyp_beam='....   .' avg_output_frames=459.0 avg_target_tokens=168.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:48:04,043 | INFO | rank=0 | epoch=1 step=24920/249868 global_step=6230 train_loss=5.1901 train_main_ctc_loss=5.1901 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=8.4055 max_feature_frames=917 train_avg_blank_prob=0.7446 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0211 train_target_tokens_per_frame=0.2484 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2963 train_avg_top_logit=8.2963 train_avg_top2_margin=3.9041 train_avg_blank_nonblank_margin=3.8867 train_avg_entropy=1.8388 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=6.7020 train_nonblank_weight_grad_norm_mean=0.0587 train_blank_bias_grad=0.1043 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0997 train_encoder_std=2.1579 train_encoder_token_l2_norm=68.8389 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.32496e-06
2026-04-14 01:48:04,398 | INFO | rank=0 | train preview ref='У цьому разі ваша переплата по позиції буде значно більше. Не декілька тисяч гривень, а - тисяч гривень та більше. Пр...' hyp_greedy='.' hyp_beam='.' avg_output_frames=459.0 avg_target_tokens=114.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:48:52,625 | INFO | rank=0 | epoch=1 step=24960/249868 global_step=6240 train_loss=5.2155 train_main_ctc_loss=5.2155 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=3.2427 max_feature_frames=917 train_avg_blank_prob=0.8333 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.1747 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.0131 train_avg_top_logit=9.0131 train_avg_top2_margin=4.2445 train_avg_blank_nonblank_margin=4.2445 train_avg_entropy=1.2489 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=1.8607 train_nonblank_weight_grad_norm_mean=0.0521 train_blank_bias_grad=0.0288 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0991 train_encoder_std=2.3697 train_encoder_token_l2_norm=75.6558 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.33029e-06
2026-04-14 01:48:52,976 | INFO | rank=0 | train preview ref="І ось це наше відпускання з любов'ю дає шанс прискоритись миру. Ось такі речі. Друге, що хочу сказати про жовтень- це..." hyp_greedy='' hyp_beam='...' avg_output_frames=458.0 avg_target_tokens=80.0 top_tokens=<blank>:1.000
2026-04-14 01:49:46,417 | INFO | rank=0 | epoch=1 step=25000/249868 global_step=6250 train_loss=5.1663 train_main_ctc_loss=5.1663 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=6.0863 max_feature_frames=916 train_avg_blank_prob=0.7055 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.3013 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0349 train_avg_top_logit=8.0699 train_avg_top2_margin=3.8253 train_avg_blank_nonblank_margin=3.8079 train_avg_entropy=2.0961 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=4.5791 train_nonblank_weight_grad_norm_mean=0.0573 train_blank_bias_grad=0.0716 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0981 train_encoder_std=2.1453 train_encoder_token_l2_norm=68.6599 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.33563e-06
2026-04-14 01:49:46,763 | INFO | rank=0 | train preview ref="Нещодавно буквально зв'язалися з нами, перекинули нам декілька фото, відео було знято з тепер, де дівчинка. Вона вже ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=458.0 avg_target_tokens=138.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:50:09,722 | INFO | rank=0 | epoch=1 waiting for training batch 25017/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 01:50:41,181 | INFO | rank=0 | epoch=1 step=25040/249868 global_step=6260 train_loss=5.1823 train_main_ctc_loss=5.1823 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=8.8408 max_feature_frames=915 train_avg_blank_prob=0.7109 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0201 train_target_tokens_per_frame=0.2860 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1048 train_avg_top_logit=8.1048 train_avg_top2_margin=3.8079 train_avg_blank_nonblank_margin=3.7904 train_avg_entropy=2.0611 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=6.8686 train_nonblank_weight_grad_norm_mean=0.0581 train_blank_bias_grad=0.1081 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1040 train_encoder_std=2.1642 train_encoder_token_l2_norm=69.2307 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.34096e-06
2026-04-14 01:50:41,513 | INFO | rank=0 | train preview ref='У цьому приміщенні в одній з кімнат тиру облаштовують криївку, розповідає завідувач господарства Микола Хитрий. Тут в...' hyp_greedy='.' hyp_beam='.' avg_output_frames=458.0 avg_target_tokens=131.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:51:29,175 | INFO | rank=0 | epoch=1 step=25080/249868 global_step=6270 train_loss=5.3090 train_main_ctc_loss=5.3090 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=8.6353 max_feature_frames=914 train_avg_blank_prob=0.7738 train_argmax_blank_frac=0.9934 train_avg_top_nonblank_prob=0.0210 train_target_tokens_per_frame=0.2341 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4726 train_avg_top_logit=8.4726 train_avg_top2_margin=3.9737 train_avg_blank_nonblank_margin=3.9737 train_avg_entropy=1.6455 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=6.7498 train_nonblank_weight_grad_norm_mean=0.0607 train_blank_bias_grad=-0.1090 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0965 train_encoder_std=2.1941 train_encoder_token_l2_norm=69.9449 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.3463e-06
2026-04-14 01:51:29,544 | INFO | rank=0 | train preview ref="Слава Україні, героям слава хотів би розпочати з того, що безпілотники б'ють по Кремлю, що поїзди летять під Віткос, ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=457.0 avg_target_tokens=107.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 01:52:13,698 | INFO | rank=0 | epoch=1 step=25120/249868 global_step=6280 train_loss=5.3641 train_main_ctc_loss=5.3641 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=2.5011 max_feature_frames=914 train_avg_blank_prob=0.8017 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0148 train_target_tokens_per_frame=0.1947 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6127 train_avg_top_logit=8.6127 train_avg_top2_margin=4.2713 train_avg_blank_nonblank_margin=4.2713 train_avg_entropy=1.4880 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=0.2044 train_nonblank_weight_grad_norm_mean=0.0562 train_blank_bias_grad=-0.0032 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0942 train_encoder_std=2.1865 train_encoder_token_l2_norm=69.7455 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.35164e-06
2026-04-14 01:52:14,029 | INFO | rank=0 | train preview ref='Багато фірм зараз не працюють, працюють з перебоями. Є так само ж доставка в Україну запасних частин, якихось деталей...' hyp_greedy='.' hyp_beam=',,.' avg_output_frames=457.0 avg_target_tokens=89.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:53:10,944 | INFO | rank=0 | epoch=1 step=25160/249868 global_step=6290 train_loss=5.2139 train_main_ctc_loss=5.2139 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=10.8562 max_feature_frames=913 train_avg_blank_prob=0.7125 train_argmax_blank_frac=0.9934 train_avg_top_nonblank_prob=0.0213 train_target_tokens_per_frame=0.3260 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0525 train_avg_top_logit=8.0875 train_avg_top2_margin=3.8862 train_avg_blank_nonblank_margin=3.8687 train_avg_entropy=2.0481 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=8.7411 train_nonblank_weight_grad_norm_mean=0.0582 train_blank_bias_grad=0.1369 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0991 train_encoder_std=2.1129 train_encoder_token_l2_norm=67.4439 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.35697e-06
2026-04-14 01:53:11,307 | INFO | rank=0 | train preview ref='Нагадаємо, програма обміну старих ламп розжарювання на нові ЛЕД лампочки дії в Запоріжжі з січня. У населених пунктах...' hyp_greedy='.' hyp_beam='.' avg_output_frames=457.0 avg_target_tokens=149.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 01:54:04,700 | INFO | rank=0 | epoch=1 step=25200/249868 global_step=6300 train_loss=5.1244 train_main_ctc_loss=5.1244 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=4.0764 max_feature_frames=912 train_avg_blank_prob=0.7682 train_argmax_blank_frac=0.9934 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.2390 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4912 train_avg_top_logit=8.4912 train_avg_top2_margin=4.0351 train_avg_blank_nonblank_margin=4.0175 train_avg_entropy=1.6754 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=0.4617 train_nonblank_weight_grad_norm_mean=0.0704 train_blank_bias_grad=0.0052 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0998 train_encoder_std=2.2420 train_encoder_token_l2_norm=71.5551 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.36231e-06
2026-04-14 01:54:05,058 | INFO | rank=0 | train preview ref='Це сучасне таке ноу-хау отрицательне, коли роблять штукатурки міцніше. Ні. Я на одному з старих вебінарів казав, що я...' hyp_greedy='.' hyp_beam='.' avg_output_frames=456.0 avg_target_tokens=109.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 01:54:45,250 | INFO | rank=0 | epoch=1 step=25240/249868 global_step=6310 train_loss=5.2059 train_main_ctc_loss=5.2059 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.22 grad_norm=6.3030 max_feature_frames=912 train_avg_blank_prob=0.7057 train_argmax_blank_frac=0.9934 train_avg_top_nonblank_prob=0.0241 train_target_tokens_per_frame=0.2675 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0351 train_avg_top_logit=8.0351 train_avg_top2_margin=3.6842 train_avg_blank_nonblank_margin=3.6667 train_avg_entropy=2.0789 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=4.3158 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=-0.0720 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0965 train_encoder_std=2.0940 train_encoder_token_l2_norm=66.7729 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.36764e-06
2026-04-14 01:54:45,618 | INFO | rank=0 | train preview ref='Зараз ці виплати допомагають знімати квартиру. Ми там підпрацьовуємо і так якось ми живемо. А так виходить, що мені т...' hyp_greedy='.' hyp_beam='. .' avg_output_frames=456.0 avg_target_tokens=122.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 01:55:41,442 | INFO | rank=0 | epoch=1 step=25280/249868 global_step=6320 train_loss=5.2913 train_main_ctc_loss=5.2913 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=8.1708 max_feature_frames=911 train_avg_blank_prob=0.7446 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0221 train_target_tokens_per_frame=0.2917 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2456 train_avg_top_logit=8.2807 train_avg_top2_margin=3.8772 train_avg_blank_nonblank_margin=3.8421 train_avg_entropy=1.8421 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=6.5184 train_nonblank_weight_grad_norm_mean=0.0548 train_blank_bias_grad=0.1030 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1008 train_encoder_std=2.1365 train_encoder_token_l2_norm=68.1085 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.37298e-06
2026-04-14 01:55:41,821 | INFO | rank=0 | train preview ref='Один захисників та захисниць України хочемо подякувати усім українцям, які пліч опліч з нами боронять Україну. Залиша...' hyp_greedy='.' hyp_beam='.' avg_output_frames=456.0 avg_target_tokens=133.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:56:34,499 | INFO | rank=0 | epoch=1 step=25320/249868 global_step=6330 train_loss=5.4121 train_main_ctc_loss=5.4121 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=6.9953 max_feature_frames=910 train_avg_blank_prob=0.7609 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0190 train_target_tokens_per_frame=0.2527 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4044 train_avg_top_logit=8.4044 train_avg_top2_margin=3.9912 train_avg_blank_nonblank_margin=3.9736 train_avg_entropy=1.7407 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=5.2724 train_nonblank_weight_grad_norm_mean=0.0662 train_blank_bias_grad=-0.0806 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1051 train_encoder_std=2.2352 train_encoder_token_l2_norm=71.4542 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.37832e-06
2026-04-14 01:56:34,886 | INFO | rank=0 | train preview ref='Оцей гаєчний ключик, якщо тут подивитись, він показує, який буде рух маски. Він може тільки по position. Тобто, якщо ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=455.0 avg_target_tokens=115.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 01:57:25,837 | INFO | rank=0 | epoch=1 step=25360/249868 global_step=6340 train_loss=5.0439 train_main_ctc_loss=5.0439 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=4.3945 max_feature_frames=910 train_avg_blank_prob=0.6878 train_argmax_blank_frac=0.9912 train_avg_top_nonblank_prob=0.0256 train_target_tokens_per_frame=0.3165 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9473 train_avg_top_logit=7.9473 train_avg_top2_margin=3.6747 train_avg_blank_nonblank_margin=3.6571 train_avg_entropy=2.1802 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=2.7887 train_nonblank_weight_grad_norm_mean=0.0564 train_blank_bias_grad=0.0449 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1003 train_encoder_std=2.1070 train_encoder_token_l2_norm=67.3453 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.38365e-06
2026-04-14 01:57:26,181 | INFO | rank=0 | train preview ref='Ну воно рвало, рвало, щоб вам сказати, я не знаю, ну, може, пів години ми з підвала не вилазили. Участок розбитий, та...' hyp_greedy='...' hyp_beam='..   .' avg_output_frames=455.0 avg_target_tokens=144.0 top_tokens=<blank>:0.991, .:0.009
2026-04-14 01:58:24,203 | INFO | rank=0 | epoch=1 step=25400/249868 global_step=6350 train_loss=5.2817 train_main_ctc_loss=5.2817 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=4.1756 max_feature_frames=909 train_avg_blank_prob=0.7394 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0221 train_target_tokens_per_frame=0.2703 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2637 train_avg_top_logit=8.2637 train_avg_top2_margin=3.8505 train_avg_blank_nonblank_margin=3.8505 train_avg_entropy=1.8725 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=2.6802 train_nonblank_weight_grad_norm_mean=0.0551 train_blank_bias_grad=0.0409 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0963 train_encoder_std=2.1555 train_encoder_token_l2_norm=68.8042 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.38899e-06
2026-04-14 01:58:24,605 | INFO | rank=0 | train preview ref='Певні тенденції є на північ і північний схід від Харкова. Це тенденції для України негативні, звичайно. Тобто, ворог ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=455.0 avg_target_tokens=123.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 01:59:19,320 | INFO | rank=0 | epoch=1 step=25440/249868 global_step=6360 train_loss=5.3179 train_main_ctc_loss=5.3179 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=13.4304 max_feature_frames=908 train_avg_blank_prob=0.7721 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0157 train_target_tokens_per_frame=0.2996 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4581 train_avg_top_logit=8.4581 train_avg_top2_margin=4.1057 train_avg_blank_nonblank_margin=4.1057 train_avg_entropy=1.6828 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=10.9665 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=0.1691 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1004 train_encoder_std=2.2077 train_encoder_token_l2_norm=70.5539 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.39433e-06
2026-04-14 01:59:19,687 | INFO | rank=0 | train preview ref='Тому враховуючи такий серйозний наплив бажань народних депутатів, комітет працював більше двох тижнів над зведенням ц...' hyp_greedy='' hyp_beam='.' avg_output_frames=454.0 avg_target_tokens=136.0 top_tokens=<blank>:1.000
2026-04-14 02:00:11,949 | INFO | rank=0 | epoch=1 step=25480/249868 global_step=6370 train_loss=5.2558 train_main_ctc_loss=5.2558 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=48.4917 max_feature_frames=907 train_avg_blank_prob=0.9268 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0075 train_target_tokens_per_frame=0.0859 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.4317 train_avg_top_logit=10.4317 train_avg_top2_margin=5.4273 train_avg_blank_nonblank_margin=5.4273 train_avg_entropy=0.5903 train_blank_bias=0.0003 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=40.3795 train_nonblank_weight_grad_norm_mean=0.1124 train_blank_bias_grad=-0.6356 train_nonblank_bias_grad_mean=0.0012 train_encoder_mean=-0.1072 train_encoder_std=2.6907 train_encoder_token_l2_norm=85.6601 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.39966e-06
2026-04-14 02:00:12,292 | INFO | rank=0 | train preview ref='Колонки? З поміж? Мальв? Задля економії. Прийменник задля складається з.' hyp_greedy='.' hyp_beam='.' avg_output_frames=454.0 avg_target_tokens=39.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:01:01,402 | INFO | rank=0 | epoch=1 step=25520/249868 global_step=6380 train_loss=5.3566 train_main_ctc_loss=5.3566 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=17.9507 max_feature_frames=907 train_avg_blank_prob=0.5928 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0303 train_target_tokens_per_frame=0.3084 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.4361 train_avg_top_logit=7.4714 train_avg_top2_margin=3.1894 train_avg_blank_nonblank_margin=3.1894 train_avg_entropy=2.7489 train_blank_bias=0.0003 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=14.9034 train_nonblank_weight_grad_norm_mean=0.0762 train_blank_bias_grad=-0.2471 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0995 train_encoder_std=2.0426 train_encoder_token_l2_norm=65.3699 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.405e-06
2026-04-14 02:01:01,754 | INFO | rank=0 | train preview ref='А навчається чотирнадцяти студентів, в тому числі три тисяч більше трьох тисяч студентів з за кордону, і ця часа не з...' hyp_greedy='.' hyp_beam='.' avg_output_frames=454.0 avg_target_tokens=140.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:01:56,359 | INFO | rank=0 | epoch=1 step=25560/249868 global_step=6390 train_loss=5.2092 train_main_ctc_loss=5.2092 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=21.4422 max_feature_frames=906 train_avg_blank_prob=0.7958 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0170 train_target_tokens_per_frame=0.2671 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5475 train_avg_top_logit=8.5828 train_avg_top2_margin=4.1678 train_avg_blank_nonblank_margin=4.1678 train_avg_entropy=1.5188 train_blank_bias=0.0003 train_blank_weight_norm=0.5882 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=18.0240 train_nonblank_weight_grad_norm_mean=0.0679 train_blank_bias_grad=0.2784 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.1025 train_encoder_std=2.1538 train_encoder_token_l2_norm=68.8909 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.41033e-06
2026-04-14 02:01:56,740 | INFO | rank=0 | train preview ref="Подумав трошки і ось прийшов вакцинуватись. У черзі на вакцинацію Анастасія Вороняк з матір'ю дівчині п'ятнадцять рок..." hyp_greedy='.' hyp_beam=', .' avg_output_frames=453.0 avg_target_tokens=121.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:02:47,033 | INFO | rank=0 | epoch=1 step=25600/249868 global_step=6400 train_loss=5.2737 train_main_ctc_loss=5.2737 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=8.7442 max_feature_frames=906 train_avg_blank_prob=0.6519 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0265 train_target_tokens_per_frame=0.3157 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6998 train_avg_top_logit=7.7351 train_avg_top2_margin=3.4614 train_avg_blank_nonblank_margin=3.4437 train_avg_entropy=2.4194 train_blank_bias=0.0003 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=6.9172 train_nonblank_weight_grad_norm_mean=0.0597 train_blank_bias_grad=-0.1107 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1023 train_encoder_std=2.0676 train_encoder_token_l2_norm=66.1427 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.41567e-06
2026-04-14 02:02:47,376 | INFO | rank=0 | train preview ref='Чи можливо занарвати випадкове число? Я вважаю це неможливо. Ми можемо робити щось майже випадкове, щось похоже. Напр...' hyp_greedy='.' hyp_beam='.' avg_output_frames=453.0 avg_target_tokens=143.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:03:41,288 | INFO | rank=0 | epoch=1 step=25640/249868 global_step=6410 train_loss=5.3036 train_main_ctc_loss=5.3036 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=19.0845 max_feature_frames=905 train_avg_blank_prob=0.7630 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0165 train_target_tokens_per_frame=0.2980 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3355 train_avg_top_logit=8.3355 train_avg_top2_margin=3.9912 train_avg_blank_nonblank_margin=3.9912 train_avg_entropy=1.7483 train_blank_bias=0.0003 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=15.7092 train_nonblank_weight_grad_norm_mean=0.0671 train_blank_bias_grad=0.2469 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.1031 train_encoder_std=2.1394 train_encoder_token_l2_norm=68.4966 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.42101e-06
2026-04-14 02:03:41,640 | INFO | rank=0 | train preview ref="Дана територія розташована поблизу пам'ятки природи загальнодержавного значення ⁇ Святе озеро ⁇, навколо якої є прийн..." hyp_greedy='' hyp_beam='.' avg_output_frames=453.0 avg_target_tokens=135.0 top_tokens=<blank>:1.000
2026-04-14 02:04:35,705 | INFO | rank=0 | epoch=1 step=25680/249868 global_step=6420 train_loss=5.2550 train_main_ctc_loss=5.2550 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.21 grad_norm=3.5599 max_feature_frames=905 train_avg_blank_prob=0.7047 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0226 train_target_tokens_per_frame=0.2611 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0354 train_avg_top_logit=8.0354 train_avg_top2_margin=3.7699 train_avg_blank_nonblank_margin=3.7522 train_avg_entropy=2.0885 train_blank_bias=0.0003 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=1.7921 train_nonblank_weight_grad_norm_mean=0.0607 train_blank_bias_grad=-0.0284 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0992 train_encoder_std=2.1031 train_encoder_token_l2_norm=67.0420 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.42634e-06
2026-04-14 02:04:36,068 | INFO | rank=0 | train preview ref='І ви знаєте, дуже швидко вони можуть діяти в таких ситуаціях. І нам сьогодні, це наш феномен, знов-таки ми спілкували...' hyp_greedy='.' hyp_beam='.' avg_output_frames=452.0 avg_target_tokens=118.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:05:32,452 | INFO | rank=0 | epoch=1 step=25720/249868 global_step=6430 train_loss=5.3418 train_main_ctc_loss=5.3418 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=17.8498 max_feature_frames=903 train_avg_blank_prob=0.6750 train_argmax_blank_frac=0.9934 train_avg_top_nonblank_prob=0.0265 train_target_tokens_per_frame=0.2743 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8230 train_avg_top_logit=7.8230 train_avg_top2_margin=3.6283 train_avg_blank_nonblank_margin=3.5929 train_avg_entropy=2.2655 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=14.5730 train_nonblank_weight_grad_norm_mean=0.0632 train_blank_bias_grad=-0.2474 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.0898 train_encoder_std=2.0189 train_encoder_token_l2_norm=64.3377 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.43168e-06
2026-04-14 02:05:32,834 | INFO | rank=0 | train preview ref='Але вивчивши ситуацію, що там є спадкоємець, ми відмовми відмовили в реєстрації тої земельної ділянки. У нас є рішенн...' hyp_greedy='.' hyp_beam='. .' avg_output_frames=452.0 avg_target_tokens=124.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 02:06:25,010 | INFO | rank=0 | epoch=1 step=25760/249868 global_step=6440 train_loss=5.3478 train_main_ctc_loss=5.3478 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=15.5596 max_feature_frames=902 train_avg_blank_prob=0.9377 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0061 train_target_tokens_per_frame=0.1175 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.8559 train_avg_top_logit=10.8559 train_avg_top2_margin=5.4279 train_avg_blank_nonblank_margin=5.4279 train_avg_entropy=0.5100 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=12.3358 train_nonblank_weight_grad_norm_mean=0.0704 train_blank_bias_grad=0.1855 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1079 train_encoder_std=2.7947 train_encoder_token_l2_norm=88.7861 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.43701e-06
2026-04-14 02:06:25,377 | INFO | rank=0 | train preview ref='Обиру зітесь. Хтось із ударників. Уже не стоков. Ви щось сказали? Топішові сраку. Ми нікуди.' hyp_greedy='' hyp_beam='' avg_output_frames=451.0 avg_target_tokens=53.0 top_tokens=<blank>:1.000
2026-04-14 02:07:18,648 | INFO | rank=0 | epoch=1 step=25800/249868 global_step=6450 train_loss=5.1640 train_main_ctc_loss=5.1640 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=14.5783 max_feature_frames=902 train_avg_blank_prob=0.7651 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0155 train_target_tokens_per_frame=0.2616 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3370 train_avg_top_logit=8.3370 train_avg_top2_margin=4.0798 train_avg_blank_nonblank_margin=4.0798 train_avg_entropy=1.7384 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=12.1645 train_nonblank_weight_grad_norm_mean=0.0634 train_blank_bias_grad=0.1910 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1036 train_encoder_std=2.1435 train_encoder_token_l2_norm=68.6183 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.44235e-06
2026-04-14 02:07:19,022 | INFO | rank=0 | train preview ref='Нічого не вийшло, ми не відступили від квітня місяця на жодне село. Ось а потім, коли почався контрнаступ, ми зараз в...' hyp_greedy='' hyp_beam='' avg_output_frames=451.0 avg_target_tokens=118.0 top_tokens=<blank>:1.000
2026-04-14 02:08:10,150 | INFO | rank=0 | epoch=1 step=25840/249868 global_step=6460 train_loss=5.3461 train_main_ctc_loss=5.3461 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=4.9946 max_feature_frames=901 train_avg_blank_prob=0.7483 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0190 train_target_tokens_per_frame=0.2239 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3016 train_avg_top_logit=8.3016 train_avg_top2_margin=3.9734 train_avg_blank_nonblank_margin=3.9734 train_avg_entropy=1.8271 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=3.5527 train_nonblank_weight_grad_norm_mean=0.0642 train_blank_bias_grad=-0.0570 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1014 train_encoder_std=2.1819 train_encoder_token_l2_norm=69.4246 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.44769e-06
2026-04-14 02:08:10,526 | INFO | rank=0 | train preview ref="Небайдужі тут, і ми будемо так збиратися кожну п'ятницю і робити ще більше. Хлопцям дуже важко, дуже при дуже важко. ..." hyp_greedy='' hyp_beam=', .' avg_output_frames=451.0 avg_target_tokens=101.0 top_tokens=<blank>:1.000
2026-04-14 02:08:42,718 | INFO | rank=0 | epoch=1 waiting for training batch 25860/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 02:08:44,736 | INFO | rank=0 | batch_timing epoch=1 batch=25860/249868 global_step=6465 data_wait=5.7s step_compute=1.3s batch_size=1 effective_frames=901 max_feature_frames=901 target_tokens=154
2026-04-14 02:09:04,531 | INFO | rank=0 | epoch=1 step=25880/249868 global_step=6470 train_loss=5.1756 train_main_ctc_loss=5.1756 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=2.8263 max_feature_frames=901 train_avg_blank_prob=0.6523 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0244 train_target_tokens_per_frame=0.3614 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7694 train_avg_top_logit=7.7694 train_avg_top2_margin=3.5122 train_avg_blank_nonblank_margin=3.5122 train_avg_entropy=2.4124 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=0.2890 train_nonblank_weight_grad_norm_mean=0.0588 train_blank_bias_grad=0.0041 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0998 train_encoder_std=2.0900 train_encoder_token_l2_norm=66.7478 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.45302e-06
2026-04-14 02:09:04,872 | INFO | rank=0 | train preview ref="Згідно актів обстеження аварійних дерев і за рішенням виконкому, м'яті дрова також віддаємо людям на опалення. Як роз..." hyp_greedy='.' hyp_beam='.' avg_output_frames=451.0 avg_target_tokens=163.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:09:58,598 | INFO | rank=0 | epoch=1 step=25920/249868 global_step=6480 train_loss=5.2079 train_main_ctc_loss=5.2079 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=2.5495 max_feature_frames=900 train_avg_blank_prob=0.6575 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0261 train_target_tokens_per_frame=0.3356 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7511 train_avg_top_logit=7.7511 train_avg_top2_margin=3.5556 train_avg_blank_nonblank_margin=3.5378 train_avg_entropy=2.3822 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=0.6217 train_nonblank_weight_grad_norm_mean=0.0533 train_blank_bias_grad=0.0087 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0915 train_encoder_std=2.0413 train_encoder_token_l2_norm=65.1561 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.45836e-06
2026-04-14 02:09:58,940 | INFO | rank=0 | train preview ref='Побудувати будинок, народити дитину і посадити дерево директор південного лісового офісу Олександр Грицай говорить, щ...' hyp_greedy='.' hyp_beam='..     .' avg_output_frames=450.0 avg_target_tokens=151.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:10:46,018 | INFO | rank=0 | epoch=1 step=25960/249868 global_step=6490 train_loss=5.3486 train_main_ctc_loss=5.3486 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=19.2360 max_feature_frames=899 train_avg_blank_prob=0.7508 train_argmax_blank_frac=0.9956 train_avg_top_nonblank_prob=0.0204 train_target_tokens_per_frame=0.2311 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3200 train_avg_top_logit=8.3200 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=3.9822 train_avg_entropy=1.7956 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=15.2813 train_nonblank_weight_grad_norm_mean=0.0947 train_blank_bias_grad=-0.2123 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.1002 train_encoder_std=2.1758 train_encoder_token_l2_norm=69.4046 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.4637e-06
2026-04-14 02:10:46,386 | INFO | rank=0 | train preview ref='Далі ми зосередились на тому, як потрібно поводити себе, якщо лунає сигнал повітряної тривоги. Що ми повинні були ще ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=450.0 avg_target_tokens=104.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:11:37,537 | INFO | rank=0 | epoch=1 step=26000/249868 global_step=6500 train_loss=5.3571 train_main_ctc_loss=5.3571 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=10.3085 max_feature_frames=899 train_avg_blank_prob=0.6432 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0254 train_target_tokens_per_frame=0.3467 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6444 train_avg_top_logit=7.6444 train_avg_top2_margin=3.4133 train_avg_blank_nonblank_margin=3.4133 train_avg_entropy=2.4889 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5782 train_blank_weight_grad_norm=7.1930 train_nonblank_weight_grad_norm_mean=0.0712 train_blank_bias_grad=0.0944 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0915 train_encoder_std=1.9948 train_encoder_token_l2_norm=63.7753 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.46903e-06
2026-04-14 02:11:37,868 | INFO | rank=0 | train preview ref="Я ще би запитав оціню, до речі, нас гвардійці знищили літак Су-двадцять п'ять штурмовик в районі Бахмута. Я хотів би ..." hyp_greedy='.' hyp_beam='.' avg_output_frames=450.0 avg_target_tokens=156.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:11:37,903 | INFO | rank=0 | epoch 1 step=26000/249868 global_step=6500 reached validation interval; starting validation
2026-04-14 02:17:04,881 | INFO | rank=0 | epoch_0001_step_00006500 complete train_loss=7.4069 val_loss=19.1575 val_main_ctc_loss=19.1575 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9997 val_wer=1.4673 val_avg_blank_prob=0.3628 val_argmax_blank_frac=0.6062 val_avg_top_nonblank_prob=0.0942 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.2369 val_avg_hyp_chars=20.44 val_avg_hyp_words=6.71 val_model_source=raw best_val_wer=1.3800 timing_forward=313.49s timing_teacher=0.00s timing_decode=0.94s timing_gather=12.42s timing_checkpoint_export=159.60s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00006500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 02:17:04,883 | INFO | rank=0 | epoch_0001_step_00006500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=20.69s best_export=0.00s topk_update=66.69s topk_average=72.21s
2026-04-14 02:17:04,884 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 02:17:04,884 | INFO | rank=0 | validation preview hardest_ref='Борітеся поборете?' hardest_hyp='іча іс іс іс іча і'
2026-04-14 02:27:45,846 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/fc424d48294896150b0472fcff716cf8d846586b elapsed=10m 40.9s
2026-04-14 02:28:25,995 | INFO | rank=0 | epoch=1 step=26040/249868 global_step=6510 train_loss=5.1567 train_main_ctc_loss=5.1567 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=11.9068 max_feature_frames=898 train_avg_blank_prob=0.7174 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0223 train_target_tokens_per_frame=0.3207 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0535 train_avg_top_logit=8.0535 train_avg_top2_margin=3.7595 train_avg_blank_nonblank_margin=3.7416 train_avg_entropy=2.0223 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=9.8458 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=0.1588 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0936 train_encoder_std=2.0601 train_encoder_token_l2_norm=65.8705 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.47437e-06
2026-04-14 02:28:26,361 | INFO | rank=0 | train preview ref='Айозвакин апенданіапосайд якось я йшла по своїй вулиці і дивлюсь на всі ці порожні приміщення, на найкраща атмосфера,...' hyp_greedy='.' hyp_beam='.' avg_output_frames=449.0 avg_target_tokens=144.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:29:08,781 | INFO | rank=0 | epoch=1 step=26080/249868 global_step=6520 train_loss=5.2910 train_main_ctc_loss=5.2910 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=3.2489 max_feature_frames=897 train_avg_blank_prob=0.7358 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0241 train_target_tokens_per_frame=0.2450 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2673 train_avg_top_logit=8.2673 train_avg_top2_margin=3.8307 train_avg_blank_nonblank_margin=3.8307 train_avg_entropy=1.8797 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=0.2550 train_nonblank_weight_grad_norm_mean=0.0638 train_blank_bias_grad=-0.0038 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1012 train_encoder_std=2.1873 train_encoder_token_l2_norm=69.9827 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.4797e-06
2026-04-14 02:29:09,130 | INFO | rank=0 | train preview ref='Проблема зникнення шафрану Гейфелово є в тому, що серед усієї родини корокусів ця квітка є найбільшою і вона користує...' hyp_greedy='.' hyp_beam=', ..' avg_output_frames=449.0 avg_target_tokens=110.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:29:52,425 | INFO | rank=0 | epoch=1 step=26120/249868 global_step=6530 train_loss=5.2757 train_main_ctc_loss=5.2757 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.20 grad_norm=7.9600 max_feature_frames=897 train_avg_blank_prob=0.6449 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0261 train_target_tokens_per_frame=0.3229 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7327 train_avg_top_logit=7.7327 train_avg_top2_margin=3.4209 train_avg_blank_nonblank_margin=3.4209 train_avg_entropy=2.4410 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=6.2468 train_nonblank_weight_grad_norm_mean=0.0558 train_blank_bias_grad=-0.1036 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0988 train_encoder_std=2.0823 train_encoder_token_l2_norm=66.6167 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.48504e-06
2026-04-14 02:29:52,770 | INFO | rank=0 | train preview ref='Тут є поєднання деяких методів, декількох методів, в тому числі загранатрядів, тому що є страх. Це все залежить від п...' hyp_greedy='.' hyp_beam='.' avg_output_frames=449.0 avg_target_tokens=145.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:30:43,301 | INFO | rank=0 | epoch=1 step=26160/249868 global_step=6540 train_loss=5.1696 train_main_ctc_loss=5.1696 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=8.3623 max_feature_frames=896 train_avg_blank_prob=0.7002 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0218 train_target_tokens_per_frame=0.3125 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9643 train_avg_top_logit=8.0000 train_avg_top2_margin=3.7679 train_avg_blank_nonblank_margin=3.7500 train_avg_entropy=2.1250 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=6.6036 train_nonblank_weight_grad_norm_mean=0.0620 train_blank_bias_grad=0.1042 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0966 train_encoder_std=2.0842 train_encoder_token_l2_norm=66.6194 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.49038e-06
2026-04-14 02:30:43,654 | INFO | rank=0 | train preview ref='Також в наповнення входить зошити, пластилін в альбоми. Збір шкільного приладдя триватиме до тридцятого серпня, каже ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=448.0 avg_target_tokens=140.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:31:39,562 | INFO | rank=0 | epoch=1 step=26200/249868 global_step=6550 train_loss=5.4086 train_main_ctc_loss=5.4086 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=4.0588 max_feature_frames=895 train_avg_blank_prob=0.7679 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.1786 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4286 train_avg_top_logit=8.4286 train_avg_top2_margin=3.9643 train_avg_blank_nonblank_margin=3.9643 train_avg_entropy=1.7054 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=2.0306 train_nonblank_weight_grad_norm_mean=0.0689 train_blank_bias_grad=-0.0289 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1034 train_encoder_std=2.1859 train_encoder_token_l2_norm=69.8136 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.49571e-06
2026-04-14 02:31:39,891 | INFO | rank=0 | train preview ref='треба сказати що ворог скоцентрував дуже величезні сили біля бахмутського це опитне веде невеличкі на невеличкі такі ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=448.0 avg_target_tokens=80.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:32:33,710 | INFO | rank=0 | epoch=1 step=26240/249868 global_step=6560 train_loss=5.2162 train_main_ctc_loss=5.2162 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=3.6194 max_feature_frames=895 train_avg_blank_prob=0.6936 train_argmax_blank_frac=0.9933 train_avg_top_nonblank_prob=0.0249 train_target_tokens_per_frame=0.3371 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9286 train_avg_top_logit=7.9286 train_avg_top2_margin=3.6429 train_avg_blank_nonblank_margin=3.6429 train_avg_entropy=2.1607 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=2.2531 train_nonblank_weight_grad_norm_mean=0.0534 train_blank_bias_grad=0.0368 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0919 train_encoder_std=2.0394 train_encoder_token_l2_norm=65.1103 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.50105e-06
2026-04-14 02:32:34,064 | INFO | rank=0 | train preview ref='Ніяк якби відносин тематика війни мене трохи задрагує. За словами заступника міського голови Хмельницького Миколи Вав...' hyp_greedy='.' hyp_beam='.' avg_output_frames=448.0 avg_target_tokens=151.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 02:33:23,705 | INFO | rank=0 | epoch=1 step=26280/249868 global_step=6570 train_loss=5.2979 train_main_ctc_loss=5.2979 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=3.2531 max_feature_frames=894 train_avg_blank_prob=0.6869 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0256 train_target_tokens_per_frame=0.2774 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9105 train_avg_top_logit=7.9105 train_avg_top2_margin=3.6689 train_avg_blank_nonblank_margin=3.6510 train_avg_entropy=2.1924 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=1.6366 train_nonblank_weight_grad_norm_mean=0.0550 train_blank_bias_grad=-0.0283 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0941 train_encoder_std=2.0439 train_encoder_token_l2_norm=65.3518 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.50638e-06
2026-04-14 02:33:24,028 | INFO | rank=0 | train preview ref="Запоріжця Сергія Кулібанова у дві тисячі п'ятнадцятому році мобілізували у Національну гвардію України, базувалися пі..." hyp_greedy='.' hyp_beam='.' avg_output_frames=447.0 avg_target_tokens=124.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:34:22,222 | INFO | rank=0 | epoch=1 step=26320/249868 global_step=6580 train_loss=5.2811 train_main_ctc_loss=5.2811 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=8.5748 max_feature_frames=893 train_avg_blank_prob=0.7436 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0202 train_target_tokens_per_frame=0.2438 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2685 train_avg_top_logit=8.2685 train_avg_top2_margin=3.8837 train_avg_blank_nonblank_margin=3.8837 train_avg_entropy=1.8523 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=6.7828 train_nonblank_weight_grad_norm_mean=0.0638 train_blank_bias_grad=-0.1091 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1003 train_encoder_std=2.1545 train_encoder_token_l2_norm=68.9300 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.51172e-06
2026-04-14 02:34:22,564 | INFO | rank=0 | train preview ref='Скажімо так: частково приходять підрозділи, не готові працювати в таких умовах: ні морально, ні фізично, ні відповідн...' hyp_greedy='.' hyp_beam='.' avg_output_frames=447.0 avg_target_tokens=109.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:35:15,240 | INFO | rank=0 | epoch=1 step=26360/249868 global_step=6590 train_loss=5.3191 train_main_ctc_loss=5.3191 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=4.0911 max_feature_frames=893 train_avg_blank_prob=0.6558 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0254 train_target_tokens_per_frame=0.3490 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7673 train_avg_top_logit=7.7673 train_avg_top2_margin=3.5436 train_avg_blank_nonblank_margin=3.5436 train_avg_entropy=2.3803 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=0.6517 train_nonblank_weight_grad_norm_mean=0.0657 train_blank_bias_grad=-0.0080 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0906 train_encoder_std=2.0486 train_encoder_token_l2_norm=65.2866 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.51706e-06
2026-04-14 02:35:15,584 | INFO | rank=0 | train preview ref='Які продавали по зеленому тарифу, це все віддавали в мережу і отримали там стабільний кісь дохід. То зараз ситуація н...' hyp_greedy='.' hyp_beam='.' avg_output_frames=447.0 avg_target_tokens=156.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:36:10,213 | INFO | rank=0 | epoch=1 step=26400/249868 global_step=6600 train_loss=5.1019 train_main_ctc_loss=5.1019 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=5.7207 max_feature_frames=892 train_avg_blank_prob=0.7211 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0236 train_target_tokens_per_frame=0.2691 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1435 train_avg_top_logit=8.1435 train_avg_top2_margin=3.7309 train_avg_blank_nonblank_margin=3.7309 train_avg_entropy=1.9821 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=3.3609 train_nonblank_weight_grad_norm_mean=0.0677 train_blank_bias_grad=0.0565 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1001 train_encoder_std=2.1175 train_encoder_token_l2_norm=67.5645 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.52239e-06
2026-04-14 02:36:10,568 | INFO | rank=0 | train preview ref='Позвонили мені в середу і сказали, що приходите за пайко. А я кажу, що я нікуди не писала, не приходила. Там в одному...' hyp_greedy='.' hyp_beam=',.' avg_output_frames=446.0 avg_target_tokens=120.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:37:03,064 | INFO | rank=0 | epoch=1 step=26440/249868 global_step=6610 train_loss=5.3136 train_main_ctc_loss=5.3136 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=14.6238 max_feature_frames=891 train_avg_blank_prob=0.7325 train_argmax_blank_frac=0.9933 train_avg_top_nonblank_prob=0.0234 train_target_tokens_per_frame=0.2489 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2152 train_avg_top_logit=8.2152 train_avg_top2_margin=3.8027 train_avg_blank_nonblank_margin=3.8027 train_avg_entropy=1.9013 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=11.4065 train_nonblank_weight_grad_norm_mean=0.0716 train_blank_bias_grad=-0.2034 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0996 train_encoder_std=2.1275 train_encoder_token_l2_norm=67.8869 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.52773e-06
2026-04-14 02:37:03,396 | INFO | rank=0 | train preview ref='Після цієї процедури він вже зафіксований за певною компанією. Йому надають сфери діяльності, до яких відноситься цей...' hyp_greedy='.' hyp_beam='.' avg_output_frames=446.0 avg_target_tokens=111.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 02:37:55,794 | INFO | rank=0 | epoch=1 step=26480/249868 global_step=6620 train_loss=5.1861 train_main_ctc_loss=5.1861 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=10.4250 max_feature_frames=891 train_avg_blank_prob=0.5917 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0291 train_target_tokens_per_frame=0.3677 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.3543 train_avg_top_logit=7.3543 train_avg_top2_margin=3.2466 train_avg_blank_nonblank_margin=3.2466 train_avg_entropy=2.7803 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=8.3656 train_nonblank_weight_grad_norm_mean=0.0635 train_blank_bias_grad=-0.1359 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0879 train_encoder_std=1.9283 train_encoder_token_l2_norm=61.6744 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.53307e-06
2026-04-14 02:37:56,157 | INFO | rank=0 | train preview ref="За посилання в описі до цього відео, поки касовий апарат не обов'язковий, все одно вже його встановлюєте, вчіться ним..." hyp_greedy='.' hyp_beam='.' avg_output_frames=446.0 avg_target_tokens=164.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:38:44,630 | INFO | rank=0 | epoch=1 waiting for training batch 26513/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 02:38:56,725 | INFO | rank=0 | epoch=1 step=26520/249868 global_step=6630 train_loss=5.1694 train_main_ctc_loss=5.1694 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=3.1859 max_feature_frames=890 train_avg_blank_prob=0.7251 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0226 train_target_tokens_per_frame=0.2966 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1258 train_avg_top_logit=8.1258 train_avg_top2_margin=3.7753 train_avg_blank_nonblank_margin=3.7753 train_avg_entropy=1.9685 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=0.9526 train_nonblank_weight_grad_norm_mean=0.0536 train_blank_bias_grad=-0.0170 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0957 train_encoder_std=2.0742 train_encoder_token_l2_norm=66.2615 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.5384e-06
2026-04-14 02:38:57,073 | INFO | rank=0 | train preview ref='Розраховувати свій вантаж. Ну, я ж кажу, є максимальний, але ми маємо розуміти, що, наприклад, на різкі горки вже буд...' hyp_greedy='.' hyp_beam='.' avg_output_frames=445.0 avg_target_tokens=132.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:39:48,769 | INFO | rank=0 | epoch=1 step=26560/249868 global_step=6640 train_loss=5.2827 train_main_ctc_loss=5.2827 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=5.6818 max_feature_frames=889 train_avg_blank_prob=0.7371 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0220 train_target_tokens_per_frame=0.2292 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2697 train_avg_top_logit=8.2697 train_avg_top2_margin=3.8472 train_avg_blank_nonblank_margin=3.8292 train_avg_entropy=1.8787 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=4.0528 train_nonblank_weight_grad_norm_mean=0.0655 train_blank_bias_grad=-0.0665 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1035 train_encoder_std=2.1731 train_encoder_token_l2_norm=69.3908 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.54374e-06
2026-04-14 02:39:49,139 | INFO | rank=0 | train preview ref='але з планом. І це важливо, і саме про це я хотіла з вами сьогодні поговорити: про планування роботи і те, наскільки ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=445.0 avg_target_tokens=102.0 top_tokens=<blank>:0.996, .:0.004
2026-04-14 02:40:35,651 | INFO | rank=0 | epoch=1 step=26600/249868 global_step=6650 train_loss=5.3137 train_main_ctc_loss=5.3137 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.19 grad_norm=3.9416 max_feature_frames=889 train_avg_blank_prob=0.6859 train_argmax_blank_frac=0.9978 train_avg_top_nonblank_prob=0.0267 train_target_tokens_per_frame=0.3281 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9461 train_avg_top_logit=7.9461 train_avg_top2_margin=3.5775 train_avg_blank_nonblank_margin=3.5596 train_avg_entropy=2.1933 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=2.6595 train_nonblank_weight_grad_norm_mean=0.0527 train_blank_bias_grad=-0.0455 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0928 train_encoder_std=2.0788 train_encoder_token_l2_norm=66.4077 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.54907e-06
2026-04-14 02:40:36,012 | INFO | rank=0 | train preview ref='Юнайтед Стейспровайден юкреїн анпрезиденте левелми Сполучені Штати надають Україні безпрецедентну військову допомогу,...' hyp_greedy='.' hyp_beam='..' avg_output_frames=445.0 avg_target_tokens=146.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:41:30,100 | INFO | rank=0 | epoch=1 step=26640/249868 global_step=6660 train_loss=5.4031 train_main_ctc_loss=5.4031 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=3.0305 max_feature_frames=888 train_avg_blank_prob=0.7904 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0183 train_target_tokens_per_frame=0.2185 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5766 train_avg_top_logit=8.5766 train_avg_top2_margin=4.1441 train_avg_blank_nonblank_margin=4.1261 train_avg_entropy=1.5405 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=0.7804 train_nonblank_weight_grad_norm_mean=0.0642 train_blank_bias_grad=0.0108 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1030 train_encoder_std=2.1864 train_encoder_token_l2_norm=69.5938 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.55441e-06
2026-04-14 02:41:30,440 | INFO | rank=0 | train preview ref='Йде температури, може дерево бути все вологі, але це дуже-дуже рідко і воно дуже швидко висихає, тому що воно вітром ...' hyp_greedy='.' hyp_beam=', .' avg_output_frames=444.0 avg_target_tokens=97.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 02:42:27,657 | INFO | rank=0 | epoch=1 step=26680/249868 global_step=6670 train_loss=5.3190 train_main_ctc_loss=5.3190 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=12.6000 max_feature_frames=887 train_avg_blank_prob=0.7805 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.2027 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5405 train_avg_top_logit=8.5405 train_avg_top2_margin=3.9459 train_avg_blank_nonblank_margin=3.9459 train_avg_entropy=1.6126 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=9.4566 train_nonblank_weight_grad_norm_mean=0.0852 train_blank_bias_grad=-0.1424 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1011 train_encoder_std=2.1914 train_encoder_token_l2_norm=69.9900 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.55975e-06
2026-04-14 02:42:27,991 | INFO | rank=0 | train preview ref='що після того, про що ми з вами щойно поговорили, про що ви хотіли би про якусь можливу тему, чи якесь питання, ви хо...' hyp_greedy='.' hyp_beam=', .' avg_output_frames=444.0 avg_target_tokens=90.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:43:21,897 | INFO | rank=0 | epoch=1 step=26720/249868 global_step=6680 train_loss=5.8603 train_main_ctc_loss=5.8603 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=4.8090 max_feature_frames=887 train_avg_blank_prob=0.4992 train_argmax_blank_frac=0.9842 train_avg_top_nonblank_prob=0.0467 train_target_tokens_per_frame=0.6396 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.0270 train_avg_top_logit=7.0270 train_avg_top2_margin=2.7568 train_avg_blank_nonblank_margin=2.7207 train_avg_entropy=3.2072 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=0.3848 train_nonblank_weight_grad_norm_mean=0.0690 train_blank_bias_grad=0.0080 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0758 train_encoder_std=1.9523 train_encoder_token_l2_norm=62.0856 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.56508e-06
2026-04-14 02:43:22,270 | INFO | rank=0 | train preview ref="I'm going to use version. in this video, and depending on what version you are using, things may look or work slightl..." hyp_greedy='......' hyp_beam='..      ..  .' avg_output_frames=444.0 avg_target_tokens=284.0 top_tokens=<blank>:0.984, .:0.016
2026-04-14 02:44:18,447 | INFO | rank=0 | epoch=1 step=26760/249868 global_step=6690 train_loss=5.1530 train_main_ctc_loss=5.1530 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=3.4260 max_feature_frames=886 train_avg_blank_prob=0.7411 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0191 train_target_tokens_per_frame=0.2325 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1986 train_avg_top_logit=8.1986 train_avg_top2_margin=3.8826 train_avg_blank_nonblank_margin=3.8826 train_avg_entropy=1.8781 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=1.5429 train_nonblank_weight_grad_norm_mean=0.0660 train_blank_bias_grad=-0.0244 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0940 train_encoder_std=2.0908 train_encoder_token_l2_norm=66.8561 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.57042e-06
2026-04-14 02:44:18,848 | INFO | rank=0 | train preview ref='І ось ці свічки, ці лампади, які ви бачите, їх ставлять на день вшанування жертв голодоморів. Я вирішила обрати цю іл...' hyp_greedy='' hyp_beam='.' avg_output_frames=443.0 avg_target_tokens=103.0 top_tokens=<blank>:1.000
2026-04-14 02:44:49,565 | INFO | rank=0 | batch_timing epoch=1 batch=26780/249868 global_step=6695 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=886 max_feature_frames=886 target_tokens=134
2026-04-14 02:45:19,980 | INFO | rank=0 | epoch=1 step=26800/249868 global_step=6700 train_loss=5.3419 train_main_ctc_loss=5.3419 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=3.7249 max_feature_frames=885 train_avg_blank_prob=0.8189 train_argmax_blank_frac=0.9932 train_avg_top_nonblank_prob=0.0181 train_target_tokens_per_frame=0.1625 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8488 train_avg_top_logit=8.8488 train_avg_top2_margin=4.3160 train_avg_blank_nonblank_margin=4.2980 train_avg_entropy=1.3454 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=1.3913 train_nonblank_weight_grad_norm_mean=0.0703 train_blank_bias_grad=-0.0166 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1033 train_encoder_std=2.2576 train_encoder_token_l2_norm=72.0985 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.57575e-06
2026-04-14 02:45:20,382 | INFO | rank=0 | train preview ref='Де таких подій в Бахмуті можливо буде пересування армії російської армії більше ще на Лиманський напрямок і бажання п...' hyp_greedy='.' hyp_beam='.' avg_output_frames=443.0 avg_target_tokens=72.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 02:46:14,014 | INFO | rank=0 | epoch=1 step=26840/249868 global_step=6710 train_loss=5.3705 train_main_ctc_loss=5.3705 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=4.0681 max_feature_frames=885 train_avg_blank_prob=0.7033 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0237 train_target_tokens_per_frame=0.2528 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0542 train_avg_top_logit=8.0542 train_avg_top2_margin=3.6659 train_avg_blank_nonblank_margin=3.6659 train_avg_entropy=2.0948 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=2.6063 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=-0.0416 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0988 train_encoder_std=2.1200 train_encoder_token_l2_norm=67.7884 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.58109e-06
2026-04-14 02:46:14,337 | INFO | rank=0 | train preview ref='І завдяки цьому він більше розкривається. Можливо, але він розкривається не зовсім в тих питаннях, на які дійсно хоті...' hyp_greedy='.' hyp_beam='.' avg_output_frames=443.0 avg_target_tokens=112.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:46:59,232 | INFO | rank=0 | epoch=1 step=26880/249868 global_step=6720 train_loss=5.2318 train_main_ctc_loss=5.2318 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=42.4626 max_feature_frames=885 train_avg_blank_prob=0.7503 train_argmax_blank_frac=0.9932 train_avg_top_nonblank_prob=0.0241 train_target_tokens_per_frame=0.2466 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3620 train_avg_top_logit=8.3620 train_avg_top2_margin=3.8552 train_avg_blank_nonblank_margin=3.8371 train_avg_entropy=1.7828 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=35.1211 train_nonblank_weight_grad_norm_mean=0.1114 train_blank_bias_grad=-0.5171 train_nonblank_bias_grad_mean=0.0010 train_encoder_mean=-0.0990 train_encoder_std=2.1754 train_encoder_token_l2_norm=69.3012 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.58643e-06
2026-04-14 02:46:59,607 | INFO | rank=0 | train preview ref="Відключають авіацію, дійсно, правда, вони штурмують постійно, але малими групами ⁇ від трьох до п'яти до десяти людей..." hyp_greedy='..' hyp_beam='..' avg_output_frames=442.0 avg_target_tokens=109.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 02:47:43,844 | INFO | rank=0 | epoch=1 step=26920/249868 global_step=6730 train_loss=5.1892 train_main_ctc_loss=5.1892 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=2.6986 max_feature_frames=884 train_avg_blank_prob=0.6687 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0260 train_target_tokens_per_frame=0.3009 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8552 train_avg_top_logit=7.8552 train_avg_top2_margin=3.5294 train_avg_blank_nonblank_margin=3.5294 train_avg_entropy=2.2896 train_blank_bias=0.0003 train_blank_weight_norm=0.5880 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=0.8853 train_nonblank_weight_grad_norm_mean=0.0547 train_blank_bias_grad=-0.0163 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0938 train_encoder_std=2.0602 train_encoder_token_l2_norm=65.8841 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.59176e-06
2026-04-14 02:47:44,183 | INFO | rank=0 | train preview ref='У цьому засіданні і які мають бути наші заяви, кислиця також звертає увагу на цинізм Росії, адже напередодні засіданн...' hyp_greedy='.' hyp_beam='.' avg_output_frames=442.0 avg_target_tokens=133.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 02:48:35,206 | INFO | rank=0 | epoch=1 step=26960/249868 global_step=6740 train_loss=6.2449 train_main_ctc_loss=6.2449 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=72.7491 max_feature_frames=883 train_avg_blank_prob=0.9586 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0033 train_target_tokens_per_frame=0.3054 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.7149 train_avg_top_logit=10.7149 train_avg_top2_margin=5.9005 train_avg_blank_nonblank_margin=5.9005 train_avg_entropy=0.3710 train_blank_bias=0.0003 train_blank_weight_norm=0.5881 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=61.9125 train_nonblank_weight_grad_norm_mean=0.1283 train_blank_bias_grad=0.8301 train_nonblank_bias_grad_mean=-0.0016 train_encoder_mean=-0.1110 train_encoder_std=2.4977 train_encoder_token_l2_norm=79.9728 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.5971e-06
2026-04-14 02:48:35,530 | INFO | rank=0 | train preview ref='Дійсно тяжко вкрасти, дійсно, дійсно тяжко вкрасти. Я зловив коси, гей, я зловив коси! Дійсно тяжко вкрасти, дійсно, ...' hyp_greedy='' hyp_beam=',' avg_output_frames=442.0 avg_target_tokens=135.0 top_tokens=<blank>:1.000
2026-04-14 02:48:56,475 | INFO | rank=0 | batch_timing epoch=1 batch=26972/249868 global_step=6743 data_wait=0.0s step_compute=5.0s batch_size=1 effective_frames=883 max_feature_frames=883 target_tokens=124
2026-04-14 02:49:28,503 | INFO | rank=0 | epoch=1 step=27000/249868 global_step=6750 train_loss=6.1678 train_main_ctc_loss=6.1678 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=118.3308 max_feature_frames=883 train_avg_blank_prob=0.5516 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0265 train_target_tokens_per_frame=0.1361 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.2200 train_avg_top_logit=7.2200 train_avg_top2_margin=3.1202 train_avg_blank_nonblank_margin=3.1202 train_avg_entropy=3.0113 train_blank_bias=0.0003 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=100.5546 train_nonblank_weight_grad_norm_mean=0.2115 train_blank_bias_grad=-1.6729 train_nonblank_bias_grad_mean=0.0033 train_encoder_mean=-0.0946 train_encoder_std=2.0071 train_encoder_token_l2_norm=64.2812 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.60244e-06
2026-04-14 02:49:28,909 | INFO | rank=0 | train preview ref='Їм це потрібно місто, як в великому пляні зайняти цілий Чорноморський берег, але цієї дороги також тої ворота до Одеси.' hyp_greedy='' hyp_beam='' avg_output_frames=441.0 avg_target_tokens=60.0 top_tokens=<blank>:1.000
2026-04-14 02:50:26,638 | INFO | rank=0 | epoch=1 step=27040/249868 global_step=6760 train_loss=5.4730 train_main_ctc_loss=5.4730 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=17.8533 max_feature_frames=882 train_avg_blank_prob=0.7576 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0174 train_target_tokens_per_frame=0.3220 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3084 train_avg_top_logit=8.3084 train_avg_top2_margin=3.9002 train_avg_blank_nonblank_margin=3.9002 train_avg_entropy=1.7778 train_blank_bias=0.0003 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=15.0660 train_nonblank_weight_grad_norm_mean=0.0593 train_blank_bias_grad=0.2320 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.1165 train_encoder_std=2.1666 train_encoder_token_l2_norm=69.4098 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.60777e-06
2026-04-14 02:50:26,986 | INFO | rank=0 | train preview ref='Російська Федерація вже не в першу річницю підписання мінських угод скликає засідання Ради безпеки, присвячене викона...' hyp_greedy='' hyp_beam='' avg_output_frames=441.0 avg_target_tokens=142.0 top_tokens=<blank>:1.000
2026-04-14 02:50:57,212 | INFO | rank=0 | batch_timing epoch=1 batch=27060/249868 global_step=6765 data_wait=0.0s step_compute=5.4s batch_size=1 effective_frames=882 max_feature_frames=882 target_tokens=148
2026-04-14 02:51:21,425 | INFO | rank=0 | epoch=1 step=27080/249868 global_step=6770 train_loss=5.3964 train_main_ctc_loss=5.3964 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.18 grad_norm=34.8896 max_feature_frames=881 train_avg_blank_prob=0.8478 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0137 train_target_tokens_per_frame=0.2404 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.9252 train_avg_top_logit=8.9252 train_avg_top2_margin=4.3900 train_avg_blank_nonblank_margin=4.3900 train_avg_entropy=1.1791 train_blank_bias=0.0003 train_blank_weight_norm=0.5878 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=29.7157 train_nonblank_weight_grad_norm_mean=0.0788 train_blank_bias_grad=0.4551 train_nonblank_bias_grad_mean=-0.0009 train_encoder_mean=-0.1091 train_encoder_std=2.1749 train_encoder_token_l2_norm=69.6436 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.61311e-06
2026-04-14 02:51:21,763 | INFO | rank=0 | train preview ref='Я потім дзвонила ще через пару днів, коли одійшла, щоб і ніхто номер не брав. Про зміну статусу з військової частини ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=441.0 avg_target_tokens=106.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:52:17,302 | INFO | rank=0 | epoch=1 step=27120/249868 global_step=6780 train_loss=5.3345 train_main_ctc_loss=5.3345 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=8.0031 max_feature_frames=881 train_avg_blank_prob=0.6386 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0269 train_target_tokens_per_frame=0.3333 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5828 train_avg_top_logit=7.5828 train_avg_top2_margin=3.2653 train_avg_blank_nonblank_margin=3.2653 train_avg_entropy=2.5034 train_blank_bias=0.0003 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=6.0035 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=-0.1000 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1002 train_encoder_std=1.9886 train_encoder_token_l2_norm=63.6972 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.61844e-06
2026-04-14 02:52:17,681 | INFO | rank=0 | train preview ref='Мам, такого поконая глибоко сподіваюся, що внаслідок багатьох переговорів і того, що ми показали, яким надійним партн...' hyp_greedy='' hyp_beam='.' avg_output_frames=441.0 avg_target_tokens=147.0 top_tokens=<blank>:1.000
2026-04-14 02:53:11,676 | INFO | rank=0 | batch_timing epoch=1 batch=27156/249868 global_step=6789 data_wait=0.0s step_compute=5.7s batch_size=1 effective_frames=880 max_feature_frames=880 target_tokens=100
2026-04-14 02:53:16,319 | INFO | rank=0 | epoch=1 step=27160/249868 global_step=6790 train_loss=5.3680 train_main_ctc_loss=5.3680 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=26.4606 max_feature_frames=880 train_avg_blank_prob=0.8259 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0098 train_target_tokens_per_frame=0.3045 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.6545 train_avg_top_logit=8.6545 train_avg_top2_margin=4.5636 train_avg_blank_nonblank_margin=4.5636 train_avg_entropy=1.3545 train_blank_bias=0.0003 train_blank_weight_norm=0.5876 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=22.5928 train_nonblank_weight_grad_norm_mean=0.0712 train_blank_bias_grad=0.3691 train_nonblank_bias_grad_mean=-0.0007 train_encoder_mean=-0.0966 train_encoder_std=2.0488 train_encoder_token_l2_norm=65.6147 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.62378e-06
2026-04-14 02:53:16,637 | INFO | rank=0 | train preview ref="Дзвоник ⁇ це зв'язок. Зв'язок між небом і землею, тому він, в принципі, повинен бути над нам, над головою. Микола Тим..." hyp_greedy='' hyp_beam='' avg_output_frames=440.0 avg_target_tokens=134.0 top_tokens=<blank>:1.000
2026-04-14 02:54:10,422 | INFO | rank=0 | epoch=1 step=27200/249868 global_step=6800 train_loss=5.5961 train_main_ctc_loss=5.5961 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=47.7839 max_feature_frames=879 train_avg_blank_prob=0.6245 train_argmax_blank_frac=0.9955 train_avg_top_nonblank_prob=0.0256 train_target_tokens_per_frame=0.1955 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5636 train_avg_top_logit=7.5636 train_avg_top2_margin=3.4182 train_avg_blank_nonblank_margin=3.4000 train_avg_entropy=2.5818 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5783 train_blank_weight_grad_norm=40.9570 train_nonblank_weight_grad_norm_mean=0.1068 train_blank_bias_grad=-0.6658 train_nonblank_bias_grad_mean=0.0013 train_encoder_mean=-0.1050 train_encoder_std=2.0479 train_encoder_token_l2_norm=65.5782 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.62912e-06
2026-04-14 02:54:10,753 | INFO | rank=0 | train preview ref='Цього свята, не лише те, що я відзнімав більшість тут мого, а й те, що відбувається у них там по їхнім болгарським се...' hyp_greedy='.' hyp_beam=', , ,,,..' avg_output_frames=440.0 avg_target_tokens=86.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 02:55:04,640 | INFO | rank=0 | epoch=1 step=27240/249868 global_step=6810 train_loss=5.3568 train_main_ctc_loss=5.3568 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=27.4872 max_feature_frames=879 train_avg_blank_prob=0.8200 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0140 train_target_tokens_per_frame=0.2977 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5455 train_avg_top_logit=8.5455 train_avg_top2_margin=4.4545 train_avg_blank_nonblank_margin=4.4364 train_avg_entropy=1.3818 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=23.5567 train_nonblank_weight_grad_norm_mean=0.0663 train_blank_bias_grad=0.4009 train_nonblank_bias_grad_mean=-0.0008 train_encoder_mean=-0.0942 train_encoder_std=1.9569 train_encoder_token_l2_norm=62.6507 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.63445e-06
2026-04-14 02:55:04,966 | INFO | rank=0 | train preview ref='Але що до сама як народжувалася перші роботи з бісеру, нині титулованої майстрині пригадала її молодша сестра Ганна. ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=440.0 avg_target_tokens=131.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:55:56,620 | INFO | rank=0 | epoch=1 step=27280/249868 global_step=6820 train_loss=6.1236 train_main_ctc_loss=6.1236 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=3.4723 max_feature_frames=878 train_avg_blank_prob=0.7257 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0186 train_target_tokens_per_frame=0.2551 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9089 train_avg_top_logit=7.9089 train_avg_top2_margin=3.8815 train_avg_blank_nonblank_margin=3.8815 train_avg_entropy=2.0137 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=0.8949 train_nonblank_weight_grad_norm_mean=0.0672 train_blank_bias_grad=0.0131 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0914 train_encoder_std=1.8764 train_encoder_token_l2_norm=60.0795 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.63979e-06
2026-04-14 02:55:56,973 | INFO | rank=0 | train preview ref='Вона склалась на території степу та лісостепу, зазвичай представлена могильниками та поселеннями. Бабинські поселення...' hyp_greedy='.' hyp_beam='.' avg_output_frames=439.0 avg_target_tokens=112.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:56:45,251 | INFO | rank=0 | epoch=1 step=27320/249868 global_step=6830 train_loss=5.6906 train_main_ctc_loss=5.6906 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=20.7798 max_feature_frames=877 train_avg_blank_prob=0.6794 train_argmax_blank_frac=0.9932 train_avg_top_nonblank_prob=0.0271 train_target_tokens_per_frame=0.1344 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9089 train_avg_top_logit=7.9089 train_avg_top2_margin=3.5718 train_avg_blank_nonblank_margin=3.5353 train_avg_entropy=2.2232 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=17.7304 train_nonblank_weight_grad_norm_mean=0.0759 train_blank_bias_grad=-0.2861 train_nonblank_bias_grad_mean=0.0006 train_encoder_mean=-0.1047 train_encoder_std=2.0899 train_encoder_token_l2_norm=66.8383 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.64512e-06
2026-04-14 02:56:45,599 | INFO | rank=0 | train preview ref='І вчора відбулася взагалі штурмова операція, яку я не бачив за майже місяців війни. Вчора одночасно ми підрахували десь.' hyp_greedy='.' hyp_beam='..' avg_output_frames=439.0 avg_target_tokens=59.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 02:57:35,475 | INFO | rank=0 | epoch=1 step=27360/249868 global_step=6840 train_loss=5.3954 train_main_ctc_loss=5.3954 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=17.4945 max_feature_frames=877 train_avg_blank_prob=0.7612 train_argmax_blank_frac=0.9954 train_avg_top_nonblank_prob=0.0188 train_target_tokens_per_frame=0.3326 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3098 train_avg_top_logit=8.3098 train_avg_top2_margin=4.0091 train_avg_blank_nonblank_margin=3.9909 train_avg_entropy=1.7403 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=14.9892 train_nonblank_weight_grad_norm_mean=0.0582 train_blank_bias_grad=0.2417 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.1026 train_encoder_std=2.0838 train_encoder_token_l2_norm=66.7296 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.65046e-06
2026-04-14 02:57:35,821 | INFO | rank=0 | train preview ref='Як зазначив Микола Ваврищук, початкову школу, яка вже майже готова, будували за гроші міста та області, для нового лі...' hyp_greedy='.' hyp_beam='.' avg_output_frames=439.0 avg_target_tokens=146.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 02:58:31,714 | INFO | rank=0 | epoch=1 step=27400/249868 global_step=6850 train_loss=5.2629 train_main_ctc_loss=5.2629 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=10.8819 max_feature_frames=876 train_avg_blank_prob=0.7643 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.2763 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2922 train_avg_top_logit=8.2922 train_avg_top2_margin=3.9817 train_avg_blank_nonblank_margin=3.9817 train_avg_entropy=1.7352 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=9.0856 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=0.1477 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1023 train_encoder_std=2.0489 train_encoder_token_l2_norm=65.5983 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.6558e-06
2026-04-14 02:58:32,094 | INFO | rank=0 | train preview ref='І тому не випадково, і у протестантів теж є свої правила, вимоги, дисципліна. А інакше бути просто не може. Але скажі...' hyp_greedy='.' hyp_beam='.' avg_output_frames=438.0 avg_target_tokens=121.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 02:59:33,594 | INFO | rank=0 | epoch=1 step=27440/249868 global_step=6860 train_loss=5.8582 train_main_ctc_loss=5.8582 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=66.0870 max_feature_frames=875 train_avg_blank_prob=0.6578 train_argmax_blank_frac=0.9863 train_avg_top_nonblank_prob=0.0352 train_target_tokens_per_frame=0.2123 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7808 train_avg_top_logit=7.7808 train_avg_top2_margin=3.4338 train_avg_blank_nonblank_margin=3.3973 train_avg_entropy=2.3288 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=57.0466 train_nonblank_weight_grad_norm_mean=0.1395 train_blank_bias_grad=-0.9319 train_nonblank_bias_grad_mean=0.0018 train_encoder_mean=-0.1054 train_encoder_std=2.0527 train_encoder_token_l2_norm=65.6758 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.66113e-06
2026-04-14 02:59:33,936 | INFO | rank=0 | train preview ref='Якщо парі виходити зі стіни, то вибачайте, але вам треба робити більшу товщину, щоб стіна була більш суха. Тобто, щоб...' hyp_greedy='..' hyp_beam='.....' avg_output_frames=438.0 avg_target_tokens=93.0 top_tokens=<blank>:0.986, .:0.014
2026-04-14 03:00:28,591 | INFO | rank=0 | epoch=1 step=27480/249868 global_step=6870 train_loss=5.4522 train_main_ctc_loss=5.4522 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=25.7985 max_feature_frames=875 train_avg_blank_prob=0.7946 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0154 train_target_tokens_per_frame=0.3813 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4384 train_avg_top_logit=8.4384 train_avg_top2_margin=4.2192 train_avg_blank_nonblank_margin=4.2192 train_avg_entropy=1.5525 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=22.2961 train_nonblank_weight_grad_norm_mean=0.0624 train_blank_bias_grad=0.3711 train_nonblank_bias_grad_mean=-0.0007 train_encoder_mean=-0.1020 train_encoder_std=2.0260 train_encoder_token_l2_norm=64.8690 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.66647e-06
2026-04-14 03:00:28,938 | INFO | rank=0 | train preview ref='Разом з комунікаційними групами представники товариства Червоного Христа відвідали і прихистки на території Сміли та ...' hyp_greedy='' hyp_beam='.' avg_output_frames=438.0 avg_target_tokens=167.0 top_tokens=<blank>:1.000
2026-04-14 03:01:24,127 | INFO | rank=0 | epoch=1 step=27520/249868 global_step=6880 train_loss=5.1976 train_main_ctc_loss=5.1976 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=9.7908 max_feature_frames=874 train_avg_blank_prob=0.7041 train_argmax_blank_frac=0.9954 train_avg_top_nonblank_prob=0.0228 train_target_tokens_per_frame=0.2723 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9085 train_avg_top_logit=7.9451 train_avg_top2_margin=3.7162 train_avg_blank_nonblank_margin=3.6979 train_avg_entropy=2.1144 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=8.1232 train_nonblank_weight_grad_norm_mean=0.0617 train_blank_bias_grad=-0.1381 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0997 train_encoder_std=1.9821 train_encoder_token_l2_norm=63.3889 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.67181e-06
2026-04-14 03:01:24,496 | INFO | rank=0 | train preview ref='Все гаразд стоїть, тримаються, але офіційно влада повідомляє про те, що наступають уже з трьох сторін, що це означає?...' hyp_greedy='.' hyp_beam='.' avg_output_frames=437.0 avg_target_tokens=119.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 03:02:18,882 | INFO | rank=0 | epoch=1 step=27560/249868 global_step=6890 train_loss=5.1988 train_main_ctc_loss=5.1988 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.17 grad_norm=6.4612 max_feature_frames=874 train_avg_blank_prob=0.6854 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0268 train_target_tokens_per_frame=0.3776 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8352 train_avg_top_logit=7.8352 train_avg_top2_margin=3.5515 train_avg_blank_nonblank_margin=3.5515 train_avg_entropy=2.2151 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=5.3635 train_nonblank_weight_grad_norm_mean=0.0486 train_blank_bias_grad=0.0906 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1009 train_encoder_std=1.9909 train_encoder_token_l2_norm=63.7241 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.67714e-06
2026-04-14 03:02:19,220 | INFO | rank=0 | train preview ref='Коли вона тікає від свого супроводжуючого, ймовірно це рушника, вона забігає на бульвар, де чоловіки грають шахи. Це ...' hyp_greedy='' hyp_beam='...' avg_output_frames=437.0 avg_target_tokens=165.0 top_tokens=<blank>:1.000
2026-04-14 03:03:03,698 | INFO | rank=0 | epoch=1 step=27600/249868 global_step=6900 train_loss=5.2271 train_main_ctc_loss=5.2271 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=16.7624 max_feature_frames=873 train_avg_blank_prob=0.7995 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0170 train_target_tokens_per_frame=0.2632 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5309 train_avg_top_logit=8.5309 train_avg_top2_margin=4.1373 train_avg_blank_nonblank_margin=4.1373 train_avg_entropy=1.5103 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=14.3421 train_nonblank_weight_grad_norm_mean=0.0633 train_blank_bias_grad=0.2366 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.1028 train_encoder_std=2.0616 train_encoder_token_l2_norm=65.8711 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.68248e-06
2026-04-14 03:03:04,048 | INFO | rank=0 | train preview ref='До цього немає. І ось гривень, у нас років незалежності. Особливість саме цієї банкноти, що вона у нас пішла по банкі...' hyp_greedy='.' hyp_beam='.' avg_output_frames=437.0 avg_target_tokens=115.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:03:59,862 | INFO | rank=0 | epoch=1 step=27640/249868 global_step=6910 train_loss=5.2206 train_main_ctc_loss=5.2206 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=13.8786 max_feature_frames=873 train_avg_blank_prob=0.6358 train_argmax_blank_frac=0.9886 train_avg_top_nonblank_prob=0.0317 train_target_tokens_per_frame=0.3959 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6522 train_avg_top_logit=7.6522 train_avg_top2_margin=3.4050 train_avg_blank_nonblank_margin=3.3867 train_avg_entropy=2.4714 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=11.3403 train_nonblank_weight_grad_norm_mean=0.0650 train_blank_bias_grad=-0.1729 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1048 train_encoder_std=2.0239 train_encoder_token_l2_norm=64.6499 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.68781e-06
2026-04-14 03:04:00,218 | INFO | rank=0 | train preview ref="Євген розповідає, коли в дві тисячі п'ятнадцятому році почалися перемовини в мінську, на фронт стали приїжджати генер..." hyp_greedy='..' hyp_beam='....' avg_output_frames=437.0 avg_target_tokens=173.0 top_tokens=<blank>:0.989, .:0.011
2026-04-14 03:04:50,219 | INFO | rank=0 | epoch=1 step=27680/249868 global_step=6920 train_loss=5.2163 train_main_ctc_loss=5.2163 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=22.8898 max_feature_frames=872 train_avg_blank_prob=0.7725 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.3234 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3303 train_avg_top_logit=8.3303 train_avg_top2_margin=4.0183 train_avg_blank_nonblank_margin=4.0183 train_avg_entropy=1.6789 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=19.5238 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=0.3245 train_nonblank_bias_grad_mean=-0.0006 train_encoder_mean=-0.1024 train_encoder_std=2.0448 train_encoder_token_l2_norm=65.3170 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.69315e-06
2026-04-14 03:04:50,556 | INFO | rank=0 | train preview ref='Так, пане Володимире, дійсно, ми розуміємо, що досить сильно зникровлені вагнерівці їхні підрозділи. Але разом з тим ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=436.0 avg_target_tokens=141.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:05:40,628 | INFO | rank=0 | epoch=1 step=27720/249868 global_step=6930 train_loss=5.1524 train_main_ctc_loss=5.1524 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=3.5817 max_feature_frames=871 train_avg_blank_prob=0.7338 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0254 train_target_tokens_per_frame=0.2821 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1835 train_avg_top_logit=8.1835 train_avg_top2_margin=3.7431 train_avg_blank_nonblank_margin=3.7431 train_avg_entropy=1.8991 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=1.6735 train_nonblank_weight_grad_norm_mean=0.0584 train_blank_bias_grad=-0.0299 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0973 train_encoder_std=2.0745 train_encoder_token_l2_norm=66.1088 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.69849e-06
2026-04-14 03:05:40,951 | INFO | rank=0 | train preview ref='Війська до лінії зіткнення мирний процес під загрозою. Ми бачимо нині значне зростання напруги в регіоні. Якщо ця тен...' hyp_greedy='.' hyp_beam='.... .' avg_output_frames=436.0 avg_target_tokens=123.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:06:34,101 | INFO | rank=0 | epoch=1 step=27760/249868 global_step=6940 train_loss=5.1741 train_main_ctc_loss=5.1741 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=6.0655 max_feature_frames=870 train_avg_blank_prob=0.6928 train_argmax_blank_frac=0.9954 train_avg_top_nonblank_prob=0.0248 train_target_tokens_per_frame=0.2184 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8713 train_avg_top_logit=7.8713 train_avg_top2_margin=3.6414 train_avg_blank_nonblank_margin=3.6230 train_avg_entropy=2.1701 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=4.7844 train_nonblank_weight_grad_norm_mean=0.0562 train_blank_bias_grad=-0.0820 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0991 train_encoder_std=1.9804 train_encoder_token_l2_norm=63.3084 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.70382e-06
2026-04-14 03:06:34,464 | INFO | rank=0 | train preview ref='Сам Господа прохою душею всіх репресованих ходом заморних, усіх войні захисників наші батьківщини, осіх мирних мешкан...' hyp_greedy='.' hyp_beam='.' avg_output_frames=435.0 avg_target_tokens=95.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 03:07:29,597 | INFO | rank=0 | epoch=1 step=27800/249868 global_step=6950 train_loss=5.3182 train_main_ctc_loss=5.3182 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=8.1131 max_feature_frames=870 train_avg_blank_prob=0.7042 train_argmax_blank_frac=0.9931 train_avg_top_nonblank_prob=0.0260 train_target_tokens_per_frame=0.3425 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9816 train_avg_top_logit=7.9816 train_avg_top2_margin=3.7333 train_avg_blank_nonblank_margin=3.6966 train_avg_entropy=2.0874 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=6.6356 train_nonblank_weight_grad_norm_mean=0.0566 train_blank_bias_grad=0.1119 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1037 train_encoder_std=2.0274 train_encoder_token_l2_norm=64.6959 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.70916e-06
2026-04-14 03:07:29,930 | INFO | rank=0 | train preview ref='Окупанти захопили будівлю римо-католицького храму у Бердянську, повідомила Суспільному телефоном голова Бердянської м...' hyp_greedy='.' hyp_beam='..' avg_output_frames=435.0 avg_target_tokens=149.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 03:08:20,489 | INFO | rank=0 | epoch=1 step=27840/249868 global_step=6960 train_loss=5.0559 train_main_ctc_loss=5.0559 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=9.9633 max_feature_frames=869 train_avg_blank_prob=0.7347 train_argmax_blank_frac=0.9954 train_avg_top_nonblank_prob=0.0227 train_target_tokens_per_frame=0.2621 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1655 train_avg_top_logit=8.1655 train_avg_top2_margin=3.7701 train_avg_blank_nonblank_margin=3.7517 train_avg_entropy=1.9034 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=8.1745 train_nonblank_weight_grad_norm_mean=0.0652 train_blank_bias_grad=-0.1404 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1013 train_encoder_std=2.0641 train_encoder_token_l2_norm=65.9341 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.71449e-06
2026-04-14 03:08:20,841 | INFO | rank=0 | train preview ref='Меланома шкіри є надзвичайно небезпечною пухлиною, яка дає швидкий ріст і прогресування. Тому вчасне звернення до лік...' hyp_greedy='..' hyp_beam='.' avg_output_frames=435.0 avg_target_tokens=114.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 03:09:15,777 | INFO | rank=0 | epoch=1 step=27880/249868 global_step=6970 train_loss=5.3127 train_main_ctc_loss=5.3127 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=3.7817 max_feature_frames=869 train_avg_blank_prob=0.6849 train_argmax_blank_frac=0.9931 train_avg_top_nonblank_prob=0.0259 train_target_tokens_per_frame=0.3471 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8713 train_avg_top_logit=7.8713 train_avg_top2_margin=3.6046 train_avg_blank_nonblank_margin=3.5862 train_avg_entropy=2.2069 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=2.5058 train_nonblank_weight_grad_norm_mean=0.0549 train_blank_bias_grad=0.0420 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1003 train_encoder_std=2.0003 train_encoder_token_l2_norm=63.9441 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.71983e-06
2026-04-14 03:09:16,093 | INFO | rank=0 | train preview ref="Хмельницький краєзнавець Валерій Напиткін зібрав старовинні фотографії пам'яток Славути та колишнього району, видав і..." hyp_greedy='..' hyp_beam='..' avg_output_frames=435.0 avg_target_tokens=151.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 03:09:37,819 | INFO | rank=0 | epoch=1 waiting for training batch 27895/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 03:10:13,373 | INFO | rank=0 | epoch=1 step=27920/249868 global_step=6980 train_loss=5.2359 train_main_ctc_loss=5.2359 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=4.9848 max_feature_frames=868 train_avg_blank_prob=0.6777 train_argmax_blank_frac=0.9908 train_avg_top_nonblank_prob=0.0255 train_target_tokens_per_frame=0.3618 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8525 train_avg_top_logit=7.8525 train_avg_top2_margin=3.6498 train_avg_blank_nonblank_margin=3.6498 train_avg_entropy=2.2488 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=3.7250 train_nonblank_weight_grad_norm_mean=0.0557 train_blank_bias_grad=0.0617 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0994 train_encoder_std=2.0040 train_encoder_token_l2_norm=63.9853 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.72517e-06
2026-04-14 03:10:13,732 | INFO | rank=0 | train preview ref='Якісна, гарненька, ладка. Поки працівники підприємства асфальтують пошкоджені дороги в центральному та Інгульському р...' hyp_greedy='..' hyp_beam='.' avg_output_frames=434.0 avg_target_tokens=157.0 top_tokens=<blank>:0.991, .:0.009
2026-04-14 03:11:09,108 | INFO | rank=0 | epoch=1 step=27960/249868 global_step=6990 train_loss=5.2253 train_main_ctc_loss=5.2253 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=3.5752 max_feature_frames=868 train_avg_blank_prob=0.6639 train_argmax_blank_frac=0.9931 train_avg_top_nonblank_prob=0.0282 train_target_tokens_per_frame=0.2903 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7788 train_avg_top_logit=7.7788 train_avg_top2_margin=3.5945 train_avg_blank_nonblank_margin=3.5945 train_avg_entropy=2.3226 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=2.0267 train_nonblank_weight_grad_norm_mean=0.0569 train_blank_bias_grad=-0.0340 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0992 train_encoder_std=2.0198 train_encoder_token_l2_norm=64.3296 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.7305e-06
2026-04-14 03:11:09,466 | INFO | rank=0 | train preview ref="А тепер поговоримо про здоров'я. Чи знаєте ви, що на ранніх стадіях герві не можна робити інгаляції, адже замість пол..." hyp_greedy='..' hyp_beam=',.. .' avg_output_frames=434.0 avg_target_tokens=126.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 03:12:02,143 | INFO | rank=0 | epoch=1 step=28000/249868 global_step=7000 train_loss=5.2490 train_main_ctc_loss=5.2490 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.16 grad_norm=11.5817 max_feature_frames=866 train_avg_blank_prob=0.8962 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0097 train_target_tokens_per_frame=0.1663 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.1247 train_avg_top_logit=10.1247 train_avg_top2_margin=4.9515 train_avg_blank_nonblank_margin=4.9515 train_avg_entropy=0.8083 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=9.6279 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=0.1433 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1026 train_encoder_std=2.6546 train_encoder_token_l2_norm=83.8326 cpu_rss=25.1GiB cpu_peak_rss=26.0GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.73584e-06
2026-04-14 03:12:02,497 | INFO | rank=0 | train preview ref='А вас, щірліць? Прошу залишитись. Так, Костя, затримайтесь. У вас на все є власна думка, так? Точно. Якщо будемо, що ...' hyp_greedy='' hyp_beam='' avg_output_frames=433.0 avg_target_tokens=72.0 top_tokens=<blank>:1.000
2026-04-14 03:12:02,534 | INFO | rank=0 | epoch 1 step=28000/249868 global_step=7000 reached validation interval; starting validation
2026-04-14 03:18:05,228 | INFO | rank=0 | epoch_0001_step_00007000 complete train_loss=7.2582 val_loss=16.2089 val_main_ctc_loss=16.2089 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=1.0073 val_wer=1.2998 val_avg_blank_prob=0.4549 val_argmax_blank_frac=0.7446 val_avg_top_nonblank_prob=0.0638 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.3708 val_avg_hyp_chars=14.52 val_avg_hyp_words=4.61 val_model_source=raw best_val_wer=1.2998 timing_forward=337.33s timing_teacher=0.00s timing_decode=1.01s timing_gather=0.02s timing_checkpoint_export=173.94s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00007000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 03:18:05,229 | INFO | rank=0 | epoch_0001_step_00007000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=22.57s best_export=22.75s topk_update=66.85s topk_average=61.76s
2026-04-14 03:18:05,229 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 03:18:05,229 | INFO | rank=0 | validation preview hardest_ref='Не хотілося нічого.' hardest_hyp='ісгус іс іс іс іс і'
2026-04-14 03:41:13,589 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/de40d5908a3672818084fc2f72cd8a4b88c187fb elapsed=23m 8.3s
2026-04-14 03:41:53,872 | INFO | rank=0 | epoch=1 step=28040/249868 global_step=7010 train_loss=5.1824 train_main_ctc_loss=5.1824 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=3.2643 max_feature_frames=866 train_avg_blank_prob=0.6745 train_argmax_blank_frac=0.9861 train_avg_top_nonblank_prob=0.0320 train_target_tokens_per_frame=0.3141 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9076 train_avg_top_logit=7.9446 train_avg_top2_margin=3.5289 train_avg_blank_nonblank_margin=3.5104 train_avg_entropy=2.2263 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5784 train_blank_weight_grad_norm=1.8775 train_nonblank_weight_grad_norm_mean=0.0554 train_blank_bias_grad=0.0314 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1005 train_encoder_std=2.0671 train_encoder_token_l2_norm=65.5293 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.74118e-06
2026-04-14 03:41:54,201 | INFO | rank=0 | train preview ref='Аронтиквуєрімолфя. Не думаю, що ми отримуємо всі факти. Нам треба знати наскільки вони збільшили тестування і як це в...' hyp_greedy='....' hyp_beam='.. ..' avg_output_frames=433.0 avg_target_tokens=136.0 top_tokens=<blank>:0.986, .:0.014
2026-04-14 03:42:34,846 | INFO | rank=0 | epoch=1 step=28080/249868 global_step=7020 train_loss=5.1448 train_main_ctc_loss=5.1448 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=15.7800 max_feature_frames=865 train_avg_blank_prob=0.7579 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0196 train_target_tokens_per_frame=0.2818 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3141 train_avg_top_logit=8.3141 train_avg_top2_margin=3.9723 train_avg_blank_nonblank_margin=3.9723 train_avg_entropy=1.7644 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=13.3918 train_nonblank_weight_grad_norm_mean=0.0638 train_blank_bias_grad=0.2209 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1007 train_encoder_std=2.0840 train_encoder_token_l2_norm=66.3785 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.74651e-06
2026-04-14 03:42:35,162 | INFO | rank=0 | train preview ref='Ви ніколи ніхто не почує від Росії, коли вона погрожує ядерною зброєю, що вона фактично хоче досягти в Україні, погре...' hyp_greedy='' hyp_beam='.' avg_output_frames=433.0 avg_target_tokens=122.0 top_tokens=<blank>:1.000
2026-04-14 03:43:27,914 | INFO | rank=0 | epoch=1 step=28120/249868 global_step=7030 train_loss=5.4307 train_main_ctc_loss=5.4307 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=41.3930 max_feature_frames=865 train_avg_blank_prob=0.6303 train_argmax_blank_frac=0.9931 train_avg_top_nonblank_prob=0.0289 train_target_tokens_per_frame=0.3118 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.6490 train_avg_top_logit=7.6490 train_avg_top2_margin=3.4180 train_avg_blank_nonblank_margin=3.3995 train_avg_entropy=2.5127 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=35.1101 train_nonblank_weight_grad_norm_mean=0.0931 train_blank_bias_grad=-0.6090 train_nonblank_bias_grad_mean=0.0012 train_encoder_mean=-0.0992 train_encoder_std=2.0338 train_encoder_token_l2_norm=64.8272 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.75185e-06
2026-04-14 03:43:28,258 | INFO | rank=0 | train preview ref='Цифрові технології допомагають Україні втілювати в життя речі, про які десять років тому можна було тільки мріяти. За...' hyp_greedy='...' hyp_beam='. .  .' avg_output_frames=433.0 avg_target_tokens=135.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 03:44:22,432 | INFO | rank=0 | epoch=1 step=28160/249868 global_step=7040 train_loss=5.2231 train_main_ctc_loss=5.2231 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=16.8834 max_feature_frames=864 train_avg_blank_prob=0.7483 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0195 train_target_tokens_per_frame=0.3148 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3333 train_avg_top_logit=8.3333 train_avg_top2_margin=3.9444 train_avg_blank_nonblank_margin=3.9444 train_avg_entropy=1.8148 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=14.3258 train_nonblank_weight_grad_norm_mean=0.0625 train_blank_bias_grad=0.2275 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1066 train_encoder_std=2.1406 train_encoder_token_l2_norm=68.3797 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.75718e-06
2026-04-14 03:44:22,786 | INFO | rank=0 | train preview ref='Не встиг проїхати до перекриття та розгорнутися через габарити вантажівки немає змоги, водій Камазу Микола Федоров. Ч...' hyp_greedy='' hyp_beam='.' avg_output_frames=432.0 avg_target_tokens=136.0 top_tokens=<blank>:1.000
2026-04-14 03:45:19,759 | INFO | rank=0 | epoch=1 step=28200/249868 global_step=7050 train_loss=5.2484 train_main_ctc_loss=5.2484 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=6.1402 max_feature_frames=863 train_avg_blank_prob=0.7161 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0221 train_target_tokens_per_frame=0.2731 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1111 train_avg_top_logit=8.1111 train_avg_top2_margin=3.7407 train_avg_blank_nonblank_margin=3.7222 train_avg_entropy=2.0093 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=4.2643 train_nonblank_weight_grad_norm_mean=0.0623 train_blank_bias_grad=0.0689 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1067 train_encoder_std=2.1109 train_encoder_token_l2_norm=67.4527 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.76252e-06
2026-04-14 03:45:20,120 | INFO | rank=0 | train preview ref='Пора по решти лінії Бахмутського напрямку ситуація стабільна. Тримаємо оборону навпаки дуже такими вибуховими ударним...' hyp_greedy='.' hyp_beam='.' avg_output_frames=432.0 avg_target_tokens=118.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:46:08,067 | INFO | rank=0 | epoch=1 step=28240/249868 global_step=7060 train_loss=5.3137 train_main_ctc_loss=5.3137 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=3.5886 max_feature_frames=863 train_avg_blank_prob=0.6975 train_argmax_blank_frac=0.9954 train_avg_top_nonblank_prob=0.0261 train_target_tokens_per_frame=0.2181 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9814 train_avg_top_logit=7.9814 train_avg_top2_margin=3.5824 train_avg_blank_nonblank_margin=3.5824 train_avg_entropy=2.1160 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=2.1690 train_nonblank_weight_grad_norm_mean=0.0547 train_blank_bias_grad=-0.0377 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1009 train_encoder_std=2.0547 train_encoder_token_l2_norm=65.5139 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.76786e-06
2026-04-14 03:46:08,409 | INFO | rank=0 | train preview ref='Є місць розміщення безкоштовного. Багато людей зараз виїжджають в нас на Западну Україну. Останню людину основу Павлі...' hyp_greedy='.' hyp_beam='.' avg_output_frames=431.0 avg_target_tokens=94.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 03:46:57,675 | INFO | rank=0 | epoch=1 step=28280/249868 global_step=7070 train_loss=5.1323 train_main_ctc_loss=5.1323 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=6.7726 max_feature_frames=862 train_avg_blank_prob=0.6629 train_argmax_blank_frac=0.9954 train_avg_top_nonblank_prob=0.0286 train_target_tokens_per_frame=0.3295 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7958 train_avg_top_logit=7.7958 train_avg_top2_margin=3.4524 train_avg_blank_nonblank_margin=3.4339 train_avg_entropy=2.3295 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=5.0466 train_nonblank_weight_grad_norm_mean=0.0673 train_blank_bias_grad=0.0854 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1011 train_encoder_std=2.0178 train_encoder_token_l2_norm=64.4296 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.77319e-06
2026-04-14 03:46:58,028 | INFO | rank=0 | train preview ref='Оце пафас фейс. Ну, типу, чого він? Ну просто подивіться на ці пози, на ці вирази обличчя. Ви що, єба? На Вог фоткаєт...' hyp_greedy='..' hyp_beam='..' avg_output_frames=431.0 avg_target_tokens=142.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 03:47:44,420 | INFO | rank=0 | batch_timing epoch=1 batch=28308/249868 global_step=7077 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=862 max_feature_frames=862 target_tokens=148
2026-04-14 03:47:58,180 | INFO | rank=0 | epoch=1 step=28320/249868 global_step=7080 train_loss=5.1968 train_main_ctc_loss=5.1968 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=11.9675 max_feature_frames=861 train_avg_blank_prob=0.6690 train_argmax_blank_frac=0.9884 train_avg_top_nonblank_prob=0.0341 train_target_tokens_per_frame=0.2831 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8329 train_avg_top_logit=7.8329 train_avg_top2_margin=3.4710 train_avg_blank_nonblank_margin=3.4524 train_avg_entropy=2.2552 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=10.0037 train_nonblank_weight_grad_norm_mean=0.0671 train_blank_bias_grad=-0.1728 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0958 train_encoder_std=2.0220 train_encoder_token_l2_norm=64.2326 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.77853e-06
2026-04-14 03:47:58,501 | INFO | rank=0 | train preview ref='Конструкцію як бочка, цей маскувальний елемент розміром заввишки два з половиною метри. Розрахований на ємність діаме...' hyp_greedy='....' hyp_beam='....' avg_output_frames=431.0 avg_target_tokens=122.0 top_tokens=<blank>:0.988, .:0.012
2026-04-14 03:48:55,697 | INFO | rank=0 | epoch=1 step=28360/249868 global_step=7090 train_loss=5.2887 train_main_ctc_loss=5.2887 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=8.3129 max_feature_frames=860 train_avg_blank_prob=0.8502 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0126 train_target_tokens_per_frame=0.1651 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.7488 train_avg_top_logit=9.7488 train_avg_top2_margin=4.7256 train_avg_blank_nonblank_margin=4.7256 train_avg_entropy=1.1070 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=6.6070 train_nonblank_weight_grad_norm_mean=0.0709 train_blank_bias_grad=-0.1064 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0958 train_encoder_std=2.4433 train_encoder_token_l2_norm=76.5506 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.78386e-06
2026-04-14 03:48:56,028 | INFO | rank=0 | train preview ref='Це підкосило і мене, і весь підрозділ. А другий момент- це в нас відбувався бій, йшов штурм, і повідомляють, що одног...' hyp_greedy='' hyp_beam='' avg_output_frames=430.0 avg_target_tokens=71.0 top_tokens=<blank>:1.000
2026-04-14 03:49:53,631 | INFO | rank=0 | epoch=1 step=28400/249868 global_step=7100 train_loss=5.1931 train_main_ctc_loss=5.1931 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=3.9064 max_feature_frames=860 train_avg_blank_prob=0.7157 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0250 train_target_tokens_per_frame=0.2814 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0744 train_avg_top_logit=8.0744 train_avg_top2_margin=3.6837 train_avg_blank_nonblank_margin=3.6651 train_avg_entropy=2.0093 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=2.6775 train_nonblank_weight_grad_norm_mean=0.0555 train_blank_bias_grad=0.0447 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1013 train_encoder_std=2.0632 train_encoder_token_l2_norm=65.7341 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.7892e-06
2026-04-14 03:49:53,998 | INFO | rank=0 | train preview ref='Там і збирав людей, що він не знав, і при привіз до мене до хату нас до хати. Що я ще навіть не було на не задумка, н...' hyp_greedy='.' hyp_beam=',   ,.' avg_output_frames=430.0 avg_target_tokens=121.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:50:51,463 | INFO | rank=0 | epoch=1 step=28440/249868 global_step=7110 train_loss=5.1322 train_main_ctc_loss=5.1322 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.15 grad_norm=3.3876 max_feature_frames=859 train_avg_blank_prob=0.7194 train_argmax_blank_frac=0.9930 train_avg_top_nonblank_prob=0.0273 train_target_tokens_per_frame=0.2814 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1860 train_avg_top_logit=8.1860 train_avg_top2_margin=3.7395 train_avg_blank_nonblank_margin=3.7395 train_avg_entropy=1.9535 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=0.6512 train_nonblank_weight_grad_norm_mean=0.0677 train_blank_bias_grad=-0.0091 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0957 train_encoder_std=2.1156 train_encoder_token_l2_norm=67.1236 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.79454e-06
2026-04-14 03:50:51,816 | INFO | rank=0 | train preview ref='Але дійсно те, що почалося в лютому минулого року, це був такий перехід на зовсім інший рівень. Це дійсно повномасшта...' hyp_greedy='..' hyp_beam='.  .' avg_output_frames=430.0 avg_target_tokens=121.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 03:51:41,855 | INFO | rank=0 | epoch=1 waiting for training batch 28474/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 03:51:52,280 | INFO | rank=0 | epoch=1 step=28480/249868 global_step=7120 train_loss=5.2777 train_main_ctc_loss=5.2777 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=8.9481 max_feature_frames=858 train_avg_blank_prob=0.6763 train_argmax_blank_frac=0.9953 train_avg_top_nonblank_prob=0.0292 train_target_tokens_per_frame=0.2238 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9441 train_avg_top_logit=7.9814 train_avg_top2_margin=3.4685 train_avg_blank_nonblank_margin=3.4685 train_avg_entropy=2.2191 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=6.7250 train_nonblank_weight_grad_norm_mean=0.0687 train_blank_bias_grad=-0.1246 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0980 train_encoder_std=2.0923 train_encoder_token_l2_norm=66.5266 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.79987e-06
2026-04-14 03:51:52,596 | INFO | rank=0 | train preview ref='І що він зможе повернутися до роботи в проектному режимі от привикненні якихось ситуацій, як сьогодні ми бачимо у дві...' hyp_greedy='.' hyp_beam='.' avg_output_frames=429.0 avg_target_tokens=96.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 03:52:05,421 | INFO | rank=0 | epoch=1 waiting for training batch 28488/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 03:52:08,867 | INFO | rank=0 | batch_timing epoch=1 batch=28488/249868 global_step=7122 data_wait=7.2s step_compute=1.2s batch_size=1 effective_frames=858 max_feature_frames=858 target_tokens=97
2026-04-14 03:52:27,358 | INFO | rank=0 | epoch=1 waiting for training batch 28503/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 03:52:49,475 | INFO | rank=0 | epoch=1 step=28520/249868 global_step=7130 train_loss=5.1651 train_main_ctc_loss=5.1651 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=8.7827 max_feature_frames=858 train_avg_blank_prob=0.7178 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0261 train_target_tokens_per_frame=0.2960 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1678 train_avg_top_logit=8.1678 train_avg_top2_margin=3.7110 train_avg_blank_nonblank_margin=3.7110 train_avg_entropy=1.9767 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=7.0873 train_nonblank_weight_grad_norm_mean=0.0589 train_blank_bias_grad=0.1210 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1001 train_encoder_std=2.1200 train_encoder_token_l2_norm=67.0940 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.80521e-06
2026-04-14 03:52:49,825 | INFO | rank=0 | train preview ref="Я згадую лютий. Це був лютий дві тисячі п'ятнадцятого року, коли ми з вами познайомилися з розташування вашого баталь..." hyp_greedy='.' hyp_beam='...' avg_output_frames=429.0 avg_target_tokens=127.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:53:44,056 | INFO | rank=0 | epoch=1 step=28560/249868 global_step=7140 train_loss=5.0376 train_main_ctc_loss=5.0376 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=16.1091 max_feature_frames=857 train_avg_blank_prob=0.8482 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0184 train_target_tokens_per_frame=0.1655 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.3613 train_avg_top_logit=9.3613 train_avg_top2_margin=4.2890 train_avg_blank_nonblank_margin=4.2890 train_avg_entropy=1.1096 train_blank_bias=0.0003 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=13.5372 train_nonblank_weight_grad_norm_mean=0.0669 train_blank_bias_grad=-0.2353 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.1036 train_encoder_std=2.3525 train_encoder_token_l2_norm=74.8918 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.81055e-06
2026-04-14 03:53:44,428 | INFO | rank=0 | train preview ref='Пока Ивангайц Пока Подпишись на канал Ставь палец вверх, ставь лой, если ты не ловишь. Всем пока, до новых встреч.' hyp_greedy='.' hyp_beam='.' avg_output_frames=429.0 avg_target_tokens=71.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:54:40,373 | INFO | rank=0 | epoch=1 step=28600/249868 global_step=7150 train_loss=5.4160 train_main_ctc_loss=5.4160 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=5.3327 max_feature_frames=856 train_avg_blank_prob=0.6925 train_argmax_blank_frac=0.9907 train_avg_top_nonblank_prob=0.0370 train_target_tokens_per_frame=0.1869 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0748 train_avg_top_logit=8.1121 train_avg_top2_margin=3.4393 train_avg_blank_nonblank_margin=3.4206 train_avg_entropy=2.0748 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=3.1248 train_nonblank_weight_grad_norm_mean=0.0681 train_blank_bias_grad=-0.0577 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1008 train_encoder_std=2.1250 train_encoder_token_l2_norm=67.0964 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.81588e-06
2026-04-14 03:54:40,689 | INFO | rank=0 | train preview ref='Робимо тісто, стараємося скоріше, щоб це це зробити, щоб і дома щось спіли зробити. Так як погода зараз дозволяє, дощ...' hyp_greedy='..' hyp_beam='.,..,..' avg_output_frames=428.0 avg_target_tokens=80.0 top_tokens=<blank>:0.991, .:0.009
2026-04-14 03:55:31,767 | INFO | rank=0 | epoch=1 waiting for training batch 28638/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 03:55:38,688 | INFO | rank=0 | epoch=1 step=28640/249868 global_step=7160 train_loss=5.1730 train_main_ctc_loss=5.1730 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=15.2413 max_feature_frames=856 train_avg_blank_prob=0.7427 train_argmax_blank_frac=0.9930 train_avg_top_nonblank_prob=0.0252 train_target_tokens_per_frame=0.3318 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3738 train_avg_top_logit=8.3738 train_avg_top2_margin=3.8505 train_avg_blank_nonblank_margin=3.8505 train_avg_entropy=1.8131 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=12.8615 train_nonblank_weight_grad_norm_mean=0.0579 train_blank_bias_grad=0.2151 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0986 train_encoder_std=2.1771 train_encoder_token_l2_norm=69.0095 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.82122e-06
2026-04-14 03:55:39,000 | INFO | rank=0 | train preview ref='Або банках прийнятним курс можна зустріти в аеропортах. Не варто відразу міняти всю суму. Для початку можна конвертан...' hyp_greedy='...' hyp_beam='. ..' avg_output_frames=428.0 avg_target_tokens=142.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 03:56:25,682 | INFO | rank=0 | epoch=1 step=28680/249868 global_step=7170 train_loss=5.4335 train_main_ctc_loss=5.4335 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=8.4521 max_feature_frames=855 train_avg_blank_prob=0.6462 train_argmax_blank_frac=0.9836 train_avg_top_nonblank_prob=0.0398 train_target_tokens_per_frame=0.3178 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8879 train_avg_top_logit=7.9252 train_avg_top2_margin=3.4206 train_avg_blank_nonblank_margin=3.3645 train_avg_entropy=2.3271 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=7.0117 train_nonblank_weight_grad_norm_mean=0.0616 train_blank_bias_grad=-0.1207 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0967 train_encoder_std=2.1513 train_encoder_token_l2_norm=67.4324 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.82655e-06
2026-04-14 03:56:26,007 | INFO | rank=0 | train preview ref='Гуманітарний хліб привозять і любові. Жителька Шевченкове говорить: раніше привозили двічі на тиждень. Зараз однієї х...' hyp_greedy='....' hyp_beam='.. ...' avg_output_frames=428.0 avg_target_tokens=136.0 top_tokens=<blank>:0.984, .:0.016
2026-04-14 03:57:17,816 | INFO | rank=0 | epoch=1 step=28720/249868 global_step=7180 train_loss=5.5464 train_main_ctc_loss=5.5464 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=19.3567 max_feature_frames=854 train_avg_blank_prob=0.9100 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0114 train_target_tokens_per_frame=0.0398 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.9415 train_avg_top_logit=10.9415 train_avg_top2_margin=5.0211 train_avg_blank_nonblank_margin=5.0211 train_avg_entropy=0.6651 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=15.6341 train_nonblank_weight_grad_norm_mean=0.0828 train_blank_bias_grad=-0.2534 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.1026 train_encoder_std=2.9063 train_encoder_token_l2_norm=91.2451 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.83189e-06
2026-04-14 03:57:18,144 | INFO | rank=0 | train preview ref='Чую два звуки Є. Маракуя після.' hyp_greedy='' hyp_beam='' avg_output_frames=427.0 avg_target_tokens=17.0 top_tokens=<blank>:1.000
2026-04-14 03:58:07,938 | INFO | rank=0 | epoch=1 step=28760/249868 global_step=7190 train_loss=5.1143 train_main_ctc_loss=5.1143 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=3.2082 max_feature_frames=854 train_avg_blank_prob=0.6699 train_argmax_blank_frac=0.9883 train_avg_top_nonblank_prob=0.0369 train_target_tokens_per_frame=0.3443 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9438 train_avg_top_logit=7.9813 train_avg_top2_margin=3.3911 train_avg_blank_nonblank_margin=3.3724 train_avg_entropy=2.2201 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5785 train_blank_weight_grad_norm=1.8461 train_nonblank_weight_grad_norm_mean=0.0553 train_blank_bias_grad=0.0293 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0978 train_encoder_std=2.1256 train_encoder_token_l2_norm=67.2821 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.83723e-06
2026-04-14 03:58:08,280 | INFO | rank=0 | train preview ref='Знову ж таки, ми бачимо жарт. В нашій команді є людина, яка вміє оце робити. Подивіться на неї. Знову все повністю ре...' hyp_greedy='...' hyp_beam='.,  .. .' avg_output_frames=427.0 avg_target_tokens=147.0 top_tokens=<blank>:0.988, .:0.012
2026-04-14 03:58:59,291 | INFO | rank=0 | epoch=1 step=28800/249868 global_step=7200 train_loss=5.1137 train_main_ctc_loss=5.1137 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=6.0796 max_feature_frames=853 train_avg_blank_prob=0.7210 train_argmax_blank_frac=0.9977 train_avg_top_nonblank_prob=0.0258 train_target_tokens_per_frame=0.3021 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2810 train_avg_top_logit=8.2810 train_avg_top2_margin=3.6534 train_avg_blank_nonblank_margin=3.6534 train_avg_entropy=1.9391 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=4.5614 train_nonblank_weight_grad_norm_mean=0.0649 train_blank_bias_grad=0.0764 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1016 train_encoder_std=2.1704 train_encoder_token_l2_norm=68.5836 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.84256e-06
2026-04-14 03:58:59,638 | INFO | rank=0 | train preview ref='Ракетні війська і артилерія за минулу добу уразили два пункти управління, районів зосередження живої сили, озброєння ...' hyp_greedy='.' hyp_beam='.' avg_output_frames=427.0 avg_target_tokens=129.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 03:59:31,625 | INFO | rank=0 | epoch=1 waiting for training batch 28824/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 03:59:33,918 | INFO | rank=0 | batch_timing epoch=1 batch=28824/249868 global_step=7206 data_wait=5.1s step_compute=2.2s batch_size=1 effective_frames=853 max_feature_frames=853 target_tokens=151
2026-04-14 03:59:51,154 | INFO | rank=0 | epoch=1 step=28840/249868 global_step=7210 train_loss=5.5023 train_main_ctc_loss=5.5023 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=6.5131 max_feature_frames=853 train_avg_blank_prob=0.6496 train_argmax_blank_frac=0.9930 train_avg_top_nonblank_prob=0.0327 train_target_tokens_per_frame=0.4075 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8314 train_avg_top_logit=7.8314 train_avg_top2_margin=3.3911 train_avg_blank_nonblank_margin=3.3724 train_avg_entropy=2.3607 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=5.1449 train_nonblank_weight_grad_norm_mean=0.0583 train_blank_bias_grad=-0.0876 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0979 train_encoder_std=2.1296 train_encoder_token_l2_norm=67.9343 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.8479e-06
2026-04-14 03:59:51,482 | INFO | rank=0 | train preview ref='Нагадаємо, розробку комплексного вирішення проблеми водопостачання та водовідведення в Кирилівці анонсував двадцять ч...' hyp_greedy='..' hyp_beam=',..,.' avg_output_frames=427.0 avg_target_tokens=174.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 04:00:45,729 | INFO | rank=0 | epoch=1 step=28880/249868 global_step=7220 train_loss=5.0046 train_main_ctc_loss=5.0046 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.14 grad_norm=2.7802 max_feature_frames=852 train_avg_blank_prob=0.7119 train_argmax_blank_frac=0.9930 train_avg_top_nonblank_prob=0.0303 train_target_tokens_per_frame=0.2911 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1878 train_avg_top_logit=8.2254 train_avg_top2_margin=3.5869 train_avg_blank_nonblank_margin=3.5681 train_avg_entropy=1.9718 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=0.5474 train_nonblank_weight_grad_norm_mean=0.0604 train_blank_bias_grad=-0.0033 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0992 train_encoder_std=2.1551 train_encoder_token_l2_norm=68.2909 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.85323e-06
2026-04-14 04:00:46,096 | INFO | rank=0 | train preview ref='Незалежність свою демократію зі свого боку, сполучені штати будуть надавати ті засоби, які можуть полегшити цей проце...' hyp_greedy='..' hyp_beam='..' avg_output_frames=426.0 avg_target_tokens=124.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 04:01:45,970 | INFO | rank=0 | epoch=1 step=28920/249868 global_step=7230 train_loss=4.9220 train_main_ctc_loss=4.9220 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=11.4405 max_feature_frames=851 train_avg_blank_prob=0.6340 train_argmax_blank_frac=0.9930 train_avg_top_nonblank_prob=0.0393 train_target_tokens_per_frame=0.2981 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7746 train_avg_top_logit=7.7746 train_avg_top2_margin=3.1737 train_avg_blank_nonblank_margin=3.1737 train_avg_entropy=2.4225 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=8.8925 train_nonblank_weight_grad_norm_mean=0.0792 train_blank_bias_grad=-0.1646 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.0931 train_encoder_std=2.0749 train_encoder_token_l2_norm=65.6715 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.85857e-06
2026-04-14 04:01:46,306 | INFO | rank=0 | train preview ref='Летом она больше, намного испарение, это все сказывается, направление ветра. То сейчас - и хлориды где-то около трех ...' hyp_greedy='..' hyp_beam=',  .,,.' avg_output_frames=426.0 avg_target_tokens=127.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 04:02:35,643 | INFO | rank=0 | epoch=1 step=28960/249868 global_step=7240 train_loss=5.5443 train_main_ctc_loss=5.5443 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=11.1941 max_feature_frames=850 train_avg_blank_prob=0.8021 train_argmax_blank_frac=0.9953 train_avg_top_nonblank_prob=0.0242 train_target_tokens_per_frame=0.1412 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.9224 train_avg_top_logit=8.9600 train_avg_top2_margin=3.9153 train_avg_blank_nonblank_margin=3.9153 train_avg_entropy=1.4024 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=8.9602 train_nonblank_weight_grad_norm_mean=0.0709 train_blank_bias_grad=-0.1439 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1156 train_encoder_std=2.3577 train_encoder_token_l2_norm=74.2819 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.86391e-06
2026-04-14 04:02:35,981 | INFO | rank=0 | train preview ref='Вообще не помню, что он не помню, что я не могу. Если вы его занимаетесь, когда вы делаете вас это показать.' hyp_greedy='..' hyp_beam=',,..' avg_output_frames=425.0 avg_target_tokens=60.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 04:03:25,423 | INFO | rank=0 | epoch=1 step=29000/249868 global_step=7250 train_loss=5.1919 train_main_ctc_loss=5.1919 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=3.1511 max_feature_frames=850 train_avg_blank_prob=0.7321 train_argmax_blank_frac=0.9953 train_avg_top_nonblank_prob=0.0275 train_target_tokens_per_frame=0.2800 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4329 train_avg_top_logit=8.4329 train_avg_top2_margin=3.6894 train_avg_blank_nonblank_margin=3.6706 train_avg_entropy=1.8447 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=1.2781 train_nonblank_weight_grad_norm_mean=0.0606 train_blank_bias_grad=0.0117 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0944 train_encoder_std=2.2242 train_encoder_token_l2_norm=69.8703 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.86924e-06
2026-04-14 04:03:25,757 | INFO | rank=0 | train preview ref='Крім цього, дівчата, які звикли пити багато води, практично не страждають від салюліту, на відміну від тих, хто виріш...' hyp_greedy='.' hyp_beam='.' avg_output_frames=425.0 avg_target_tokens=119.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 04:04:17,714 | INFO | rank=0 | epoch=1 step=29040/249868 global_step=7260 train_loss=4.9438 train_main_ctc_loss=4.9438 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=3.8671 max_feature_frames=849 train_avg_blank_prob=0.7714 train_argmax_blank_frac=0.9953 train_avg_top_nonblank_prob=0.0298 train_target_tokens_per_frame=0.2141 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.7718 train_avg_top_logit=8.7718 train_avg_top2_margin=3.8212 train_avg_blank_nonblank_margin=3.8212 train_avg_entropy=1.5718 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=2.1016 train_nonblank_weight_grad_norm_mean=0.0654 train_blank_bias_grad=-0.0347 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1009 train_encoder_std=2.3048 train_encoder_token_l2_norm=71.9977 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.87458e-06
2026-04-14 04:04:18,053 | INFO | rank=0 | train preview ref='А всего-то нужно знать, с чем пить воду, как дышать, как, работая головой, накормить все клетки едой. На аппарате тае...' hyp_greedy='.' hyp_beam=',,..' avg_output_frames=425.0 avg_target_tokens=91.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 04:05:17,485 | INFO | rank=0 | epoch=1 step=29080/249868 global_step=7270 train_loss=5.1100 train_main_ctc_loss=5.1100 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=3.3142 max_feature_frames=849 train_avg_blank_prob=0.6705 train_argmax_blank_frac=0.9906 train_avg_top_nonblank_prob=0.0382 train_target_tokens_per_frame=0.3294 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0941 train_avg_top_logit=8.0941 train_avg_top2_margin=3.3318 train_avg_blank_nonblank_margin=3.3318 train_avg_entropy=2.1835 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=0.9340 train_nonblank_weight_grad_norm_mean=0.0690 train_blank_bias_grad=0.0100 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0999 train_encoder_std=2.2287 train_encoder_token_l2_norm=70.2138 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.87992e-06
2026-04-14 04:05:17,804 | INFO | rank=0 | train preview ref='Переваги кредитних карток перед іншими видами позик, можливість отримати карту всього за - хвилин у відділенні банку....' hyp_greedy='....' hyp_beam=', . .,.,.' avg_output_frames=425.0 avg_target_tokens=140.0 top_tokens=<blank>:0.991, .:0.009
2026-04-14 04:06:16,291 | INFO | rank=0 | epoch=1 step=29120/249868 global_step=7280 train_loss=5.0063 train_main_ctc_loss=5.0063 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=4.4999 max_feature_frames=848 train_avg_blank_prob=0.7004 train_argmax_blank_frac=0.9976 train_avg_top_nonblank_prob=0.0310 train_target_tokens_per_frame=0.2925 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1887 train_avg_top_logit=8.2264 train_avg_top2_margin=3.4906 train_avg_blank_nonblank_margin=3.4906 train_avg_entropy=2.0283 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=2.7455 train_nonblank_weight_grad_norm_mean=0.0636 train_blank_bias_grad=0.0441 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0981 train_encoder_std=2.1893 train_encoder_token_l2_norm=69.4154 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.88525e-06
2026-04-14 04:06:16,627 | INFO | rank=0 | train preview ref='Потяг єднання на залізничному вокзалі Запоріжжя один зустрічали із музичним супроводом академічного козацького ансамб...' hyp_greedy='.' hyp_beam=',.' avg_output_frames=424.0 avg_target_tokens=124.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 04:07:04,172 | INFO | rank=0 | epoch=1 step=29160/249868 global_step=7290 train_loss=5.1943 train_main_ctc_loss=5.1943 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=7.6253 max_feature_frames=847 train_avg_blank_prob=0.7872 train_argmax_blank_frac=0.9976 train_avg_top_nonblank_prob=0.0264 train_target_tokens_per_frame=0.1981 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8302 train_avg_top_logit=8.8679 train_avg_top2_margin=3.9245 train_avg_blank_nonblank_margin=3.9245 train_avg_entropy=1.4717 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=5.9329 train_nonblank_weight_grad_norm_mean=0.0730 train_blank_bias_grad=-0.1036 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1060 train_encoder_std=2.2586 train_encoder_token_l2_norm=71.4719 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.89059e-06
2026-04-14 04:07:04,505 | INFO | rank=0 | train preview ref='Лише якщо вони вже відібрані, вони до безпосередньо до прикордонної служби і до Нацгвардії, вони за тими листами, які...' hyp_greedy='.' hyp_beam=',,.' avg_output_frames=424.0 avg_target_tokens=84.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 04:07:54,484 | INFO | rank=0 | epoch=1 step=29200/249868 global_step=7300 train_loss=4.9287 train_main_ctc_loss=4.9287 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=3.1712 max_feature_frames=847 train_avg_blank_prob=0.6237 train_argmax_blank_frac=0.9882 train_avg_top_nonblank_prob=0.0386 train_target_tokens_per_frame=0.3373 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.8113 train_avg_top_logit=7.8113 train_avg_top2_margin=3.1509 train_avg_blank_nonblank_margin=3.1509 train_avg_entropy=2.4528 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5786 train_blank_weight_grad_norm=1.4237 train_nonblank_weight_grad_norm_mean=0.0605 train_blank_bias_grad=-0.0254 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0939 train_encoder_std=2.1971 train_encoder_token_l2_norm=69.4209 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.89592e-06
2026-04-14 04:07:54,828 | INFO | rank=0 | train preview ref='Дату розгляду питання щодо підвищення вартості проїзду у громадському транспорті Запорізьким міськвиконкому Олександр...' hyp_greedy='....' hyp_beam='., ., .' avg_output_frames=424.0 avg_target_tokens=143.0 top_tokens=<blank>:0.988, .:0.012
2026-04-14 04:08:43,707 | INFO | rank=0 | epoch=1 step=29240/249868 global_step=7310 train_loss=4.9544 train_main_ctc_loss=4.9544 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=4.2444 max_feature_frames=846 train_avg_blank_prob=0.7046 train_argmax_blank_frac=0.9953 train_avg_top_nonblank_prob=0.0354 train_target_tokens_per_frame=0.2648 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.3215 train_avg_top_logit=8.3215 train_avg_top2_margin=3.4988 train_avg_blank_nonblank_margin=3.4988 train_avg_entropy=1.9764 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=2.2223 train_nonblank_weight_grad_norm_mean=0.0714 train_blank_bias_grad=0.0144 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0981 train_encoder_std=2.2782 train_encoder_token_l2_norm=71.4794 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.90126e-06
2026-04-14 04:08:44,009 | INFO | rank=0 | train preview ref='Товеневері поет з дущем навіть навпаки вийшло дуже поетично, і всі, хто сюди прийшов, прекрасно виступили. І ми споді...' hyp_greedy='..' hyp_beam='.,,  ..' avg_output_frames=423.0 avg_target_tokens=112.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 04:09:42,804 | INFO | rank=0 | epoch=1 step=29280/249868 global_step=7320 train_loss=5.4827 train_main_ctc_loss=5.4827 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=7.0286 max_feature_frames=845 train_avg_blank_prob=0.9601 train_argmax_blank_frac=0.9976 train_avg_top_nonblank_prob=0.0071 train_target_tokens_per_frame=0.0331 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.4823 train_avg_top_logit=12.4823 train_avg_top2_margin=6.3168 train_avg_blank_nonblank_margin=6.3168 train_avg_entropy=0.3014 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=2.8139 train_nonblank_weight_grad_norm_mean=0.1000 train_blank_bias_grad=0.0432 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1405 train_encoder_std=3.2374 train_encoder_token_l2_norm=101.1800 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.9066e-06
2026-04-14 04:09:43,109 | INFO | rank=0 | train preview ref='Це все завдання відповідь сього двадцять.' hyp_greedy='.' hyp_beam='..' avg_output_frames=423.0 avg_target_tokens=14.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 04:10:34,934 | INFO | rank=0 | epoch=1 step=29320/249868 global_step=7330 train_loss=4.9943 train_main_ctc_loss=4.9943 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=5.3431 max_feature_frames=845 train_avg_blank_prob=0.6019 train_argmax_blank_frac=0.9929 train_avg_top_nonblank_prob=0.0458 train_target_tokens_per_frame=0.3404 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.7541 train_avg_top_logit=7.7920 train_avg_top2_margin=2.9314 train_avg_blank_nonblank_margin=2.9125 train_avg_entropy=2.5343 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=3.5367 train_nonblank_weight_grad_norm_mean=0.0629 train_blank_bias_grad=-0.0655 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0889 train_encoder_std=2.2352 train_encoder_token_l2_norm=70.1182 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.91193e-06
2026-04-14 04:10:35,250 | INFO | rank=0 | train preview ref='Одним з джерел інформації про ці події є німецька кінохроніка, дідоючий Вохеншау. Це кадри боїв на підступах до міста...' hyp_greedy='..' hyp_beam='в.  ., .' avg_output_frames=423.0 avg_target_tokens=144.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 04:10:55,921 | INFO | rank=0 | epoch=1 waiting for training batch 29333/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 04:11:33,551 | INFO | rank=0 | epoch=1 step=29360/249868 global_step=7340 train_loss=4.9271 train_main_ctc_loss=4.9271 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.13 grad_norm=3.7553 max_feature_frames=844 train_avg_blank_prob=0.6416 train_argmax_blank_frac=0.9953 train_avg_top_nonblank_prob=0.0442 train_target_tokens_per_frame=0.3081 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.9242 train_avg_top_logit=7.9242 train_avg_top2_margin=3.0900 train_avg_blank_nonblank_margin=3.0711 train_avg_entropy=2.3128 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=1.9081 train_nonblank_weight_grad_norm_mean=0.0658 train_blank_bias_grad=-0.0364 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0913 train_encoder_std=2.1973 train_encoder_token_l2_norm=68.9427 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.91727e-06
2026-04-14 04:11:33,880 | INFO | rank=0 | train preview ref='Як відбувається підписання протоколу за допомогою сервісу документу обігу e-Sign. Навказану вам електронну пошту в ка...' hyp_greedy='..' hyp_beam=',  . ,.' avg_output_frames=422.0 avg_target_tokens=130.0 top_tokens=<blank>:0.995, .:0.005
2026-04-14 04:12:36,233 | INFO | rank=0 | epoch=1 step=29400/249868 global_step=7350 train_loss=5.0844 train_main_ctc_loss=5.0844 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=3.7414 max_feature_frames=843 train_avg_blank_prob=0.7122 train_argmax_blank_frac=0.9810 train_avg_top_nonblank_prob=0.0433 train_target_tokens_per_frame=0.2346 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5308 train_avg_top_logit=8.5308 train_avg_top2_margin=3.5071 train_avg_blank_nonblank_margin=3.4502 train_avg_entropy=1.8483 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=1.2332 train_nonblank_weight_grad_norm_mean=0.0735 train_blank_bias_grad=-0.0130 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1045 train_encoder_std=2.3509 train_encoder_token_l2_norm=73.2039 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.9226e-06
2026-04-14 04:12:36,554 | INFO | rank=0 | train preview ref='Війця -ї окремої механізованої бригади імені Чорних Запорожців, старшого солдата Тутка Олександра Сергіовича, який за...' hyp_greedy='....' hyp_beam='. . ..' avg_output_frames=422.0 avg_target_tokens=99.0 top_tokens=<blank>:0.981, .:0.019
2026-04-14 04:13:24,124 | INFO | rank=0 | epoch=1 step=29440/249868 global_step=7360 train_loss=4.7244 train_main_ctc_loss=4.7244 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=3.1378 max_feature_frames=843 train_avg_blank_prob=0.6723 train_argmax_blank_frac=0.9882 train_avg_top_nonblank_prob=0.0423 train_target_tokens_per_frame=0.3057 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.1517 train_avg_top_logit=8.1517 train_avg_top2_margin=3.2227 train_avg_blank_nonblank_margin=3.2227 train_avg_entropy=2.1232 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=0.8424 train_nonblank_weight_grad_norm_mean=0.0647 train_blank_bias_grad=-0.0073 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0948 train_encoder_std=2.2948 train_encoder_token_l2_norm=72.3187 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.92794e-06
2026-04-14 04:13:24,434 | INFO | rank=0 | train preview ref='Автомобілі, товари всі потрібно розмитнювати і сплачувати митні платежі. І до речі, вже ведеться дискусія про те, щоб...' hyp_greedy=',.в.' hyp_beam=',н,,, ., в.' avg_output_frames=422.0 avg_target_tokens=129.0 top_tokens=<blank>:0.988, .:0.007, ,:0.002, в:0.002
2026-04-14 04:14:16,944 | INFO | rank=0 | epoch=1 step=29480/249868 global_step=7370 train_loss=4.7327 train_main_ctc_loss=4.7327 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=7.3006 max_feature_frames=842 train_avg_blank_prob=0.7088 train_argmax_blank_frac=0.9929 train_avg_top_nonblank_prob=0.0426 train_target_tokens_per_frame=0.2993 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4371 train_avg_top_logit=8.4751 train_avg_top2_margin=3.2494 train_avg_blank_nonblank_margin=3.2304 train_avg_entropy=1.8907 train_blank_bias=0.0003 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=5.1401 train_nonblank_weight_grad_norm_mean=0.0752 train_blank_bias_grad=0.0790 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0988 train_encoder_std=2.4255 train_encoder_token_l2_norm=75.8365 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.93328e-06
2026-04-14 04:14:17,283 | INFO | rank=0 | train preview ref='Аноработак транскріпці воно працює як транскрипція, і плюс ще є система, яка робить скріншоти з усього відео і автома...' hyp_greedy=',..' hyp_beam=',   .м.' avg_output_frames=421.0 avg_target_tokens=126.0 top_tokens=<blank>:0.993, .:0.005, ,:0.002
2026-04-14 04:14:50,251 | INFO | rank=0 | epoch=1 waiting for training batch 29502/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 04:15:14,882 | INFO | rank=0 | epoch=1 step=29520/249868 global_step=7380 train_loss=4.9212 train_main_ctc_loss=4.9212 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=7.0133 max_feature_frames=842 train_avg_blank_prob=0.6286 train_argmax_blank_frac=0.9905 train_avg_top_nonblank_prob=0.0519 train_target_tokens_per_frame=0.3064 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.0190 train_avg_top_logit=8.0570 train_avg_top2_margin=2.8694 train_avg_blank_nonblank_margin=2.8504 train_avg_entropy=2.3183 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5787 train_blank_weight_grad_norm=4.6237 train_nonblank_weight_grad_norm_mean=0.0694 train_blank_bias_grad=-0.0882 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0928 train_encoder_std=2.3747 train_encoder_token_l2_norm=74.2614 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.93861e-06
2026-04-14 04:15:15,201 | INFO | rank=0 | train preview ref='А експрес кінцер я висловив стурбованість нарощуванням військ Росії на українському кордоні і в окупованому Криму. Я ...' hyp_greedy='П..' hyp_beam='на вн  .,.' avg_output_frames=421.0 avg_target_tokens=129.0 top_tokens=<blank>:0.990, .:0.007, П:0.002
2026-04-14 04:16:15,183 | INFO | rank=0 | epoch=1 step=29560/249868 global_step=7390 train_loss=4.5336 train_main_ctc_loss=4.5336 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=5.1246 max_feature_frames=841 train_avg_blank_prob=0.7500 train_argmax_blank_frac=0.9929 train_avg_top_nonblank_prob=0.0357 train_target_tokens_per_frame=0.2565 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.9311 train_avg_top_logit=8.9311 train_avg_top2_margin=3.7435 train_avg_blank_nonblank_margin=3.7435 train_avg_entropy=1.6152 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5788 train_blank_weight_grad_norm=2.0504 train_nonblank_weight_grad_norm_mean=0.0803 train_blank_bias_grad=0.0342 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1091 train_encoder_std=2.4899 train_encoder_token_l2_norm=77.7752 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.94395e-06
2026-04-14 04:16:15,491 | INFO | rank=0 | train preview ref='Тому що ця заморгованість поки є, ну ви знаєте, такою не стовідсотковою, я би так сказав, і моє завдання як керівника...' hyp_greedy='..' hyp_beam='.,,  .' avg_output_frames=421.0 avg_target_tokens=108.0 top_tokens=<blank>:0.993, .:0.007
2026-04-14 04:17:10,952 | INFO | rank=0 | epoch=1 step=29600/249868 global_step=7400 train_loss=4.5426 train_main_ctc_loss=4.5426 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=10.1958 max_feature_frames=841 train_avg_blank_prob=0.7794 train_argmax_blank_frac=0.9881 train_avg_top_nonblank_prob=0.0360 train_target_tokens_per_frame=0.2262 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.1810 train_avg_top_logit=9.1810 train_avg_top2_margin=3.8286 train_avg_blank_nonblank_margin=3.8095 train_avg_entropy=1.4286 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5788 train_blank_weight_grad_norm=6.9752 train_nonblank_weight_grad_norm_mean=0.0707 train_blank_bias_grad=-0.1316 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1108 train_encoder_std=2.4345 train_encoder_token_l2_norm=76.2348 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.94929e-06
2026-04-14 04:17:11,269 | INFO | rank=0 | train preview ref='Знайшли слова, кадри, очі, музику. Що в кожний ролі ти дивишся, а в тебе волосся? От як стало дипки, так і і і і не с...' hyp_greedy=',...' hyp_beam=',, с..' avg_output_frames=420.0 avg_target_tokens=95.0 top_tokens=<blank>:0.988, .:0.010, ,:0.002
2026-04-14 04:18:01,995 | INFO | rank=0 | epoch=1 step=29640/249868 global_step=7410 train_loss=4.6353 train_main_ctc_loss=4.6353 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=9.5470 max_feature_frames=840 train_avg_blank_prob=0.8381 train_argmax_blank_frac=0.9905 train_avg_top_nonblank_prob=0.0324 train_target_tokens_per_frame=0.1429 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.9048 train_avg_top_logit=9.9048 train_avg_top2_margin=4.2095 train_avg_blank_nonblank_margin=4.1714 train_avg_entropy=1.0476 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5788 train_blank_weight_grad_norm=7.1069 train_nonblank_weight_grad_norm_mean=0.0768 train_blank_bias_grad=0.1083 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1217 train_encoder_std=2.7584 train_encoder_token_l2_norm=85.7871 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.95462e-06
2026-04-14 04:18:02,322 | INFO | rank=0 | train preview ref='І цікавий взагалі самі схеми і сама методика вишивання, бо вони не просто вишиті, вони рямувалися, тобто вони складал...' hyp_greedy=',.' hyp_beam=', ,,..' avg_output_frames=420.0 avg_target_tokens=60.0 top_tokens=<blank>:0.990, .:0.007, ,:0.002
2026-04-14 04:18:50,554 | INFO | rank=0 | epoch=1 step=29680/249868 global_step=7420 train_loss=4.6016 train_main_ctc_loss=4.6016 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=5.8481 max_feature_frames=839 train_avg_blank_prob=0.7041 train_argmax_blank_frac=0.9929 train_avg_top_nonblank_prob=0.0435 train_target_tokens_per_frame=0.2476 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.5714 train_avg_top_logit=8.5714 train_avg_top2_margin=3.3524 train_avg_blank_nonblank_margin=3.3333 train_avg_entropy=1.8571 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5788 train_blank_weight_grad_norm=3.1387 train_nonblank_weight_grad_norm_mean=0.0749 train_blank_bias_grad=-0.0567 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1047 train_encoder_std=2.3218 train_encoder_token_l2_norm=73.4140 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.95996e-06
2026-04-14 04:18:50,930 | INFO | rank=0 | train preview ref='Нічого не натякаю, але відзначу, що взагалі найбільшою загрозою для будь-якого авторитарного режиму є поразка у зовні...' hyp_greedy=',,.' hyp_beam='Т,, зан ,вн.' avg_output_frames=420.0 avg_target_tokens=104.0 top_tokens=<blank>:0.993, ,:0.005, .:0.002
2026-04-14 04:19:47,097 | INFO | rank=0 | epoch=1 step=29720/249868 global_step=7430 train_loss=4.5530 train_main_ctc_loss=4.5530 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=61.6571 max_feature_frames=838 train_avg_blank_prob=0.7055 train_argmax_blank_frac=0.9785 train_avg_top_nonblank_prob=0.0479 train_target_tokens_per_frame=0.2196 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.8210 train_avg_top_logit=8.8592 train_avg_top2_margin=3.3986 train_avg_blank_nonblank_margin=3.3604 train_avg_entropy=1.7947 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5788 train_blank_weight_grad_norm=52.3656 train_nonblank_weight_grad_norm_mean=0.1397 train_blank_bias_grad=-0.7944 train_nonblank_bias_grad_mean=0.0016 train_encoder_mean=-0.1116 train_encoder_std=2.6270 train_encoder_token_l2_norm=81.0414 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.96529e-06
2026-04-14 04:19:47,429 | INFO | rank=0 | train preview ref='Із маленькими дітьми, є вчора дівчина приходила ще сім місяців дитинка у колясочки. Люди залишилися без одягу, без вз...' hyp_greedy='ммн., що.' hyp_beam='нммн.,.нла, що.' avg_output_frames=419.0 avg_target_tokens=92.0 top_tokens=<blank>:0.979, .:0.007, м:0.005, що:0.005, ,:0.002
2026-04-14 04:20:47,716 | INFO | rank=0 | epoch=1 step=29760/249868 global_step=7440 train_loss=4.4259 train_main_ctc_loss=4.4259 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=11.6595 max_feature_frames=838 train_avg_blank_prob=0.6645 train_argmax_blank_frac=0.9905 train_avg_top_nonblank_prob=0.0516 train_target_tokens_per_frame=0.3341 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2864 train_avg_top_logit=8.2864 train_avg_top2_margin=3.1313 train_avg_blank_nonblank_margin=3.1313 train_avg_entropy=2.0811 train_blank_bias=0.0003 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5789 train_blank_weight_grad_norm=8.0005 train_nonblank_weight_grad_norm_mean=0.0710 train_blank_bias_grad=-0.1558 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1032 train_encoder_std=2.3200 train_encoder_token_l2_norm=73.2754 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.97063e-06
2026-04-14 04:20:48,021 | INFO | rank=0 | train preview ref='Підприємці та власники складських приміщень, що зазнали збитків внаслідок ракетного удару, зустрілися із комісією, як...' hyp_greedy='.н..' hyp_beam='н    .в н..' avg_output_frames=419.0 avg_target_tokens=140.0 top_tokens=<blank>:0.990, .:0.007, н:0.002
2026-04-14 04:21:38,713 | INFO | rank=0 | epoch=1 step=29800/249868 global_step=7450 train_loss=4.2489 train_main_ctc_loss=4.2489 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=9.3968 max_feature_frames=837 train_avg_blank_prob=0.7616 train_argmax_blank_frac=0.9905 train_avg_top_nonblank_prob=0.0507 train_target_tokens_per_frame=0.2697 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.0883 train_avg_top_logit=9.1265 train_avg_top2_margin=3.4940 train_avg_blank_nonblank_margin=3.4749 train_avg_entropy=1.4702 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5789 train_blank_weight_grad_norm=7.1499 train_nonblank_weight_grad_norm_mean=0.0829 train_blank_bias_grad=0.1180 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1109 train_encoder_std=2.6210 train_encoder_token_l2_norm=82.1704 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.97597e-06
2026-04-14 04:21:39,081 | INFO | rank=0 | train preview ref='Вже два місяці. Два місяці. Ви зараз на полігоні. Ви допомагаєте готувати четвертому батальйону. Ми свій готуємо четв...' hyp_greedy=',,.' hyp_beam=', на,в ,, , .' avg_output_frames=419.0 avg_target_tokens=113.0 top_tokens=<blank>:0.990, ,:0.007, .:0.002
2026-04-14 04:22:31,887 | INFO | rank=0 | epoch=1 step=29840/249868 global_step=7460 train_loss=4.3439 train_main_ctc_loss=4.3439 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.12 grad_norm=21.0701 max_feature_frames=837 train_avg_blank_prob=0.7229 train_argmax_blank_frac=0.9785 train_avg_top_nonblank_prob=0.0551 train_target_tokens_per_frame=0.1842 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.0335 train_avg_top_logit=9.0718 train_avg_top2_margin=3.3493 train_avg_blank_nonblank_margin=3.3110 train_avg_entropy=1.6555 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5789 train_blank_weight_grad_norm=17.9072 train_nonblank_weight_grad_norm_mean=0.1032 train_blank_bias_grad=-0.2532 train_nonblank_bias_grad_mean=0.0005 train_encoder_mean=-0.1184 train_encoder_std=2.8115 train_encoder_token_l2_norm=87.5513 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.9813e-06
2026-04-14 04:22:32,270 | INFO | rank=0 | train preview ref="Остаточний розрив зв'язків із Радянським Союзом. Тому що і Путін, і його оточення всі бредять ідею відновлення Радянс..." hyp_greedy='Ввм. що,н.' hyp_beam='В, в нм., що , ,в н.' avg_output_frames=418.0 avg_target_tokens=77.0 top_tokens=<blank>:0.978, що:0.005, .:0.005, н:0.002, ,:0.002
2026-04-14 04:23:20,299 | INFO | rank=0 | epoch=1 step=29880/249868 global_step=7470 train_loss=4.4478 train_main_ctc_loss=4.4478 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=6.3416 max_feature_frames=836 train_avg_blank_prob=0.6830 train_argmax_blank_frac=0.9856 train_avg_top_nonblank_prob=0.0617 train_target_tokens_per_frame=0.2919 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4976 train_avg_top_logit=8.4976 train_avg_top2_margin=2.8325 train_avg_blank_nonblank_margin=2.8325 train_avg_entropy=1.9234 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5789 train_blank_weight_grad_norm=4.2147 train_nonblank_weight_grad_norm_mean=0.0792 train_blank_bias_grad=-0.0745 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1049 train_encoder_std=2.5324 train_encoder_token_l2_norm=79.6443 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.98664e-06
2026-04-14 04:23:20,637 | INFO | rank=0 | train preview ref='Чи є незгода підписана не тільки членом сенату, але й членом палати представників? Ей сенапане головуючий, ми маємо н...' hyp_greedy='Внвсвому' hyp_beam='Вкн,в, сномв ' avg_output_frames=418.0 avg_target_tokens=122.0 top_tokens=<blank>:0.986, в:0.005, В:0.002, с:0.002, н:0.002
2026-04-14 04:24:08,636 | INFO | rank=0 | epoch=1 step=29920/249868 global_step=7480 train_loss=4.1404 train_main_ctc_loss=4.1404 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=3.6090 max_feature_frames=836 train_avg_blank_prob=0.7192 train_argmax_blank_frac=0.9689 train_avg_top_nonblank_prob=0.0741 train_target_tokens_per_frame=0.2177 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.2249 train_avg_top_logit=9.2249 train_avg_top2_margin=3.1388 train_avg_blank_nonblank_margin=3.1005 train_avg_entropy=1.5885 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5790 train_blank_weight_grad_norm=0.9905 train_nonblank_weight_grad_norm_mean=0.0765 train_blank_bias_grad=-0.0143 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1161 train_encoder_std=2.9149 train_encoder_token_l2_norm=89.6814 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.99197e-06
2026-04-14 04:24:08,966 | INFO | rank=0 | train preview ref='Допоможи нам ніколи не шукати Тебе тільки для того, що можеш зробити для нас чуда або забрати від нас терпіння. Дай н...' hyp_greedy=', що нака щом намм..' hyp_beam='намккати, щороти на намкати, що нам м нам м.' avg_output_frames=418.0 avg_target_tokens=91.0 top_tokens=<blank>:0.969, м:0.010, що:0.007, на:0.005, .:0.005
2026-04-14 04:25:01,184 | INFO | rank=0 | epoch=1 step=29960/249868 global_step=7490 train_loss=4.1277 train_main_ctc_loss=4.1277 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=6.0069 max_feature_frames=835 train_avg_blank_prob=0.6459 train_argmax_blank_frac=0.9761 train_avg_top_nonblank_prob=0.0728 train_target_tokens_per_frame=0.3541 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.4593 train_avg_top_logit=8.4593 train_avg_top2_margin=2.6986 train_avg_blank_nonblank_margin=2.6603 train_avg_entropy=2.0383 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5790 train_blank_weight_grad_norm=2.1855 train_nonblank_weight_grad_norm_mean=0.0768 train_blank_bias_grad=-0.0433 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0913 train_encoder_std=2.6324 train_encoder_token_l2_norm=82.0329 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=3.99731e-06
2026-04-14 04:25:01,534 | INFO | rank=0 | train preview ref='И третье, мы просим еще раз, четвертое, мы просим еще раз провести независимую экспертизу не те, кто разрабатывал, не...' hyp_greedy='В,никмва.с.' hyp_beam='В,   никсс,мва .кус.' avg_output_frames=418.0 avg_target_tokens=148.0 top_tokens=<blank>:0.976, к:0.005, .:0.005, с:0.002, ,:0.002
2026-04-14 04:25:58,066 | INFO | rank=0 | epoch=1 step=30000/249868 global_step=7500 train_loss=4.2712 train_main_ctc_loss=4.2712 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=57.1862 max_feature_frames=834 train_avg_blank_prob=0.9154 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0213 train_target_tokens_per_frame=0.1990 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.2806 train_avg_top_logit=11.2806 train_avg_top2_margin=5.1799 train_avg_blank_nonblank_margin=5.1799 train_avg_entropy=0.5612 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5790 train_blank_weight_grad_norm=46.9701 train_nonblank_weight_grad_norm_mean=0.1222 train_blank_bias_grad=0.6323 train_nonblank_bias_grad_mean=-0.0012 train_encoder_mean=-0.1449 train_encoder_std=3.1985 train_encoder_token_l2_norm=99.2057 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.00265e-06
2026-04-14 04:25:58,411 | INFO | rank=0 | train preview ref='Тому що саме коли народ перетворився вже в націю, а я впевнений на двісті відсотків, на триста відсотків, що саме вже...' hyp_greedy='' hyp_beam='що на' avg_output_frames=417.0 avg_target_tokens=83.0 top_tokens=<blank>:1.000
2026-04-14 04:25:58,444 | INFO | rank=0 | epoch 1 step=30000/249868 global_step=7500 reached validation interval; starting validation
2026-04-14 04:31:28,642 | INFO | rank=0 | epoch_0001_step_00007500 complete train_loss=7.1067 val_loss=12.6987 val_main_ctc_loss=12.6987 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.9542 val_wer=1.1367 val_avg_blank_prob=0.5561 val_argmax_blank_frac=0.8386 val_avg_top_nonblank_prob=0.0606 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.1445 val_avg_hyp_chars=9.83 val_avg_hyp_words=3.29 val_model_source=raw best_val_wer=1.1367 timing_forward=311.86s timing_teacher=0.00s timing_decode=0.92s timing_gather=0.02s timing_checkpoint_export=164.70s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00007500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 04:31:28,644 | INFO | rank=0 | epoch_0001_step_00007500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=22.96s best_export=21.84s topk_update=60.04s topk_average=59.85s
2026-04-14 04:31:28,644 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 04:31:28,644 | INFO | rank=0 | validation preview hardest_ref='Я пила би це життя.' hardest_hyp='і іс ісгу ідні іс і'
2026-04-14 04:53:34,060 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/ee2a3dc1037b376be05018132b2566501429d2ae elapsed=22m 5.3s
2026-04-14 04:54:13,404 | INFO | rank=0 | epoch=1 step=30040/249868 global_step=7510 train_loss=5.2711 train_main_ctc_loss=5.2711 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=10.8038 max_feature_frames=834 train_avg_blank_prob=0.9075 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0151 train_target_tokens_per_frame=0.4149 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.1295 train_avg_top_logit=10.1295 train_avg_top2_margin=4.7194 train_avg_blank_nonblank_margin=4.7194 train_avg_entropy=0.6859 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5790 train_blank_weight_grad_norm=7.0542 train_nonblank_weight_grad_norm_mean=0.0897 train_blank_bias_grad=0.0619 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1245 train_encoder_std=2.8782 train_encoder_token_l2_norm=91.2208 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.00798e-06
2026-04-14 04:54:13,724 | INFO | rank=0 | train preview ref='Семь, двадцать, тридцать, пять, шесть, семь, восемь, девять, девять, девятьсот, двенадцать, два, девять, девять, деся...' hyp_greedy='' hyp_beam='' avg_output_frames=417.0 avg_target_tokens=173.0 top_tokens=<blank>:1.000
2026-04-14 04:54:56,791 | INFO | rank=0 | epoch=1 waiting for training batch 30078/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 04:55:01,259 | INFO | rank=0 | epoch=1 step=30080/249868 global_step=7520 train_loss=4.0788 train_main_ctc_loss=4.0788 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=14.5823 max_feature_frames=833 train_avg_blank_prob=0.7586 train_argmax_blank_frac=0.9616 train_avg_top_nonblank_prob=0.0688 train_target_tokens_per_frame=0.3165 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.5540 train_avg_top_logit=9.5923 train_avg_top2_margin=3.3189 train_avg_blank_nonblank_margin=3.2614 train_avg_entropy=1.3525 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5791 train_blank_weight_grad_norm=11.8397 train_nonblank_weight_grad_norm_mean=0.0882 train_blank_bias_grad=0.1727 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1062 train_encoder_std=3.1054 train_encoder_token_l2_norm=94.4828 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.01332e-06
2026-04-14 04:55:01,587 | INFO | rank=0 | train preview ref='Він змінює по декілька разів на тиждень. Спочатку він виходить з Бахмуна Бахмута, потім йому не дають набої, потім да...' hyp_greedy='Ікав на,,м на,.ж що.' hyp_beam='Ікав на нан,, на,м на, за.ж що.' avg_output_frames=417.0 avg_target_tokens=132.0 top_tokens=<blank>:0.962, .:0.010, на:0.007, ,:0.007, в:0.002
2026-04-14 04:55:52,494 | INFO | rank=0 | epoch=1 step=30120/249868 global_step=7530 train_loss=3.8946 train_main_ctc_loss=3.8946 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=8.1325 max_feature_frames=832 train_avg_blank_prob=0.7444 train_argmax_blank_frac=0.9832 train_avg_top_nonblank_prob=0.0600 train_target_tokens_per_frame=0.2380 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.7308 train_avg_top_logit=9.7308 train_avg_top2_margin=3.3846 train_avg_blank_nonblank_margin=3.3846 train_avg_entropy=1.4327 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5791 train_blank_weight_grad_norm=4.6009 train_nonblank_weight_grad_norm_mean=0.0998 train_blank_bias_grad=0.0568 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1163 train_encoder_std=3.2973 train_encoder_token_l2_norm=100.3966 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.01866e-06
2026-04-14 04:55:52,806 | INFO | rank=0 | train preview ref='На електрику дуже мало будинків у Хмельницькому ватоповерхових можуть витримати перехід будинку на електрику через зн...' hyp_greedy='Вннк нано.' hyp_beam='Внки  понк,ш пос нанока.' avg_output_frames=416.0 avg_target_tokens=99.0 top_tokens=<blank>:0.983, н:0.005, на:0.002, к:0.002, .:0.002
2026-04-14 04:56:48,082 | INFO | rank=0 | epoch=1 step=30160/249868 global_step=7540 train_loss=3.5750 train_main_ctc_loss=3.5750 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=8.8312 max_feature_frames=831 train_avg_blank_prob=0.7579 train_argmax_blank_frac=0.9591 train_avg_top_nonblank_prob=0.0664 train_target_tokens_per_frame=0.2308 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.9231 train_avg_top_logit=9.9231 train_avg_top2_margin=3.5385 train_avg_blank_nonblank_margin=3.4808 train_avg_entropy=1.3269 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5791 train_blank_weight_grad_norm=6.5775 train_nonblank_weight_grad_norm_mean=0.0906 train_blank_bias_grad=-0.0881 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1283 train_encoder_std=3.0751 train_encoder_token_l2_norm=95.4954 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.02399e-06
2026-04-14 04:56:48,422 | INFO | rank=0 | train preview ref='Було оголошення, що театр тимчасово припиняє роботу. Вся Україна завмерла в театральному мистецтві, завмерла після вт...' hyp_greedy='Тло що.кла вромуларло, щомар' hyp_beam='Тло, що .к зарла в ромуларло, щолиматир і' avg_output_frames=416.0 avg_target_tokens=96.0 top_tokens=<blank>:0.959, що:0.007, р:0.007, ло:0.005, ла:0.005
2026-04-14 04:57:36,254 | INFO | rank=0 | epoch=1 step=30200/249868 global_step=7550 train_loss=3.7760 train_main_ctc_loss=3.7760 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=10.1592 max_feature_frames=831 train_avg_blank_prob=0.6678 train_argmax_blank_frac=0.9447 train_avg_top_nonblank_prob=0.0987 train_target_tokens_per_frame=0.2692 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.2692 train_avg_top_logit=9.3462 train_avg_top2_margin=2.9231 train_avg_blank_nonblank_margin=2.8077 train_avg_entropy=1.7019 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5792 train_blank_weight_grad_norm=7.9026 train_nonblank_weight_grad_norm_mean=0.0857 train_blank_bias_grad=-0.1140 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1174 train_encoder_std=3.1078 train_encoder_token_l2_norm=95.1112 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.02933e-06
2026-04-14 04:57:36,619 | INFO | rank=0 | train preview ref='І таким чином, ті, ті, від кого це залежить в Україні, вони викладаються по максимуму і надають аргументи нашим партн...' hyp_greedy='ммкв,к нарн намм що., щон, намло.' hyp_beam='Вмномкв,кмаому і нарн нашмрм що по., щоціронна, намло..' avg_output_frames=416.0 avg_target_tokens=112.0 top_tokens=<blank>:0.945, м:0.012, на:0.007, к:0.007, ,:0.007
2026-04-14 04:58:34,749 | INFO | rank=0 | epoch=1 step=30240/249868 global_step=7560 train_loss=3.6791 train_main_ctc_loss=3.6791 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=6.1788 max_feature_frames=831 train_avg_blank_prob=0.9422 train_argmax_blank_frac=0.9976 train_avg_top_nonblank_prob=0.0142 train_target_tokens_per_frame=0.0410 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1060 train_avg_top_logit=12.1060 train_avg_top2_margin=5.9373 train_avg_blank_nonblank_margin=5.9373 train_avg_entropy=0.3663 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5792 train_blank_weight_grad_norm=2.3085 train_nonblank_weight_grad_norm_mean=0.0925 train_blank_bias_grad=0.0068 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1654 train_encoder_std=3.6271 train_encoder_token_l2_norm=114.2946 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.03466e-06
2026-04-14 04:58:35,079 | INFO | rank=0 | train preview ref='Це аш і аш подібні. За двома.' hyp_greedy='.' hyp_beam='за.' avg_output_frames=415.0 avg_target_tokens=17.0 top_tokens=<blank>:0.998, .:0.002
2026-04-14 04:59:27,469 | INFO | rank=0 | epoch=1 step=30280/249868 global_step=7570 train_loss=3.7737 train_main_ctc_loss=3.7737 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=5.0827 max_feature_frames=830 train_avg_blank_prob=0.6794 train_argmax_blank_frac=0.9301 train_avg_top_nonblank_prob=0.0996 train_target_tokens_per_frame=0.3205 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.2916 train_avg_top_logit=9.3301 train_avg_top2_margin=2.6988 train_avg_blank_nonblank_margin=2.6024 train_avg_entropy=1.6482 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5792 train_blank_weight_grad_norm=2.8011 train_nonblank_weight_grad_norm_mean=0.0859 train_blank_bias_grad=-0.0309 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1151 train_encoder_std=3.3238 train_encoder_token_l2_norm=101.0903 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.04e-06
2026-04-14 04:59:27,788 | INFO | rank=0 | train preview ref='Класна кімната вчительки Нелі Вільямс зараз найнезвичніша у всьому окрузі. Майстюденсмої учні тепер кажуть: о, і я та...' hyp_greedy='кимсчніш вому.нніу., лас, щоматиткивнос.' hyp_beam='Я ки мс зачніш вомук.ннікау., ласс, що поматиткивнос.' avg_output_frames=415.0 avg_target_tokens=133.0 top_tokens=<blank>:0.930, .:0.012, с:0.007, ні:0.005, ,:0.005
2026-04-14 04:59:56,900 | INFO | rank=0 | epoch=1 waiting for training batch 30302/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:00:21,910 | INFO | rank=0 | epoch=1 step=30320/249868 global_step=7580 train_loss=3.7212 train_main_ctc_loss=3.7212 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.11 grad_norm=7.8296 max_feature_frames=829 train_avg_blank_prob=0.7717 train_argmax_blank_frac=0.9711 train_avg_top_nonblank_prob=0.0683 train_target_tokens_per_frame=0.2458 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.4096 train_avg_top_logit=10.4867 train_avg_top2_margin=3.8361 train_avg_blank_nonblank_margin=3.7590 train_avg_entropy=1.2145 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5793 train_blank_weight_grad_norm=4.6942 train_nonblank_weight_grad_norm_mean=0.1026 train_blank_bias_grad=0.0651 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1232 train_encoder_std=3.4115 train_encoder_token_l2_norm=104.9330 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.04534e-06
2026-04-14 05:00:22,221 | INFO | rank=0 | train preview ref='Та вашого благодійного фонду ми сьогодні відвідували переселенців, роздавали їм дані флеєри і інформували їх про те, ...' hyp_greedy='нвавлим іли, щон.' hyp_beam='нунливаливлим інли, щононй.' avg_output_frames=415.0 avg_target_tokens=102.0 top_tokens=<blank>:0.971, що:0.005, н:0.005, ли:0.005, ,:0.002
2026-04-14 05:01:20,423 | INFO | rank=0 | epoch=1 step=30360/249868 global_step=7590 train_loss=3.8820 train_main_ctc_loss=3.8820 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=14.3089 max_feature_frames=829 train_avg_blank_prob=0.8129 train_argmax_blank_frac=0.9638 train_avg_top_nonblank_prob=0.0666 train_target_tokens_per_frame=0.1860 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.3623 train_avg_top_logit=11.4396 train_avg_top2_margin=4.5217 train_avg_blank_nonblank_margin=4.4251 train_avg_entropy=0.9324 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5793 train_blank_weight_grad_norm=11.6454 train_nonblank_weight_grad_norm_mean=0.0986 train_blank_bias_grad=0.1489 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1388 train_encoder_std=3.6828 train_encoder_token_l2_norm=113.9433 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.05067e-06
2026-04-14 05:01:20,802 | INFO | rank=0 | train preview ref='Медикаментів зараз не вистачає, аптеки жодна не працює. Тож, вся видача медикаментів відбувається в нас на прийомному...' hyp_greedy='кав закавй ун нама .' hyp_beam='канв за некавй у нан, намма, рм.' avg_output_frames=414.0 avg_target_tokens=77.0 top_tokens=<blank>:0.964, ка:0.010, в:0.005, .:0.005, ▁:0.002
2026-04-14 05:01:59,595 | INFO | rank=0 | batch_timing epoch=1 batch=30388/249868 global_step=7597 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=828 max_feature_frames=828 target_tokens=128
2026-04-14 05:02:12,679 | INFO | rank=0 | epoch=1 step=30400/249868 global_step=7600 train_loss=3.2812 train_main_ctc_loss=3.2812 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=8.5382 max_feature_frames=828 train_avg_blank_prob=0.6640 train_argmax_blank_frac=0.9155 train_avg_top_nonblank_prob=0.1166 train_target_tokens_per_frame=0.2995 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.4300 train_avg_top_logit=9.5072 train_avg_top2_margin=2.6087 train_avg_blank_nonblank_margin=2.4638 train_avg_entropy=1.6135 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5793 train_blank_weight_grad_norm=6.3444 train_nonblank_weight_grad_norm_mean=0.0783 train_blank_bias_grad=-0.0921 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1176 train_encoder_std=3.3784 train_encoder_token_l2_norm=103.5286 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.05601e-06
2026-04-14 05:02:13,005 | INFO | rank=0 | train preview ref='Тому якщо код на картості відповідає коду бізнесу, то, звичайно, відбувається розрахунок. Якщо не відповідає, то розр...' hyp_greedy='Ак нарзсу,нонкхун к вваому жомуні,н накрмар.' hyp_beam='Ак нарцізсу,нонк не,хунй.на к вваому жомуні,нйн неж нак врмар.' avg_output_frames=414.0 avg_target_tokens=124.0 top_tokens=<blank>:0.915, к:0.010, ▁:0.010, р:0.010, н:0.010
2026-04-14 05:03:00,699 | INFO | rank=0 | epoch=1 step=30440/249868 global_step=7610 train_loss=3.4378 train_main_ctc_loss=3.4378 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=11.1602 max_feature_frames=827 train_avg_blank_prob=0.7147 train_argmax_blank_frac=0.8961 train_avg_top_nonblank_prob=0.1051 train_target_tokens_per_frame=0.2415 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.1256 train_avg_top_logit=10.2802 train_avg_top2_margin=3.4010 train_avg_blank_nonblank_margin=3.2077 train_avg_entropy=1.3430 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5794 train_blank_weight_grad_norm=8.9600 train_nonblank_weight_grad_norm_mean=0.1045 train_blank_bias_grad=-0.0956 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1204 train_encoder_std=3.4594 train_encoder_token_l2_norm=106.3248 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.06134e-06
2026-04-14 05:03:01,063 | INFO | rank=0 | train preview ref='Чи ні, ми побачимо. Я думаю, згодом зараз що робити висновки рано, бо пройшло цього дві два тижні, як трохи стихла ця...' hyp_greedy='В помо,маюм за, щотисновкиранолова,ролах сяслока рнйк най ітку' hyp_beam='В помо,маюм за, щотисновкираноловаж,рола,х ся послока рнйк най ітку.' avg_output_frames=414.0 avg_target_tokens=100.0 top_tokens=<blank>:0.896, й:0.007, ,:0.007, ло:0.007, с:0.007
2026-04-14 05:03:49,115 | INFO | rank=0 | epoch=1 step=30480/249868 global_step=7620 train_loss=3.4074 train_main_ctc_loss=3.4074 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=7.0264 max_feature_frames=826 train_avg_blank_prob=0.8250 train_argmax_blank_frac=0.9564 train_avg_top_nonblank_prob=0.0606 train_target_tokens_per_frame=0.2082 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.6223 train_avg_top_logit=11.6223 train_avg_top2_margin=4.7458 train_avg_blank_nonblank_margin=4.6295 train_avg_entropy=0.8717 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5794 train_blank_weight_grad_norm=3.0986 train_nonblank_weight_grad_norm_mean=0.0988 train_blank_bias_grad=0.0508 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1510 train_encoder_std=3.6699 train_encoder_token_l2_norm=113.6552 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.06668e-06
2026-04-14 05:03:49,462 | INFO | rank=0 | train preview ref='Мають казати, що консернбатемабуть що має, тому що медіатор докладає зусиль. Медіатор робить свою роботу, і ти не йог...' hyp_greedy='Тка, що, щорлаєро, що навомув.' hyp_beam='Тка що, щорлаєро це, що навомув.' avg_output_frames=413.0 avg_target_tokens=86.0 top_tokens=<blank>:0.956, що:0.007, ,:0.007, в:0.005, .:0.005
2026-04-14 05:04:39,110 | INFO | rank=0 | epoch=1 step=30520/249868 global_step=7630 train_loss=3.3477 train_main_ctc_loss=3.3477 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=6.9669 max_feature_frames=826 train_avg_blank_prob=0.6708 train_argmax_blank_frac=0.8789 train_avg_top_nonblank_prob=0.1291 train_target_tokens_per_frame=0.2978 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.6077 train_avg_top_logit=9.6852 train_avg_top2_margin=2.6344 train_avg_blank_nonblank_margin=2.4600 train_avg_entropy=1.5012 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5794 train_blank_weight_grad_norm=3.9336 train_nonblank_weight_grad_norm_mean=0.0921 train_blank_bias_grad=0.0614 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1067 train_encoder_std=3.3481 train_encoder_token_l2_norm=103.7429 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.07202e-06
2026-04-14 05:04:39,515 | INFO | rank=0 | train preview ref="У середині травня виданні РБК України з'явилася інформація про експертизу, яку провели у Київському науково-дослідном..." hyp_greedy='Внівніни зласярмакрзули в кв наун крз.рла,рні мликуль неч чхлив.' hyp_beam='Внівні бкани зласярмакрзули в квому наувос нту крз.трла, щорні млику ль неч мічхлив.' avg_output_frames=413.0 avg_target_tokens=123.0 top_tokens=<blank>:0.879, ▁:0.017, р:0.012, ли:0.010, .:0.007
2026-04-14 05:05:27,298 | INFO | rank=0 | epoch=1 step=30560/249868 global_step=7640 train_loss=3.1559 train_main_ctc_loss=3.1559 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=6.9598 max_feature_frames=826 train_avg_blank_prob=0.6501 train_argmax_blank_frac=0.8862 train_avg_top_nonblank_prob=0.1338 train_target_tokens_per_frame=0.3729 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.4915 train_avg_top_logit=9.6077 train_avg_top2_margin=2.5763 train_avg_blank_nonblank_margin=2.3341 train_avg_entropy=1.5981 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5794 train_blank_weight_grad_norm=2.1611 train_nonblank_weight_grad_norm_mean=0.1119 train_blank_bias_grad=-0.0317 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1035 train_encoder_std=3.4487 train_encoder_token_l2_norm=106.0165 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.07735e-06
2026-04-14 05:05:27,643 | INFO | rank=0 | train preview ref="Фейсбук у середу вперше видали в допис зі сторінки Дональда Трампа шматок інтерв'ю, де президент стверджує, що діти м..." hyp_greedy='Ікули внна .шнвюн, щомайт. дов.йкуснилив зати щошншхливнрці коро.' hyp_beam='Іку ли в нналь ра.шнвюн с, щотимайт. дов.йкуснили нев зачти щошншливнрції коро.' avg_output_frames=413.0 avg_target_tokens=154.0 top_tokens=<blank>:0.886, н:0.012, ли:0.010, в:0.010, .:0.010
2026-04-14 05:06:18,760 | INFO | rank=0 | epoch=1 step=30600/249868 global_step=7650 train_loss=3.3000 train_main_ctc_loss=3.3000 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=7.4303 max_feature_frames=825 train_avg_blank_prob=0.6911 train_argmax_blank_frac=0.9056 train_avg_top_nonblank_prob=0.1170 train_target_tokens_per_frame=0.3075 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.8015 train_avg_top_logit=9.8789 train_avg_top2_margin=3.0799 train_avg_blank_nonblank_margin=2.8862 train_avg_entropy=1.4237 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5795 train_blank_weight_grad_norm=4.8884 train_nonblank_weight_grad_norm_mean=0.0835 train_blank_bias_grad=-0.0599 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1231 train_encoder_std=3.3649 train_encoder_token_l2_norm=103.6015 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.08269e-06
2026-04-14 05:06:19,135 | INFO | rank=0 | train preview ref="Ми стали взагалі одною сім'єю. І я хочу сказати, що хто тут залишився, як мені один мій знайомий дзвонив і каже, ну щ..." hyp_greedy='Влию мю іка, що заливсяні з повока що зама,, не на щокала хрмм..' hyp_beam='Влию мю і ка, що залився,ні з повока,  щоти зама, ва, не. на  щокала  схваромй м.' avg_output_frames=413.0 avg_target_tokens=127.0 top_tokens=<blank>:0.906, ка:0.007, ,:0.007, що:0.007, м:0.007
2026-04-14 05:07:11,630 | INFO | rank=0 | epoch=1 waiting for training batch 30637/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:07:16,757 | INFO | rank=0 | epoch=1 step=30640/249868 global_step=7660 train_loss=3.2953 train_main_ctc_loss=3.2953 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=6.0901 max_feature_frames=824 train_avg_blank_prob=0.9365 train_argmax_blank_frac=0.9854 train_avg_top_nonblank_prob=0.0178 train_target_tokens_per_frame=0.0728 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2136 train_avg_top_logit=14.2136 train_avg_top2_margin=6.8350 train_avg_blank_nonblank_margin=6.7961 train_avg_entropy=0.3471 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5795 train_blank_weight_grad_norm=3.0181 train_nonblank_weight_grad_norm_mean=0.0961 train_blank_bias_grad=0.0405 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1783 train_encoder_std=4.8938 train_encoder_token_l2_norm=152.1653 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.08803e-06
2026-04-14 05:07:17,071 | INFO | rank=0 | train preview ref='Або я не знаю, що я зроблю. Ти понял. Кому я тут випадково.' hyp_greedy=',роб помв' hyp_beam=',роб помв' avg_output_frames=412.0 avg_target_tokens=30.0 top_tokens=<blank>:0.985, м:0.002, ,:0.002, по:0.002, в:0.002
2026-04-14 05:08:11,255 | INFO | rank=0 | epoch=1 step=30680/249868 global_step=7670 train_loss=2.9297 train_main_ctc_loss=2.9297 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=4.4799 max_feature_frames=824 train_avg_blank_prob=0.6484 train_argmax_blank_frac=0.8447 train_avg_top_nonblank_prob=0.1475 train_target_tokens_per_frame=0.3568 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.4757 train_avg_top_logit=9.6699 train_avg_top2_margin=2.7184 train_avg_blank_nonblank_margin=2.3398 train_avg_entropy=1.4951 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5796 train_blank_weight_grad_norm=2.1637 train_nonblank_weight_grad_norm_mean=0.0783 train_blank_bias_grad=0.0171 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1180 train_encoder_std=3.3743 train_encoder_token_l2_norm=104.5314 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.09336e-06
2026-04-14 05:08:11,625 | INFO | rank=0 | train preview ref='На електроенергію. Я хотів допомогти перше реально спожовачанку, а по-друге, де він сказав, що з праматичної точки зо...' hyp_greedy='крорю.вмортиянужвамро скав, що змаччутивнолотино на, щожнало нонунакрорю.вни не зроулию нсйнка' hyp_beam='крорю. вмортиянужвамро скав, що зматичнучутивноло зти но на з, щожналош нонакрорю.вни і не зроулию нсйнка' avg_output_frames=412.0 avg_target_tokens=147.0 top_tokens=<blank>:0.845, ро:0.010, .:0.010, в:0.010, ▁:0.007
2026-04-14 05:09:10,148 | INFO | rank=0 | epoch=1 step=30720/249868 global_step=7680 train_loss=3.0554 train_main_ctc_loss=3.0554 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=5.6054 max_feature_frames=823 train_avg_blank_prob=0.6802 train_argmax_blank_frac=0.8301 train_avg_top_nonblank_prob=0.1527 train_target_tokens_per_frame=0.2937 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.0971 train_avg_top_logit=10.2524 train_avg_top2_margin=3.0485 train_avg_blank_nonblank_margin=2.6602 train_avg_entropy=1.2718 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5796 train_blank_weight_grad_norm=2.1624 train_nonblank_weight_grad_norm_mean=0.0918 train_blank_bias_grad=0.0004 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1152 train_encoder_std=3.5126 train_encoder_token_l2_norm=108.9047 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.0987e-06
2026-04-14 05:09:10,524 | INFO | rank=0 | train preview ref='Діти їхні не бажають це тримати поповненням фондів від пані Марти. Любов Волинець, кураторка музею, дуже задоволена. ...' hyp_greedy='Ати нежюмма по повнамн понімарти бовликураторкаомую зана.ясн, сй укальніроч виван,ран в такбрах б ликан порашти.' hyp_beam='Атий нежюмма. по повнамн понімарти бовли кураторкаомую зана. поясн, сй укальніроч виван,ран в такбрах шб ли зарикан п...' avg_output_frames=412.0 avg_target_tokens=121.0 top_tokens=<blank>:0.830, н:0.012, по:0.010, ра:0.010, ▁:0.007
2026-04-14 05:09:44,312 | INFO | rank=0 | epoch=1 waiting for training batch 30742/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:10:09,489 | INFO | rank=0 | epoch=1 step=30760/249868 global_step=7690 train_loss=2.8264 train_main_ctc_loss=2.8264 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=7.3638 max_feature_frames=822 train_avg_blank_prob=0.7395 train_argmax_blank_frac=0.8783 train_avg_top_nonblank_prob=0.1315 train_target_tokens_per_frame=0.2871 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.9781 train_avg_top_logit=11.1338 train_avg_top2_margin=3.4647 train_avg_blank_nonblank_margin=3.1338 train_avg_entropy=1.0024 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5796 train_blank_weight_grad_norm=4.0522 train_nonblank_weight_grad_norm_mean=0.0935 train_blank_bias_grad=0.0574 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1229 train_encoder_std=4.0435 train_encoder_token_l2_norm=124.8283 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.10403e-06
2026-04-14 05:10:09,916 | INFO | rank=0 | train preview ref='То там написано наступне: як почули Іосавета, привіт Марії, здирнулася дитина в її лоні, і Іосавета сповнилася тим ду...' hyp_greedy='мсно поус марі,рнуласятина влосвласямхмкликовамлосмласнами жнка ібланло.' hyp_beam='мсно на., поус марі,рнуласятина влонісвласьсятимхмкликовальмлосмласнами жнка., ібласлонлона.' avg_output_frames=411.0 avg_target_tokens=118.0 top_tokens=<blank>:0.878, м:0.012, с:0.012, ла:0.010, ло:0.007
2026-04-14 05:10:19,746 | INFO | rank=0 | epoch=1 waiting for training batch 30766/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:10:41,361 | INFO | rank=0 | epoch=1 waiting for training batch 30780/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:10:44,040 | INFO | rank=0 | batch_timing epoch=1 batch=30780/249868 global_step=7695 data_wait=6.4s step_compute=1.3s batch_size=1 effective_frames=822 max_feature_frames=822 target_tokens=223
2026-04-14 05:11:03,946 | INFO | rank=0 | epoch=1 step=30800/249868 global_step=7700 train_loss=2.7333 train_main_ctc_loss=2.7333 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.10 grad_norm=6.4726 max_feature_frames=822 train_avg_blank_prob=0.6516 train_argmax_blank_frac=0.8321 train_avg_top_nonblank_prob=0.1498 train_target_tokens_per_frame=0.3187 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.7713 train_avg_top_logit=9.9659 train_avg_top2_margin=2.7640 train_avg_blank_nonblank_margin=2.3650 train_avg_entropy=1.4404 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5797 train_blank_weight_grad_norm=3.7845 train_nonblank_weight_grad_norm_mean=0.0889 train_blank_bias_grad=0.0320 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1033 train_encoder_std=3.5922 train_encoder_token_l2_norm=111.0910 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.10937e-06
2026-04-14 05:11:04,356 | INFO | rank=0 | train preview ref='А на мою думку, причини вразливості існуючої системи соціального захисту криються не в такому далекому минулому, як р...' hyp_greedy='намкузли ісючтемиціяль захк не в такомуликоомунулоомураякиюз в ках посвно скорочення витки націльсерувати за почїльра...' hyp_beam='намку принизли ісючтемицігаль зах к не в такомуликоомунулоомураякиюз в ках посдвно скорочення видатки націльсеруватиц...' avg_output_frames=411.0 avg_target_tokens=131.0 top_tokens=<blank>:0.832, за:0.007, с:0.007, ч:0.007, на:0.007
2026-04-14 05:12:05,000 | INFO | rank=0 | batch_timing epoch=1 batch=30840/249868 global_step=7710 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=821 max_feature_frames=821 target_tokens=119
2026-04-14 05:12:05,269 | INFO | rank=0 | epoch=1 step=30840/249868 global_step=7710 train_loss=2.8545 train_main_ctc_loss=2.8545 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=6.2304 max_feature_frames=821 train_avg_blank_prob=0.6468 train_argmax_blank_frac=0.8078 train_avg_top_nonblank_prob=0.1708 train_target_tokens_per_frame=0.2895 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.1995 train_avg_top_logit=10.5109 train_avg_top2_margin=2.9392 train_avg_blank_nonblank_margin=2.4136 train_avg_entropy=1.3236 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5797 train_blank_weight_grad_norm=3.8866 train_nonblank_weight_grad_norm_mean=0.0936 train_blank_bias_grad=-0.0417 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1059 train_encoder_std=3.9162 train_encoder_token_l2_norm=120.4410 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.11471e-06
2026-04-14 05:12:05,652 | INFO | rank=0 | train preview ref='Військовослужбовцю Антону Фарвашчуку було роки. Мобілізували його на початку року в десантно-штурмові війська. Його п...' hyp_greedy='Ввісужвнтонурвашкокувакибизвали на поаткутику всантно шрмовійска. поратимвен ухомулінтонвймолодшем заивйм. наашла' hyp_beam='Ввісьсужбвнтону рвашкокувакибилізвали на поатку титку всантно шрмовівійска. побратимвен ухномулінтонвймолодшм, заив н...' avg_output_frames=411.0 avg_target_tokens=119.0 top_tokens=<blank>:0.808, н:0.012, ш:0.010, м:0.010, в:0.010
2026-04-14 05:12:55,972 | INFO | rank=0 | epoch=1 step=30880/249868 global_step=7720 train_loss=2.7014 train_main_ctc_loss=2.7014 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=12.8595 max_feature_frames=820 train_avg_blank_prob=0.8024 train_argmax_blank_frac=0.9122 train_avg_top_nonblank_prob=0.0937 train_target_tokens_per_frame=0.2195 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.9415 train_avg_top_logit=12.0976 train_avg_top2_margin=4.4293 train_avg_blank_nonblank_margin=4.2341 train_avg_entropy=0.8049 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5797 train_blank_weight_grad_norm=9.5683 train_nonblank_weight_grad_norm_mean=0.1012 train_blank_bias_grad=0.0957 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1296 train_encoder_std=4.0797 train_encoder_token_l2_norm=126.1724 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.12004e-06
2026-04-14 05:12:56,346 | INFO | rank=0 | train preview ref='Так не сталося. Так не сталося. Так не сталося. А далі все сталося якось дуже швидко, як в кіно, яке перемотують. І т...' hyp_greedy='ло нелося.лося дошдко. вномоту.змі навію по хнлогю в неміш, що' hyp_beam='Пло нелося.лося дошдко. вномоту. ізмі навію по хнлогю в незміш, що' avg_output_frames=410.0 avg_target_tokens=90.0 top_tokens=<blank>:0.912, ло:0.010, в:0.007, .:0.007, ю:0.005
2026-04-14 05:13:52,050 | INFO | rank=0 | epoch=1 step=30920/249868 global_step=7730 train_loss=2.9314 train_main_ctc_loss=2.9314 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=11.6391 max_feature_frames=820 train_avg_blank_prob=0.7534 train_argmax_blank_frac=0.8512 train_avg_top_nonblank_prob=0.1240 train_target_tokens_per_frame=0.2537 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7854 train_avg_top_logit=11.9415 train_avg_top2_margin=4.2537 train_avg_blank_nonblank_margin=3.8634 train_avg_entropy=0.9073 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5798 train_blank_weight_grad_norm=8.3796 train_nonblank_weight_grad_norm_mean=0.0908 train_blank_bias_grad=0.1083 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1355 train_encoder_std=3.9864 train_encoder_token_l2_norm=123.5032 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.12538e-06
2026-04-14 05:13:52,426 | INFO | rank=0 | train preview ref='Ці передачі і по мобілки, і так, і ми бачили, коли він виходив, тому що його було невозможно зуміти, тому що він в на...' hyp_greedy='ціда і помоки іли,хв,ому щой неможвно ззмі, що в сртивноютулизвола дочки,кау наташ,лабокнкокам це не.' hyp_beam='ціда і помобики іли,хв,ому щой неможвно змі, що в сртивноюту,лизвола дочки,кау наташ,лабокнкокам це нен.' avg_output_frames=410.0 avg_target_tokens=104.0 top_tokens=<blank>:0.851, ,:0.017, в:0.007, ли:0.005, .:0.005
2026-04-14 05:14:49,473 | INFO | rank=0 | epoch=1 step=30960/249868 global_step=7740 train_loss=2.8929 train_main_ctc_loss=2.8929 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=9.5563 max_feature_frames=819 train_avg_blank_prob=0.8537 train_argmax_blank_frac=0.9268 train_avg_top_nonblank_prob=0.0722 train_target_tokens_per_frame=0.1049 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3463 train_avg_top_logit=13.4244 train_avg_top2_margin=5.5805 train_avg_blank_nonblank_margin=5.3463 train_avg_entropy=0.5561 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5798 train_blank_weight_grad_norm=6.0996 train_nonblank_weight_grad_norm_mean=0.1110 train_blank_bias_grad=-0.0625 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1335 train_encoder_std=4.6747 train_encoder_token_l2_norm=145.8332 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.13071e-06
2026-04-14 05:14:49,813 | INFO | rank=0 | train preview ref='У першому мішку запишемо. Отже, у другому мішку, кілограми яблук. Тоді у першому мішку.' hyp_greedy='шшку.мо., удруомукумлих лограміяблок. уому' hyp_beam='шомушку.мо. о, удруомушкутмлих лограміяблок. уому' avg_output_frames=410.0 avg_target_tokens=43.0 top_tokens=<blank>:0.927, .:0.010, ку:0.007, ш:0.005, м:0.005
2026-04-14 05:15:41,743 | INFO | rank=0 | epoch=1 step=31000/249868 global_step=7750 train_loss=2.4780 train_main_ctc_loss=2.4780 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=8.5803 max_feature_frames=819 train_avg_blank_prob=0.6303 train_argmax_blank_frac=0.7585 train_avg_top_nonblank_prob=0.1894 train_target_tokens_per_frame=0.3439 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.0683 train_avg_top_logit=10.3805 train_avg_top2_margin=2.8488 train_avg_blank_nonblank_margin=2.2439 train_avg_entropy=1.3366 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5798 train_blank_weight_grad_norm=4.8944 train_nonblank_weight_grad_norm_mean=0.1025 train_blank_bias_grad=-0.0483 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1072 train_encoder_std=3.7003 train_encoder_token_l2_norm=114.3353 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.13605e-06
2026-04-14 05:15:42,191 | INFO | rank=0 | train preview ref='Станом на вісімнадцяте квітня до Миколаївського ліцею No надійшло понад сімдесят заяв на зарахування до першого класу...' hyp_greedy='Птаном навімтть відня до миков ліціюва найшло пона мть зав на зарах дорш класувівтор заклаутроборуун.ланували на засі...' hyp_beam='Птаном навімтть відня до миков ліціюва найшло понад мть заяв на зарах дорш класувівктор заклаутроборуун.ланували на з...' avg_output_frames=410.0 avg_target_tokens=141.0 top_tokens=<blank>:0.759, ▁:0.017, за:0.012, на:0.012, к:0.012
2026-04-14 05:16:36,402 | INFO | rank=0 | epoch=1 step=31040/249868 global_step=7760 train_loss=2.4504 train_main_ctc_loss=2.4504 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=4.7981 max_feature_frames=818 train_avg_blank_prob=0.6996 train_argmax_blank_frac=0.7971 train_avg_top_nonblank_prob=0.1629 train_target_tokens_per_frame=0.2910 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.1100 train_avg_top_logit=11.4230 train_avg_top2_margin=3.5208 train_avg_blank_nonblank_margin=2.9927 train_avg_entropy=1.0465 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5799 train_blank_weight_grad_norm=1.8722 train_nonblank_weight_grad_norm_mean=0.0824 train_blank_bias_grad=0.0140 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1184 train_encoder_std=3.8791 train_encoder_token_l2_norm=119.2869 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.14139e-06
2026-04-14 05:16:36,787 | INFO | rank=0 | train preview ref='Ми розуміємо, що до цього готуються і Україна, і західні партнери. Наскільки вибірите, що це буде швидко цієї весни ч...' hyp_greedy='миумімо що доо гоє іна і зані портри націки вивірити, що швидкосни,літо це нема з коливажливо, щоснойшла в зброя,биют...' hyp_beam='миумімо що доо готує іна і захні портри націки вивірити, що швидкосни, літо, це нема з коливажливо, щосно прийшла вта...' avg_output_frames=409.0 avg_target_tokens=119.0 top_tokens=<blank>:0.797, ,:0.017, і:0.012, що:0.010, с:0.007
2026-04-14 05:17:32,852 | INFO | rank=0 | epoch=1 step=31080/249868 global_step=7770 train_loss=2.5100 train_main_ctc_loss=2.5100 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=13.0397 max_feature_frames=818 train_avg_blank_prob=0.6578 train_argmax_blank_frac=0.7677 train_avg_top_nonblank_prob=0.1868 train_target_tokens_per_frame=0.4425 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.4059 train_avg_top_logit=10.7188 train_avg_top2_margin=2.9731 train_avg_blank_nonblank_margin=2.3570 train_avg_entropy=1.1785 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5799 train_blank_weight_grad_norm=9.8495 train_nonblank_weight_grad_norm_mean=0.0950 train_blank_bias_grad=0.1073 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0916 train_encoder_std=3.9535 train_encoder_token_l2_norm=122.1875 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.14672e-06
2026-04-14 05:17:33,261 | INFO | rank=0 | train preview ref='За словами Ольги Пилиничко, сорок відсотків із шестисот пацієнтів із хронічними захворюваннями вакцинувалися від кові...' hyp_greedy='Авальлиничкоро ішт поців з роніч захвовакцінулисявяна, відтокб ухвакціно зхронічми захвоми мали нечну почнукцію п.вая...' hyp_beam='Ава ольилиничкоро ішт поців з роніч захворівакцінулисявяна, відтокб ухвакціно і зхронічми захвоми мали нечну почнукці...' avg_output_frames=409.0 avg_target_tokens=181.0 top_tokens=<blank>:0.768, ль:0.015, ч:0.015, ва:0.012, к:0.012
2026-04-14 05:18:20,270 | INFO | rank=0 | epoch=1 step=31120/249868 global_step=7780 train_loss=2.6730 train_main_ctc_loss=2.6730 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=7.6528 max_feature_frames=816 train_avg_blank_prob=0.9181 train_argmax_blank_frac=0.9730 train_avg_top_nonblank_prob=0.0355 train_target_tokens_per_frame=0.0882 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.2941 train_avg_top_logit=15.2941 train_avg_top2_margin=6.9804 train_avg_blank_nonblank_margin=6.9412 train_avg_entropy=0.3505 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5799 train_blank_weight_grad_norm=3.7983 train_nonblank_weight_grad_norm_mean=0.1020 train_blank_bias_grad=0.0356 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1636 train_encoder_std=4.9981 train_encoder_token_l2_norm=155.7439 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.15206e-06
2026-04-14 05:18:20,600 | INFO | rank=0 | train preview ref='життя. Я тебе дуже прошу не винуваті. Вона тоді, а не говорити ані, згадувати.' hyp_greedy='яш виноці. вотині.' hyp_beam='яш не виноці. вотині з.' avg_output_frames=408.0 avg_target_tokens=36.0 top_tokens=<blank>:0.973, .:0.005, ні:0.002, ти:0.002, ▁:0.002
2026-04-14 05:19:08,755 | INFO | rank=0 | epoch=1 step=31160/249868 global_step=7790 train_loss=2.2778 train_main_ctc_loss=2.2778 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=4.8411 max_feature_frames=816 train_avg_blank_prob=0.6583 train_argmax_blank_frac=0.7990 train_avg_top_nonblank_prob=0.1646 train_target_tokens_per_frame=0.3186 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.2745 train_avg_top_logit=10.5882 train_avg_top2_margin=3.2157 train_avg_blank_nonblank_margin=2.7451 train_avg_entropy=1.2745 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5800 train_blank_weight_grad_norm=1.5404 train_nonblank_weight_grad_norm_mean=0.0865 train_blank_bias_grad=0.0102 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1176 train_encoder_std=3.6308 train_encoder_token_l2_norm=112.2731 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.1574e-06
2026-04-14 05:19:09,165 | INFO | rank=0 | train preview ref='Не втікали, а вони їхали, ми ж не знали, що не тікають. Їдуть та їдуть. Ну от ті, що приїхали, ми на них казали, мало...' hyp_greedy='Вкали.хали що кать так.ці щоїхали, ми на  калилолеткионери в посніїхали, намказали дося сла миїж намка дотла мижжємо....' hyp_beam='Вкали.хали ли що катьть такть.ці щоїхали, ми на  кали,лолеткионери в посдніїхали, намказали дося сла ми уїжмо. намка ...' avg_output_frames=408.0 avg_target_tokens=130.0 top_tokens=<blank>:0.799, ка:0.017, ли:0.017, .:0.015, ▁:0.015
2026-04-14 05:19:57,031 | INFO | rank=0 | epoch=1 waiting for training batch 31196/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:19:58,999 | INFO | rank=0 | batch_timing epoch=1 batch=31196/249868 global_step=7799 data_wait=5.2s step_compute=1.7s batch_size=1 effective_frames=815 max_feature_frames=815 target_tokens=87
2026-04-14 05:20:03,090 | INFO | rank=0 | epoch=1 step=31200/249868 global_step=7800 train_loss=2.3905 train_main_ctc_loss=2.3905 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=7.5169 max_feature_frames=815 train_avg_blank_prob=0.7162 train_argmax_blank_frac=0.8137 train_avg_top_nonblank_prob=0.1472 train_target_tokens_per_frame=0.2525 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.2941 train_avg_top_logit=11.5294 train_avg_top2_margin=3.6863 train_avg_blank_nonblank_margin=3.1765 train_avg_entropy=0.9902 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5800 train_blank_weight_grad_norm=4.8048 train_nonblank_weight_grad_norm_mean=0.0954 train_blank_bias_grad=0.0391 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1094 train_encoder_std=3.8731 train_encoder_token_l2_norm=120.4432 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.16273e-06
2026-04-14 05:20:03,473 | INFO | rank=0 | train preview ref='Почуття Фауста переповняються несказаною радістю, він не міг стриматися і змусив промовити приречене: зупинись, мить,...' hyp_greedy='поя фус пов зказаю радсю. неміг смася і зомусвмотини. знисяміт,рети прикрасно.рабз аратом зника і відзу у вла хрисля.' hyp_beam='потя фус пов зказаю радсю. неміг смася і зомусвмотични. знисяміт,репти прикрасно.срабз аратом зника, іпиня відразу у ...' avg_output_frames=408.0 avg_target_tokens=103.0 top_tokens=<blank>:0.814, з:0.012, .:0.012, с:0.012, ра:0.010
2026-04-14 05:21:00,584 | INFO | rank=0 | epoch=1 step=31240/249868 global_step=7810 train_loss=3.3322 train_main_ctc_loss=3.3322 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=8.3799 max_feature_frames=815 train_avg_blank_prob=0.6965 train_argmax_blank_frac=0.8701 train_avg_top_nonblank_prob=0.1251 train_target_tokens_per_frame=0.3554 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.4314 train_avg_top_logit=10.5882 train_avg_top2_margin=3.3333 train_avg_blank_nonblank_margin=3.0784 train_avg_entropy=1.2843 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5800 train_blank_weight_grad_norm=5.6689 train_nonblank_weight_grad_norm_mean=0.0909 train_blank_bias_grad=0.0619 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1195 train_encoder_std=3.3642 train_encoder_token_l2_norm=104.8600 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.16807e-06
2026-04-14 05:21:00,994 | INFO | rank=0 | train preview ref='Ленин говорил, что Союз борьбы ⁇ это политическая организация, ставия имеющая определенные политические цели. Быть в ...' hyp_greedy='Вва політичрганізя,ш прин політичні. в моласнотинісили, зале. не за не бочим ці, щоюва.' hyp_beam='Вва це політичрганізя, ш прин політичні. в  моласно тині сили, зале. не зас не бочм цісм, що юва.' avg_output_frames=408.0 avg_target_tokens=145.0 top_tokens=<blank>:0.870, ні:0.010, ▁:0.010, .:0.007, ,:0.007
2026-04-14 05:21:57,146 | INFO | rank=0 | epoch=1 step=31280/249868 global_step=7820 train_loss=4.1469 train_main_ctc_loss=4.1469 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=8.7583 max_feature_frames=814 train_avg_blank_prob=0.7242 train_argmax_blank_frac=0.7961 train_avg_top_nonblank_prob=0.1684 train_target_tokens_per_frame=0.2285 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0295 train_avg_top_logit=12.3440 train_avg_top2_margin=3.9312 train_avg_blank_nonblank_margin=3.3219 train_avg_entropy=0.8157 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5801 train_blank_weight_grad_norm=6.2615 train_nonblank_weight_grad_norm_mean=0.1019 train_blank_bias_grad=-0.0656 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1171 train_encoder_std=4.2324 train_encoder_token_l2_norm=131.2534 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.1734e-06
2026-04-14 05:21:57,541 | INFO | rank=0 | train preview ref='Вона була найпростішою серед усіх конкурсантів і складалася всього з двох умов. Перша умова: перша гра починається з ...' hyp_greedy='була най просшюе усіх конкурснтив і склася в звохмов.а умова,а гра починає зві.другамоважна наступна польниказркально.' hyp_beam='Тбула най просшюе усіх конкурснтив і склася в звохмов.ша умова,а гра починає з довіри.друга умова.жна наступная польн...' avg_output_frames=407.0 avg_target_tokens=93.0 top_tokens=<blank>:0.796, ка:0.012, с:0.010, .:0.010, н:0.007
2026-04-14 05:22:50,988 | INFO | rank=0 | epoch=1 step=31320/249868 global_step=7830 train_loss=2.4346 train_main_ctc_loss=2.4346 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.09 grad_norm=4.4305 max_feature_frames=814 train_avg_blank_prob=0.6505 train_argmax_blank_frac=0.7568 train_avg_top_nonblank_prob=0.1636 train_target_tokens_per_frame=0.3170 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.2998 train_avg_top_logit=10.6929 train_avg_top2_margin=3.4791 train_avg_blank_nonblank_margin=2.8501 train_avg_entropy=1.2678 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5801 train_blank_weight_grad_norm=1.3501 train_nonblank_weight_grad_norm_mean=0.0782 train_blank_bias_grad=-0.0127 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1085 train_encoder_std=3.4185 train_encoder_token_l2_norm=107.0141 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.17874e-06
2026-04-14 05:22:51,412 | INFO | rank=0 | train preview ref='І може просто умовно високоточних калібрів і сигналів, о не сигналів, а цих, які з гіперзвукої, як вони кінжалів, да ...' hyp_greedy='Вже мовно викаточни калібрів ісигналівй сигналів х злібзуко як внкал нжалів, мика сигналив в  нема, що за с ціми ашка...' hyp_beam='Вже прос мовно викаточни калібрів ісигналівй сигналів ціх злібзуко як внкнал нжалів не, ми ка сигналив. в  нема,е за ...' avg_output_frames=407.0 avg_target_tokens=129.0 top_tokens=<blank>:0.757, ▁:0.027, в:0.015, лі:0.015, ,:0.012
2026-04-14 05:23:30,210 | INFO | rank=0 | batch_timing epoch=1 batch=31348/249868 global_step=7837 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=813 max_feature_frames=813 target_tokens=89
2026-04-14 05:23:46,267 | INFO | rank=0 | epoch=1 step=31360/249868 global_step=7840 train_loss=2.1231 train_main_ctc_loss=2.1231 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=15.8548 max_feature_frames=813 train_avg_blank_prob=0.7727 train_argmax_blank_frac=0.8501 train_avg_top_nonblank_prob=0.1303 train_target_tokens_per_frame=0.2506 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7371 train_avg_top_logit=12.8943 train_avg_top2_margin=4.6388 train_avg_blank_nonblank_margin=4.2260 train_avg_entropy=0.7469 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5801 train_blank_weight_grad_norm=12.3467 train_nonblank_weight_grad_norm_mean=0.0959 train_blank_bias_grad=0.1351 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1249 train_encoder_std=4.2709 train_encoder_token_l2_norm=132.6227 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.18408e-06
2026-04-14 05:23:46,650 | INFO | rank=0 | train preview ref='Ось Микола Тафійчук, знаний майстер цимбалар в цьому регіоні, запросив на Різдво на коляду в село Верхній Ясенів. І м...' hyp_greedy='микола такк зна майтецімлар вомуліні зав нарізво на коль вело вні аснів, іні почативо,й небу. принартонами зкамеми.' hyp_beam='микола такйк зна майтецімлар вомуліні засив нарізво на коль вело вні аснів, іні почативо,й небу. принамартонами зкамеми.' avg_output_frames=407.0 avg_target_tokens=102.0 top_tokens=<blank>:0.850, в:0.010, ні:0.010, на:0.007, ,:0.005
2026-04-14 05:24:42,043 | INFO | rank=0 | epoch=1 step=31400/249868 global_step=7850 train_loss=2.4902 train_main_ctc_loss=2.4902 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=6.6510 max_feature_frames=812 train_avg_blank_prob=0.8029 train_argmax_blank_frac=0.8670 train_avg_top_nonblank_prob=0.1129 train_target_tokens_per_frame=0.1650 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0049 train_avg_top_logit=13.2414 train_avg_top2_margin=5.0246 train_avg_blank_nonblank_margin=4.6108 train_avg_entropy=0.6355 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5802 train_blank_weight_grad_norm=2.7968 train_nonblank_weight_grad_norm_mean=0.0955 train_blank_bias_grad=0.0281 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1317 train_encoder_std=4.1144 train_encoder_token_l2_norm=128.3661 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.18941e-06
2026-04-14 05:24:42,425 | INFO | rank=0 | train preview ref='Після Бакалу. Але враження, що всі трішки постійно під Вінню Верде чи Віню Бранко. І тому всі дуже позитивні, що мені...' hyp_greedy='покало так враж, що ріки пойновініюверщвініюранку. ісі позтивні, щоні подо поміхся..' hyp_beam='покало так, враж, щосі рішки пойно вініюверщвініюранку. іому ісі позтивні, щоні подо поміхся..' avg_output_frames=406.0 avg_target_tokens=67.0 top_tokens=<blank>:0.867, по:0.017, ні:0.012, що:0.010, .:0.010
2026-04-14 05:25:42,044 | INFO | rank=0 | epoch=1 step=31440/249868 global_step=7860 train_loss=1.8851 train_main_ctc_loss=1.8851 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=11.3815 max_feature_frames=812 train_avg_blank_prob=0.6707 train_argmax_blank_frac=0.7414 train_avg_top_nonblank_prob=0.2021 train_target_tokens_per_frame=0.3424 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.1133 train_avg_top_logit=11.5074 train_avg_top2_margin=3.3498 train_avg_blank_nonblank_margin=2.6404 train_avg_entropy=0.9704 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5802 train_blank_weight_grad_norm=9.4487 train_nonblank_weight_grad_norm_mean=0.0769 train_blank_bias_grad=0.1120 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1068 train_encoder_std=3.8524 train_encoder_token_l2_norm=119.5310 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.19475e-06
2026-04-14 05:25:42,431 | INFO | rank=0 | train preview ref='Щоб уникнути будь-якого зловживання, Рефейс додає цифровий водяний знак, який неможливо видалити з відео. За словами ...' hyp_greedy='Вктиудя свжва ейс додаєфровийяні знак, не можливо видоти з залова олесі за конія ранфр кошти,маластмко порності додат...' hyp_beam='Вктиудя свжва ейс додаєфровийяні знак, не можливо видолити з залова олесі за конія ранфр кошти, омаластмко полярності...' avg_output_frames=406.0 avg_target_tokens=139.0 top_tokens=<blank>:0.741, ,:0.010, е:0.007, к:0.007, н:0.007
2026-04-14 05:26:39,160 | INFO | rank=0 | epoch=1 step=31480/249868 global_step=7870 train_loss=2.1819 train_main_ctc_loss=2.1819 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=9.2016 max_feature_frames=811 train_avg_blank_prob=0.7040 train_argmax_blank_frac=0.7931 train_avg_top_nonblank_prob=0.1762 train_target_tokens_per_frame=0.2808 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7438 train_avg_top_logit=12.0591 train_avg_top2_margin=3.6453 train_avg_blank_nonblank_margin=3.0148 train_avg_entropy=0.8966 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5802 train_blank_weight_grad_norm=7.1747 train_nonblank_weight_grad_norm_mean=0.0867 train_blank_bias_grad=0.0728 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1052 train_encoder_std=4.2565 train_encoder_token_l2_norm=131.3036 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.20008e-06
2026-04-14 05:26:39,535 | INFO | rank=0 | train preview ref='Я вимагаю, щоб мені компенсували збитки, адже іншого шляху не бачу. Закатали під дорогу озимий ячмінь, показує свій п...' hyp_greedy='вима що мені консли збитки адшлях не. затали дороузмичмін, покауєвійй ителькалорвки марімаєва.ніхтоні не спши ніхто з...' hyp_beam='вимага, що мені консли збитки ад ішшлях не. затали дороузмичмін, покаує свійй ителькалорвки марімаєва.ніхтоні не спши...' avg_output_frames=406.0 avg_target_tokens=114.0 top_tokens=<blank>:0.793, за:0.012, .:0.012, ні:0.010, й:0.007
2026-04-14 05:26:47,332 | INFO | rank=0 | epoch=1 waiting for training batch 31484/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:26:49,154 | INFO | rank=0 | batch_timing epoch=1 batch=31484/249868 global_step=7871 data_wait=5.6s step_compute=1.2s batch_size=1 effective_frames=811 max_feature_frames=811 target_tokens=128
2026-04-14 05:27:32,518 | INFO | rank=0 | epoch=1 step=31520/249868 global_step=7880 train_loss=2.0704 train_main_ctc_loss=2.0704 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=10.7789 max_feature_frames=810 train_avg_blank_prob=0.6681 train_argmax_blank_frac=0.7457 train_avg_top_nonblank_prob=0.1954 train_target_tokens_per_frame=0.2765 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.9827 train_avg_top_logit=11.3778 train_avg_top2_margin=3.4173 train_avg_blank_nonblank_margin=2.6272 train_avg_entropy=0.9877 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5803 train_blank_weight_grad_norm=8.4767 train_nonblank_weight_grad_norm_mean=0.0947 train_blank_bias_grad=-0.0941 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1012 train_encoder_std=3.6853 train_encoder_token_l2_norm=115.3392 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.20542e-06
2026-04-14 05:27:32,950 | INFO | rank=0 | train preview ref="Хоча у деяких містах і районах енергетики ще змушені застосовувати графіки стабілізаційних відключень, п'ятнадцять об..." hyp_greedy='Ача уяи містах і районах енергтикие змуені засвти гракибілі заційкюн.ятбєкв,сійсь терористихли зничитиже відновлені п...' hyp_beam='Аоча уяих містах і районах енергтики е змуені засвти гракибілі заційни відкюн.ятбєкв,сійсьї терористихли зничитиже ві...' avg_output_frames=405.0 avg_target_tokens=112.0 top_tokens=<blank>:0.746, ▁:0.012, с:0.010, в:0.010, .:0.010
2026-04-14 05:28:25,978 | INFO | rank=0 | epoch=1 step=31560/249868 global_step=7890 train_loss=1.8400 train_main_ctc_loss=1.8400 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=5.2337 max_feature_frames=810 train_avg_blank_prob=0.6875 train_argmax_blank_frac=0.7877 train_avg_top_nonblank_prob=0.1675 train_target_tokens_per_frame=0.3160 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.9827 train_avg_top_logit=11.2988 train_avg_top2_margin=3.6148 train_avg_blank_nonblank_margin=2.9827 train_avg_entropy=1.0370 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5803 train_blank_weight_grad_norm=2.3845 train_nonblank_weight_grad_norm_mean=0.0813 train_blank_bias_grad=0.0313 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1025 train_encoder_std=3.5700 train_encoder_token_l2_norm=111.2859 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.21076e-06
2026-04-14 05:28:26,422 | INFO | rank=0 | train preview ref="Вона вмикається спеціальна тепловізійна головка самоноговедення, яка порівнює фото, яке є в пам'яті цієї ракети з фот..." hyp_greedy='Пмикаєна тепловізйна гобкааноно, порівнєфтое в пом ціїракети з фто назмноїцільскона, що цей фтодаєнсі, вонакові.бува ...' hyp_beam='Пмикаєна тепловізйна гобкаанонове, порівнєфтое є в пом ціїракети з фто назмноїцільсконаться, що цей фто віддаєнсі, во...' avg_output_frames=405.0 avg_target_tokens=128.0 top_tokens=<blank>:0.788, по:0.010, ▁:0.010, на:0.010, ,:0.010
2026-04-14 05:29:14,606 | INFO | rank=0 | epoch=1 step=31600/249868 global_step=7900 train_loss=1.7463 train_main_ctc_loss=1.7463 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=20.9393 max_feature_frames=809 train_avg_blank_prob=0.7766 train_argmax_blank_frac=0.8469 train_avg_top_nonblank_prob=0.1424 train_target_tokens_per_frame=0.2395 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8790 train_avg_top_logit=13.0370 train_avg_top2_margin=4.3062 train_avg_blank_nonblank_margin=3.8914 train_avg_entropy=0.6568 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5803 train_blank_weight_grad_norm=17.1061 train_nonblank_weight_grad_norm_mean=0.0984 train_blank_bias_grad=0.1879 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1245 train_encoder_std=4.2807 train_encoder_token_l2_norm=133.8901 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.21609e-06
2026-04-14 05:29:15,033 | INFO | rank=0 | train preview ref='Але на жаль, ми зіткнулися з проблемами саме у тому, у чому і надалі мали би бути сильні прояви солідарності. Це проп...' hyp_greedy='нажтлися проблемами уому уому і надалі малисильні прояви слідарно. пропоційнітим зарозам.жрки на жркисунийни.' hyp_beam='А на жль ми зтлись проблемами уому уому і надалі малисильні прояви слідарно. пропоційнітим зарозамого.жрки на жрки,су...' avg_output_frames=405.0 avg_target_tokens=97.0 top_tokens=<blank>:0.847, про:0.010, .:0.010, на:0.010, р:0.007
2026-04-14 05:30:07,181 | INFO | rank=0 | epoch=1 step=31640/249868 global_step=7910 train_loss=1.7086 train_main_ctc_loss=1.7086 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=7.3466 max_feature_frames=809 train_avg_blank_prob=0.7017 train_argmax_blank_frac=0.7778 train_avg_top_nonblank_prob=0.1846 train_target_tokens_per_frame=0.2667 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7728 train_avg_top_logit=12.0889 train_avg_top2_margin=3.6346 train_avg_blank_nonblank_margin=3.0025 train_avg_entropy=0.8642 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5804 train_blank_weight_grad_norm=4.9640 train_nonblank_weight_grad_norm_mean=0.0837 train_blank_bias_grad=0.0515 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1061 train_encoder_std=4.0834 train_encoder_token_l2_norm=127.3564 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.22143e-06
2026-04-14 05:30:07,570 | INFO | rank=0 | train preview ref='Перемогти і наблизити перемогу, дещо ми готували самі. Це купила, тому що на все вчителів на жаль часу не вистачає, т...' hyp_greedy='могти і набизти перемо,. ми тували. це купила тому, що нас вчителів на жельсуу не вичає, томучана замовнащчатина упна...' hyp_beam='перемогти і набизти перемо,. ми готували. це купила тому, що нас вчителів на альу не вичає, тому вчана замовнащчатина...' avg_output_frames=405.0 avg_target_tokens=108.0 top_tokens=<blank>:0.778, на:0.015, ▁:0.015, .:0.012, ти:0.010
2026-04-14 05:31:03,148 | INFO | rank=0 | epoch=1 step=31680/249868 global_step=7920 train_loss=1.9783 train_main_ctc_loss=1.9783 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=13.8615 max_feature_frames=808 train_avg_blank_prob=0.7012 train_argmax_blank_frac=0.7772 train_avg_top_nonblank_prob=0.1871 train_target_tokens_per_frame=0.2104 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4059 train_avg_top_logit=11.8812 train_avg_top2_margin=3.6634 train_avg_blank_nonblank_margin=2.8713 train_avg_entropy=0.8465 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5804 train_blank_weight_grad_norm=10.8225 train_nonblank_weight_grad_norm_mean=0.0816 train_blank_bias_grad=-0.1482 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1206 train_encoder_std=3.6924 train_encoder_token_l2_norm=115.0655 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.22677e-06
2026-04-14 05:31:03,514 | INFO | rank=0 | train preview ref="Вивчати, щоб знати, дійсно чи це так. От я взяв, зв'язався з представниками цієї фірми. Вони запевнили, що дійсно це ..." hyp_greedy='В вивччати, що знатийсно,чи це так взяв звязався здсставникамиції р,ни завнили щойсно це так, що деяї заб частини вик...' hyp_beam='В вивччати, щоб знатийсно, які це так.т як взяв звязався здсставникамиції р,ни завнили щойсно це так, що деяї заб час...' avg_output_frames=404.0 avg_target_tokens=85.0 top_tokens=<blank>:0.777, в:0.025, ни:0.017, ,:0.015, с:0.012
2026-04-14 05:32:01,107 | INFO | rank=0 | epoch=1 step=31720/249868 global_step=7930 train_loss=2.2739 train_main_ctc_loss=2.2739 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=6.8134 max_feature_frames=808 train_avg_blank_prob=0.5965 train_argmax_blank_frac=0.6931 train_avg_top_nonblank_prob=0.2392 train_target_tokens_per_frame=0.3416 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.2970 train_avg_top_logit=10.8515 train_avg_top2_margin=3.0891 train_avg_blank_nonblank_margin=1.9703 train_avg_entropy=1.1584 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5804 train_blank_weight_grad_norm=4.7603 train_nonblank_weight_grad_norm_mean=0.0784 train_blank_bias_grad=-0.0510 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0990 train_encoder_std=3.5353 train_encoder_token_l2_norm=109.8798 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.2321e-06
2026-04-14 05:32:01,554 | INFO | rank=0 | train preview ref='І не очікував першу чергу від чинного президента такої поведінки. Дональд Трамп у відповідь написав, що на дебатах йо...' hyp_greedy='В неікував вуерущриннознта такї понки. дональ ра пові насав, що на дебатахому долосяротися звома опонентами і з жбайд...' hyp_beam='В неікував вуерущриннознта такї понки. дональ рам повіт написав, що на дебатахйому долосяротися звома опонентами, і з...' avg_output_frames=404.0 avg_target_tokens=138.0 top_tokens=<blank>:0.693, .:0.015, н:0.012, ▁:0.012, на:0.010
2026-04-14 05:32:52,391 | INFO | rank=0 | epoch=1 waiting for training batch 31756/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:32:54,552 | INFO | rank=0 | batch_timing epoch=1 batch=31756/249868 global_step=7939 data_wait=5.0s step_compute=2.1s batch_size=1 effective_frames=807 max_feature_frames=807 target_tokens=120
2026-04-14 05:32:59,425 | INFO | rank=0 | epoch=1 step=31760/249868 global_step=7940 train_loss=1.6956 train_main_ctc_loss=1.6956 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=14.5699 max_feature_frames=807 train_avg_blank_prob=0.6988 train_argmax_blank_frac=0.7748 train_avg_top_nonblank_prob=0.1903 train_target_tokens_per_frame=0.3193 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.6436 train_avg_top_logit=12.0396 train_avg_top2_margin=3.7426 train_avg_blank_nonblank_margin=2.9901 train_avg_entropy=0.8366 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5805 train_blank_weight_grad_norm=12.3889 train_nonblank_weight_grad_norm_mean=0.0868 train_blank_bias_grad=0.1391 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1003 train_encoder_std=4.0328 train_encoder_token_l2_norm=125.4378 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.23744e-06
2026-04-14 05:32:59,779 | INFO | rank=0 | train preview ref='Все дуже сподобалось. Одночасно охочі могли ознайомитись з пожежним устаткуванням, посидіти в машинах, приміряти екіп...' hyp_greedy='долосьдночаснохч моглизйоми з пожнимкум посите в машинахвірти куваенняратулькиків.ром зфто кзтами допомои хріть дівчи...' hyp_beam='долосьдночаснохч могли озйоми з пожнимкум посильте в машинахвірти куваенняратульникиків.баром з фто кзтами допомои хр...' avg_output_frames=404.0 avg_target_tokens=129.0 top_tokens=<blank>:0.775, ▁:0.012, по:0.010, м:0.007, й:0.007
2026-04-14 05:33:14,195 | INFO | rank=0 | epoch=1 waiting for training batch 31770/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 05:34:00,876 | INFO | rank=0 | epoch=1 step=31800/249868 global_step=7950 train_loss=3.7774 train_main_ctc_loss=3.7774 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.08 grad_norm=7.1580 max_feature_frames=807 train_avg_blank_prob=0.6303 train_argmax_blank_frac=0.7401 train_avg_top_nonblank_prob=0.1933 train_target_tokens_per_frame=0.4530 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.2970 train_avg_top_logit=10.6931 train_avg_top2_margin=3.0693 train_avg_blank_nonblank_margin=2.3465 train_avg_entropy=1.2277 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5805 train_blank_weight_grad_norm=4.0892 train_nonblank_weight_grad_norm_mean=0.0924 train_blank_bias_grad=-0.0670 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1055 train_encoder_std=3.6275 train_encoder_token_l2_norm=112.9095 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.24277e-06
2026-04-14 05:34:01,336 | INFO | rank=0 | train preview ref='Те, кто меня знает, высылают гуманитарную помощь. Котики маленькие, вот видишь, он даже с персид, мой любимый. Он еле...' hyp_greedy='х несила гманітарнну помиж. котики малет вишк зскперсі мадину.нілио, ні кечна нкяла іли. вихнвийнь ку приста чтирині ...' hyp_beam='х нена висила манітарнну помиж. котики малет вишк зскперсі мадину. вонинілихо, ні ечна нкяла іли. вихнвийнь ку приста...' avg_output_frames=404.0 avg_target_tokens=183.0 top_tokens=<blank>:0.740, ▁:0.035, ли:0.010, к:0.010, .:0.010
2026-04-14 05:34:53,501 | INFO | rank=0 | epoch=1 step=31840/249868 global_step=7960 train_loss=1.7789 train_main_ctc_loss=1.7789 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=5.3755 max_feature_frames=806 train_avg_blank_prob=0.6769 train_argmax_blank_frac=0.7444 train_avg_top_nonblank_prob=0.1948 train_target_tokens_per_frame=0.2854 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.3548 train_avg_top_logit=11.7519 train_avg_top2_margin=3.5335 train_avg_blank_nonblank_margin=2.7593 train_avg_entropy=0.9330 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5805 train_blank_weight_grad_norm=1.3331 train_nonblank_weight_grad_norm_mean=0.0767 train_blank_bias_grad=-0.0274 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1092 train_encoder_std=3.8402 train_encoder_token_l2_norm=119.7403 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.24811e-06
2026-04-14 05:34:53,912 | INFO | rank=0 | train preview ref='Своріне відкриття сезону, тому що на зараз ми бачимо статистику, що сезон розширюється і він починається вже з травня...' hyp_greedy='Оріднектя сзонуому, що на за мичимоатитику, щоезн зширся почина равня і занчє у переересні. тому це доважливо, що вин...' hyp_beam='Орідне відктя сзонуому, що на за мичимо сатитику, щоеон зширся, почина з равня і занчє у переересні. тому це доважлив...' avg_output_frames=403.0 avg_target_tokens=115.0 top_tokens=<blank>:0.744, що:0.010, ,:0.010, про:0.010, н:0.010
2026-04-14 05:35:46,253 | INFO | rank=0 | epoch=1 step=31880/249868 global_step=7970 train_loss=1.8204 train_main_ctc_loss=1.8204 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=14.1229 max_feature_frames=806 train_avg_blank_prob=0.7189 train_argmax_blank_frac=0.8015 train_avg_top_nonblank_prob=0.1653 train_target_tokens_per_frame=0.3027 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.9107 train_avg_top_logit=12.2283 train_avg_top2_margin=3.6725 train_avg_blank_nonblank_margin=3.1365 train_avg_entropy=0.8387 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5806 train_blank_weight_grad_norm=11.3962 train_nonblank_weight_grad_norm_mean=0.0894 train_blank_bias_grad=0.1226 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1060 train_encoder_std=4.0558 train_encoder_token_l2_norm=126.7427 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.25345e-06
2026-04-14 05:35:46,699 | INFO | rank=0 | train preview ref='Вони напали на наші ходоги. Від цього ніхто не застрахований. Кожен керівник сьогодні має скликати свої команди із кі...' hyp_greedy='А напали на наші доги. відого ніхто не зава. ко ерівник маккати коман і з кібпеки від зай відсузумілиланзбій роти від...' hyp_beam='А напали на наші доги. відтуого ніхто не зава. ко ерівник маккати коман і з кібпеки від зай відсузумілиланзбій роти в...' avg_output_frames=403.0 avg_target_tokens=122.0 top_tokens=<blank>:0.801, ▁:0.015, від:0.012, ки:0.010, .:0.010
2026-04-14 05:36:43,387 | INFO | rank=0 | epoch=1 step=31920/249868 global_step=7980 train_loss=2.7119 train_main_ctc_loss=2.7119 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=5.1101 max_feature_frames=805 train_avg_blank_prob=0.6223 train_argmax_blank_frac=0.7667 train_avg_top_nonblank_prob=0.1688 train_target_tokens_per_frame=0.3846 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.7667 train_avg_top_logit=10.0844 train_avg_top2_margin=2.8983 train_avg_blank_nonblank_margin=2.3821 train_avg_entropy=1.4392 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5806 train_blank_weight_grad_norm=3.0423 train_nonblank_weight_grad_norm_mean=0.0761 train_blank_bias_grad=-0.0275 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1172 train_encoder_std=3.2451 train_encoder_token_l2_norm=100.4543 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.25878e-06
2026-04-14 05:36:43,792 | INFO | rank=0 | train preview ref='У вас так блестеть лицо, будет обалденно. Хотя еще один небольшой секрет. Для того чтобы у вас точно так же блестело ...' hyp_greedy='ва такблізть ліодинно,щме неший скреого, утуч такблизтило лікакт аттитто і ликсра. ви можтеть про ікуть кабсурошее зш...' hyp_beam='ва такблизть ліодинно ,щме неший креого,б уватуч такблизтило ліокакт аттитто і ликсра. ви можтеть про і куть кабсроше...' avg_output_frames=403.0 avg_target_tokens=155.0 top_tokens=<blank>:0.767, ▁:0.025, т:0.010, .:0.010, ,:0.010
2026-04-14 05:37:31,225 | INFO | rank=0 | epoch=1 step=31960/249868 global_step=7990 train_loss=2.0668 train_main_ctc_loss=2.0668 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=6.6902 max_feature_frames=804 train_avg_blank_prob=0.7247 train_argmax_blank_frac=0.8035 train_avg_top_nonblank_prob=0.1784 train_target_tokens_per_frame=0.2811 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0199 train_avg_top_logit=12.3383 train_avg_top2_margin=3.8408 train_avg_blank_nonblank_margin=3.1642 train_avg_entropy=0.7562 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5806 train_blank_weight_grad_norm=4.1115 train_nonblank_weight_grad_norm_mean=0.0861 train_blank_bias_grad=0.0480 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1100 train_encoder_std=3.9917 train_encoder_token_l2_norm=124.4494 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.26412e-06
2026-04-14 05:37:31,646 | INFO | rank=0 | train preview ref='А українською кажуть так: пан Островсь Островський і пані Островська син і мама написали у цю фантастичну працю, яка ...' hyp_greedy='Тсью кажуть так,н островсьссттровськи інісровскасир іма наслифтатичнуцю, якка назвасью кажть такти круто руто,ськасум...' hyp_beam='Трасью кажуть так,н осстровсьстровськи інісровска,сир іма наслифтатичнуцю,ка назвасью кажть такти круто руто,ськас.ум...' avg_output_frames=402.0 avg_target_tokens=113.0 top_tokens=<blank>:0.803, ка:0.012, ▁:0.012, сь:0.012, с:0.012
2026-04-14 05:38:01,500 | INFO | rank=0 | batch_timing epoch=1 batch=31976/249868 global_step=7994 data_wait=0.0s step_compute=9.6s batch_size=1 effective_frames=804 max_feature_frames=804 target_tokens=99
2026-04-14 05:38:34,118 | INFO | rank=0 | epoch=1 step=32000/249868 global_step=8000 train_loss=3.8221 train_main_ctc_loss=3.8221 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=4.3991 max_feature_frames=804 train_avg_blank_prob=0.6142 train_argmax_blank_frac=0.6841 train_avg_top_nonblank_prob=0.2500 train_target_tokens_per_frame=0.3856 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.8259 train_avg_top_logit=11.4627 train_avg_top2_margin=3.2040 train_avg_blank_nonblank_margin=2.0398 train_avg_entropy=0.9851 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5807 train_blank_weight_grad_norm=1.0072 train_nonblank_weight_grad_norm_mean=0.0813 train_blank_bias_grad=-0.0033 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0941 train_encoder_std=3.9376 train_encoder_token_l2_norm=122.3283 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.26945e-06
2026-04-14 05:38:34,535 | INFO | rank=0 | train preview ref='Тільки електронний запис через сайт до спеціалістів поживій черзі проходять екстрені ситуації. Тетяна Шпилюк разом із...' hyp_greedy='лькиелектнни заис  якіант доціалів. по живічажі прохотьекстні ці. теяна шпилююкзм зятирім сином пришла на консульта д...' hyp_beam='лькиелектронни заис  якіант доціалів. по живічаж проходатьекстні ці. теяна шпилююкзм зятирім сином прийшла на консуль...' avg_output_frames=402.0 avg_target_tokens=155.0 top_tokens=<blank>:0.684, т:0.015, ▁:0.015, к:0.015, .:0.015
2026-04-14 05:38:34,571 | INFO | rank=0 | epoch 1 step=32000/249868 global_step=8000 reached validation interval; starting validation
2026-04-14 05:44:44,590 | INFO | rank=0 | epoch_0001_step_00008000 complete train_loss=6.8438 val_loss=6.6788 val_main_ctc_loss=6.6788 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.3248 val_wer=0.9110 val_avg_blank_prob=0.6719 val_argmax_blank_frac=0.7518 val_avg_top_nonblank_prob=0.1563 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0056 val_avg_hyp_chars=40.93 val_avg_hyp_words=6.23 val_model_source=raw best_val_wer=0.9110 timing_forward=336.95s timing_teacher=0.00s timing_decode=1.06s timing_gather=0.01s timing_checkpoint_export=187.69s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00008000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 05:44:44,591 | INFO | rank=0 | epoch_0001_step_00008000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=21.71s best_export=21.33s topk_update=70.75s topk_average=73.89s
2026-04-14 05:44:44,591 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 05:44:44,592 | INFO | rank=0 | validation preview hardest_ref='Дієві санкції за порушення або несплату.' hardest_hyp='ті  санкції за порушнення або несплатуу.'
2026-04-14 06:05:54,274 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/6b1dc668be4a0d06ce824f88998819687e61a3ee elapsed=21m 9.6s
2026-04-14 06:06:35,178 | INFO | rank=0 | epoch=1 step=32040/249868 global_step=8010 train_loss=1.7839 train_main_ctc_loss=1.7839 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=8.6096 max_feature_frames=803 train_avg_blank_prob=0.7016 train_argmax_blank_frac=0.7861 train_avg_top_nonblank_prob=0.1943 train_target_tokens_per_frame=0.2935 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.6219 train_avg_top_logit=12.0199 train_avg_top2_margin=3.5025 train_avg_blank_nonblank_margin=2.7861 train_avg_entropy=0.8209 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5807 train_blank_weight_grad_norm=6.4794 train_nonblank_weight_grad_norm_mean=0.0901 train_blank_bias_grad=0.0662 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1127 train_encoder_std=4.0053 train_encoder_token_l2_norm=124.7279 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.27479e-06
2026-04-14 06:06:35,556 | INFO | rank=0 | train preview ref="За допомогою кіберкомп'ютерної технології Діп Фейк, якщо раптом хтось не знає, діп фейк це коли одне обличчя заміняєт..." hyp_greedy='допомоюкір комютерно тенолопфйк. що раптомтось ненапфейк це однеблича заміня нанше не бачив, якщосномдео фткинорльні ...' hyp_beam='допомою кібр компютерно тенолоріпфйк. що раптомтось нена пфейк це однеблича заміня нанше. не бачив, якщосномдео фткин...' avg_output_frames=402.0 avg_target_tokens=118.0 top_tokens=<blank>:0.786, ф:0.015, п:0.012, но:0.012, м:0.010
2026-04-14 06:07:21,767 | INFO | rank=0 | epoch=1 step=32080/249868 global_step=8020 train_loss=1.9443 train_main_ctc_loss=1.9443 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=13.2723 max_feature_frames=803 train_avg_blank_prob=0.5454 train_argmax_blank_frac=0.5896 train_avg_top_nonblank_prob=0.3020 train_target_tokens_per_frame=0.3881 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.2687 train_avg_top_logit=11.1443 train_avg_top2_margin=3.0050 train_avg_blank_nonblank_margin=1.4627 train_avg_entropy=1.0945 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5807 train_blank_weight_grad_norm=10.8785 train_nonblank_weight_grad_norm_mean=0.0916 train_blank_bias_grad=-0.1264 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0922 train_encoder_std=3.7930 train_encoder_token_l2_norm=117.6679 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.28013e-06
2026-04-14 06:07:22,245 | INFO | rank=0 | train preview ref='За дві години із залютіно до висоти маршала Коніва вихідними відкрився перший в області веломаршрут. Активісти в шоло...' hyp_greedy='На задві години і залютіно до висти маралаконіва вихними відквся перешй вблаі веломаршрут. активісити в шоломах кажут...' hyp_beam='На за дві години і залютіно до висти маралаконіва. вихними відквся перешй вблаі веломаршрут. активісити в шоломах каж...' avg_output_frames=402.0 avg_target_tokens=156.0 top_tokens=<blank>:0.590, ▁:0.020, в:0.012, х:0.012, ти:0.012
2026-04-14 06:08:17,994 | INFO | rank=0 | epoch=1 step=32120/249868 global_step=8030 train_loss=2.0896 train_main_ctc_loss=2.0896 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=5.3362 max_feature_frames=802 train_avg_blank_prob=0.6675 train_argmax_blank_frac=0.7681 train_avg_top_nonblank_prob=0.1797 train_target_tokens_per_frame=0.3117 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.0125 train_avg_top_logit=11.3317 train_avg_top2_margin=3.7107 train_avg_blank_nonblank_margin=3.0324 train_avg_entropy=1.0773 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5807 train_blank_weight_grad_norm=2.1157 train_nonblank_weight_grad_norm_mean=0.0700 train_blank_bias_grad=-0.0188 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1139 train_encoder_std=3.4681 train_encoder_token_l2_norm=108.7357 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.28546e-06
2026-04-14 06:08:18,364 | INFO | rank=0 | train preview ref="Окрім цього, хотів би зазначити наступне: відповідно до закону України про присвоєння об'єктам права власності та юри..." hyp_greedy='окрім ого в зачити натуне, відпоно до закону про присвобєвра власності так ридичнимсбам. і мемдонімі фізчх осіблени т...' hyp_beam='окрім ого  ов зачити натуне, відпоно до закону про присвоєбєквра власності так ридичнимсбам. ій мемдонімі фізчх осіб ...' avg_output_frames=401.0 avg_target_tokens=125.0 top_tokens=<blank>:0.768, м:0.012, ▁:0.012, с:0.010, за:0.007
2026-04-14 06:08:50,801 | INFO | rank=0 | batch_timing epoch=1 batch=32144/249868 global_step=8036 data_wait=0.0s step_compute=5.2s batch_size=1 effective_frames=802 max_feature_frames=802 target_tokens=155
2026-04-14 06:09:11,192 | INFO | rank=0 | epoch=1 step=32160/249868 global_step=8040 train_loss=2.0561 train_main_ctc_loss=2.0561 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=6.4172 max_feature_frames=801 train_avg_blank_prob=0.7826 train_argmax_blank_frac=0.8479 train_avg_top_nonblank_prob=0.1380 train_target_tokens_per_frame=0.2045 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0075 train_avg_top_logit=13.2469 train_avg_top2_margin=4.6883 train_avg_blank_nonblank_margin=4.2693 train_avg_entropy=0.6110 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5808 train_blank_weight_grad_norm=1.6327 train_nonblank_weight_grad_norm_mean=0.0993 train_blank_bias_grad=-0.0000 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1049 train_encoder_std=4.0249 train_encoder_token_l2_norm=126.3276 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.2908e-06
2026-04-14 06:09:11,551 | INFO | rank=0 | train preview ref='Ну, найголовніше, що вони зберігають життя тіх ж з ДСНС. Також працює більше двинадцяті бригад збройних сил України п...' hyp_greedy='найгвніше, що зріга жттях ж зснс. Т пєбіднатібга збройни сил по змінуванпільно зснес.муці.' hyp_beam='найгвніше, що зріга жття х ж зснс. Т пєбіднатібга збройни сил по змінуванпільно зснес.муці.' avg_output_frames=401.0 avg_target_tokens=82.0 top_tokens=<blank>:0.848, з:0.012, с:0.012, .:0.007, ▁:0.007
2026-04-14 06:10:05,432 | INFO | rank=0 | epoch=1 step=32200/249868 global_step=8050 train_loss=1.8771 train_main_ctc_loss=1.8771 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=4.5434 max_feature_frames=801 train_avg_blank_prob=0.6583 train_argmax_blank_frac=0.7257 train_avg_top_nonblank_prob=0.2092 train_target_tokens_per_frame=0.2968 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.0125 train_avg_top_logit=11.4913 train_avg_top2_margin=3.3516 train_avg_blank_nonblank_margin=2.4638 train_avg_entropy=0.9526 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5808 train_blank_weight_grad_norm=1.2610 train_nonblank_weight_grad_norm_mean=0.0746 train_blank_bias_grad=0.0008 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0945 train_encoder_std=3.6138 train_encoder_token_l2_norm=112.8294 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.29614e-06
2026-04-14 06:10:05,837 | INFO | rank=0 | train preview ref='Самостійно собі допомагати в будь-яких справах, чи пішов медичний медичний заклад, сам собі поспілкувався, чи щоб не ...' hyp_greedy='Тмостійнобі допомагати у будедяках  с правахшв медичнумедичнийй заклад самбі полвався, які не користти послугами пере...' hyp_beam='Тмостійнобі допомагати у будедяках  с правахшв медичнумедичнийй заклад самбі попілвався, які що не користти послугами...' avg_output_frames=401.0 avg_target_tokens=119.0 top_tokens=<blank>:0.726, ти:0.010, ▁:0.010, в:0.007, ,:0.007
2026-04-14 06:11:03,830 | INFO | rank=0 | epoch=1 step=32240/249868 global_step=8060 train_loss=1.4901 train_main_ctc_loss=1.4901 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=5.2214 max_feature_frames=800 train_avg_blank_prob=0.7496 train_argmax_blank_frac=0.8175 train_avg_top_nonblank_prob=0.1637 train_target_tokens_per_frame=0.2200 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9600 train_avg_top_logit=13.3600 train_avg_top2_margin=4.5800 train_avg_blank_nonblank_margin=3.9200 train_avg_entropy=0.6350 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5808 train_blank_weight_grad_norm=2.0091 train_nonblank_weight_grad_norm_mean=0.0845 train_blank_bias_grad=0.0284 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1112 train_encoder_std=4.2048 train_encoder_token_l2_norm=131.4828 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.30147e-06
2026-04-14 06:11:04,229 | INFO | rank=0 | train preview ref='Тому що ми побачили той самий музей, в якому експонувалися наші речі, зовсім знищений, де була тільки купа сміття, це...' hyp_greedy='що ми почили,й самамийомузй вомуеспоннулися нашівсім знищени будекикупа сміття цегли, каміення це в заліможливо, миді...' hyp_beam='що ми почили,й самамийомузй вомуекспоннулися наі ре,всім знищни де будекикупа сміття, цегли, каміення. це в залі немо...' avg_output_frames=400.0 avg_target_tokens=88.0 top_tokens=<blank>:0.818, ли:0.015, й:0.007, ,:0.007, т:0.005
2026-04-14 06:11:57,647 | INFO | rank=0 | epoch=1 step=32280/249868 global_step=8070 train_loss=1.9532 train_main_ctc_loss=1.9532 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=6.5696 max_feature_frames=800 train_avg_blank_prob=0.6109 train_argmax_blank_frac=0.6775 train_avg_top_nonblank_prob=0.2522 train_target_tokens_per_frame=0.3475 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.8800 train_avg_top_logit=11.5200 train_avg_top2_margin=3.3400 train_avg_blank_nonblank_margin=2.1000 train_avg_entropy=0.9700 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5809 train_blank_weight_grad_norm=4.3839 train_nonblank_weight_grad_norm_mean=0.0765 train_blank_bias_grad=-0.0679 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1115 train_encoder_std=3.7657 train_encoder_token_l2_norm=117.0159 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.30681e-06
2026-04-14 06:11:58,093 | INFO | rank=0 | train preview ref='Так отак вийшлося, та й так він тут і остався. У Валентини невелике господарство є гуси, коти та собаки. Проте каже ж...' hyp_greedy='полуулося так і так тутистав увалетини невелиесподарство є гси  коти та сбаки про тете каже іка жуні варині макс не з...' hyp_beam='получилося, так і так тути остався. увалентини невелиегосподарство є гси  коти та сбаки. про те каже іка жуні варині ...' avg_output_frames=400.0 avg_target_tokens=139.0 top_tokens=<blank>:0.677, ▁:0.048, ва:0.010, ти:0.010, в:0.010
2026-04-14 06:12:47,562 | INFO | rank=0 | epoch=1 step=32320/249868 global_step=8080 train_loss=3.6372 train_main_ctc_loss=3.6372 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=7.3173 max_feature_frames=799 train_avg_blank_prob=0.7113 train_argmax_blank_frac=0.8175 train_avg_top_nonblank_prob=0.1591 train_target_tokens_per_frame=0.3250 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.3600 train_avg_top_logit=11.6800 train_avg_top2_margin=3.6000 train_avg_blank_nonblank_margin=3.0400 train_avg_entropy=0.9150 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5809 train_blank_weight_grad_norm=4.4187 train_nonblank_weight_grad_norm_mean=0.0918 train_blank_bias_grad=0.0619 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1119 train_encoder_std=3.6415 train_encoder_token_l2_norm=114.6938 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.31214e-06
2026-04-14 06:12:47,937 | INFO | rank=0 | train preview ref='Будет чрезмерное повышение артериального давления. Если вы мужчина в возрасте старше лет, а женщина старше -летнего в...' hyp_greedy='Вудезмір пош артеяльвлеення ви томущна взрорш пнчинарше птзрос ува моубиявлеення ранслирозвсудо і найбо відятна такм ...' hyp_beam='Вудезмір пош артеяльвлеення ви томучина взросірш  п ажнчинарше  птньзрос, ува моутьявлеення ранслирозвсудо і найбо ві...' avg_output_frames=400.0 avg_target_tokens=130.0 top_tokens=<blank>:0.818, з:0.010, р:0.010, у:0.007, в:0.007
2026-04-14 06:13:41,083 | INFO | rank=0 | epoch=1 step=32360/249868 global_step=8090 train_loss=1.4954 train_main_ctc_loss=1.4954 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.07 grad_norm=3.8733 max_feature_frames=799 train_avg_blank_prob=0.6477 train_argmax_blank_frac=0.7175 train_avg_top_nonblank_prob=0.2379 train_target_tokens_per_frame=0.3500 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.2800 train_avg_top_logit=11.8400 train_avg_top2_margin=3.5000 train_avg_blank_nonblank_margin=2.3700 train_avg_entropy=0.8400 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5809 train_blank_weight_grad_norm=1.0241 train_nonblank_weight_grad_norm_mean=0.0750 train_blank_bias_grad=0.0069 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0967 train_encoder_std=3.7758 train_encoder_token_l2_norm=118.4752 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.31748e-06
2026-04-14 06:13:41,575 | INFO | rank=0 | train preview ref="Це вдвічі менше ніж тижнем раніше. Також на дев'ятнадцять менша хворих на коронавірус госпіталізували до медзакладів ..." hyp_greedy="вдвічімен ніж тижнемраніше. нав'ятнатьменше хрих на коронавірусспіталізли до мед закладв.вісім поцієнв Минулотиження ..." hyp_beam="в двічімен ніж тижнемраніше. на дев'ятнатьменше хрих на коронавірусспіталізли до мед закладв.вісім поцієнв Минулотиже..." avg_output_frames=400.0 avg_target_tokens=140.0 top_tokens=<blank>:0.718, в:0.015, ні:0.013, ▁:0.013, .:0.010
2026-04-14 06:14:31,300 | INFO | rank=0 | epoch=1 step=32400/249868 global_step=8100 train_loss=3.0706 train_main_ctc_loss=3.0706 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=5.4794 max_feature_frames=798 train_avg_blank_prob=0.7125 train_argmax_blank_frac=0.7694 train_avg_top_nonblank_prob=0.1986 train_target_tokens_per_frame=0.2406 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3509 train_avg_top_logit=12.9123 train_avg_top2_margin=4.3709 train_avg_blank_nonblank_margin=3.4085 train_avg_entropy=0.6767 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5810 train_blank_weight_grad_norm=2.6135 train_nonblank_weight_grad_norm_mean=0.0883 train_blank_bias_grad=-0.0224 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0978 train_encoder_std=3.9019 train_encoder_token_l2_norm=122.2101 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.32282e-06
2026-04-14 06:14:31,680 | INFO | rank=0 | train preview ref='Намагаються дистанціювати себе від токсичних російських митців або токсичних російських компаній вийти з ринку, тому ...' hyp_greedy='мадистаанціюти себе від токсичнинихсійців, абоксичних російсьх компаній, вийти зринкуому що вонизуміть, в цей момеду ...' hyp_beam='мадистанціюти себе від токсичнисійців, або токсичних російсьх компаній, вийти з ринкуому що вонизуміть, в цей момеду ...' avg_output_frames=399.0 avg_target_tokens=96.0 top_tokens=<blank>:0.769, й:0.013, ні:0.010, ,:0.010, .:0.008
2026-04-14 06:15:25,575 | INFO | rank=0 | epoch=1 step=32440/249868 global_step=8110 train_loss=1.7828 train_main_ctc_loss=1.7828 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=8.2328 max_feature_frames=798 train_avg_blank_prob=0.6161 train_argmax_blank_frac=0.6967 train_avg_top_nonblank_prob=0.2325 train_target_tokens_per_frame=0.2957 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.9073 train_avg_top_logit=11.5489 train_avg_top2_margin=3.1479 train_avg_blank_nonblank_margin=2.0050 train_avg_entropy=1.0276 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5810 train_blank_weight_grad_norm=6.4318 train_nonblank_weight_grad_norm_mean=0.0733 train_blank_bias_grad=-0.0780 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1003 train_encoder_std=3.7685 train_encoder_token_l2_norm=117.9556 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.32815e-06
2026-04-14 06:15:26,078 | INFO | rank=0 | train preview ref='До цього додається постійне зростання споживання води, сільським господарством, промисловістю, а також на щоденні пот...' hyp_greedy='Б до ь додає постійно зростапоживаення во. сільмгосподарством промисловію, такж на  щооденні потребидей.сирі кіпкрале...' hyp_beam='Б до ь додаєя постійно зростанпоживаення во. сійльмгосподарством промисловію, такж на  щооденні потребидей.сирі кіпкр...' avg_output_frames=399.0 avg_target_tokens=118.0 top_tokens=<blank>:0.697, .:0.015, ▁:0.015, на:0.010, й:0.010
2026-04-14 06:16:24,097 | INFO | rank=0 | epoch=1 step=32480/249868 global_step=8120 train_loss=1.4108 train_main_ctc_loss=1.4108 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=8.5517 max_feature_frames=797 train_avg_blank_prob=0.7293 train_argmax_blank_frac=0.7970 train_avg_top_nonblank_prob=0.1760 train_target_tokens_per_frame=0.2581 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1103 train_avg_top_logit=12.5113 train_avg_top2_margin=4.1905 train_avg_blank_nonblank_margin=3.4687 train_avg_entropy=0.7068 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5810 train_blank_weight_grad_norm=6.6694 train_nonblank_weight_grad_norm_mean=0.0780 train_blank_bias_grad=0.0745 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1136 train_encoder_std=3.6403 train_encoder_token_l2_norm=114.6677 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.33349e-06
2026-04-14 06:16:24,466 | INFO | rank=0 | train preview ref='Тому що от ідеологія того, що міжнародні фінанси заганяють нас кабалу, вона існує дуже давно ⁇ і якось постійно викор...' hyp_greedy='ому що о ідеолоя щоміжнароні нанси заганя накабело, вони існуєдавно ісь постійно викорисв як вк так доречи і позакно ...' hyp_beam='ому що о ідеолоя щоміжнародні нанси заганя накабело, вони існує дужедавно ісь постійно викорисв як вкні так доречи і ...' avg_output_frames=399.0 avg_target_tokens=103.0 top_tokens=<blank>:0.797, і:0.010, но:0.008, ти:0.008, в:0.008
2026-04-14 06:17:19,906 | INFO | rank=0 | epoch=1 step=32520/249868 global_step=8130 train_loss=2.3891 train_main_ctc_loss=2.3891 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=5.5738 max_feature_frames=796 train_avg_blank_prob=0.7086 train_argmax_blank_frac=0.7764 train_avg_top_nonblank_prob=0.1831 train_target_tokens_per_frame=0.2588 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7387 train_avg_top_logit=12.1407 train_avg_top2_margin=4.0804 train_avg_blank_nonblank_margin=3.2362 train_avg_entropy=0.7789 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5810 train_blank_weight_grad_norm=3.1373 train_nonblank_weight_grad_norm_mean=0.0807 train_blank_bias_grad=-0.0335 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1097 train_encoder_std=3.6239 train_encoder_token_l2_norm=113.8308 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.33882e-06
2026-04-14 06:17:20,293 | INFO | rank=0 | train preview ref='Просто виходить оця клетка, де вони контактували з профлістом, всього три клетки. Всі останні клітки, допустимо, голо...' hyp_greedy='получаться.ця клетка де вони конттакли з профлісм. і так ри клеткисі остані кліт зауголо,начально но, як робив профлі...' hyp_beam='получаться.ця клетка де вони конттакли з профлісм. так і так ри клеткисі остані кліт зауголо,начально но, як робив пр...' avg_output_frames=398.0 avg_target_tokens=103.0 top_tokens=<blank>:0.776, ▁:0.028, к:0.018, лі:0.010, т:0.010
2026-04-14 06:18:20,202 | INFO | rank=0 | epoch=1 step=32560/249868 global_step=8140 train_loss=1.5896 train_main_ctc_loss=1.5896 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=6.3313 max_feature_frames=796 train_avg_blank_prob=0.6206 train_argmax_blank_frac=0.6935 train_avg_top_nonblank_prob=0.2525 train_target_tokens_per_frame=0.3216 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.1759 train_avg_top_logit=11.8191 train_avg_top2_margin=3.3166 train_avg_blank_nonblank_margin=2.1005 train_avg_entropy=0.9095 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5811 train_blank_weight_grad_norm=4.5867 train_nonblank_weight_grad_norm_mean=0.0752 train_blank_bias_grad=-0.0525 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0924 train_encoder_std=3.8538 train_encoder_token_l2_norm=120.7722 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.34416e-06
2026-04-14 06:18:20,621 | INFO | rank=0 | train preview ref='Пане головуючий, ми маємо незгоду у письмовій формі, підписану членом палати представників, але не членом сенату. У т...' hyp_greedy='Пнеголовю чи, ми маємо не згоу усмовій формі, підписано членом поалатидставнив а не членом сеенату такому з це не при...' hyp_beam='Пнеголовючи, ми маємо не згоду усмовій фрмі, підписано членом поалатидставнив А не членом сеенату такому раз це не пр...' avg_output_frames=398.0 avg_target_tokens=128.0 top_tokens=<blank>:0.693, ▁:0.015, в:0.010, но:0.010, ,:0.008
2026-04-14 06:19:19,201 | INFO | rank=0 | epoch=1 step=32600/249868 global_step=8150 train_loss=2.8787 train_main_ctc_loss=2.8787 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=9.4942 max_feature_frames=795 train_avg_blank_prob=0.7063 train_argmax_blank_frac=0.7513 train_avg_top_nonblank_prob=0.2110 train_target_tokens_per_frame=0.2588 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7035 train_avg_top_logit=13.1859 train_avg_top2_margin=4.1809 train_avg_blank_nonblank_margin=3.2161 train_avg_entropy=0.6482 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5811 train_blank_weight_grad_norm=4.3588 train_nonblank_weight_grad_norm_mean=0.0944 train_blank_bias_grad=0.0726 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0996 train_encoder_std=4.3386 train_encoder_token_l2_norm=135.7700 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.3495e-06
2026-04-14 06:19:19,580 | INFO | rank=0 | train preview ref='Третій день марафону малювання, і головна теза сьогоднішнього дня звучить так: за реалістичним малюванням завжди стоя...' hyp_greedy='тьй день марафону маання іголовна тезанішодня звучить так. за рееалітичм малюенням, завжстоярахунки, іналіз.омуконали...' hyp_beam='тьй день марафону маання іголовна тезанішньодня звучить, так. за рееалітичм малюенням, завжстоя підрахунки, іналіз.ом...' avg_output_frames=398.0 avg_target_tokens=103.0 top_tokens=<blank>:0.751, ма:0.013, .:0.013, на:0.013, м:0.010
2026-04-14 06:20:18,153 | INFO | rank=0 | epoch=1 step=32640/249868 global_step=8160 train_loss=1.5009 train_main_ctc_loss=1.5009 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=10.7018 max_feature_frames=794 train_avg_blank_prob=0.7150 train_argmax_blank_frac=0.7657 train_avg_top_nonblank_prob=0.1914 train_target_tokens_per_frame=0.2494 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2519 train_avg_top_logit=12.7355 train_avg_top2_margin=4.4131 train_avg_blank_nonblank_margin=3.5264 train_avg_entropy=0.6952 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5811 train_blank_weight_grad_norm=7.4703 train_nonblank_weight_grad_norm_mean=0.1047 train_blank_bias_grad=-0.1037 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1240 train_encoder_std=3.8687 train_encoder_token_l2_norm=121.6363 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.35483e-06
2026-04-14 06:20:18,519 | INFO | rank=0 | train preview ref='Кожен повинен хоч щось зробити. Коли я кажу, хоч щось люди можуть подумати: а що я можу? У мене грошей не менше. Якщо...' hyp_greedy='н понен  хо щось зробити ко як кажу, хоч щось,ди моуть помати а що можу вме грошей неше. якщо коженхча об годину,де н...' hyp_beam='н повинен  хо щось зробити ко як кажу, хоч щось,ди моуть помати а що можу вме грошей не маше. якщо коженхча об годину...' avg_output_frames=397.0 avg_target_tokens=99.0 top_tokens=<blank>:0.766, ▁:0.020, н:0.013, по:0.010, ,:0.008
2026-04-14 06:21:14,169 | INFO | rank=0 | epoch=1 step=32680/249868 global_step=8170 train_loss=1.6378 train_main_ctc_loss=1.6378 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=5.8278 max_feature_frames=794 train_avg_blank_prob=0.5867 train_argmax_blank_frac=0.6524 train_avg_top_nonblank_prob=0.2680 train_target_tokens_per_frame=0.3401 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.3980 train_avg_top_logit=11.2040 train_avg_top2_margin=3.2040 train_avg_blank_nonblank_margin=1.8338 train_avg_entropy=1.0227 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5812 train_blank_weight_grad_norm=3.3267 train_nonblank_weight_grad_norm_mean=0.0661 train_blank_bias_grad=-0.0414 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0998 train_encoder_std=3.4607 train_encoder_token_l2_norm=108.6294 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.36017e-06
2026-04-14 06:21:14,581 | INFO | rank=0 | train preview ref="Ось там він знаходиться, це у нас СВ-ка, в ЕСОК, зовсім інший роз'єм. Або щось мудрувати так, як я на скору руку. Ви ..." hyp_greedy='сь таквінаходиться це у нас сшка всокзом іншийзємбо щосьомудрувати так як я на скоруруку. ви запитаєте,ч ми зробивкор...' hyp_beam='сь таквінаходиться, це у нас сшка всокзом іншийзємбо щосьомудрувати так як я на скоруруку. ви запитаєте,ч ми зробивко...' avg_output_frames=397.0 avg_target_tokens=135.0 top_tokens=<blank>:0.652, в:0.015, с:0.015, на:0.015, к:0.013
2026-04-14 06:22:09,138 | INFO | rank=0 | epoch=1 step=32720/249868 global_step=8180 train_loss=1.2455 train_main_ctc_loss=1.2455 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=11.3337 max_feature_frames=793 train_avg_blank_prob=0.7647 train_argmax_blank_frac=0.8262 train_avg_top_nonblank_prob=0.1593 train_target_tokens_per_frame=0.2443 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0579 train_avg_top_logit=13.2997 train_avg_top2_margin=4.3526 train_avg_blank_nonblank_margin=3.8287 train_avg_entropy=0.5995 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5812 train_blank_weight_grad_norm=8.6635 train_nonblank_weight_grad_norm_mean=0.0819 train_blank_bias_grad=0.1017 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1029 train_encoder_std=3.9857 train_encoder_token_l2_norm=124.6195 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.3655e-06
2026-04-14 06:22:09,526 | INFO | rank=0 | train preview ref='Два прості принципі ⁇ право отримувати чесно за зароблену за свою працю, і право вільно молитися так, якби комусь хот...' hyp_greedy='прості принціпіво омти чес за заробленувою івовіль мотися так яксьтілося. це наш здан нетіки молитися, і жи так як ми...' hyp_beam='прості принціпі,во омти чесно за зароблену завоюцю івовіль молитися так, яксь хотілося. це наш здан нетіки молитися, ...' avg_output_frames=397.0 avg_target_tokens=97.0 top_tokens=<blank>:0.826, і:0.008, ти:0.008, ся:0.008, за:0.008
2026-04-14 06:23:06,486 | INFO | rank=0 | epoch=1 step=32760/249868 global_step=8190 train_loss=1.4904 train_main_ctc_loss=1.4904 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=5.3566 max_feature_frames=793 train_avg_blank_prob=0.6122 train_argmax_blank_frac=0.6574 train_avg_top_nonblank_prob=0.2766 train_target_tokens_per_frame=0.3451 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4458 train_avg_top_logit=12.2519 train_avg_top2_margin=3.5668 train_avg_blank_nonblank_margin=2.1259 train_avg_entropy=0.8111 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5812 train_blank_weight_grad_norm=3.1752 train_nonblank_weight_grad_norm_mean=0.0808 train_blank_bias_grad=-0.0396 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0963 train_encoder_std=3.9497 train_encoder_token_l2_norm=123.5555 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.37084e-06
2026-04-14 06:23:06,919 | INFO | rank=0 | train preview ref="А вівці такі тварини, які завжди потрапляють халепо. Я доглядаю за ними. Два прохні здоров'я спостерігаю за їхню пове..." hyp_greedy="віці таккі варини, які завжди потрапля халеп. я додаю за ними,й прохні здоров'ярігаю захню поведіню. у кожнуз ниних с..." hyp_beam="віці таккі варини, які завжди потрапля халеп. я доглядаю за ними,й прохні здоров'ярігаю за хню поведіню. у кожну з ни..." avg_output_frames=397.0 avg_target_tokens=137.0 top_tokens=<blank>:0.657, .:0.018, ю:0.015, ж:0.015, ▁:0.015
2026-04-14 06:24:03,589 | INFO | rank=0 | epoch=1 step=32800/249868 global_step=8200 train_loss=1.4440 train_main_ctc_loss=1.4440 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=6.2729 max_feature_frames=792 train_avg_blank_prob=0.7411 train_argmax_blank_frac=0.7753 train_avg_top_nonblank_prob=0.1840 train_target_tokens_per_frame=0.2399 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0101 train_avg_top_logit=13.4141 train_avg_top2_margin=4.7071 train_avg_blank_nonblank_margin=3.8788 train_avg_entropy=0.5707 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5813 train_blank_weight_grad_norm=3.6669 train_nonblank_weight_grad_norm_mean=0.0835 train_blank_bias_grad=0.0538 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1194 train_encoder_std=3.8966 train_encoder_token_l2_norm=122.9178 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.37618e-06
2026-04-14 06:24:03,973 | INFO | rank=0 | train preview ref='І плюс героїзм, наче не назваш наших енергетиків, ремонтників і всіх інших служб. Ми витримуємо, росіяни розраховувал...' hyp_greedy='ілюс героїзмчини на зх наших енергетикив,монтни ісіхших служб витримємосінизрахввали,лькисьні подоли, що ми вжедавно ...' hyp_beam='ілюс героїзм начини на зх наших енергетикив,монтни ісіхших служб, витримуємосінизрахввали,лькисьні подоли, що ми вжед...' avg_output_frames=396.0 avg_target_tokens=95.0 top_tokens=<blank>:0.775, х:0.020, і:0.010, в:0.010, ,:0.010
2026-04-14 06:24:58,184 | INFO | rank=0 | epoch=1 step=32840/249868 global_step=8210 train_loss=1.4403 train_main_ctc_loss=1.4403 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.06 grad_norm=16.6556 max_feature_frames=791 train_avg_blank_prob=0.8074 train_argmax_blank_frac=0.8258 train_avg_top_nonblank_prob=0.1351 train_target_tokens_per_frame=0.1919 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8990 train_avg_top_logit=14.1414 train_avg_top2_margin=5.6566 train_avg_blank_nonblank_margin=5.1515 train_avg_entropy=0.4672 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5813 train_blank_weight_grad_norm=14.2470 train_nonblank_weight_grad_norm_mean=0.0881 train_blank_bias_grad=0.1556 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1244 train_encoder_std=3.8382 train_encoder_token_l2_norm=121.2014 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.38151e-06
2026-04-14 06:24:58,624 | INFO | rank=0 | train preview ref='Компанії, партнера, яка могла б приступити до переробки будівельного сміття, яке є в місці внаслідок руйнування, тако...' hyp_greedy='компанії партнера, яка могла притупити до переробкиудівельного смітя, в місті вналідокруйнуж закупівля влас такї машини.' hyp_beam='компанії партнера, яка могла притупити до переробкиудівельного смітя, в місті внаслідокруйнуж закупівля влас такї маш...' avg_output_frames=396.0 avg_target_tokens=76.0 top_tokens=<blank>:0.826, в:0.010, т:0.008, .:0.005, ,:0.005
2026-04-14 06:25:07,674 | INFO | rank=0 | epoch=1 waiting for training batch 32845/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 06:26:00,816 | INFO | rank=0 | epoch=1 step=32880/249868 global_step=8220 train_loss=1.5611 train_main_ctc_loss=1.5611 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=9.0568 max_feature_frames=791 train_avg_blank_prob=0.5577 train_argmax_blank_frac=0.6086 train_avg_top_nonblank_prob=0.2979 train_target_tokens_per_frame=0.3485 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.3434 train_avg_top_logit=11.2323 train_avg_top2_margin=2.9495 train_avg_blank_nonblank_margin=1.3838 train_avg_entropy=1.0202 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5813 train_blank_weight_grad_norm=7.1880 train_nonblank_weight_grad_norm_mean=0.0732 train_blank_bias_grad=-0.0882 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0888 train_encoder_std=3.5490 train_encoder_token_l2_norm=111.3841 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.38685e-06
2026-04-14 06:26:01,264 | INFO | rank=0 | train preview ref="Не стріляєш, а змінюєш. Змінюєш. А це станковий гранатомет МК дев'ятнадцять. Він з'явився на озброєнні українських ві..." hyp_greedy="Тстріляєш змінш змінш. а це стастанковий гранатомет мка дев'ятнадцять. ви зявився на озброєнні уї йкових торік влітку..." hyp_beam="Т сстріляєш, змінш змінш. а це стастанковий гранатомет мка дев'ятнадцять. ви зявився на озброєнні уї йокових торік вл..." avg_output_frames=396.0 avg_target_tokens=138.0 top_tokens=<blank>:0.609, .:0.020, н:0.018, ▁:0.018, з:0.015
2026-04-14 06:26:50,587 | INFO | rank=0 | epoch=1 step=32920/249868 global_step=8230 train_loss=1.4201 train_main_ctc_loss=1.4201 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=4.9242 max_feature_frames=790 train_avg_blank_prob=0.7527 train_argmax_blank_frac=0.7949 train_avg_top_nonblank_prob=0.1695 train_target_tokens_per_frame=0.2203 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2051 train_avg_top_logit=13.6101 train_avg_top2_margin=4.6582 train_avg_blank_nonblank_margin=3.9089 train_avg_entropy=0.5873 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5813 train_blank_weight_grad_norm=1.0852 train_nonblank_weight_grad_norm_mean=0.0865 train_blank_bias_grad=0.0109 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1139 train_encoder_std=3.9614 train_encoder_token_l2_norm=124.2521 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.39219e-06
2026-04-14 06:26:50,973 | INFO | rank=0 | train preview ref='І котел він переключається за допомогою трьохходового клапана. Ось тут, і теплоносіг іде по цій трубі і заходить в са...' hyp_greedy='і котел вінключає за допомогаю тхдового лапана, осьут і телоносіде по цій трубі і зать сам булойлер. і по звороці під...' hyp_beam='і котел вінключає за допомогаю тхдового лапана, осьут і телоносільде по цій трубі і зать сам булойлер. і по звороці п...' avg_output_frames=395.0 avg_target_tokens=87.0 top_tokens=<blank>:0.795, і:0.013, ▁:0.013, т:0.008, .:0.008
2026-04-14 06:27:46,874 | INFO | rank=0 | epoch=1 step=32960/249868 global_step=8240 train_loss=1.5540 train_main_ctc_loss=1.5540 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=4.3019 max_feature_frames=790 train_avg_blank_prob=0.6411 train_argmax_blank_frac=0.7063 train_avg_top_nonblank_prob=0.2419 train_target_tokens_per_frame=0.3266 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.6658 train_avg_top_logit=12.3949 train_avg_top2_margin=3.5646 train_avg_blank_nonblank_margin=2.3797 train_avg_entropy=0.8152 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5814 train_blank_weight_grad_norm=1.4038 train_nonblank_weight_grad_norm_mean=0.0772 train_blank_bias_grad=0.0037 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0996 train_encoder_std=3.9676 train_encoder_token_l2_norm=123.9320 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.39752e-06
2026-04-14 06:27:47,269 | INFO | rank=0 | train preview ref='Побачив у цьому важливість та цінність, чим я можу бути корисним нашій команді. В першу чергу я став психологом, бо н...' hyp_greedy='чив уцьому важливвісь та ціннийсь  чим я можу буде корис наійман. переучергу, ястав психолом. бо нерідко мояоголовна ...' hyp_beam='чив уцьому важливвісь та ціннийсь  чим я можу буде кориснений наійман. переучергу, ястав психолом. бо нерідко мояогол...' avg_output_frames=395.0 avg_target_tokens=129.0 top_tokens=<blank>:0.706, м:0.013, ,:0.013, й:0.013, .:0.010
2026-04-14 06:28:51,664 | INFO | rank=0 | batch_timing epoch=1 batch=33000/249868 global_step=8250 data_wait=0.0s step_compute=7.6s batch_size=1 effective_frames=789 max_feature_frames=789 target_tokens=103
2026-04-14 06:28:51,910 | INFO | rank=0 | epoch=1 step=33000/249868 global_step=8250 train_loss=1.3570 train_main_ctc_loss=1.3570 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=5.5768 max_feature_frames=789 train_avg_blank_prob=0.7031 train_argmax_blank_frac=0.7418 train_avg_top_nonblank_prob=0.2199 train_target_tokens_per_frame=0.2608 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3949 train_avg_top_logit=12.9620 train_avg_top2_margin=4.1316 train_avg_blank_nonblank_margin=3.0380 train_avg_entropy=0.6177 train_blank_bias=0.0004 train_blank_weight_norm=0.5875 train_nonblank_weight_norm_mean=0.5814 train_blank_weight_grad_norm=3.4484 train_nonblank_weight_grad_norm_mean=0.0725 train_blank_bias_grad=0.0378 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1077 train_encoder_std=3.9915 train_encoder_token_l2_norm=124.9654 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.40286e-06
2026-04-14 06:28:52,322 | INFO | rank=0 | train preview ref='Так, ось те саме місце і так, трамвая тут більше немає. Взагалі, в нас виходить якась така прогулянка з зниклими місц...' hyp_greedy='сь теаме місце і так раваяу немає. взагалі вс вихть,кась так прогулянка зниклими місцями зниклими стежками вая. хоча ...' hyp_beam='сь те самме місце і так раваяу немає. взагалі вс вихть,ась така прогулянка зниклими місцями зниклими стежками вая. хо...' avg_output_frames=395.0 avg_target_tokens=103.0 top_tokens=<blank>:0.742, .:0.015, з:0.013, ми:0.013, ▁:0.010
2026-04-14 06:29:44,414 | INFO | rank=0 | epoch=1 step=33040/249868 global_step=8260 train_loss=1.5245 train_main_ctc_loss=1.5245 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=7.2001 max_feature_frames=788 train_avg_blank_prob=0.7207 train_argmax_blank_frac=0.7817 train_avg_top_nonblank_prob=0.1868 train_target_tokens_per_frame=0.2335 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2640 train_avg_top_logit=12.6701 train_avg_top2_margin=4.3249 train_avg_blank_nonblank_margin=3.5330 train_avg_entropy=0.6904 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5814 train_blank_weight_grad_norm=4.7218 train_nonblank_weight_grad_norm_mean=0.0827 train_blank_bias_grad=-0.0493 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1109 train_encoder_std=3.5421 train_encoder_token_l2_norm=111.6313 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.40819e-06
2026-04-14 06:29:44,810 | INFO | rank=0 | train preview ref="Найпривабливішим, що сюди будуть приходити гуляти з малими дітьми, відпочивати. Яким ви пам'ятаєте цей парк і чого сь..." hyp_greedy='йпваблишим, щодиуть приходить уля з малими діттьми,почива.им ви памятате паар,чсь долучилися до прибираення..пав на д...' hyp_beam='йпривабливишим щодиуть приходить улять з малими діттьми, відпочива.им ви памятате цей паарки,чсьні долучилися до приб...' avg_output_frames=394.0 avg_target_tokens=92.0 top_tokens=<blank>:0.782, .:0.013, до:0.010, ли:0.010, ,:0.010
2026-04-14 06:30:37,927 | INFO | rank=0 | epoch=1 step=33080/249868 global_step=8270 train_loss=1.3375 train_main_ctc_loss=1.3375 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=4.2620 max_feature_frames=788 train_avg_blank_prob=0.6375 train_argmax_blank_frac=0.6726 train_avg_top_nonblank_prob=0.2625 train_target_tokens_per_frame=0.3325 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7766 train_avg_top_logit=12.5076 train_avg_top2_margin=3.7157 train_avg_blank_nonblank_margin=2.3858 train_avg_entropy=0.7360 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5814 train_blank_weight_grad_norm=1.7604 train_nonblank_weight_grad_norm_mean=0.0689 train_blank_bias_grad=0.0215 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1046 train_encoder_std=3.7540 train_encoder_token_l2_norm=118.1016 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.41353e-06
2026-04-14 06:30:38,339 | INFO | rank=0 | train preview ref="Чому саме така кольорова гамма? Я думаю, тому що це пов'язано з тими чорноземами, на які багата подільська земля, і м..." hyp_greedy="чиому тому самме така кольорова гама ядумаю, тому що це пов'язано з тимичорноземами накій бата поділька змля. і майже..." hyp_beam="чиому самме така кольорова гама, ядумаю,ому тому що це пов'язано з тими чорноземами накій бата поділька змля. і майже..." avg_output_frames=394.0 avg_target_tokens=131.0 top_tokens=<blank>:0.673, н:0.020, з:0.015, ▁:0.015, .:0.013
2026-04-14 06:31:27,928 | INFO | rank=0 | epoch=1 step=33120/249868 global_step=8280 train_loss=1.6597 train_main_ctc_loss=1.6597 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=5.9719 max_feature_frames=787 train_avg_blank_prob=0.8082 train_argmax_blank_frac=0.8299 train_avg_top_nonblank_prob=0.1495 train_target_tokens_per_frame=0.1574 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1320 train_avg_top_logit=14.5381 train_avg_top2_margin=5.1777 train_avg_blank_nonblank_margin=4.5076 train_avg_entropy=0.3756 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5815 train_blank_weight_grad_norm=2.4061 train_nonblank_weight_grad_norm_mean=0.0941 train_blank_bias_grad=0.0281 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1184 train_encoder_std=4.2459 train_encoder_token_l2_norm=133.2396 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.41887e-06
2026-04-14 06:31:28,281 | INFO | rank=0 | train preview ref='Долоня. Права змія. Одночасно вказівними пальчиками проводимо від хвостика до голови змії, одночасно промовляючи звук Ш.' hyp_greedy='долонява змія,дночасно,каівними пальчиками проводимо від хвотика, долови зміїносно промовляючи звук.' hyp_beam='долонява змія,дночасно,каівними пальчиками проводимо від хвотика, долови зміїносно промовляючи звук.' avg_output_frames=394.0 avg_target_tokens=62.0 top_tokens=<blank>:0.830, но:0.015, ка:0.013, ми:0.010, ,:0.008
2026-04-14 06:31:39,387 | INFO | rank=0 | epoch=1 waiting for training batch 33126/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 06:32:27,083 | INFO | rank=0 | epoch=1 step=33160/249868 global_step=8290 train_loss=2.6061 train_main_ctc_loss=2.6061 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=5.6004 max_feature_frames=787 train_avg_blank_prob=0.6267 train_argmax_blank_frac=0.6650 train_avg_top_nonblank_prob=0.2714 train_target_tokens_per_frame=0.3122 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4518 train_avg_top_logit=12.3452 train_avg_top2_margin=3.8579 train_avg_blank_nonblank_margin=2.3655 train_avg_entropy=0.7411 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5815 train_blank_weight_grad_norm=3.5664 train_nonblank_weight_grad_norm_mean=0.0667 train_blank_bias_grad=-0.0461 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1009 train_encoder_std=3.6734 train_encoder_token_l2_norm=115.2879 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.4242e-06
2026-04-14 06:32:27,526 | INFO | rank=0 | train preview ref='От після апеляції вже і не виплачують ці в кошти на Хмельницькому майдані Незалежності. Зібрались пенсіонери різних с...' hyp_greedy='т підля апееляції і не виплачуть ці в кошти. на хмельницькуому майдані незалежності зібралисьпернсіонери різнихх сило...' hyp_beam='т підля апееляції і не виплачуть ці в кошти. на хмельницькуому майдані незалежності зібралисьпернсіонери різнихх сило...' avg_output_frames=394.0 avg_target_tokens=123.0 top_tokens=<blank>:0.665, ▁:0.018, ці:0.010, з:0.010, х:0.010
2026-04-14 06:33:19,328 | INFO | rank=0 | epoch=1 step=33200/249868 global_step=8300 train_loss=1.3664 train_main_ctc_loss=1.3664 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=5.5444 max_feature_frames=786 train_avg_blank_prob=0.6946 train_argmax_blank_frac=0.7252 train_avg_top_nonblank_prob=0.2184 train_target_tokens_per_frame=0.2621 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7837 train_avg_top_logit=13.3537 train_avg_top2_margin=4.2545 train_avg_blank_nonblank_margin=3.1756 train_avg_entropy=0.6412 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5815 train_blank_weight_grad_norm=3.3389 train_nonblank_weight_grad_norm_mean=0.0867 train_blank_bias_grad=-0.0353 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1188 train_encoder_std=4.1409 train_encoder_token_l2_norm=129.6984 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.42954e-06
2026-04-14 06:33:19,795 | INFO | rank=0 | train preview ref='Якщо б ситуація змінилася в якийсь момент і ціни були б абсолютно ринковими, то я не впевнений, що Нафтогаз в сьогодн...' hyp_greedy='якщоб сиа змінилася, в якісь моме, і ціни будб абслютно ринковими, то я не ввнена, що натога вшні встановищ зберігби ...' hyp_beam='якщоб сиа змінилася, в якісь моме, і ціни будб абслютно ринковими, то я не впервнена, що нафтогаз вшніму встановищ зб...' avg_output_frames=393.0 avg_target_tokens=103.0 top_tokens=<blank>:0.725, ▁:0.015, ,:0.013, н:0.013, но:0.010
2026-04-14 06:34:00,595 | INFO | rank=0 | epoch=1 waiting for training batch 33228/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 06:34:01,824 | INFO | rank=0 | batch_timing epoch=1 batch=33228/249868 global_step=8307 data_wait=5.0s step_compute=1.2s batch_size=1 effective_frames=786 max_feature_frames=786 target_tokens=128
2026-04-14 06:34:16,471 | INFO | rank=0 | epoch=1 step=33240/249868 global_step=8310 train_loss=2.8068 train_main_ctc_loss=2.8068 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=4.8212 max_feature_frames=786 train_avg_blank_prob=0.6381 train_argmax_blank_frac=0.7150 train_avg_top_nonblank_prob=0.2203 train_target_tokens_per_frame=0.3690 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.9924 train_avg_top_logit=11.6438 train_avg_top2_margin=3.6641 train_avg_blank_nonblank_margin=2.5242 train_avg_entropy=0.9669 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5815 train_blank_weight_grad_norm=2.6694 train_nonblank_weight_grad_norm_mean=0.0702 train_blank_bias_grad=-0.0354 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1109 train_encoder_std=3.5644 train_encoder_token_l2_norm=111.6339 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.43487e-06
2026-04-14 06:34:16,831 | INFO | rank=0 | train preview ref='И если в физическом мире тебе при работе с бронзой, скажем, удается достичь того результата с определенными маленьким...' hyp_greedy='в фізичко мирітебе при роботі з бронз скамодаєються дочтзульта, зпділяними маленькими усилями, а в відртульної  реаль...' hyp_beam='в фізичко мірі тебе при роботі з бронз скажемодаєються достичт зульта, зпділяними маленькими усилями, а в відртульної...' avg_output_frames=393.0 avg_target_tokens=145.0 top_tokens=<blank>:0.715, ,:0.013, ▁:0.013, ль:0.010, н:0.010
2026-04-14 06:35:06,316 | INFO | rank=0 | epoch=1 step=33280/249868 global_step=8320 train_loss=1.2124 train_main_ctc_loss=1.2124 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=8.5315 max_feature_frames=785 train_avg_blank_prob=0.7214 train_argmax_blank_frac=0.7659 train_avg_top_nonblank_prob=0.1962 train_target_tokens_per_frame=0.2316 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7023 train_avg_top_logit=13.1908 train_avg_top2_margin=4.2137 train_avg_blank_nonblank_margin=3.3791 train_avg_entropy=0.6285 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5816 train_blank_weight_grad_norm=6.1518 train_nonblank_weight_grad_norm_mean=0.0798 train_blank_bias_grad=0.0677 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0994 train_encoder_std=3.9819 train_encoder_token_l2_norm=124.7583 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.44021e-06
2026-04-14 06:35:06,693 | INFO | rank=0 | train preview ref='Якщо брати життєві ситуації, співбесіда, це ситуації, коли ми будемо, як на сцені, під прожектором, нас будуть прискі...' hyp_greedy='якщо бти житттьвіситуції співбеда, це ситуаціїя, миємо як нацені під проктором у на будть на на будуть прискипливо ро...' hyp_beam='якщо бти житттьвіситуції співбе всіда, це ситуаціїя, миємо як нацені під прожектором у на будть на на буддуть прискип...' avg_output_frames=393.0 avg_target_tokens=91.0 top_tokens=<blank>:0.766, на:0.015, ть:0.010, ▁:0.010, ,:0.008
2026-04-14 06:35:56,168 | INFO | rank=0 | epoch=1 step=33320/249868 global_step=8330 train_loss=1.2848 train_main_ctc_loss=1.2848 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=12.3388 max_feature_frames=785 train_avg_blank_prob=0.5660 train_argmax_blank_frac=0.6209 train_avg_top_nonblank_prob=0.3066 train_target_tokens_per_frame=0.3486 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.6667 train_avg_top_logit=11.6438 train_avg_top2_margin=3.1756 train_avg_blank_nonblank_margin=1.4555 train_avg_entropy=0.8957 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5816 train_blank_weight_grad_norm=7.0208 train_nonblank_weight_grad_norm_mean=0.0880 train_blank_bias_grad=-0.0784 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0893 train_encoder_std=3.5393 train_encoder_token_l2_norm=111.5429 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.44555e-06
2026-04-14 06:35:56,601 | INFO | rank=0 | train preview ref='Сьогодні ми отримали імену стрічку імені Михайла Грошевського, одинадцятої бригади Національної гвардії України ⁇ вел...' hyp_greedy='сьні ми отримали імену сстрічку імені михайла рошевськоого одинаї бригади національ гвадії.еликий політичнийяж переви...' hyp_beam='сьні ми отримали імену сстрічку імені михайла рошевськоого одинаї бригади національ гвадії.еликий політичний яж перев...' avg_output_frames=393.0 avg_target_tokens=137.0 top_tokens=<blank>:0.621, я:0.018, і:0.013, ла:0.013, ж:0.013
2026-04-14 06:36:50,349 | INFO | rank=0 | epoch=1 step=33360/249868 global_step=8340 train_loss=1.2606 train_main_ctc_loss=1.2606 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.05 grad_norm=4.5799 max_feature_frames=784 train_avg_blank_prob=0.6656 train_argmax_blank_frac=0.6990 train_avg_top_nonblank_prob=0.2478 train_target_tokens_per_frame=0.3189 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.9184 train_avg_top_logit=12.5714 train_avg_top2_margin=3.9796 train_avg_blank_nonblank_margin=2.6531 train_avg_entropy=0.6684 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5816 train_blank_weight_grad_norm=1.9028 train_nonblank_weight_grad_norm_mean=0.0727 train_blank_bias_grad=-0.0148 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1044 train_encoder_std=3.6465 train_encoder_token_l2_norm=114.8971 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.45088e-06
2026-04-14 06:36:50,812 | INFO | rank=0 | train preview ref='Після того було надано домедичну допомогу і передано лікарям швидкої медичної допомоги. Патрульні розповідають, тричі...' hyp_greedy='підто буд надано до медичну допомогу і передано лікаям шдко мечної допомоги. патрульні розпо,триі приїжджали на викли...' hyp_beam='підто буд надано до медичну допомогу і передано лікаям шдко мечної допомоги. патрульні розпо,триі приїжджали на викли...' avg_output_frames=392.0 avg_target_tokens=125.0 top_tokens=<blank>:0.699, ▁:0.018, до:0.013, .:0.010, ,:0.010
2026-04-14 06:37:46,299 | INFO | rank=0 | epoch=1 step=33400/249868 global_step=8350 train_loss=2.1678 train_main_ctc_loss=2.1678 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=4.6106 max_feature_frames=783 train_avg_blank_prob=0.6625 train_argmax_blank_frac=0.7092 train_avg_top_nonblank_prob=0.2460 train_target_tokens_per_frame=0.2985 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2449 train_avg_top_logit=12.8980 train_avg_top2_margin=4.0408 train_avg_blank_nonblank_margin=2.8776 train_avg_entropy=0.6837 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5817 train_blank_weight_grad_norm=1.5553 train_nonblank_weight_grad_norm_mean=0.0813 train_blank_bias_grad=-0.0045 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1060 train_encoder_std=3.7901 train_encoder_token_l2_norm=118.6441 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.45622e-06
2026-04-14 06:37:46,705 | INFO | rank=0 | train preview ref='А чому не хочете? А ви б хотіли забрати свою дитину чи ні? Так. Повернути дитину жінка зможе, якщо звернеться до суду...' hyp_greedy='ому нечете, виб хоті збративоюдитину, ні так повевернутидитину, інка зможе що зається до ссуду інна каже, так і зроби...' hyp_beam='ому нечете, виб хоті збративою дитину, ні. так повевернутидитину, інка зможе, що зверається до ссуду інна каже, так і...' avg_output_frames=392.0 avg_target_tokens=117.0 top_tokens=<blank>:0.709, ▁:0.020, ,:0.015, ти:0.013, .:0.013
2026-04-14 06:38:44,381 | INFO | rank=0 | epoch=1 step=33440/249868 global_step=8360 train_loss=1.0622 train_main_ctc_loss=1.0622 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=4.0828 max_feature_frames=783 train_avg_blank_prob=0.6143 train_argmax_blank_frac=0.6607 train_avg_top_nonblank_prob=0.2811 train_target_tokens_per_frame=0.3240 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4286 train_avg_top_logit=12.1633 train_avg_top2_margin=3.5714 train_avg_blank_nonblank_margin=2.1429 train_avg_entropy=0.7755 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5817 train_blank_weight_grad_norm=1.0996 train_nonblank_weight_grad_norm_mean=0.0715 train_blank_bias_grad=0.0023 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0888 train_encoder_std=3.7482 train_encoder_token_l2_norm=117.7785 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.46156e-06
2026-04-14 06:38:44,795 | INFO | rank=0 | train preview ref='Концепція лендлізу вперше була використана під час Другої світової війни для перемоги над нацистською Німеччиною, і ц...' hyp_greedy='нцеепці лендлізу впер було використана під час свіво війни для перемоги на нациською німеччиною, це вважалося ефектив...' hyp_beam='нцеепці лендлізу впер було використана під часру свіво війни для перемоги на нациською німеччиною, це вважалося дуже ...' avg_output_frames=392.0 avg_target_tokens=127.0 top_tokens=<blank>:0.661, ▁:0.018, н:0.013, е:0.010, к:0.010
2026-04-14 06:39:42,341 | INFO | rank=0 | epoch=1 step=33480/249868 global_step=8370 train_loss=2.1664 train_main_ctc_loss=2.1664 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=6.2122 max_feature_frames=782 train_avg_blank_prob=0.7336 train_argmax_blank_frac=0.7877 train_avg_top_nonblank_prob=0.1840 train_target_tokens_per_frame=0.2353 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6036 train_avg_top_logit=13.0128 train_avg_top2_margin=4.2762 train_avg_blank_nonblank_margin=3.4783 train_avg_entropy=0.6292 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5817 train_blank_weight_grad_norm=3.2761 train_nonblank_weight_grad_norm_mean=0.0916 train_blank_bias_grad=-0.0247 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1168 train_encoder_std=3.9202 train_encoder_token_l2_norm=123.6900 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.46689e-06
2026-04-14 06:39:42,722 | INFO | rank=0 | train preview ref='Я дзвоню на. Я дзвоню на. Та ви дзвоніть на, я вам говорю, ви будете затримані в разі невиконання поліцейських збройн...' hyp_greedy='язво. язвон. ядвон на сто явоню насто. визвоть насто, явамвою, ви будете затритима вразі невикоування поліцейсь, які ...' hyp_beam='язво. язвон. ядвон на сто. ядвоню насто. визвоть настодва, явамвою, ви будете затрима вразі невикоування поліцейсь, я...' avg_output_frames=391.0 avg_target_tokens=92.0 top_tokens=<blank>:0.788, .:0.018, во:0.015, я:0.015, сто:0.013
2026-04-14 06:40:34,016 | INFO | rank=0 | epoch=1 step=33520/249868 global_step=8380 train_loss=1.1958 train_main_ctc_loss=1.1958 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=3.9902 max_feature_frames=782 train_avg_blank_prob=0.6718 train_argmax_blank_frac=0.7084 train_avg_top_nonblank_prob=0.2364 train_target_tokens_per_frame=0.2864 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0307 train_avg_top_logit=12.6854 train_avg_top2_margin=3.8056 train_avg_blank_nonblank_margin=2.6803 train_avg_entropy=0.6701 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5817 train_blank_weight_grad_norm=1.4902 train_nonblank_weight_grad_norm_mean=0.0641 train_blank_bias_grad=0.0200 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1014 train_encoder_std=3.7076 train_encoder_token_l2_norm=116.9649 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.47223e-06
2026-04-14 06:40:34,396 | INFO | rank=0 | train preview ref="З того часу, як я став президентом, Сполучені Штати зобов'язались надати Україні військову техніку на понад два мілья..." hyp_greedy="то часу, як якставзинтом, сполучені штати зобов'яззались надати усьоу техніку на понад мільярди доларів. поки яю, вїн..." hyp_beam="з то часу, як якставзинтом, сполучні штати зобов'яззались надати у Українисьоу техніку на понад мільярди доларів. пок..." avg_output_frames=391.0 avg_target_tokens=112.0 top_tokens=<blank>:0.708, я:0.013, ти:0.013, ,:0.010, ▁:0.010
2026-04-14 06:41:35,529 | INFO | rank=0 | epoch=1 step=33560/249868 global_step=8390 train_loss=1.2512 train_main_ctc_loss=1.2512 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=30.4679 max_feature_frames=781 train_avg_blank_prob=0.7315 train_argmax_blank_frac=0.7621 train_avg_top_nonblank_prob=0.2050 train_target_tokens_per_frame=0.2634 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3402 train_avg_top_logit=13.9949 train_avg_top2_margin=5.0537 train_avg_blank_nonblank_margin=3.9284 train_avg_entropy=0.4885 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5818 train_blank_weight_grad_norm=25.7680 train_nonblank_weight_grad_norm_mean=0.1199 train_blank_bias_grad=-0.3615 train_nonblank_bias_grad_mean=0.0007 train_encoder_mean=-0.0973 train_encoder_std=3.8832 train_encoder_token_l2_norm=122.4925 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.47756e-06
2026-04-14 06:41:35,898 | INFO | rank=0 | train preview ref='Це не стільки акція з прибирання сміття, скільки виховна акція, оскільки виховання в подальшому і зумовлює наше стиль...' hyp_greedy='це нельки акці з прибраення смітякільки вивна акя, окільки вихваення подальшому і замовє нае наштиль ття ісіб життя. ...' hyp_beam='це нельки акці з прибраення смітякільки вивна акя, окільки вихваення подальшому і замовлює нае наш тиль ття ісіб житт...' avg_output_frames=391.0 avg_target_tokens=103.0 top_tokens=<blank>:0.762, т:0.018, ль:0.013, ки:0.013, я:0.010
2026-04-14 06:42:33,993 | INFO | rank=0 | epoch=1 step=33600/249868 global_step=8400 train_loss=1.0398 train_main_ctc_loss=1.0398 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=4.9177 max_feature_frames=781 train_avg_blank_prob=0.5584 train_argmax_blank_frac=0.6036 train_avg_top_nonblank_prob=0.3312 train_target_tokens_per_frame=0.3632 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.1304 train_avg_top_logit=12.0307 train_avg_top2_margin=3.3350 train_avg_blank_nonblank_margin=1.5652 train_avg_entropy=0.8133 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5818 train_blank_weight_grad_norm=2.2084 train_nonblank_weight_grad_norm_mean=0.0642 train_blank_bias_grad=-0.0328 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0945 train_encoder_std=3.5974 train_encoder_token_l2_norm=113.1388 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.4829e-06
2026-04-14 06:42:34,417 | INFO | rank=0 | train preview ref='Ще простіше, то це в екваленті тонн нафти можна отримати на гектари землі. Бюджет проєкту для трьох громад, розповіда...' hyp_greedy='ще простіш, це відекленті деон нати мо можна отримати на гектарі землі.юджет проєкту для рох грома.ає степан кушнір с...' hyp_beam='ще простіше, то це відекленті детьон  нафти мо отримати на гектарі землі.бюджет проєкту для трох грома,ає степан кушн...' avg_output_frames=391.0 avg_target_tokens=142.0 top_tokens=<blank>:0.604, ▁:0.038, .:0.018, е:0.013, к:0.013
2026-04-14 06:43:25,448 | INFO | rank=0 | epoch=1 step=33640/249868 global_step=8410 train_loss=1.6086 train_main_ctc_loss=1.6086 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=6.2745 max_feature_frames=780 train_avg_blank_prob=0.6798 train_argmax_blank_frac=0.7154 train_avg_top_nonblank_prob=0.2318 train_target_tokens_per_frame=0.2769 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0615 train_avg_top_logit=12.6359 train_avg_top2_margin=3.7744 train_avg_blank_nonblank_margin=2.6667 train_avg_entropy=0.6538 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5818 train_blank_weight_grad_norm=3.9508 train_nonblank_weight_grad_norm_mean=0.0819 train_blank_bias_grad=0.0458 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0930 train_encoder_std=3.7400 train_encoder_token_l2_norm=117.8127 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.48824e-06
2026-04-14 06:43:25,842 | INFO | rank=0 | train preview ref='Зараз ми всі щасливі бачити, як українці, що залишились в окупованих селах і містах, зустрічають наших воїнів. Багато...' hyp_greedy='мисіщасливі бачите якнці що залишилось в окуупованихх силах і містах зустрічать наши воїніківагато хто за майжеогодин...' hyp_beam='мисіщасливі бачите якнці що залишилось в окупованихх силах і містах зустрічать наши воїніківагато хто за майжеогодину...' avg_output_frames=390.0 avg_target_tokens=108.0 top_tokens=<blank>:0.715, х:0.013, ли:0.013, то:0.010, ▁:0.010
2026-04-14 06:44:21,384 | INFO | rank=0 | epoch=1 step=33680/249868 global_step=8420 train_loss=3.3521 train_main_ctc_loss=3.3521 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=4.5686 max_feature_frames=780 train_avg_blank_prob=0.3956 train_argmax_blank_frac=0.9692 train_avg_top_nonblank_prob=0.0733 train_target_tokens_per_frame=0.6308 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=6.3179 train_avg_top_logit=6.3590 train_avg_top2_margin=1.8974 train_avg_blank_nonblank_margin=1.8667 train_avg_entropy=3.7128 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5818 train_blank_weight_grad_norm=2.1604 train_nonblank_weight_grad_norm_mean=0.0727 train_blank_bias_grad=0.0269 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0692 train_encoder_std=1.6459 train_encoder_token_l2_norm=52.1052 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.49357e-06
2026-04-14 06:44:21,791 | INFO | rank=0 | train preview ref='Online instructors on their side work from the universities at distance, where the interaction with the students can ...' hyp_greedy='В   сс фсва' hyp_beam='Вна                                 с      с    ва' avg_output_frames=390.0 avg_target_tokens=246.0 top_tokens=<blank>:0.969, ▁:0.015, с:0.008, В:0.003, ва:0.003
2026-04-14 06:45:22,672 | INFO | rank=0 | epoch=1 step=33720/249868 global_step=8430 train_loss=1.7990 train_main_ctc_loss=1.7990 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=4.3650 max_feature_frames=779 train_avg_blank_prob=0.6431 train_argmax_blank_frac=0.6821 train_avg_top_nonblank_prob=0.2615 train_target_tokens_per_frame=0.2692 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7333 train_avg_top_logit=12.3897 train_avg_top2_margin=3.5077 train_avg_blank_nonblank_margin=2.2872 train_avg_entropy=0.7333 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5819 train_blank_weight_grad_norm=0.9784 train_nonblank_weight_grad_norm_mean=0.0757 train_blank_bias_grad=0.0052 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0897 train_encoder_std=3.6790 train_encoder_token_l2_norm=115.8729 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.49891e-06
2026-04-14 06:45:23,115 | INFO | rank=0 | train preview ref='Для стрільби по залізобетонних укріпленнях був бетонобійний снаряд масою кг з початковою швидкістю м на секунду кути ...' hyp_greedy='ля стрільби по залізобетонних укпанняхбетонобійнинийнад мас Сорок кілограм початвою  щовікиюстот три метв на секунду....' hyp_beam='ля стрільби по залізобетонних укріплеанняхбетонобійнинийнад масві Сорок кілограм початвою  щовікиюстот три метв на се...' avg_output_frames=390.0 avg_target_tokens=105.0 top_tokens=<blank>:0.682, ▁:0.023, по:0.013, н:0.010, .:0.010
2026-04-14 06:45:40,135 | INFO | rank=0 | batch_timing epoch=1 batch=33732/249868 global_step=8433 data_wait=0.0s step_compute=6.5s batch_size=1 effective_frames=779 max_feature_frames=779 target_tokens=121
2026-04-14 06:46:17,118 | INFO | rank=0 | epoch=1 step=33760/249868 global_step=8440 train_loss=1.4623 train_main_ctc_loss=1.4623 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=6.3644 max_feature_frames=778 train_avg_blank_prob=0.6969 train_argmax_blank_frac=0.7301 train_avg_top_nonblank_prob=0.2204 train_target_tokens_per_frame=0.2365 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0103 train_avg_top_logit=12.6684 train_avg_top2_margin=4.4010 train_avg_blank_nonblank_margin=3.2905 train_avg_entropy=0.6247 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5819 train_blank_weight_grad_norm=4.4118 train_nonblank_weight_grad_norm_mean=0.0765 train_blank_bias_grad=-0.0583 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1142 train_encoder_std=3.4655 train_encoder_token_l2_norm=109.4562 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.50424e-06
2026-04-14 06:46:17,497 | INFO | rank=0 | train preview ref='Дуже сурово залишилися, тому що на мая не пішли на парад на день перемоги, не пішли, Маріуполь не вийшов. І вони зали...' hyp_greedy='сурово залишилися, на що навяте має непішли на порад, на день перемоги не підшли. маріуполь не відйшл, і вони залишил...' hyp_beam='сурово, залишилися, на тому що на девяте має непішли на порад, на день перемоги не підшли. маріуполь не відйшл, і вон...' avg_output_frames=389.0 avg_target_tokens=92.0 top_tokens=<blank>:0.730, ли:0.028, ▁:0.015, за:0.013, ,:0.013
2026-04-14 06:47:11,531 | INFO | rank=0 | epoch=1 step=33800/249868 global_step=8450 train_loss=1.3539 train_main_ctc_loss=1.3539 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=4.2919 max_feature_frames=778 train_avg_blank_prob=0.5888 train_argmax_blank_frac=0.6350 train_avg_top_nonblank_prob=0.3036 train_target_tokens_per_frame=0.3728 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.1877 train_avg_top_logit=12.0925 train_avg_top2_margin=3.4344 train_avg_blank_nonblank_margin=1.8098 train_avg_entropy=0.7969 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5819 train_blank_weight_grad_norm=2.1073 train_nonblank_weight_grad_norm_mean=0.0681 train_blank_bias_grad=0.0258 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0856 train_encoder_std=3.7253 train_encoder_token_l2_norm=117.4420 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.50958e-06
2026-04-14 06:47:11,948 | INFO | rank=0 | train preview ref='Тесту місті Кеноша, штат Вісконсі, на цих вихідних пройшли мирно. Вони вибухнули тиждень тому після того, як офіцер п...' hyp_greedy='ст у місті кеноше татвісконці на цих вигідних пройшли мирно. вибухнули тижнь доу, під тоого, як офіцер поліції вистрі...' hyp_beam='ету у місті кеноше татвісконці на цих вигідних пройшли мирно. вибухнули тижнь доу, підля тоого, як офіцер поліції вис...' avg_output_frames=389.0 avg_target_tokens=145.0 top_tokens=<blank>:0.635, ▁:0.021, ли:0.013, в:0.013, ,:0.013
2026-04-14 06:48:08,394 | INFO | rank=0 | epoch=1 step=33840/249868 global_step=8460 train_loss=1.6743 train_main_ctc_loss=1.6743 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=7.1418 max_feature_frames=777 train_avg_blank_prob=0.6867 train_argmax_blank_frac=0.7584 train_avg_top_nonblank_prob=0.2163 train_target_tokens_per_frame=0.2545 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4344 train_avg_top_logit=11.9280 train_avg_top2_margin=3.5990 train_avg_blank_nonblank_margin=2.6324 train_avg_entropy=0.7763 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5819 train_blank_weight_grad_norm=3.6439 train_nonblank_weight_grad_norm_mean=0.0776 train_blank_bias_grad=0.0279 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0943 train_encoder_std=3.4153 train_encoder_token_l2_norm=107.5161 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.51492e-06
2026-04-14 06:48:08,787 | INFO | rank=0 | train preview ref='Снім ані обрелі вічний покой. На місці масового розстрілу євреїв та загальних могил, дорослих і дітей, молитовний дес...' hyp_greedy='ним анірилиечний покой. на місці масвстрілурев та загальних могил доросли і діте,литовни десятокчоло з рабином читали...' hyp_beam='ним анібрилиечний покой. на місці масвстрілурев та загальних могил доросли і діте,литовни десятокчолові з рабином чит...' avg_output_frames=389.0 avg_target_tokens=99.0 top_tokens=<blank>:0.758, ли:0.013, с:0.010, в:0.010, м:0.008
2026-04-14 06:49:01,042 | INFO | rank=0 | epoch=1 step=33880/249868 global_step=8470 train_loss=1.1826 train_main_ctc_loss=1.1826 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.04 grad_norm=5.9794 max_feature_frames=777 train_avg_blank_prob=0.6236 train_argmax_blank_frac=0.6530 train_avg_top_nonblank_prob=0.2812 train_target_tokens_per_frame=0.3213 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7635 train_avg_top_logit=12.5861 train_avg_top2_margin=3.7635 train_avg_blank_nonblank_margin=2.2108 train_avg_entropy=0.6838 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5820 train_blank_weight_grad_norm=3.9749 train_nonblank_weight_grad_norm_mean=0.0748 train_blank_bias_grad=-0.0428 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0816 train_encoder_std=3.7931 train_encoder_token_l2_norm=119.4191 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.52025e-06
2026-04-14 06:49:01,465 | INFO | rank=0 | train preview ref='А це мало би більший ефект ⁇ однак вони також зважають, говорять про те, що це важливо символічно, але також важливо ...' hyp_greedy='це мало бибіший ефект.днак вонини зважть ть про те, що це важливо символічно Аж важливо для подальзольці російсьської...' hyp_beam='це мало бибіший ефект.днак вонини зважть ть про те, що це важливо символічно, Аж важливо для подальш ізольці російсьс...' avg_output_frames=389.0 avg_target_tokens=125.0 top_tokens=<blank>:0.653, ▁:0.031, к:0.015, ж:0.015, но:0.013
2026-04-14 06:49:59,652 | INFO | rank=0 | epoch=1 step=33920/249868 global_step=8480 train_loss=1.2396 train_main_ctc_loss=1.2396 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=11.3595 max_feature_frames=776 train_avg_blank_prob=0.7662 train_argmax_blank_frac=0.8093 train_avg_top_nonblank_prob=0.1734 train_target_tokens_per_frame=0.2371 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1134 train_avg_top_logit=13.5258 train_avg_top2_margin=4.8454 train_avg_blank_nonblank_margin=4.1031 train_avg_entropy=0.5052 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5820 train_blank_weight_grad_norm=8.4363 train_nonblank_weight_grad_norm_mean=0.0901 train_blank_bias_grad=0.0968 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1281 train_encoder_std=3.6245 train_encoder_token_l2_norm=114.4478 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.52559e-06
2026-04-14 06:50:00,034 | INFO | rank=0 | train preview ref='Пройшла ворожа техніка. Приблизно пройшло півтори тисячі одиниць. Перші обстріли нашої громади почалися березня. Перш...' hyp_greedy='йшла ворожа техніка. приблизно прийшло вторитиідиницьбстли наш громади почалися безня.бстрілибезня, і безня, у нас за...' hyp_beam='йшла ворожа техніка. приблизно прийшло вторитиідиниць.бстли наш громади почалися, безня.бстрілибезня, і безня, вже у ...' avg_output_frames=388.0 avg_target_tokens=92.0 top_tokens=<blank>:0.809, ▁:0.013, б:0.010, з:0.010, ли:0.010
2026-04-14 06:50:56,250 | INFO | rank=0 | epoch=1 step=33960/249868 global_step=8490 train_loss=1.4591 train_main_ctc_loss=1.4591 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=9.1252 max_feature_frames=776 train_avg_blank_prob=0.6273 train_argmax_blank_frac=0.6753 train_avg_top_nonblank_prob=0.2724 train_target_tokens_per_frame=0.2680 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7113 train_avg_top_logit=12.6186 train_avg_top2_margin=4.0619 train_avg_blank_nonblank_margin=2.4845 train_avg_entropy=0.7216 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5820 train_blank_weight_grad_norm=7.1465 train_nonblank_weight_grad_norm_mean=0.0772 train_blank_bias_grad=-0.0883 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0934 train_encoder_std=3.7192 train_encoder_token_l2_norm=116.8122 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.53093e-06
2026-04-14 06:50:56,716 | INFO | rank=0 | train preview ref='І такі випадки були понести просто величезні втрати, навіть зайняти цю позицію, але потім, через якийсь час, українсь...' hyp_greedy='і таккі випадки буде понестти простоличезні врати, На зайняти цюю позицію, А але потімчез якісь чассїнські сили контр...' hyp_beam='і таккі випадки, буде понестти простолиезні врати, На зайняти цюю позицію, А але потімчез якісь чассїнські сили контр...' avg_output_frames=388.0 avg_target_tokens=104.0 top_tokens=<blank>:0.675, по:0.015, ▁:0.015, ти:0.013, ,:0.010
2026-04-14 06:51:54,351 | INFO | rank=0 | epoch=1 step=34000/249868 global_step=8500 train_loss=1.1396 train_main_ctc_loss=1.1396 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=7.2436 max_feature_frames=775 train_avg_blank_prob=0.7247 train_argmax_blank_frac=0.7577 train_avg_top_nonblank_prob=0.1964 train_target_tokens_per_frame=0.2835 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1959 train_avg_top_logit=13.6907 train_avg_top2_margin=4.6804 train_avg_blank_nonblank_margin=3.7938 train_avg_entropy=0.5851 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5820 train_blank_weight_grad_norm=5.2171 train_nonblank_weight_grad_norm_mean=0.0744 train_blank_bias_grad=0.0619 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0860 train_encoder_std=3.8901 train_encoder_token_l2_norm=122.1460 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.53626e-06
2026-04-14 06:51:54,742 | INFO | rank=0 | train preview ref="Включаються наші широчачі м'язи спини, і оскільки це найбільший масив м'язів людському організмі, людському тілі, вон..." hyp_greedy="клю наш наш широчаім'язи спини. і оскільки це найбіший масивм'зд організмі влюд військкому тілі вони ма дуже ба різ в..." hyp_beam="клю наш наш широчаім'язи спини. і оскільки це найбіший масивм'яздому організмі влюд військкому тілі вони ма дуже ба р..." avg_output_frames=388.0 avg_target_tokens=110.0 top_tokens=<blank>:0.758, ▁:0.021, з:0.013, в:0.010, й:0.010
2026-04-14 06:51:54,778 | INFO | rank=0 | epoch 1 step=34000/249868 global_step=8500 reached validation interval; starting validation
2026-04-14 06:57:20,532 | INFO | rank=0 | epoch_0001_step_00008500 complete train_loss=6.5447 val_loss=5.0622 val_main_ctc_loss=5.0622 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.2520 val_wer=0.7923 val_avg_blank_prob=0.7202 val_argmax_blank_frac=0.7670 val_avg_top_nonblank_prob=0.1695 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0012 val_avg_hyp_chars=42.70 val_avg_hyp_words=6.73 val_model_source=raw best_val_wer=0.7923 timing_forward=307.29s timing_teacher=0.00s timing_decode=0.96s timing_gather=5.28s timing_checkpoint_export=164.98s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00008500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 06:57:20,534 | INFO | rank=0 | epoch_0001_step_00008500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=20.85s best_export=21.43s topk_update=64.26s topk_average=58.43s
2026-04-14 06:57:20,534 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 06:57:20,534 | INFO | rank=0 | validation preview hardest_ref='Далеко ходять комбайни.' hardest_hyp='дале ходиддать комбайни'
2026-04-14 07:18:51,423 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/90bb540c5301715a85b5aaedc00885fa2fe8be5d elapsed=21m 30.8s
2026-04-14 07:19:36,075 | INFO | rank=0 | epoch=1 step=34040/249868 global_step=8510 train_loss=3.5859 train_main_ctc_loss=3.5859 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=11.0425 max_feature_frames=774 train_avg_blank_prob=0.8373 train_argmax_blank_frac=0.8605 train_avg_top_nonblank_prob=0.1238 train_target_tokens_per_frame=0.1344 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9742 train_avg_top_logit=14.3049 train_avg_top2_margin=5.4160 train_avg_blank_nonblank_margin=4.8579 train_avg_entropy=0.3385 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5821 train_blank_weight_grad_norm=6.7102 train_nonblank_weight_grad_norm_mean=0.0944 train_blank_bias_grad=-0.1233 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1292 train_encoder_std=3.7058 train_encoder_token_l2_norm=117.5411 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.5416e-06
2026-04-14 07:19:36,455 | INFO | rank=0 | train preview ref='Одним способом. А. Людяний невірний, Б. Сонцезахисний НБУ. Віддати зробити. Я пропоную.' hyp_greedy='днимсбом. а людяний невірнийй об соонце захиснийу віддати зробити я пропоную.' hyp_beam='днимсбом. а людяний невірнийй,б соонце захисний у віддати зробити я пропоную.' avg_output_frames=387.0 avg_target_tokens=52.0 top_tokens=<blank>:0.860, ти:0.010, ни:0.008, ю:0.008, й:0.008
2026-04-14 07:20:16,717 | INFO | rank=0 | epoch=1 step=34080/249868 global_step=8520 train_loss=1.9806 train_main_ctc_loss=1.9806 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=4.2604 max_feature_frames=774 train_avg_blank_prob=0.6516 train_argmax_blank_frac=0.6977 train_avg_top_nonblank_prob=0.2288 train_target_tokens_per_frame=0.3385 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4935 train_avg_top_logit=12.1550 train_avg_top2_margin=3.7416 train_avg_blank_nonblank_margin=2.5633 train_avg_entropy=0.8114 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5821 train_blank_weight_grad_norm=1.5610 train_nonblank_weight_grad_norm_mean=0.0671 train_blank_bias_grad=0.0162 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1060 train_encoder_std=3.6354 train_encoder_token_l2_norm=114.0674 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.54693e-06
2026-04-14 07:20:17,196 | INFO | rank=0 | train preview ref='Не хватало практически всего. Не было лекарств, не было в достаточной мере перевязки, обезболивающих. Больницы Мишник...' hyp_greedy="нехватало практичностки ву,  не було лікарст  не було достачно мирі перев'язки,безбалічи. Бльницемішніника,лонтерська..." hyp_beam="нехватало практичностки ву,  не було лікарст. не було достачно мирі перев'язки,безбалічи. Бльницемішніника, Влонтерсь..." avg_output_frames=387.0 avg_target_tokens=131.0 top_tokens=<blank>:0.698, ▁:0.018, ль:0.013, ка:0.013, в:0.013
2026-04-14 07:21:11,953 | INFO | rank=0 | batch_timing epoch=1 batch=34116/249868 global_step=8529 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=773 max_feature_frames=773 target_tokens=72
2026-04-14 07:21:16,187 | INFO | rank=0 | epoch=1 step=34120/249868 global_step=8530 train_loss=1.1237 train_main_ctc_loss=1.1237 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=5.8124 max_feature_frames=773 train_avg_blank_prob=0.6985 train_argmax_blank_frac=0.7364 train_avg_top_nonblank_prob=0.2280 train_target_tokens_per_frame=0.2817 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7339 train_avg_top_logit=13.3953 train_avg_top2_margin=4.3824 train_avg_blank_nonblank_margin=3.2455 train_avg_entropy=0.5607 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5821 train_blank_weight_grad_norm=1.6512 train_nonblank_weight_grad_norm_mean=0.0789 train_blank_bias_grad=-0.0182 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1072 train_encoder_std=3.7039 train_encoder_token_l2_norm=117.0306 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.55227e-06
2026-04-14 07:21:16,545 | INFO | rank=0 | train preview ref='Яке викидалось на сміття, зараз воно переводиться на піліти. Це зменшення використання природнього газу, електроенерг...' hyp_greedy='е викидалось на смітяно перевоться напілети це зменення викориення пририроднь газу електроенергії викопноого паливва ...' hyp_beam='е викидалось на смітя Зано перевоться на пілети це зменення викориення пририроднь газу електроенергії викопноого пали...' avg_output_frames=387.0 avg_target_tokens=109.0 top_tokens=<blank>:0.736, е:0.013, на:0.010, н:0.008, ▁:0.008
2026-04-14 07:22:12,764 | INFO | rank=0 | epoch=1 step=34160/249868 global_step=8540 train_loss=1.1323 train_main_ctc_loss=1.1323 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=5.4271 max_feature_frames=773 train_avg_blank_prob=0.5653 train_argmax_blank_frac=0.6047 train_avg_top_nonblank_prob=0.3311 train_target_tokens_per_frame=0.3618 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.9974 train_avg_top_logit=12.0724 train_avg_top2_margin=3.3902 train_avg_blank_nonblank_margin=1.4160 train_avg_entropy=0.7494 train_blank_bias=0.0004 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5821 train_blank_weight_grad_norm=3.3181 train_nonblank_weight_grad_norm_mean=0.0624 train_blank_bias_grad=-0.0444 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0881 train_encoder_std=3.4845 train_encoder_token_l2_norm=109.7877 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.55761e-06
2026-04-14 07:22:13,213 | INFO | rank=0 | train preview ref='У школах громади до початку війни навчалось близько тисячі дітей. Дитячі садки відвідувало понад двісті. Більшість вч...' hyp_greedy='у школах громади до початку війни навчалась лизкосяі дітей, дитячиі самдки відвівало понаддсті, льшість вчителів вихо...' hyp_beam='у школах громади до початку війни навчалась лизкосяі дітей, дитячиі самдки відвідувало понаддсті, льшість вчителів ви...' avg_output_frames=387.0 avg_target_tokens=140.0 top_tokens=<blank>:0.605, ▁:0.036, в:0.016, ш:0.013, й:0.013
2026-04-14 07:22:23,731 | INFO | rank=0 | epoch=1 waiting for training batch 34166/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:22:43,477 | INFO | rank=0 | epoch=1 waiting for training batch 34180/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:22:45,796 | INFO | rank=0 | batch_timing epoch=1 batch=34180/249868 global_step=8545 data_wait=6.1s step_compute=1.2s batch_size=1 effective_frames=772 max_feature_frames=772 target_tokens=103
2026-04-14 07:23:13,120 | INFO | rank=0 | epoch=1 step=34200/249868 global_step=8550 train_loss=1.2235 train_main_ctc_loss=1.2235 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=14.0028 max_feature_frames=772 train_avg_blank_prob=0.7269 train_argmax_blank_frac=0.7617 train_avg_top_nonblank_prob=0.2114 train_target_tokens_per_frame=0.2850 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4301 train_avg_top_logit=14.0104 train_avg_top2_margin=4.6839 train_avg_blank_nonblank_margin=3.6891 train_avg_entropy=0.4922 train_blank_bias=0.0004 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5822 train_blank_weight_grad_norm=11.8261 train_nonblank_weight_grad_norm_mean=0.0804 train_blank_bias_grad=0.1318 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.0928 train_encoder_std=3.9751 train_encoder_token_l2_norm=125.0816 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.56294e-06
2026-04-14 07:23:13,541 | INFO | rank=0 | train preview ref='Посилання на телеграм-групу буде у описі до цього відео. Друзі, долучайтесь. І пишіть в коментарях, на яку тему для в...' hyp_greedy='силаня на телеграм груп буде уписі до відодрузі долуйте іпить в кометарях наутеому длява зняти натунеео.дякую зайшли ...' hyp_beam='силаня на телеграм груп буде уписі до відо.друзі долучайте іпить в кометарях на якутеому длява зняти натунеео.дякую з...' avg_output_frames=386.0 avg_target_tokens=110.0 top_tokens=<blank>:0.762, на:0.010, ва:0.008, о:0.008, ▁:0.008
2026-04-14 07:23:20,304 | INFO | rank=0 | epoch=1 waiting for training batch 34203/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:23:41,703 | INFO | rank=0 | epoch=1 waiting for training batch 34217/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:24:01,713 | INFO | rank=0 | epoch=1 waiting for training batch 34228/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:24:03,680 | INFO | rank=0 | batch_timing epoch=1 batch=34228/249868 global_step=8557 data_wait=5.7s step_compute=1.2s batch_size=1 effective_frames=772 max_feature_frames=772 target_tokens=113
2026-04-14 07:24:17,218 | INFO | rank=0 | epoch=1 step=34240/249868 global_step=8560 train_loss=0.9915 train_main_ctc_loss=0.9915 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=3.9158 max_feature_frames=772 train_avg_blank_prob=0.6490 train_argmax_blank_frac=0.6839 train_avg_top_nonblank_prob=0.2642 train_target_tokens_per_frame=0.2953 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8549 train_avg_top_logit=12.6839 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=2.5078 train_avg_entropy=0.6373 train_blank_bias=0.0004 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5822 train_blank_weight_grad_norm=1.9364 train_nonblank_weight_grad_norm_mean=0.0672 train_blank_bias_grad=-0.0194 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0981 train_encoder_std=3.6423 train_encoder_token_l2_norm=114.9743 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.56828e-06
2026-04-14 07:24:17,612 | INFO | rank=0 | train preview ref='Для цього також необхідно буде оформити через банк або онлайн, або офлайн спеціальну картку. Є підтримка на яку буде ...' hyp_greedy='дляж нео обхно буде офмитиче банк або онлайн або офлайн спецільну картку є підтримка на яку буде нарахована допомога ...' hyp_beam='для цьогож нео обхно буде офмітиче банк, або онлайн або офлайн спецільну картку є підтримка на яку буде нарахована до...' avg_output_frames=386.0 avg_target_tokens=114.0 top_tokens=<blank>:0.684, на:0.018, н:0.016, ва:0.013, .:0.013
2026-04-14 07:25:11,029 | INFO | rank=0 | epoch=1 step=34280/249868 global_step=8570 train_loss=1.1034 train_main_ctc_loss=1.1034 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=10.2778 max_feature_frames=771 train_avg_blank_prob=0.6816 train_argmax_blank_frac=0.7150 train_avg_top_nonblank_prob=0.2356 train_target_tokens_per_frame=0.2850 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3523 train_avg_top_logit=13.0155 train_avg_top2_margin=4.1451 train_avg_blank_nonblank_margin=2.9430 train_avg_entropy=0.6088 train_blank_bias=0.0004 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5822 train_blank_weight_grad_norm=1.8686 train_nonblank_weight_grad_norm_mean=0.0773 train_blank_bias_grad=-0.0155 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0973 train_encoder_std=3.6579 train_encoder_token_l2_norm=115.1234 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.57361e-06
2026-04-14 07:25:11,453 | INFO | rank=0 | train preview ref='От ти мене, мабуть, зрозумієш, якщо ти жив в Харкові, то в Харкові, от я ставлю мюзикли, я ставлю їх там з такою золо...' hyp_greedy='т ти ме мабуть зрозумієш якщоти жив в харкові, в аркові, от я стаставлюмюззикли, яставлю там зою золотою молодіжю, як...' hyp_beam='т ти ме мабуть зрозумієш, якщоти жив в харкові, в аркові, от я стаставлюмюззикли, яставлю там з такою золотою молодіж...' avg_output_frames=386.0 avg_target_tokens=110.0 top_tokens=<blank>:0.715, ,:0.018, ю:0.016, ▁:0.013, ти:0.010
2026-04-14 07:26:06,727 | INFO | rank=0 | epoch=1 step=34320/249868 global_step=8580 train_loss=0.9083 train_main_ctc_loss=0.9083 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=8.0346 max_feature_frames=771 train_avg_blank_prob=0.6143 train_argmax_blank_frac=0.6503 train_avg_top_nonblank_prob=0.3002 train_target_tokens_per_frame=0.3731 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.6062 train_avg_top_logit=12.5181 train_avg_top2_margin=3.5233 train_avg_blank_nonblank_margin=1.8446 train_avg_entropy=0.6580 train_blank_bias=0.0004 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5822 train_blank_weight_grad_norm=5.0621 train_nonblank_weight_grad_norm_mean=0.0827 train_blank_bias_grad=-0.0647 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0832 train_encoder_std=3.7395 train_encoder_token_l2_norm=117.7646 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.57895e-06
2026-04-14 07:26:07,142 | INFO | rank=0 | train preview ref='Крім того, звичайно, на підставі цих знань ми подамо якісні та хороші річні звіти, і таким чином, в межах марафону ус...' hyp_greedy='крім звино на підставі цихнь ми подамоисні та хороші річні звіти, і таким чином в межах марафформону успішно закриємо...' hyp_beam='крім звино на підставі цихнь ми подамо яисні та хоороі річні звіти, і таким чином в межах марафформону успішно закриє...' avg_output_frames=386.0 avg_target_tokens=144.0 top_tokens=<blank>:0.650, ▁:0.018, к:0.016, но:0.013, м:0.013
2026-04-14 07:27:07,372 | INFO | rank=0 | epoch=1 step=34360/249868 global_step=8590 train_loss=1.1586 train_main_ctc_loss=1.1586 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=4.5080 max_feature_frames=770 train_avg_blank_prob=0.6287 train_argmax_blank_frac=0.6468 train_avg_top_nonblank_prob=0.2958 train_target_tokens_per_frame=0.3325 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0519 train_avg_top_logit=12.9662 train_avg_top2_margin=3.8442 train_avg_blank_nonblank_margin=2.1299 train_avg_entropy=0.5714 train_blank_bias=0.0004 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5823 train_blank_weight_grad_norm=1.1673 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=0.0072 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0884 train_encoder_std=3.8788 train_encoder_token_l2_norm=122.1564 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.58429e-06
2026-04-14 07:27:07,799 | INFO | rank=0 | train preview ref='Тетяна Мітковська відчиняє опломбовані двері в одну з виставкових зал, оскільки через обстріли в будівлі не залишилос...' hyp_greedy='теяна мітковська відчиняє опломбовані двері вдну з виставкови зал. Оскількиче обстріли в буддівлі не залишилось майже...' hyp_beam='тетяна мітковська відчиняє опломбовані двері вдну з виставкови зал. Оскількиче обстріли в буддівлі не залишилось майж...' avg_output_frames=385.0 avg_target_tokens=128.0 top_tokens=<blank>:0.647, в:0.018, ли:0.018, .:0.010, ▁:0.010
2026-04-14 07:28:00,345 | INFO | rank=0 | epoch=1 step=34400/249868 global_step=8600 train_loss=1.1619 train_main_ctc_loss=1.1619 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=22.8050 max_feature_frames=769 train_avg_blank_prob=0.8104 train_argmax_blank_frac=0.8416 train_avg_top_nonblank_prob=0.1438 train_target_tokens_per_frame=0.2208 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7974 train_avg_top_logit=14.0468 train_avg_top2_margin=5.0701 train_avg_blank_nonblank_margin=4.5299 train_avg_entropy=0.4078 train_blank_bias=0.0005 train_blank_weight_norm=0.5874 train_nonblank_weight_norm_mean=0.5823 train_blank_weight_grad_norm=19.5172 train_nonblank_weight_grad_norm_mean=0.0853 train_blank_bias_grad=0.2751 train_nonblank_bias_grad_mean=-0.0005 train_encoder_mean=-0.1248 train_encoder_std=3.5191 train_encoder_token_l2_norm=111.3187 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.58962e-06
2026-04-14 07:28:00,713 | INFO | rank=0 | train preview ref='Це теж може бути, але в такому випадку треба зробити додатковий розрахунок по волого накопиченню за опалювальний сезо...' hyp_greedy='це теж мо буде, в так випаку зробити дотковирахунок по во накопиченю запальзо. щоб перевірити. не заба будевашй це це...' hyp_beam='це теж мо буде, в так випаку зробити дотковий розрахунок по во накопиченю запальзо. щоб перевірити. не заба будевашй ...' avg_output_frames=385.0 avg_target_tokens=85.0 top_tokens=<blank>:0.842, це:0.008, .:0.008, ти:0.008, к:0.005
2026-04-14 07:28:57,536 | INFO | rank=0 | epoch=1 step=34440/249868 global_step=8610 train_loss=1.0304 train_main_ctc_loss=1.0304 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.03 grad_norm=8.1542 max_feature_frames=769 train_avg_blank_prob=0.5613 train_argmax_blank_frac=0.5922 train_avg_top_nonblank_prob=0.3227 train_target_tokens_per_frame=0.3688 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.1377 train_avg_top_logit=12.2182 train_avg_top2_margin=3.2831 train_avg_blank_nonblank_margin=1.3714 train_avg_entropy=0.7792 train_blank_bias=0.0005 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5823 train_blank_weight_grad_norm=6.2383 train_nonblank_weight_grad_norm_mean=0.0722 train_blank_bias_grad=-0.0743 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0809 train_encoder_std=3.8141 train_encoder_token_l2_norm=119.9178 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.59496e-06
2026-04-14 07:28:57,968 | INFO | rank=0 | train preview ref='Так я поїхала венка. Пішла в перший день війни. Я поїхала до військомату, зареєструвалася. Через годину мені подзвони...' hyp_greedy='я поїххала внка, дійшла в переший деньвійни. я поїхала досьмату, зареєструвалась,чезгодину мені подвонили і сказаали....' hyp_beam='я поїххала внка, дійшла в переший деньвійни. я поїхала довісьмату, зареєструвалась,чезгодину мені подвонили і сказаал...' avg_output_frames=385.0 avg_target_tokens=142.0 top_tokens=<blank>:0.592, й:0.018, .:0.018, ла:0.016, ,:0.016
2026-04-14 07:29:56,885 | INFO | rank=0 | epoch=1 step=34480/249868 global_step=8620 train_loss=1.2849 train_main_ctc_loss=1.2849 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=12.3395 max_feature_frames=768 train_avg_blank_prob=0.7781 train_argmax_blank_frac=0.8255 train_avg_top_nonblank_prob=0.1573 train_target_tokens_per_frame=0.2240 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5833 train_avg_top_logit=14.0000 train_avg_top2_margin=4.9167 train_avg_blank_nonblank_margin=4.2708 train_avg_entropy=0.4870 train_blank_bias=0.0005 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5823 train_blank_weight_grad_norm=10.0374 train_nonblank_weight_grad_norm_mean=0.0818 train_blank_bias_grad=0.1235 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0993 train_encoder_std=3.7569 train_encoder_token_l2_norm=118.8076 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.6003e-06
2026-04-14 07:29:57,287 | INFO | rank=0 | train preview ref='Спосіб документації ось цих подій, які зараз мене оточують. Зараз, коли я переглядаю світлини, які ми бачимо колір, к...' hyp_greedy='посіб докуме х подій, які  зараз ме оточ. зараз, коли я переювілини які мичиємо колір, колір ці вибухвсиля,че це пере...' hyp_beam='посіб докуме х подій, які  зараз ме оточ. зараз, коли я переювілини, які ми бачимо колір, колір ци вибухвсиля,че це п...' avg_output_frames=384.0 avg_target_tokens=86.0 top_tokens=<blank>:0.826, й:0.010, ▁:0.010, ,:0.010, р:0.008
2026-04-14 07:31:04,385 | INFO | rank=0 | epoch=1 step=34520/249868 global_step=8630 train_loss=1.5719 train_main_ctc_loss=1.5719 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=6.4055 max_feature_frames=768 train_avg_blank_prob=0.5681 train_argmax_blank_frac=0.6042 train_avg_top_nonblank_prob=0.3231 train_target_tokens_per_frame=0.3776 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4167 train_avg_top_logit=12.3333 train_avg_top2_margin=3.1667 train_avg_blank_nonblank_margin=1.4375 train_avg_entropy=0.7760 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5824 train_blank_weight_grad_norm=2.0984 train_nonblank_weight_grad_norm_mean=0.0750 train_blank_bias_grad=-0.0332 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0857 train_encoder_std=3.7713 train_encoder_token_l2_norm=118.6358 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.60563e-06
2026-04-14 07:31:04,811 | INFO | rank=0 | train preview ref='Ковідне відділення для вагітних у Хмельницькому міському перинатальному центрі, розповідає його директор Андрій Ропот...' hyp_greedy='овідне відділелення длявагітних у Хмельницьку місьому перенатальому центрі,директор Андрій ропотан відкрите протягомв...' hyp_beam='овідне відділелення длявагітних у Хмельницьку місьому перенатальому центрі,одиректор Андрій ропотан відкрите протягом...' avg_output_frames=384.0 avg_target_tokens=145.0 top_tokens=<blank>:0.604, к:0.018, ді:0.016, ль:0.016, т:0.016
2026-04-14 07:31:56,753 | INFO | rank=0 | epoch=1 step=34560/249868 global_step=8640 train_loss=1.0593 train_main_ctc_loss=1.0593 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=6.3359 max_feature_frames=767 train_avg_blank_prob=0.6871 train_argmax_blank_frac=0.7109 train_avg_top_nonblank_prob=0.2451 train_target_tokens_per_frame=0.2708 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9167 train_avg_top_logit=13.6667 train_avg_top2_margin=4.4375 train_avg_blank_nonblank_margin=3.1250 train_avg_entropy=0.5260 train_blank_bias=0.0005 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5824 train_blank_weight_grad_norm=3.3556 train_nonblank_weight_grad_norm_mean=0.0774 train_blank_bias_grad=0.0379 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0833 train_encoder_std=3.8991 train_encoder_token_l2_norm=123.0517 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.61097e-06
2026-04-14 07:31:57,139 | INFO | rank=0 | train preview ref='І так далі, там десятки просто напрямків, які ми вели. Кожен актор, кожен працівник театру десь був. Безпосередньо те...' hyp_greedy='І такдалі там десятки просто напрямкив, які ми ввеели, ко актор коже працівник тетру десь буд. безпосдньо театр чим з...' hyp_beam='І такдалі там десятки просто напрямкиків, які ми ввеели, коже актор коже працівник театру десь буд. безпосдньо театр ...' avg_output_frames=384.0 avg_target_tokens=104.0 top_tokens=<blank>:0.711, р:0.016, т:0.016, в:0.013, к:0.010
2026-04-14 07:32:47,964 | INFO | rank=0 | epoch=1 step=34600/249868 global_step=8650 train_loss=1.4368 train_main_ctc_loss=1.4368 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=4.9145 max_feature_frames=767 train_avg_blank_prob=0.7493 train_argmax_blank_frac=0.7963 train_avg_top_nonblank_prob=0.1874 train_target_tokens_per_frame=0.1540 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6997 train_avg_top_logit=13.2010 train_avg_top2_margin=4.5117 train_avg_blank_nonblank_margin=3.6554 train_avg_entropy=0.5013 train_blank_bias=0.0005 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5824 train_blank_weight_grad_norm=1.2280 train_nonblank_weight_grad_norm_mean=0.0717 train_blank_bias_grad=0.0011 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1075 train_encoder_std=3.4797 train_encoder_token_l2_norm=110.3213 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.6163e-06
2026-04-14 07:32:48,299 | INFO | rank=0 | train preview ref="Травми тяжкі, були травми обох очей. Амбулаторна звернулася за цей час десь до військовозобов'язаних. Ну, це теж." hyp_greedy="равми яжки. равми обохчей. амбулаторно звенулася за цей  час десь до двохстсятіськоїово забов'яззани. це теж." hyp_beam="равми яжки. равми обохчей. амбулаторно звенулася за цей  час десь Ну до двохстсятіово забов'яззани. Ну це теж." avg_output_frames=383.0 avg_target_tokens=59.0 top_tokens=<blank>:0.796, .:0.016, ▁:0.013, я:0.010, в:0.008
2026-04-14 07:33:20,667 | INFO | rank=0 | epoch=1 waiting for training batch 34623/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:33:49,110 | INFO | rank=0 | epoch=1 step=34640/249868 global_step=8660 train_loss=1.0962 train_main_ctc_loss=1.0962 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=4.8548 max_feature_frames=766 train_avg_blank_prob=0.7204 train_argmax_blank_frac=0.7415 train_avg_top_nonblank_prob=0.2172 train_target_tokens_per_frame=0.2480 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9504 train_avg_top_logit=13.5352 train_avg_top2_margin=4.4909 train_avg_blank_nonblank_margin=3.3211 train_avg_entropy=0.4883 train_blank_bias=0.0005 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5824 train_blank_weight_grad_norm=2.0543 train_nonblank_weight_grad_norm_mean=0.0743 train_blank_bias_grad=0.0229 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1020 train_encoder_std=3.7741 train_encoder_token_l2_norm=119.5048 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.62164e-06
2026-04-14 07:33:49,471 | INFO | rank=0 | train preview ref="Ми даємо до п'ятдесяти тисяч одноразову допомогу для придбання мандарування одягу. Крім того, у нас запланована і вид..." hyp_greedy='дамо до псятити оноразу допомоггу, для прибауваннядореннядягу.крім того, У у нас запланована і виділяається матеріаль...' hyp_beam="мидамо до п'сятити оноразу допомоггу, для прибауваннядорення одягу.крім того, У у нас запланована і виділяається мате..." avg_output_frames=383.0 avg_target_tokens=95.0 top_tokens=<blank>:0.742, при:0.013, до:0.010, .:0.010, ,:0.010
2026-04-14 07:34:46,131 | INFO | rank=0 | epoch=1 step=34680/249868 global_step=8670 train_loss=1.5414 train_main_ctc_loss=1.5414 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=4.4570 max_feature_frames=766 train_avg_blank_prob=0.5898 train_argmax_blank_frac=0.6292 train_avg_top_nonblank_prob=0.3115 train_target_tokens_per_frame=0.3734 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4465 train_avg_top_logit=12.3655 train_avg_top2_margin=3.5091 train_avg_blank_nonblank_margin=1.7650 train_avg_entropy=0.7206 train_blank_bias=0.0005 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5825 train_blank_weight_grad_norm=2.1748 train_nonblank_weight_grad_norm_mean=0.0694 train_blank_bias_grad=-0.0246 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0986 train_encoder_std=3.5898 train_encoder_token_l2_norm=113.2276 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.62698e-06
2026-04-14 07:34:46,540 | INFO | rank=0 | train preview ref='Тім Мейджор буде першим собакою білому домі, якого взяли з притулку. Мейджор Кеймфас Мейджор потрапив до нас, коли хт...' hyp_greedy='тім мейджр буде перешим собакою в білоому домі якого взяли з притулку.ейджр емлас меейджор потрапив до нас коли хтось...' hyp_beam='тім мейджр буде перешим собакою в білоому домі якого взяли з притулку.ейджр емлас меейджор поттрапив до нас коли хтос...' avg_output_frames=383.0 avg_target_tokens=143.0 top_tokens=<blank>:0.629, ▁:0.021, в:0.016, по:0.016, р:0.010
2026-04-14 07:35:41,064 | INFO | rank=0 | epoch=1 step=34720/249868 global_step=8680 train_loss=1.3628 train_main_ctc_loss=1.3628 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=11.9593 max_feature_frames=765 train_avg_blank_prob=0.7693 train_argmax_blank_frac=0.7885 train_avg_top_nonblank_prob=0.1743 train_target_tokens_per_frame=0.2272 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7859 train_avg_top_logit=14.2037 train_avg_top2_margin=5.3890 train_avg_blank_nonblank_margin=4.6162 train_avg_entropy=0.4491 train_blank_bias=0.0005 train_blank_weight_norm=0.5873 train_nonblank_weight_norm_mean=0.5825 train_blank_weight_grad_norm=9.8947 train_nonblank_weight_grad_norm_mean=0.0727 train_blank_bias_grad=0.1166 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1093 train_encoder_std=3.6792 train_encoder_token_l2_norm=116.3406 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.63231e-06
2026-04-14 07:35:41,448 | INFO | rank=0 | train preview ref='Це теж важливо в контексті підготовки до наших контрнаступальних дій. Тобто, підсумовуючи, ми можемо бачити, що росій...' hyp_greedy='разм, це теж важливо в контексті піддготовки доших контнаступних дідій. підсумовчи ми мо бачити, що російсь наступ ви...' hyp_beam='разм, це теж важливо в контексті піддготовки до наших контнаступльних дій. підсумовчи ми момо бачити, що російсь наст...' avg_output_frames=383.0 avg_target_tokens=87.0 top_tokens=<blank>:0.789, ж:0.010, й:0.010, ,:0.008, ▁:0.008
2026-04-14 07:36:24,992 | INFO | rank=0 | epoch=1 waiting for training batch 34747/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:36:47,327 | INFO | rank=0 | epoch=1 step=34760/249868 global_step=8690 train_loss=1.2746 train_main_ctc_loss=1.2746 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=8.8614 max_feature_frames=764 train_avg_blank_prob=0.6915 train_argmax_blank_frac=0.7120 train_avg_top_nonblank_prob=0.2438 train_target_tokens_per_frame=0.2251 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6492 train_avg_top_logit=13.4869 train_avg_top2_margin=4.5864 train_avg_blank_nonblank_margin=3.1623 train_avg_entropy=0.4895 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5825 train_blank_weight_grad_norm=5.6473 train_nonblank_weight_grad_norm_mean=0.0963 train_blank_bias_grad=-0.0557 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1104 train_encoder_std=3.6142 train_encoder_token_l2_norm=114.2248 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.63765e-06
2026-04-14 07:36:47,691 | INFO | rank=0 | train preview ref="Вже півроку йде війна, не йде обновлення комп'ютерної техніки, медичної техніки. Якщо ви бачили рахунки, які ми проси..." hyp_greedy="же пврокуйде війна, не йде обновлеення ком'ютерної техніки, медично техніки. Якщо ви бачили рахунки, які ми просимо н..." hyp_beam="же пврокуйде війна, не йде обновлеення ком'ютерної техніки, медичної техніки. якщо ви бачили рахунки, які ми просимо ..." avg_output_frames=382.0 avg_target_tokens=86.0 top_tokens=<blank>:0.712, ки:0.016, ▁:0.016, в:0.016, ,:0.013
2026-04-14 07:37:38,049 | INFO | rank=0 | epoch=1 step=34800/249868 global_step=8700 train_loss=1.1583 train_main_ctc_loss=1.1583 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=6.6419 max_feature_frames=764 train_avg_blank_prob=0.6456 train_argmax_blank_frac=0.6911 train_avg_top_nonblank_prob=0.2617 train_target_tokens_per_frame=0.3325 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4764 train_avg_top_logit=12.1466 train_avg_top2_margin=3.5393 train_avg_blank_nonblank_margin=2.3455 train_avg_entropy=0.7173 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5825 train_blank_weight_grad_norm=4.5043 train_nonblank_weight_grad_norm_mean=0.0738 train_blank_bias_grad=0.0793 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0971 train_encoder_std=3.4714 train_encoder_token_l2_norm=109.2261 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.64298e-06
2026-04-14 07:37:38,466 | INFO | rank=0 | train preview ref='Навколо Бахмута там ситуація. Ну брати так з боку там Купенська, Донецька. Вже Бахмут в такій напівпідкові візуально ...' hyp_greedy='навколо бахта, там ситуярати так з боку там купіянка донецька, вже бах вй на підвпітковівізуно перебуває, часто густо...' hyp_beam='навколо бахта, там ситуябрати так з боку там купіянка донецька, вже бахмут в такй на підвпітковівізуно перебуває, час...' avg_output_frames=382.0 avg_target_tokens=127.0 top_tokens=<blank>:0.691, х:0.016, ,:0.016, ку:0.013, ▁:0.013
2026-04-14 07:38:39,198 | INFO | rank=0 | epoch=1 step=34840/249868 global_step=8710 train_loss=2.7838 train_main_ctc_loss=2.7838 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=13.1002 max_feature_frames=763 train_avg_blank_prob=0.8126 train_argmax_blank_frac=0.8770 train_avg_top_nonblank_prob=0.1204 train_target_tokens_per_frame=0.0890 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3141 train_avg_top_logit=12.4817 train_avg_top2_margin=4.7539 train_avg_blank_nonblank_margin=4.3560 train_avg_entropy=0.5393 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5825 train_blank_weight_grad_norm=10.4434 train_nonblank_weight_grad_norm_mean=0.0936 train_blank_bias_grad=-0.1546 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1164 train_encoder_std=3.2903 train_encoder_token_l2_norm=103.7756 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.64832e-06
2026-04-14 07:38:39,529 | INFO | rank=0 | train preview ref='І зараз які слідаються. Неможливо бути вдома, коли таке відбувається. Ті, хто може.' hyp_greedy='в рія во. і часакі срада, неможливобути вдома, ко такечаається. ті хто може.' hyp_beam='в рімя  вої. ій часскі срада, неможливобути вдома, ко такем зчаєається. ті, хто може.' avg_output_frames=382.0 avg_target_tokens=34.0 top_tokens=<blank>:0.877, .:0.010, в:0.008, е:0.008, ▁:0.008
2026-04-14 07:39:35,892 | INFO | rank=0 | epoch=1 step=34880/249868 global_step=8720 train_loss=2.4708 train_main_ctc_loss=2.4708 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=14.1639 max_feature_frames=762 train_avg_blank_prob=0.9079 train_argmax_blank_frac=0.9318 train_avg_top_nonblank_prob=0.0669 train_target_tokens_per_frame=0.0919 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2782 train_avg_top_logit=14.4462 train_avg_top2_margin=6.6352 train_avg_blank_nonblank_margin=6.3832 train_avg_entropy=0.2349 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5826 train_blank_weight_grad_norm=9.8125 train_nonblank_weight_grad_norm_mean=0.1040 train_blank_bias_grad=-0.1742 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1323 train_encoder_std=3.3860 train_encoder_token_l2_norm=107.3685 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.65366e-06
2026-04-14 07:39:36,263 | INFO | rank=0 | train preview ref='Що трикутник МКО подібний до трикутника АБО? За першою околикою' hyp_greedy='що трикутник подіний до трикутника за першою.' hyp_beam='що трикутник  подібний до трикутника за першою.' avg_output_frames=381.0 avg_target_tokens=35.0 top_tokens=<blank>:0.932, ку:0.010, ни:0.008, т:0.005, ▁:0.005
2026-04-14 07:40:33,484 | INFO | rank=0 | epoch=1 step=34920/249868 global_step=8730 train_loss=1.2167 train_main_ctc_loss=1.2167 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.02 grad_norm=5.0543 max_feature_frames=762 train_avg_blank_prob=0.7056 train_argmax_blank_frac=0.7402 train_avg_top_nonblank_prob=0.2227 train_target_tokens_per_frame=0.2677 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6824 train_avg_top_logit=13.3543 train_avg_top2_margin=4.2415 train_avg_blank_nonblank_margin=3.1286 train_avg_entropy=0.5433 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5826 train_blank_weight_grad_norm=2.7527 train_nonblank_weight_grad_norm_mean=0.0722 train_blank_bias_grad=0.0333 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0939 train_encoder_std=3.6812 train_encoder_token_l2_norm=116.3581 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.65899e-06
2026-04-14 07:40:33,928 | INFO | rank=0 | train preview ref='Я особисто людина там без військової освіти, взагалі, але ти розумієш, що ти несеш відповідальність за себе, за свою ...' hyp_greedy="Я ообистодина безві військової освіти взагалі, тизумієш що ти несеш відповідльість за себе, завою сім'ю заво дітей, з..." hyp_beam="Я ообистодина там безві військової освіти, взагалі, тизумієш що ти несеш відповідальість за себе, завою сім'ю, завох ..." avg_output_frames=381.0 avg_target_tokens=102.0 top_tokens=<blank>:0.740, за:0.021, ▁:0.018, ,:0.016, ти:0.010
2026-04-14 07:41:24,882 | INFO | rank=0 | epoch=1 step=34960/249868 global_step=8740 train_loss=1.3106 train_main_ctc_loss=1.3106 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=8.8163 max_feature_frames=761 train_avg_blank_prob=0.8085 train_argmax_blank_frac=0.8425 train_avg_top_nonblank_prob=0.1462 train_target_tokens_per_frame=0.1496 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0262 train_avg_top_logit=14.3622 train_avg_top2_margin=5.7533 train_avg_blank_nonblank_margin=5.1024 train_avg_entropy=0.3648 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5826 train_blank_weight_grad_norm=6.1306 train_nonblank_weight_grad_norm_mean=0.0953 train_blank_bias_grad=-0.0825 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1169 train_encoder_std=3.7138 train_encoder_token_l2_norm=117.5740 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.66433e-06
2026-04-14 07:41:25,235 | INFO | rank=0 | train preview ref='Які є, взагалі існує теніс, ну як і по відкликам світових спеціалістів і наших, українських, він доводить, що теніс ц...' hyp_greedy='яки є взагалі існує. теніс  як і по відкликам стовихпеціалів і і нашихїн. він доводить, що теніс це.' hyp_beam='яки є взагалі існує. теніс  як і по відкликам стових спеціалістів і і нашихїнсь. він доводить, що теніс це як.' avg_output_frames=381.0 avg_target_tokens=57.0 top_tokens=<blank>:0.843, і:0.010, ні:0.010, с:0.008, .:0.008
2026-04-14 07:42:26,522 | INFO | rank=0 | epoch=1 step=35000/249868 global_step=8750 train_loss=1.1912 train_main_ctc_loss=1.1912 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=8.6185 max_feature_frames=761 train_avg_blank_prob=0.6465 train_argmax_blank_frac=0.6667 train_avg_top_nonblank_prob=0.2794 train_target_tokens_per_frame=0.2913 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.4304 train_avg_top_logit=13.2703 train_avg_top2_margin=4.0315 train_avg_blank_nonblank_margin=2.4777 train_avg_entropy=0.5617 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5826 train_blank_weight_grad_norm=6.6965 train_nonblank_weight_grad_norm_mean=0.0750 train_blank_bias_grad=0.0887 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0985 train_encoder_std=3.7402 train_encoder_token_l2_norm=117.8919 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.66967e-06
2026-04-14 07:42:26,937 | INFO | rank=0 | train preview ref='Найважливішою відповідю західних демократій буде, якщо вони відкинуть режим Путіна і відмовлять йому у престижі та ле...' hyp_greedy='Найважливішю відповідтью у захних демократій буде якщо відкинуть  режимутіна і відмовлятьому урестижі талегітимності,...' hyp_beam='Найважливішю відповідтью у захних демократій буде, якщо вони відкинуть  режимутіна і відмовлятьому урестижі талегітим...' avg_output_frames=381.0 avg_target_tokens=111.0 top_tokens=<blank>:0.667, ▁:0.016, від:0.013, .:0.010, к:0.008
2026-04-14 07:42:43,241 | INFO | rank=0 | epoch=1 waiting for training batch 35012/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 07:42:45,006 | INFO | rank=0 | batch_timing epoch=1 batch=35012/249868 global_step=8753 data_wait=5.5s step_compute=1.2s batch_size=1 effective_frames=761 max_feature_frames=761 target_tokens=120
2026-04-14 07:43:25,422 | INFO | rank=0 | epoch=1 step=35040/249868 global_step=8760 train_loss=1.0954 train_main_ctc_loss=1.0954 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=4.7373 max_feature_frames=761 train_avg_blank_prob=0.6217 train_argmax_blank_frac=0.6535 train_avg_top_nonblank_prob=0.2942 train_target_tokens_per_frame=0.3123 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8425 train_avg_top_logit=12.8504 train_avg_top2_margin=3.7165 train_avg_blank_nonblank_margin=1.9213 train_avg_entropy=0.6063 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5826 train_blank_weight_grad_norm=2.9824 train_nonblank_weight_grad_norm_mean=0.0673 train_blank_bias_grad=-0.0322 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0876 train_encoder_std=3.7289 train_encoder_token_l2_norm=117.7126 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.675e-06
2026-04-14 07:43:25,835 | INFO | rank=0 | train preview ref='Бачили цю неймовірну координацію із союзниками по НАТО, включаючи лідерів у Польщі та Америці. Щоденне планування ней...' hyp_greedy='бачили цю нейморну координацію із  Сюзниками по нато, включаючи лідерів у польщі та америці. щоден не планення неймов...' hyp_beam='бачили цю неймовірну координацію із  Сюзниками по нато, включаючи лідерів у польщі та америці. щоден не планення нейм...' avg_output_frames=381.0 avg_target_tokens=119.0 top_tokens=<blank>:0.654, ,:0.018, ю:0.016, ▁:0.016, р:0.008
2026-04-14 07:44:23,176 | INFO | rank=0 | epoch=1 step=35080/249868 global_step=8770 train_loss=0.9670 train_main_ctc_loss=0.9670 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=5.6321 max_feature_frames=760 train_avg_blank_prob=0.7148 train_argmax_blank_frac=0.7316 train_avg_top_nonblank_prob=0.2348 train_target_tokens_per_frame=0.2605 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3895 train_avg_top_logit=14.0632 train_avg_top2_margin=4.5474 train_avg_blank_nonblank_margin=3.3053 train_avg_entropy=0.4263 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5827 train_blank_weight_grad_norm=3.7455 train_nonblank_weight_grad_norm_mean=0.0657 train_blank_bias_grad=0.0460 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1030 train_encoder_std=3.8059 train_encoder_token_l2_norm=120.2641 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.68034e-06
2026-04-14 07:44:23,580 | INFO | rank=0 | train preview ref='Або ти можеш їх приймати два тижні, два місяці або два роки. І коли ти, не маючи відповідної освіти, прописуєш таке к...' hyp_greedy='боти мош їх приймати тижні, місяці або роки. І коли ти не маючи відповідної освіти, пропиш таке клієнтам, це незаконн...' hyp_beam='бо ти мош їх приймати тижні,ва місяці, або роки. І коли ти не маючи відповідної освіти, прописуш таке клієнтам, це не...' avg_output_frames=380.0 avg_target_tokens=99.0 top_tokens=<blank>:0.732, ти:0.016, .:0.011, ,:0.011, ▁:0.008
2026-04-14 07:45:21,030 | INFO | rank=0 | epoch=1 step=35120/249868 global_step=8780 train_loss=1.7759 train_main_ctc_loss=1.7759 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=6.5993 max_feature_frames=759 train_avg_blank_prob=0.7301 train_argmax_blank_frac=0.7684 train_avg_top_nonblank_prob=0.1882 train_target_tokens_per_frame=0.2079 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3789 train_avg_top_logit=12.8000 train_avg_top2_margin=4.4842 train_avg_blank_nonblank_margin=3.6632 train_avg_entropy=0.6079 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5827 train_blank_weight_grad_norm=2.8394 train_nonblank_weight_grad_norm_mean=0.0928 train_blank_bias_grad=0.0307 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1094 train_encoder_std=3.2838 train_encoder_token_l2_norm=104.1381 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.68567e-06
2026-04-14 07:45:21,421 | INFO | rank=0 | train preview ref="Нова спроба революції и автономного протесту на враті в ближайший час не з'явиться. Тут протести и вибуху Білорусі мо..." hyp_greedy='ла с проваволюції сам достатковой самстатковоого івтономного якби протеступ на враці у лижшй час не зяся. тут протети...' hyp_beam='лах с проваволюції сам достатковой самдостатковоого і автономного якби протеступту на враці у лижшй час не зявися. ту...' avg_output_frames=380.0 avg_target_tokens=79.0 top_tokens=<blank>:0.768, про:0.011, й:0.008, .:0.008, ▁:0.008
2026-04-14 07:46:12,909 | INFO | rank=0 | epoch=1 step=35160/249868 global_step=8790 train_loss=1.4059 train_main_ctc_loss=1.4059 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=4.2845 max_feature_frames=759 train_avg_blank_prob=0.6098 train_argmax_blank_frac=0.6500 train_avg_top_nonblank_prob=0.3128 train_target_tokens_per_frame=0.3368 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.9579 train_avg_top_logit=13.0526 train_avg_top2_margin=3.7263 train_avg_blank_nonblank_margin=1.7579 train_avg_entropy=0.5816 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5827 train_blank_weight_grad_norm=2.2219 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=-0.0251 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0873 train_encoder_std=3.7165 train_encoder_token_l2_norm=117.3773 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.69101e-06
2026-04-14 07:46:13,329 | INFO | rank=0 | train preview ref='Нова хвиля коронавірусу, спричинена штамом Омікрон, призвела до чергового перевантаження лікарень і виснаження медикі...' hyp_greedy='нова хвиля коронавірусу з причина на штам омікрон призверла до чергового перевантаження лікарнь, і виснажеення медикі...' hyp_beam='нова хвиля коронавірусу з причина на штам омікрон призверла до чергового перевантаження лікарнь, і виснажеення медикі...' avg_output_frames=380.0 avg_target_tokens=128.0 top_tokens=<blank>:0.650, ▁:0.021, н:0.013, по:0.011, .:0.008
2026-04-14 07:47:09,701 | INFO | rank=0 | epoch=1 step=35200/249868 global_step=8800 train_loss=0.8855 train_main_ctc_loss=0.8855 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=7.0633 max_feature_frames=758 train_avg_blank_prob=0.6935 train_argmax_blank_frac=0.7018 train_avg_top_nonblank_prob=0.2429 train_target_tokens_per_frame=0.2639 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9182 train_avg_top_logit=13.6781 train_avg_top2_margin=4.4960 train_avg_blank_nonblank_margin=3.1662 train_avg_entropy=0.4960 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5827 train_blank_weight_grad_norm=4.6602 train_nonblank_weight_grad_norm_mean=0.0764 train_blank_bias_grad=0.0623 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0959 train_encoder_std=3.6572 train_encoder_token_l2_norm=115.6529 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.69635e-06
2026-04-14 07:47:10,089 | INFO | rank=0 | train preview ref='Закон базується на принципах Олімпійської хартії, міжнародної хартії з фізичного виховання та спорту, Європейської сп...' hyp_greedy='Закон базуються на принципах олімпійсь Ххарті міжнародноїї Харті з фізичного виення та с спотувропеперйськопортивної ...' hyp_beam='Закон базуються на принципах олімпійсь Ххарті міжнародноїї Харті з фізичного виення та с споту вропейськопортивної Ха...' avg_output_frames=379.0 avg_target_tokens=100.0 top_tokens=<blank>:0.702, в:0.018, р:0.016, ▁:0.016, ро:0.013
2026-04-14 07:48:04,938 | INFO | rank=0 | epoch=1 step=35240/249868 global_step=8810 train_loss=1.0728 train_main_ctc_loss=1.0728 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=4.1143 max_feature_frames=758 train_avg_blank_prob=0.6212 train_argmax_blank_frac=0.6491 train_avg_top_nonblank_prob=0.3066 train_target_tokens_per_frame=0.3272 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2427 train_avg_top_logit=13.3404 train_avg_top2_margin=3.7995 train_avg_blank_nonblank_margin=1.9208 train_avg_entropy=0.5515 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5828 train_blank_weight_grad_norm=1.4290 train_nonblank_weight_grad_norm_mean=0.0625 train_blank_bias_grad=-0.0146 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1013 train_encoder_std=3.8053 train_encoder_token_l2_norm=120.0018 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.70168e-06
2026-04-14 07:48:05,348 | INFO | rank=0 | train preview ref='Чи це євреї, чи представники якоїсь національної меншини, чи люди, які володіють певними активами, це неправильний пі...' hyp_greedy='чи це  євреї чидставники якїсь національ меншини, чиди, які володіютьпевними активами. Це непвильні підхд. вірним під...' hyp_beam='чи це  євреї чи пдставники якоїсь національ меншини, чиди, які володіютьпевними активами. Це непвильні підхд. вірним ...' avg_output_frames=379.0 avg_target_tokens=124.0 top_tokens=<blank>:0.649, ни:0.016, ▁:0.016, .:0.013, в:0.011
2026-04-14 07:49:05,343 | INFO | rank=0 | epoch=1 step=35280/249868 global_step=8820 train_loss=1.3957 train_main_ctc_loss=1.3957 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=5.4109 max_feature_frames=757 train_avg_blank_prob=0.6761 train_argmax_blank_frac=0.6992 train_avg_top_nonblank_prob=0.2500 train_target_tokens_per_frame=0.2744 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1583 train_avg_top_logit=12.8338 train_avg_top2_margin=3.9472 train_avg_blank_nonblank_margin=2.6702 train_avg_entropy=0.5778 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5828 train_blank_weight_grad_norm=2.9972 train_nonblank_weight_grad_norm_mean=0.0759 train_blank_bias_grad=0.0295 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1016 train_encoder_std=3.4788 train_encoder_token_l2_norm=109.8994 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.70702e-06
2026-04-14 07:49:05,724 | INFO | rank=0 | train preview ref='Частину роздарував, решту нині змушений продавати задля порятунку віри. Мені більше пасувала пахне мені деревина, роб...' hyp_greedy='частину роздарвав. решту нені не змушений продавати задля порядятунку віри. мені біпасувала міпах не мені деревина ро...' hyp_beam='частину роздарвав. решту нені не змушений продавати задля порядятунку віри. мені біпасувала міпах не мені деревина з ...' avg_output_frames=379.0 avg_target_tokens=104.0 top_tokens=<blank>:0.699, ні:0.016, не:0.013, .:0.013, ▁:0.011
2026-04-14 07:49:57,286 | INFO | rank=0 | epoch=1 step=35320/249868 global_step=8830 train_loss=1.1897 train_main_ctc_loss=1.1897 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=5.8336 max_feature_frames=757 train_avg_blank_prob=0.5694 train_argmax_blank_frac=0.6148 train_avg_top_nonblank_prob=0.3315 train_target_tokens_per_frame=0.3483 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.3984 train_avg_top_logit=12.5805 train_avg_top2_margin=3.5040 train_avg_blank_nonblank_margin=1.3826 train_avg_entropy=0.6807 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5828 train_blank_weight_grad_norm=3.9029 train_nonblank_weight_grad_norm_mean=0.0677 train_blank_bias_grad=-0.0567 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0844 train_encoder_std=3.6305 train_encoder_token_l2_norm=114.3463 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.71235e-06
2026-04-14 07:49:57,694 | INFO | rank=0 | train preview ref='У першій частині концерту Запорізький симфонічний оркестр виконує твір картинки з виставки композитора Модеста Мусорс...' hyp_greedy='ушійчатині концерту Запорізький симфонічниний оркесттр виконує твір картинки з виставки композитора моде тамусрсь, в ...' hyp_beam='ушійчатині концерту Запорізький симфонічниний оркестр виконує твір картинки з виставки композитора моде тамусрсь, в о...' avg_output_frames=379.0 avg_target_tokens=132.0 top_tokens=<blank>:0.615, р:0.021, н:0.016, с:0.013, ▁:0.011
2026-04-14 07:51:00,312 | INFO | rank=0 | epoch=1 step=35360/249868 global_step=8840 train_loss=0.9976 train_main_ctc_loss=0.9976 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=9.4385 max_feature_frames=756 train_avg_blank_prob=0.6582 train_argmax_blank_frac=0.6984 train_avg_top_nonblank_prob=0.2727 train_target_tokens_per_frame=0.3307 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8677 train_avg_top_logit=13.5450 train_avg_top2_margin=3.9365 train_avg_blank_nonblank_margin=2.5397 train_avg_entropy=0.5370 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5828 train_blank_weight_grad_norm=7.4566 train_nonblank_weight_grad_norm_mean=0.0688 train_blank_bias_grad=0.0983 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0992 train_encoder_std=3.7901 train_encoder_token_l2_norm=119.7540 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.71769e-06
2026-04-14 07:51:00,688 | INFO | rank=0 | train preview ref='У басейні пловці змагаються один з одним, а на відкритій воді ще й зі стихією, говорить головна суддя Світлана Фурман...' hyp_greedy='у бас сені плоці змага з одним а відкритій воді еі тихєютьвна ссуддя свілана фурман.да мивімо що колили ми бачимо що ...' hyp_beam='у бас сейні плоці змага з одним а відкритій воді еі тихєю,тьвна ссуддя світлана фурман.да мивіємо що колили ми бачимо...' avg_output_frames=378.0 avg_target_tokens=125.0 top_tokens=<blank>:0.698, є:0.013, д:0.013, .:0.011, ▁:0.011
2026-04-14 07:52:01,397 | INFO | rank=0 | epoch=1 step=35400/249868 global_step=8850 train_loss=1.0566 train_main_ctc_loss=1.0566 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=6.3508 max_feature_frames=755 train_avg_blank_prob=0.6937 train_argmax_blank_frac=0.7222 train_avg_top_nonblank_prob=0.2463 train_target_tokens_per_frame=0.2566 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0370 train_avg_top_logit=13.7143 train_avg_top2_margin=5.0159 train_avg_blank_nonblank_margin=3.6825 train_avg_entropy=0.4762 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5828 train_blank_weight_grad_norm=4.0379 train_nonblank_weight_grad_norm_mean=0.0713 train_blank_bias_grad=-0.0511 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1010 train_encoder_std=3.4300 train_encoder_token_l2_norm=108.5805 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.72303e-06
2026-04-14 07:52:01,756 | INFO | rank=0 | train preview ref='Отримали з від чотирьох з них пропозиції цінові, і потім вже на восьмому етапі подання заявки ми вже подивилися, хто ...' hyp_greedy='оттримали відчтирох з них пропозиці цінові і потім вже на восьммуому етапі подення заявки ми вже подивилися хто там н...' hyp_beam='отримали з від чотирох з них пропозиці цінові і потім вже на восьммуому етапі подення заявки, ми вже подивилися хто т...' avg_output_frames=378.0 avg_target_tokens=97.0 top_tokens=<blank>:0.722, ▁:0.026, ці:0.013, по:0.011, ли:0.008
2026-04-14 07:52:57,623 | INFO | rank=0 | epoch=1 step=35440/249868 global_step=8860 train_loss=1.1594 train_main_ctc_loss=1.1594 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=4.0774 max_feature_frames=755 train_avg_blank_prob=0.6656 train_argmax_blank_frac=0.6799 train_avg_top_nonblank_prob=0.2678 train_target_tokens_per_frame=0.2910 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7831 train_avg_top_logit=13.6296 train_avg_top2_margin=4.2540 train_avg_blank_nonblank_margin=2.6667 train_avg_entropy=0.5185 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5829 train_blank_weight_grad_norm=1.2152 train_nonblank_weight_grad_norm_mean=0.0697 train_blank_bias_grad=-0.0129 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0950 train_encoder_std=3.8649 train_encoder_token_l2_norm=121.6382 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.72836e-06
2026-04-14 07:52:58,056 | INFO | rank=0 | train preview ref='Хмельничанка Оксана Кицан розповідає про небезпечні відходи, які принесла до екобуса. Непотріб, каже, збирали всією р...' hyp_greedy='Хельничанка осана иан розає про небезпечні відход, які принесла до екобуус. не потріб каже збили всі єю родиною. всі ...' hyp_beam='Хельничанка осана иан розає про небезпечні відход, які принесла до екобуус. не потріб каже збили всією родиною. всі р...' avg_output_frames=378.0 avg_target_tokens=110.0 top_tokens=<blank>:0.680, ,:0.024, ▁:0.019, с:0.011, .:0.011
2026-04-14 07:53:56,003 | INFO | rank=0 | epoch=1 step=35480/249868 global_step=8870 train_loss=0.9641 train_main_ctc_loss=0.9641 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=12.2116 max_feature_frames=755 train_avg_blank_prob=0.6914 train_argmax_blank_frac=0.7566 train_avg_top_nonblank_prob=0.2407 train_target_tokens_per_frame=0.3915 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0212 train_avg_top_logit=12.6138 train_avg_top2_margin=3.5767 train_avg_blank_nonblank_margin=2.5503 train_avg_entropy=0.6058 train_blank_bias=0.0005 train_blank_weight_norm=0.5872 train_nonblank_weight_norm_mean=0.5829 train_blank_weight_grad_norm=9.7135 train_nonblank_weight_grad_norm_mean=0.0716 train_blank_bias_grad=0.1128 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0962 train_encoder_std=3.3656 train_encoder_token_l2_norm=106.2721 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.7337e-06
2026-04-14 07:53:56,439 | INFO | rank=0 | train preview ref="Станом на дев'яте грудня від початку повномасштабного вторгнення Росії у бою з українськими захисниками загинули дев'..." hyp_greedy="станом нате руня від почат повномасшбного вторгненнясії у бою зськими заисниками заинустоі  дев'ностосій військтивни ..." hyp_beam="аном на'те руня від початку повномасшбного вторгненнясії у бою зськими заисниками заинуливностоі  дев'ностосій військ..." avg_output_frames=378.0 avg_target_tokens=148.0 top_tokens=<blank>:0.757, ▁:0.016, в:0.011, но:0.008, н:0.008
2026-04-14 07:54:52,671 | INFO | rank=0 | epoch=1 step=35520/249868 global_step=8880 train_loss=0.8139 train_main_ctc_loss=0.8139 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.01 grad_norm=5.8073 max_feature_frames=754 train_avg_blank_prob=0.5537 train_argmax_blank_frac=0.5756 train_avg_top_nonblank_prob=0.3557 train_target_tokens_per_frame=0.3501 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.6286 train_avg_top_logit=12.8170 train_avg_top2_margin=3.5650 train_avg_blank_nonblank_margin=1.4642 train_avg_entropy=0.6658 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5829 train_blank_weight_grad_norm=3.0731 train_nonblank_weight_grad_norm_mean=0.0624 train_blank_bias_grad=-0.0437 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0617 train_encoder_std=3.8104 train_encoder_token_l2_norm=119.8882 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.73904e-06
2026-04-14 07:54:53,087 | INFO | rank=0 | train preview ref='У Миколаївському театрі ⁇ Ляльок ⁇ сім років працює Марина. Дівчина розповідає, робота не зупинялася під час повномас...' hyp_greedy='миколаїкому тетеатрі ляльк сім роківрацює марина. дідівчина розповідає, робота не зупинялася під часвномасшбної війни...' hyp_beam='миколаїському тетеатрі ляльок сім років працює марина. дівчина розповідає, робота не зупинялася під часвномасшбної ві...' avg_output_frames=377.0 avg_target_tokens=132.0 top_tokens=<blank>:0.576, й:0.019, т:0.016, .:0.016, ▁:0.016
2026-04-14 07:55:49,513 | INFO | rank=0 | epoch=1 step=35560/249868 global_step=8890 train_loss=2.6948 train_main_ctc_loss=2.6948 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=9.4787 max_feature_frames=753 train_avg_blank_prob=0.7451 train_argmax_blank_frac=0.7798 train_avg_top_nonblank_prob=0.1919 train_target_tokens_per_frame=0.2493 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4960 train_avg_top_logit=14.0902 train_avg_top2_margin=5.2202 train_avg_blank_nonblank_margin=4.1592 train_avg_entropy=0.4509 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5829 train_blank_weight_grad_norm=7.2120 train_nonblank_weight_grad_norm_mean=0.0795 train_blank_bias_grad=0.1016 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0794 train_encoder_std=3.7289 train_encoder_token_l2_norm=117.6006 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.74437e-06
2026-04-14 07:55:49,936 | INFO | rank=0 | train preview ref="Великими групами, скупченнями, які одразу ж розбували наша арта, то зараз вони вибирають тактику малих груп: це п'ять..." hyp_greedy='великими груми зучееннями, які озу  зли наш арта зараз За Вобирають тактику мали групи це пся прощукають вогневі пози...' hyp_beam='великими групами зучееннями, які озу  зли наш арта зараз Во збирають тактику мали групи це пся прощукають вогневі поз...' avg_output_frames=377.0 avg_target_tokens=94.0 top_tokens=<blank>:0.780, ми:0.011, ▁:0.011, г:0.008, у:0.008
2026-04-14 07:56:24,735 | INFO | rank=0 | batch_timing epoch=1 batch=35584/249868 global_step=8896 data_wait=0.0s step_compute=6.7s batch_size=1 effective_frames=753 max_feature_frames=753 target_tokens=122
2026-04-14 07:56:44,435 | INFO | rank=0 | epoch=1 step=35600/249868 global_step=8900 train_loss=3.1063 train_main_ctc_loss=3.1063 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=6.8609 max_feature_frames=753 train_avg_blank_prob=0.8062 train_argmax_blank_frac=0.8564 train_avg_top_nonblank_prob=0.1149 train_target_tokens_per_frame=0.1888 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8511 train_avg_top_logit=13.0213 train_avg_top2_margin=5.3617 train_avg_blank_nonblank_margin=5.0000 train_avg_entropy=0.5745 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5830 train_blank_weight_grad_norm=4.6453 train_nonblank_weight_grad_norm_mean=0.0705 train_blank_bias_grad=0.0634 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0983 train_encoder_std=3.2036 train_encoder_token_l2_norm=101.1677 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.74971e-06
2026-04-14 07:56:44,776 | INFO | rank=0 | train preview ref='Настри, я вижу, что ты решил сельской жизни пожить, фермером стал, телочку себе завел. Ой, папа, она не телочка, и я ...' hyp_greedy='стй. Я відж, щоріши жин пожжить. фемером став.голочкубе зал, мой папа вонина не лочка' hyp_beam='стй. Я  відж, щоріши жин пожжить. фемером став.голочкубе зал. мой папа вонина не лочка' avg_output_frames=376.0 avg_target_tokens=71.0 top_tokens=<blank>:0.856, .:0.011, ▁:0.011, й:0.008, ,:0.008
2026-04-14 07:57:40,895 | INFO | rank=0 | epoch=1 step=35640/249868 global_step=8910 train_loss=1.2259 train_main_ctc_loss=1.2259 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=5.5524 max_feature_frames=752 train_avg_blank_prob=0.6132 train_argmax_blank_frac=0.6410 train_avg_top_nonblank_prob=0.2998 train_target_tokens_per_frame=0.3324 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2553 train_avg_top_logit=13.1064 train_avg_top2_margin=3.9574 train_avg_blank_nonblank_margin=2.2979 train_avg_entropy=0.6197 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5830 train_blank_weight_grad_norm=3.2504 train_nonblank_weight_grad_norm_mean=0.0665 train_blank_bias_grad=0.0331 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0802 train_encoder_std=3.7294 train_encoder_token_l2_norm=117.9569 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.75504e-06
2026-04-14 07:57:41,327 | INFO | rank=0 | train preview ref="Як пам'ятки історії, культури треба відходити від тих радянських стереотипів, коли дійсності проходило років, цвинтар..." hyp_greedy="Як пам'ятки історії культури,ба відхходдити тих радянсь стеотипі, в дійсності проходиолот років. цевитари знищвалося...." hyp_beam="Як пам'ятки історії культури,ба відходдити тих радянсь стеотипі, в дійсності проходиолот років. цевитари знищвалося. ..." avg_output_frames=376.0 avg_target_tokens=125.0 top_tokens=<blank>:0.641, к:0.016, ва:0.013, о:0.013, ,:0.013
2026-04-14 07:58:36,178 | INFO | rank=0 | epoch=1 step=35680/249868 global_step=8920 train_loss=1.1085 train_main_ctc_loss=1.1085 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=5.0203 max_feature_frames=751 train_avg_blank_prob=0.7043 train_argmax_blank_frac=0.7261 train_avg_top_nonblank_prob=0.2295 train_target_tokens_per_frame=0.2580 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0213 train_avg_top_logit=13.7021 train_avg_top2_margin=4.5745 train_avg_blank_nonblank_margin=3.3830 train_avg_entropy=0.5000 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5830 train_blank_weight_grad_norm=1.0807 train_nonblank_weight_grad_norm_mean=0.0677 train_blank_bias_grad=-0.0010 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0991 train_encoder_std=3.5704 train_encoder_token_l2_norm=112.9114 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.76038e-06
2026-04-14 07:58:36,549 | INFO | rank=0 | train preview ref='Потім, після місяця, нашого тут, в общем, ну коли ми допомагали, ми вже вирішили зареєструвати свою асоціацію. Чуть-ч...' hyp_greedy='Потімсля місяця нашого тут хлопчем, коли ми помагали, ми вже вирішили зареєстувати свою асоціацію. чичуть воно було п...' hyp_beam='Потім підсля місяця нашого тут хлопчем, коли ми помагали, ми вже вирішили зареєстувати свою асоціацію. чичуть воно бу...' avg_output_frames=376.0 avg_target_tokens=97.0 top_tokens=<blank>:0.726, ,:0.013, ст:0.011, ▁:0.011, .:0.008
2026-04-14 07:59:19,302 | INFO | rank=0 | batch_timing epoch=1 batch=35712/249868 global_step=8928 data_wait=0.0s step_compute=5.4s batch_size=1 effective_frames=751 max_feature_frames=751 target_tokens=123
2026-04-14 07:59:31,803 | INFO | rank=0 | epoch=1 step=35720/249868 global_step=8930 train_loss=0.9315 train_main_ctc_loss=0.9315 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=3.3876 max_feature_frames=751 train_avg_blank_prob=0.5174 train_argmax_blank_frac=0.5559 train_avg_top_nonblank_prob=0.3932 train_target_tokens_per_frame=0.4362 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.0638 train_avg_top_logit=12.5106 train_avg_top2_margin=3.4468 train_avg_blank_nonblank_margin=0.8457 train_avg_entropy=0.6702 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5830 train_blank_weight_grad_norm=1.5895 train_nonblank_weight_grad_norm_mean=0.0538 train_blank_bias_grad=-0.0162 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0785 train_encoder_std=3.5954 train_encoder_token_l2_norm=113.5637 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.76572e-06
2026-04-14 07:59:32,264 | INFO | rank=0 | train preview ref='Аранжувальником та виконавцем пісні є відомий миколаївський музикант, художній керівник групи ⁇ Южний патруль ⁇ Олекс...' hyp_greedy='аранжвальником та виконавцемпісні єдомий миколаїсьмузикант художній ерівник рупи южні патруль олександр малююк. гітар...' hyp_beam='аранжвальником та виконавцем пісні єдомий миколаїсьмузикант художній ерівник рупи южні патруль олександр малююк. гіта...' avg_output_frames=376.0 avg_target_tokens=164.0 top_tokens=<blank>:0.556, ▁:0.027, н:0.021, в:0.021, .:0.019
2026-04-14 07:59:45,434 | INFO | rank=0 | batch_timing epoch=1 batch=35728/249868 global_step=8932 data_wait=0.0s step_compute=6.7s batch_size=1 effective_frames=751 max_feature_frames=751 target_tokens=157
2026-04-14 08:00:36,227 | INFO | rank=0 | epoch=1 step=35760/249868 global_step=8940 train_loss=1.2713 train_main_ctc_loss=1.2713 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=5.2941 max_feature_frames=750 train_avg_blank_prob=0.6896 train_argmax_blank_frac=0.7200 train_avg_top_nonblank_prob=0.2308 train_target_tokens_per_frame=0.2267 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2880 train_avg_top_logit=12.9707 train_avg_top2_margin=4.0320 train_avg_blank_nonblank_margin=2.8160 train_avg_entropy=0.5787 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5830 train_blank_weight_grad_norm=1.2007 train_nonblank_weight_grad_norm_mean=0.0777 train_blank_bias_grad=0.0008 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0986 train_encoder_std=3.5585 train_encoder_token_l2_norm=112.1339 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.77105e-06
2026-04-14 08:00:36,641 | INFO | rank=0 | train preview ref='Чому краще дивитися стандартного вузли? Там є креслення, вони більш чіткі. Від руки таке малювати сходу дуже важко. О...' hyp_greedy='счому  краще дивитися стаандартне взли так тамм є креслеення, вонибільш чіткі. відруки таке малюувати зходиу дуже так...' hyp_beam='счому к краще дивитися стандартне взли так тамм є креслеення, вонибільш чіткі. відруки таке малюувати зходиу дуже так...' avg_output_frames=375.0 avg_target_tokens=85.0 top_tokens=<blank>:0.720, ▁:0.019, е:0.013, т:0.011, .:0.011
2026-04-14 08:01:29,621 | INFO | rank=0 | epoch=1 step=35800/249868 global_step=8950 train_loss=1.3956 train_main_ctc_loss=1.3956 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=4.5243 max_feature_frames=750 train_avg_blank_prob=0.6744 train_argmax_blank_frac=0.6960 train_avg_top_nonblank_prob=0.2677 train_target_tokens_per_frame=0.2827 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8853 train_avg_top_logit=13.6533 train_avg_top2_margin=4.3733 train_avg_blank_nonblank_margin=2.8373 train_avg_entropy=0.4560 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5831 train_blank_weight_grad_norm=2.3672 train_nonblank_weight_grad_norm_mean=0.0653 train_blank_bias_grad=0.0251 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0956 train_encoder_std=3.6168 train_encoder_token_l2_norm=114.5618 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.77639e-06
2026-04-14 08:01:30,039 | INFO | rank=0 | train preview ref='Та навіть оплата не гарантує уважного ставлення медперсоналу. Ми вирішили розібратись, чи дійсно у діях первомайських...' hyp_greedy='Так На оплата не гарантує уважного ставення медперсоналу. ми вирішилизібратись чии дійсно у діяхвомайських лікарів, є...' hyp_beam='Так На оплата не гарантує уважного ставення медперсоналу. ми вирішилизібратись чи дійсно у діяхпервомайських лікарів,...' avg_output_frames=375.0 avg_target_tokens=106.0 top_tokens=<blank>:0.696, ва:0.011, ▁:0.011, ма:0.011, .:0.011
2026-04-14 08:01:46,740 | INFO | rank=0 | batch_timing epoch=1 batch=35812/249868 global_step=8953 data_wait=0.0s step_compute=5.7s batch_size=1 effective_frames=750 max_feature_frames=750 target_tokens=93
2026-04-14 08:02:19,507 | INFO | rank=0 | epoch=1 step=35840/249868 global_step=8960 train_loss=1.0515 train_main_ctc_loss=1.0515 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=3.5230 max_feature_frames=750 train_avg_blank_prob=0.6328 train_argmax_blank_frac=0.6587 train_avg_top_nonblank_prob=0.2941 train_target_tokens_per_frame=0.3147 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3733 train_avg_top_logit=13.3120 train_avg_top2_margin=3.8613 train_avg_blank_nonblank_margin=2.2400 train_avg_entropy=0.5573 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5831 train_blank_weight_grad_norm=1.0570 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=-0.0050 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0960 train_encoder_std=3.7870 train_encoder_token_l2_norm=119.3333 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.78172e-06
2026-04-14 08:02:19,908 | INFO | rank=0 | train preview ref='Разом із патріотичними зображеннями каже Андрій Аксюзов, популярними є і написи. Крилата фраза ⁇ Доброго вечора ⁇ мо ...' hyp_greedy='аразм із патріотичними збраженнями каже андрій акціюзов поулярними є і написи. крилата фраза добго величорам з Яа дуж...' hyp_beam='аразм із патріотичними збраженнями, каже андрій акціюзов, поулярними є і написи. крилата фраза доброогоечорам з Яа ду...' avg_output_frames=375.0 avg_target_tokens=118.0 top_tokens=<blank>:0.659, к:0.013, ра:0.011, о:0.011, ▁:0.011
2026-04-14 08:03:19,655 | INFO | rank=0 | epoch=1 step=35880/249868 global_step=8970 train_loss=0.8972 train_main_ctc_loss=0.8972 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=3.3459 max_feature_frames=750 train_avg_blank_prob=0.5819 train_argmax_blank_frac=0.6160 train_avg_top_nonblank_prob=0.3316 train_target_tokens_per_frame=0.3920 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.6907 train_avg_top_logit=12.9707 train_avg_top2_margin=4.0320 train_avg_blank_nonblank_margin=1.8133 train_avg_entropy=0.5867 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5831 train_blank_weight_grad_norm=1.0958 train_nonblank_weight_grad_norm_mean=0.0543 train_blank_bias_grad=0.0134 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0861 train_encoder_std=3.5845 train_encoder_token_l2_norm=113.3066 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.78706e-06
2026-04-14 08:03:20,050 | INFO | rank=0 | train preview ref="Основні елементи, тобто це скорочена програма і в зв'язку з тим, що все вже люди, які мають вищу освіту. За словами В..." hyp_greedy='основні елемети це скорочена програма, і звязку з тим, що вжеди, які мають вищусвіту за словамивасиля самвізара для в...' hyp_beam="основні елемети, це скорочена програма, і в зв'язку з тим, що вжеди, які мають вищусвіту за словамивасиля самвізара д..." avg_output_frames=375.0 avg_target_tokens=147.0 top_tokens=<blank>:0.616, ▁:0.021, в:0.013, ти:0.011, с:0.011
2026-04-14 08:04:22,978 | INFO | rank=0 | epoch=1 step=35920/249868 global_step=8980 train_loss=1.9069 train_main_ctc_loss=1.9069 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=7.1952 max_feature_frames=749 train_avg_blank_prob=0.7057 train_argmax_blank_frac=0.7333 train_avg_top_nonblank_prob=0.2334 train_target_tokens_per_frame=0.2427 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0560 train_avg_top_logit=13.7387 train_avg_top2_margin=4.4160 train_avg_blank_nonblank_margin=3.2213 train_avg_entropy=0.4773 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5831 train_blank_weight_grad_norm=3.2364 train_nonblank_weight_grad_norm_mean=0.0828 train_blank_bias_grad=-0.0286 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0959 train_encoder_std=3.6649 train_encoder_token_l2_norm=115.5651 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.7924e-06
2026-04-14 08:04:23,373 | INFO | rank=0 | train preview ref='Одягаємо людей. Хочеться бути корисною, якось допомогти людям, які потрапили у важкі важкі становища. Є така можливіс...' hyp_greedy='дягаєягаємоде хочеться буд корисною, яксь допомогтилюдям, які потрапили у в важважкиновище. є така можливість Я мама ...' hyp_beam='дягаєдягаємоде хоочеться буд корисною, яксь допомогтилюдям, які потрапили у в важки важеновище. є така можливість Я м...' avg_output_frames=375.0 avg_target_tokens=91.0 top_tokens=<blank>:0.733, ж:0.016, я:0.013, ти:0.011, .:0.011
2026-04-14 08:05:19,767 | INFO | rank=0 | epoch=1 step=35960/249868 global_step=8990 train_loss=1.8489 train_main_ctc_loss=1.8489 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=5.8305 max_feature_frames=749 train_avg_blank_prob=0.6238 train_argmax_blank_frac=0.6667 train_avg_top_nonblank_prob=0.2849 train_target_tokens_per_frame=0.3040 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8613 train_avg_top_logit=12.8853 train_avg_top2_margin=3.7120 train_avg_blank_nonblank_margin=2.0053 train_avg_entropy=0.6507 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5831 train_blank_weight_grad_norm=2.2889 train_nonblank_weight_grad_norm_mean=0.0733 train_blank_bias_grad=-0.0218 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0910 train_encoder_std=3.5896 train_encoder_token_l2_norm=113.2065 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.79773e-06
2026-04-14 08:05:20,214 | INFO | rank=0 | train preview ref='Тобто в самому проєкті не визначено, які саме прапори майорітимуть на флагштоках, а під ними буде короткий опис діасп...' hyp_greedy='самаому проєкті не вишено, як які саме прапори майорітримуть на флахштоках, а під ними буде короткий опис дііаспори. ...' hyp_beam='в самаому проєкті не винашено, як які саме прапори майорітримуть на флахштоках, а під ними буде короткий опис діаспор...' avg_output_frames=375.0 avg_target_tokens=114.0 top_tokens=<blank>:0.667, н:0.011, ▁:0.011, й:0.011, .:0.011
2026-04-14 08:06:21,680 | INFO | rank=0 | epoch=1 step=36000/249868 global_step=9000 train_loss=1.1210 train_main_ctc_loss=1.1210 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=4.6505 max_feature_frames=748 train_avg_blank_prob=0.6232 train_argmax_blank_frac=0.6765 train_avg_top_nonblank_prob=0.2944 train_target_tokens_per_frame=0.3369 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8075 train_avg_top_logit=12.7487 train_avg_top2_margin=3.7219 train_avg_blank_nonblank_margin=2.0428 train_avg_entropy=0.6257 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5832 train_blank_weight_grad_norm=2.9682 train_nonblank_weight_grad_norm_mean=0.0586 train_blank_bias_grad=0.0351 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0895 train_encoder_std=3.5174 train_encoder_token_l2_norm=111.2655 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.80307e-06
2026-04-14 08:06:22,063 | INFO | rank=0 | train preview ref='Боротьба з корупцією є пріоритетом національної безпеки США. Схвалити національну корупконтикорупційну стратегію на н...' hyp_greedy='оротба зрупцію є приоритетом націонаально безпекиа Ххвалити національну корунтикорупційнутратегію на наступні чотири ...' hyp_beam='оротба зрупцію є п приоритетом націонаально безпеки ша Ххвалити національну коруп нантикорупційнутратегію на наступні...' avg_output_frames=374.0 avg_target_tokens=126.0 top_tokens=<blank>:0.676, о:0.019, ▁:0.016, ли:0.013, а:0.011
2026-04-14 08:06:22,093 | INFO | rank=0 | epoch 1 step=36000/249868 global_step=9000 reached validation interval; starting validation
2026-04-14 08:12:28,903 | INFO | rank=0 | epoch_0001_step_00009000 complete train_loss=6.2605 val_loss=4.0758 val_main_ctc_loss=4.0758 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.2121 val_wer=0.7072 val_avg_blank_prob=0.7392 val_argmax_blank_frac=0.7752 val_avg_top_nonblank_prob=0.1764 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0016 val_avg_hyp_chars=43.62 val_avg_hyp_words=6.88 val_model_source=raw best_val_wer=0.7072 timing_forward=333.59s timing_teacher=0.00s timing_decode=1.05s timing_gather=0.02s timing_checkpoint_export=181.93s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00009000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 08:12:28,904 | INFO | rank=0 | epoch_0001_step_00009000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=20.95s best_export=26.72s topk_update=69.68s topk_average=64.57s
2026-04-14 08:12:28,904 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 08:12:28,904 | INFO | rank=0 | validation preview hardest_ref='Тут це важливо підкреслити.' hardest_hyp='Тутце важливо  піддкреслити'
2026-04-14 08:34:10,786 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/3b2c1578e790c0b66a7024e04e6622279a0f6b8c elapsed=21m 41.8s
2026-04-14 08:34:54,261 | INFO | rank=0 | epoch=1 step=36040/249868 global_step=9010 train_loss=1.6295 train_main_ctc_loss=1.6295 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=7.2628 max_feature_frames=747 train_avg_blank_prob=0.6378 train_argmax_blank_frac=0.6631 train_avg_top_nonblank_prob=0.2989 train_target_tokens_per_frame=0.2433 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.4064 train_avg_top_logit=13.3476 train_avg_top2_margin=4.2567 train_avg_blank_nonblank_margin=2.4278 train_avg_entropy=0.5080 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5832 train_blank_weight_grad_norm=5.4869 train_nonblank_weight_grad_norm_mean=0.0640 train_blank_bias_grad=-0.0749 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0946 train_encoder_std=3.6940 train_encoder_token_l2_norm=116.7815 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.80841e-06
2026-04-14 08:34:54,654 | INFO | rank=0 | train preview ref='Це на чверть більше, ніж тиждень тому. За місяців цього року штрафів за порушення правил дорожнього руху стягли на мі...' hyp_greedy='кілограм. Це на чтвердбі, ніж тижденьму. За онадцять місяців цьогоого року з  чассів запорорушення правил дорожнього ...' hyp_beam='кілограм. Це на чтверд бі, ніж тижденьму. За онадцять місяців цьогоого року з  чассів запорорушення правил дорожнього...' avg_output_frames=374.0 avg_target_tokens=91.0 top_tokens=<blank>:0.663, ▁:0.021, ж:0.013, на:0.011, .:0.011
2026-04-14 08:35:36,466 | INFO | rank=0 | epoch=1 step=36080/249868 global_step=9020 train_loss=0.9888 train_main_ctc_loss=0.9888 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=1.00 grad_norm=5.3515 max_feature_frames=747 train_avg_blank_prob=0.5794 train_argmax_blank_frac=0.5936 train_avg_top_nonblank_prob=0.3398 train_target_tokens_per_frame=0.3743 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1497 train_avg_top_logit=13.3476 train_avg_top2_margin=3.8503 train_avg_blank_nonblank_margin=1.7326 train_avg_entropy=0.5695 train_blank_bias=0.0005 train_blank_weight_norm=0.5871 train_nonblank_weight_norm_mean=0.5832 train_blank_weight_grad_norm=3.3606 train_nonblank_weight_grad_norm_mean=0.0620 train_blank_bias_grad=0.0389 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0856 train_encoder_std=3.7158 train_encoder_token_l2_norm=117.2133 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.81374e-06
2026-04-14 08:35:36,900 | INFO | rank=0 | train preview ref='Українка Галина Вострецова, яка в Італію поїхала до донюк із рідних Миньковиць, могла б відпочивати, бо вже пенсіонер...' hyp_greedy='Укранка галина вострецва, якавіталію поїххала до доньк ізрідних миньковецьгла б відпочиваувати, бо вжепернсіонерка.ка...' hyp_beam='Укранка галина вострецва, якавіталію поїххала до доньок ізрідних миньковецьгла б відпочиваувати, бо вжепернсіонерка.к...' avg_output_frames=374.0 avg_target_tokens=140.0 top_tokens=<blank>:0.594, ▁:0.019, .:0.016, ла:0.013, ,:0.013
2026-04-14 08:36:30,644 | INFO | rank=0 | epoch=1 step=36120/249868 global_step=9030 train_loss=0.7742 train_main_ctc_loss=0.7742 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=4.0385 max_feature_frames=746 train_avg_blank_prob=0.7258 train_argmax_blank_frac=0.7507 train_avg_top_nonblank_prob=0.2200 train_target_tokens_per_frame=0.2198 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3834 train_avg_top_logit=14.2413 train_avg_top2_margin=5.1046 train_avg_blank_nonblank_margin=3.6676 train_avg_entropy=0.4048 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5832 train_blank_weight_grad_norm=1.8856 train_nonblank_weight_grad_norm_mean=0.0628 train_blank_bias_grad=-0.0232 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0968 train_encoder_std=3.6308 train_encoder_token_l2_norm=115.2416 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.81908e-06
2026-04-14 08:36:31,006 | INFO | rank=0 | train preview ref='І все це узгодити, і ще паралельно готувати велику кількість військ України на європейських полігонах це відбувається...' hyp_greedy='і все це узгодити і ще паралеальноно готувати велику кількість ськрани на європейсь палігонах. це відбувається, але в...' hyp_beam='і все це узгодити і ще паралеальноно готувати велику кількість ськрани на європейсь палігонах. це відбувається, але в...' avg_output_frames=373.0 avg_target_tokens=82.0 top_tokens=<blank>:0.751, ▁:0.013, й:0.011, на:0.008, ,:0.008
2026-04-14 08:37:34,736 | INFO | rank=0 | epoch=1 step=36160/249868 global_step=9040 train_loss=2.2062 train_main_ctc_loss=2.2062 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=5.9278 max_feature_frames=745 train_avg_blank_prob=0.7303 train_argmax_blank_frac=0.8070 train_avg_top_nonblank_prob=0.1702 train_target_tokens_per_frame=0.2091 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4102 train_avg_top_logit=11.7534 train_avg_top2_margin=3.7534 train_avg_blank_nonblank_margin=3.1528 train_avg_entropy=0.7453 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5832 train_blank_weight_grad_norm=2.5688 train_nonblank_weight_grad_norm_mean=0.0679 train_blank_bias_grad=-0.0296 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0961 train_encoder_std=3.1490 train_encoder_token_l2_norm=99.5353 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.82441e-06
2026-04-14 08:37:35,084 | INFO | rank=0 | train preview ref='І ваша черга вже. Ні, два. Ну относительно. Скажіть, будь ласка, ви на Західну Україну чи за кордон будете виїжджати?...' hyp_greedy='вашргаж нева.ще одногот наносительне ще не.кажт ви на захногокран, чи закордонм буде виати на пока на зах назахднукра...' hyp_beam='вашргаж нева. ще одногот натносительне ще не.кажт ви на захногокран, чи закордонм буде виати на пока на зах назахднук...' avg_output_frames=373.0 avg_target_tokens=78.0 top_tokens=<blank>:0.807, на:0.013, .:0.013, х:0.008, е:0.008
2026-04-14 08:37:48,906 | INFO | rank=0 | batch_timing epoch=1 batch=36168/249868 global_step=9042 data_wait=0.0s step_compute=5.4s batch_size=1 effective_frames=745 max_feature_frames=745 target_tokens=80
2026-04-14 08:38:27,797 | INFO | rank=0 | batch_timing epoch=1 batch=36196/249868 global_step=9049 data_wait=0.0s step_compute=5.2s batch_size=1 effective_frames=745 max_feature_frames=745 target_tokens=108
2026-04-14 08:38:34,489 | INFO | rank=0 | epoch=1 step=36200/249868 global_step=9050 train_loss=1.0536 train_main_ctc_loss=1.0536 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=4.9210 max_feature_frames=745 train_avg_blank_prob=0.6487 train_argmax_blank_frac=0.6783 train_avg_top_nonblank_prob=0.2920 train_target_tokens_per_frame=0.2895 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.4397 train_avg_top_logit=13.2976 train_avg_top2_margin=4.0536 train_avg_blank_nonblank_margin=2.3592 train_avg_entropy=0.4960 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5833 train_blank_weight_grad_norm=3.0209 train_nonblank_weight_grad_norm_mean=0.0600 train_blank_bias_grad=-0.0417 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0980 train_encoder_std=3.4519 train_encoder_token_l2_norm=109.2795 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.82975e-06
2026-04-14 08:38:34,892 | INFO | rank=0 | train preview ref='Тобто воно не погоріло, не спалахнуло, а саме прильот ударної волни. За словами Вікторії, у селі, де облаштувалася ро...' hyp_greedy='Т вона не погоріло, не не спалахнуло а саме прильтда ударної волни. За словами кторії у селі де облаштлася родина, жи...' hyp_beam='Т вона не погоріло, не не спалахнуло, а саме прильотда ударної волни. За словами ікторії у селі, де облаштвалася роди...' avg_output_frames=373.0 avg_target_tokens=108.0 top_tokens=<blank>:0.678, не:0.021, ,:0.016, .:0.013, но:0.011
2026-04-14 08:39:03,299 | INFO | rank=0 | batch_timing epoch=1 batch=36216/249868 global_step=9054 data_wait=0.0s step_compute=6.1s batch_size=1 effective_frames=745 max_feature_frames=745 target_tokens=109
2026-04-14 08:39:34,878 | INFO | rank=0 | epoch=1 step=36240/249868 global_step=9060 train_loss=1.7019 train_main_ctc_loss=1.7019 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=5.7987 max_feature_frames=744 train_avg_blank_prob=0.7352 train_argmax_blank_frac=0.7554 train_avg_top_nonblank_prob=0.2204 train_target_tokens_per_frame=0.2016 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8495 train_avg_top_logit=14.4516 train_avg_top2_margin=5.3763 train_avg_blank_nonblank_margin=4.2151 train_avg_entropy=0.3952 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5833 train_blank_weight_grad_norm=2.0677 train_nonblank_weight_grad_norm_mean=0.0801 train_blank_bias_grad=-0.0125 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0929 train_encoder_std=3.6830 train_encoder_token_l2_norm=116.6527 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.83509e-06
2026-04-14 08:39:35,265 | INFO | rank=0 | train preview ref='Сьогодні в мене перший графік на маршруті No почався: виїзд на лінію. До одинадцятої години відпрацював потім з двох ...' hyp_greedy="С сьогоднігоні в мене перший графік на маршруті номе сім, почався пть п'сят виїз на лінію. донато гони по відпрацюв П..." hyp_beam="С сьогоднігоні в мене перший графік на маршруті номер вісім, почався пть п'сят виїз на лінію. донато гони по відпрацю..." avg_output_frames=372.0 avg_target_tokens=75.0 top_tokens=<blank>:0.755, ▁:0.032, ра:0.008, по:0.008, в:0.008
2026-04-14 08:40:23,902 | INFO | rank=0 | epoch=1 step=36280/249868 global_step=9070 train_loss=1.2849 train_main_ctc_loss=1.2849 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=6.9776 max_feature_frames=744 train_avg_blank_prob=0.6393 train_argmax_blank_frac=0.6478 train_avg_top_nonblank_prob=0.2875 train_target_tokens_per_frame=0.2823 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5591 train_avg_top_logit=13.5054 train_avg_top2_margin=4.5161 train_avg_blank_nonblank_margin=2.8172 train_avg_entropy=0.5430 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5833 train_blank_weight_grad_norm=4.6039 train_nonblank_weight_grad_norm_mean=0.0696 train_blank_bias_grad=-0.0606 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0828 train_encoder_std=3.4528 train_encoder_token_l2_norm=109.2988 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.84042e-06
2026-04-14 08:40:24,310 | INFO | rank=0 | train preview ref="Я хотів запитати про те, що, значить, Пригожин почав нити, що нібито його відключили від зв'язку урядового його людям..." hyp_greedy="Я  хоотів запитати про те, що значи пригожем почав нити., що нібито його відключили від зв'язково уряддового, йоголюд..." hyp_beam="Я  хотів запитати про те, що значи пригожем почав нити., що нібито його відключили від зв'язково уряддового, йоголюдя..." avg_output_frames=372.0 avg_target_tokens=105.0 top_tokens=<blank>:0.648, в:0.019, ▁:0.019, ст:0.013, ,:0.013
2026-04-14 08:40:34,112 | INFO | rank=0 | epoch=1 waiting for training batch 36286/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:40:56,647 | INFO | rank=0 | epoch=1 waiting for training batch 36302/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:41:23,102 | INFO | rank=0 | epoch=1 step=36320/249868 global_step=9080 train_loss=1.4806 train_main_ctc_loss=1.4806 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=4.7852 max_feature_frames=743 train_avg_blank_prob=0.6729 train_argmax_blank_frac=0.7043 train_avg_top_nonblank_prob=0.2561 train_target_tokens_per_frame=0.2527 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5591 train_avg_top_logit=13.2473 train_avg_top2_margin=3.9140 train_avg_blank_nonblank_margin=2.6667 train_avg_entropy=0.5565 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5833 train_blank_weight_grad_norm=1.8807 train_nonblank_weight_grad_norm_mean=0.0732 train_blank_bias_grad=-0.0008 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0990 train_encoder_std=3.4915 train_encoder_token_l2_norm=110.2743 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.84576e-06
2026-04-14 08:41:23,511 | INFO | rank=0 | train preview ref='Але якщо ми з вами, наприклад, немає, ну отак от вийшло чи що, що в нас профільована мембрана йде ось тут, наскільки ...' hyp_greedy='але якщо ми з вами, наприклад, ну нема, Ну так о вийшло там чи и що, що в нас профільована мембранаде, ось тут. Наскі...' hyp_beam='але якщо ми з вами, наприклад, ну нема, Ну так о вийшло там чи и що, що в нас профільована мембрана іде, ось тут, Нас...' avg_output_frames=372.0 avg_target_tokens=94.0 top_tokens=<blank>:0.704, ,:0.019, ▁:0.016, на:0.011, .:0.008
2026-04-14 08:42:01,312 | INFO | rank=0 | batch_timing epoch=1 batch=36344/249868 global_step=9086 data_wait=0.0s step_compute=5.3s batch_size=1 effective_frames=743 max_feature_frames=743 target_tokens=109
2026-04-14 08:42:21,477 | INFO | rank=0 | epoch=1 step=36360/249868 global_step=9090 train_loss=0.8333 train_main_ctc_loss=0.8333 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=4.6954 max_feature_frames=743 train_avg_blank_prob=0.6410 train_argmax_blank_frac=0.6640 train_avg_top_nonblank_prob=0.2848 train_target_tokens_per_frame=0.3253 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7312 train_avg_top_logit=13.6774 train_avg_top2_margin=4.6237 train_avg_blank_nonblank_margin=2.9247 train_avg_entropy=0.5296 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5833 train_blank_weight_grad_norm=2.4965 train_nonblank_weight_grad_norm_mean=0.0677 train_blank_bias_grad=-0.0331 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0946 train_encoder_std=3.7049 train_encoder_token_l2_norm=117.0552 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.85109e-06
2026-04-14 08:42:21,898 | INFO | rank=0 | train preview ref='Майстер спорту України міжнародного класу судно моделізму Юрій Гаркавенко тримає в руках модель копію літака Мрія в м...' hyp_greedy='майстер спорту міжнародногоого классусудно моделізому, юрій гаркавевинко тримає в руках модель копію літакамрія в мас...' hyp_beam='майстер с спорту міжнародногоого классусудно моделізому, юрій гаркавенко тримає в руках модель копію літакамрія в мас...' avg_output_frames=372.0 avg_target_tokens=121.0 top_tokens=<blank>:0.664, ка:0.019, ▁:0.019, р:0.011, й:0.011
2026-04-14 08:42:58,972 | INFO | rank=0 | epoch=1 waiting for training batch 36383/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:43:26,233 | INFO | rank=0 | epoch=1 step=36400/249868 global_step=9100 train_loss=2.4955 train_main_ctc_loss=2.4955 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=4.6342 max_feature_frames=742 train_avg_blank_prob=0.6904 train_argmax_blank_frac=0.8221 train_avg_top_nonblank_prob=0.1511 train_target_tokens_per_frame=0.3127 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.3504 train_avg_top_logit=10.6092 train_avg_top2_margin=3.4070 train_avg_blank_nonblank_margin=2.9111 train_avg_entropy=1.1159 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5834 train_blank_weight_grad_norm=1.2009 train_nonblank_weight_grad_norm_mean=0.0719 train_blank_bias_grad=0.0034 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0995 train_encoder_std=2.8973 train_encoder_token_l2_norm=91.4171 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.85643e-06
2026-04-14 08:43:26,554 | INFO | rank=0 | train preview ref='болевой. В этом аспекте ты себя чувствуешь плохо, неуютно. Например, у логиков у них болевой аспект это человеческие ...' hyp_greedy='боливо. Т В вт асперкте ло  нене, наприлогіи бовойспеек сказав заношеення Т нап там логик можна там там там стояти  н...' hyp_beam='боливо. Т В вт асперкте ло  не, напри там логіика бовой спеект сказав заменошеення Т нап, там логик можна там там там...' avg_output_frames=371.0 avg_target_tokens=116.0 top_tokens=<blank>:0.822, ▁:0.013, там:0.011, к:0.008, .:0.008
2026-04-14 08:44:20,299 | INFO | rank=0 | epoch=1 step=36440/249868 global_step=9110 train_loss=0.9969 train_main_ctc_loss=0.9969 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=4.2324 max_feature_frames=742 train_avg_blank_prob=0.6299 train_argmax_blank_frac=0.6631 train_avg_top_nonblank_prob=0.3098 train_target_tokens_per_frame=0.3261 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5930 train_avg_top_logit=13.6280 train_avg_top2_margin=3.9245 train_avg_blank_nonblank_margin=2.1132 train_avg_entropy=0.4933 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5834 train_blank_weight_grad_norm=1.4546 train_nonblank_weight_grad_norm_mean=0.0579 train_blank_bias_grad=0.0196 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0999 train_encoder_std=3.6213 train_encoder_token_l2_norm=114.5582 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.86177e-06
2026-04-14 08:44:20,700 | INFO | rank=0 | train preview ref='Експерти погоджуються, що Україна і без плану дій щодо членства може рухатися до членства в альянсі. У свою чергу США...' hyp_greedy='експерти погоджться, щокрана і без планудій  щодо членства може рухатися до членст в альянсі. увою чергуша і іні Сюзн...' hyp_beam='експерти погоджться, щокрана і без планудій  щодо членства може рухатися до членст в Альянсі. увою чергу сша і іні Сю...' avg_output_frames=371.0 avg_target_tokens=121.0 top_tokens=<blank>:0.663, ▁:0.019, ч:0.011, і:0.011, ж:0.011
2026-04-14 08:45:14,062 | INFO | rank=0 | epoch=1 step=36480/249868 global_step=9120 train_loss=0.7320 train_main_ctc_loss=0.7320 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=7.3883 max_feature_frames=741 train_avg_blank_prob=0.8117 train_argmax_blank_frac=0.8167 train_avg_top_nonblank_prob=0.1574 train_target_tokens_per_frame=0.1482 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.0943 train_avg_top_logit=15.6119 train_avg_top2_margin=6.2965 train_avg_blank_nonblank_margin=5.4124 train_avg_entropy=0.2547 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5834 train_blank_weight_grad_norm=5.4628 train_nonblank_weight_grad_norm_mean=0.0779 train_blank_bias_grad=-0.0540 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0919 train_encoder_std=3.8931 train_encoder_token_l2_norm=123.4163 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.8671e-06
2026-04-14 08:45:14,425 | INFO | rank=0 | train preview ref='Ми розпочали цю роботу в листопаді, коли були дійсно масовані обстріли, і коли почалися такі достатньо довгі відключе...' hyp_greedy='Ми розпочали цю роботу в листопааді, коли бути дійсно масовані обстріли, і коли почалися такі достатньо довггі відклю...' hyp_beam='Ми розпочали цю роботу в листопааді, коли бути дійсно масовані обстріли, і коли почалися такі достатньо довггі відклю...' avg_output_frames=371.0 avg_target_tokens=55.0 top_tokens=<blank>:0.817, ли:0.013, о:0.008, ▁:0.008, ,:0.005
2026-04-14 08:45:34,813 | INFO | rank=0 | epoch=1 waiting for training batch 36495/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:45:56,826 | INFO | rank=0 | epoch=1 waiting for training batch 36510/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:46:10,152 | INFO | rank=0 | epoch=1 step=36520/249868 global_step=9130 train_loss=2.0033 train_main_ctc_loss=2.0033 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=8.3823 max_feature_frames=741 train_avg_blank_prob=0.6318 train_argmax_blank_frac=0.6496 train_avg_top_nonblank_prob=0.3098 train_target_tokens_per_frame=0.2911 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7655 train_avg_top_logit=13.8005 train_avg_top2_margin=4.0970 train_avg_blank_nonblank_margin=2.2102 train_avg_entropy=0.4582 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5834 train_blank_weight_grad_norm=5.5233 train_nonblank_weight_grad_norm_mean=0.0798 train_blank_bias_grad=0.0900 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0924 train_encoder_std=3.7534 train_encoder_token_l2_norm=118.5365 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.87244e-06
2026-04-14 08:46:10,577 | INFO | rank=0 | train preview ref='У разі, якщо фактична сума не співпадає з розрахунковою або купюри не знаходяться в ідеальному стані, подивитись курс...' hyp_greedy='Уразі, що фактична сума не співпадає з розрахунковою, або культури неходиться в ідеальому стані. подивитись курси обм...' hyp_beam='Уразі, що фактична сума не співпадає з розрахунковою, або культури неходиться в ідеальому стані. подивитись курси обм...' avg_output_frames=371.0 avg_target_tokens=108.0 top_tokens=<blank>:0.650, ▁:0.024, ти:0.011, .:0.011, ,:0.011
2026-04-14 08:46:34,115 | INFO | rank=0 | epoch=1 waiting for training batch 36536/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:46:35,765 | INFO | rank=0 | batch_timing epoch=1 batch=36536/249868 global_step=9134 data_wait=5.4s step_compute=1.2s batch_size=1 effective_frames=740 max_feature_frames=740 target_tokens=68
2026-04-14 08:46:49,835 | INFO | rank=0 | epoch=1 waiting for training batch 36546/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:47:12,030 | INFO | rank=0 | epoch=1 step=36560/249868 global_step=9140 train_loss=1.1301 train_main_ctc_loss=1.1301 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=5.2810 max_feature_frames=740 train_avg_blank_prob=0.7114 train_argmax_blank_frac=0.7568 train_avg_top_nonblank_prob=0.2251 train_target_tokens_per_frame=0.2703 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9730 train_avg_top_logit=13.7514 train_avg_top2_margin=4.6486 train_avg_blank_nonblank_margin=3.3946 train_avg_entropy=0.4811 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5834 train_blank_weight_grad_norm=3.4101 train_nonblank_weight_grad_norm_mean=0.0621 train_blank_bias_grad=0.0451 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1015 train_encoder_std=3.4370 train_encoder_token_l2_norm=108.8975 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.87778e-06
2026-04-14 08:47:12,389 | INFO | rank=0 | train preview ref='За кілька годин на воді частина катера в сітках. На базі можна побачити і якурі, які чіпляють до цих сіток. Та інші з...' hyp_greedy='за кілька годин на воді частина катера в сітках, на базі побачити якурі які чіпляють до цих сіток, та іні забороненір...' hyp_beam='за кілька годин на воді  частина катера в сітках, на базі побачити якурі які чіпляють до цих сіток, та іні заборонені...' avg_output_frames=370.0 avg_target_tokens=100.0 top_tokens=<blank>:0.757, ▁:0.022, х:0.011, ка:0.008, .:0.008
2026-04-14 08:48:05,890 | INFO | rank=0 | epoch=1 step=36600/249868 global_step=9150 train_loss=0.9059 train_main_ctc_loss=0.9059 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=5.8533 max_feature_frames=740 train_avg_blank_prob=0.5842 train_argmax_blank_frac=0.6135 train_avg_top_nonblank_prob=0.3336 train_target_tokens_per_frame=0.3541 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4162 train_avg_top_logit=12.5405 train_avg_top2_margin=3.5243 train_avg_blank_nonblank_margin=1.5135 train_avg_entropy=0.6378 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5835 train_blank_weight_grad_norm=3.2825 train_nonblank_weight_grad_norm_mean=0.0708 train_blank_bias_grad=-0.0394 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0861 train_encoder_std=3.4432 train_encoder_token_l2_norm=108.8508 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.88311e-06
2026-04-14 08:48:06,307 | INFO | rank=0 | train preview ref='Коли в майже сім років по тому, грудні дві тисячі двадцять першого, новини про невідворотне повномасштабне військове ...' hyp_greedy='коли майже сім років поому, груднідві тисячіого Нновини, про недворотне повномасштабне військове вторгненнясії вкїну ...' hyp_beam='коли майже сім років поому, груднідві тисячіого новини, про недворотне повномасштабне військове вторгненнясії вкїну п...' avg_output_frames=370.0 avg_target_tokens=131.0 top_tokens=<blank>:0.614, по:0.016, в:0.014, н:0.014, ▁:0.014
2026-04-14 08:49:05,749 | INFO | rank=0 | epoch=1 waiting for training batch 36636/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:49:08,035 | INFO | rank=0 | batch_timing epoch=1 batch=36636/249868 global_step=9159 data_wait=6.1s step_compute=1.2s batch_size=1 effective_frames=739 max_feature_frames=739 target_tokens=104
2026-04-14 08:49:12,043 | INFO | rank=0 | epoch=1 step=36640/249868 global_step=9160 train_loss=0.9679 train_main_ctc_loss=0.9679 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.99 grad_norm=7.0646 max_feature_frames=739 train_avg_blank_prob=0.6851 train_argmax_blank_frac=0.7324 train_avg_top_nonblank_prob=0.2566 train_target_tokens_per_frame=0.2811 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8000 train_avg_top_logit=13.4919 train_avg_top2_margin=4.3459 train_avg_blank_nonblank_margin=2.9622 train_avg_entropy=0.4946 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5835 train_blank_weight_grad_norm=5.3408 train_nonblank_weight_grad_norm_mean=0.0657 train_blank_bias_grad=0.0728 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1050 train_encoder_std=3.5205 train_encoder_token_l2_norm=111.3756 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.88845e-06
2026-04-14 08:49:12,374 | INFO | rank=0 | train preview ref="А коли я приїхала, яким п'ять-шість місяців я працювала тут. Так потім директор мене позвав, сказав, можемо поговорит..." hyp_greedy='коли я прихала, я зліки п шість місяців я працювала тут. тактім потім директор позвав сказав може поти збою. я вже тр...' hyp_beam='А коли я прихала, я зліким п шість місяців я працювала тут. тактім потім директор позвав сказав може поти збою. Ну я ...' avg_output_frames=370.0 avg_target_tokens=104.0 top_tokens=<blank>:0.732, ▁:0.016, р:0.011, в:0.011, .:0.011
2026-04-14 08:50:07,314 | INFO | rank=0 | epoch=1 step=36680/249868 global_step=9170 train_loss=0.8539 train_main_ctc_loss=0.8539 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=11.3514 max_feature_frames=739 train_avg_blank_prob=0.6769 train_argmax_blank_frac=0.6911 train_avg_top_nonblank_prob=0.2656 train_target_tokens_per_frame=0.2602 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2683 train_avg_top_logit=14.1355 train_avg_top2_margin=5.0949 train_avg_blank_nonblank_margin=3.5122 train_avg_entropy=0.4444 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5835 train_blank_weight_grad_norm=9.3052 train_nonblank_weight_grad_norm_mean=0.0729 train_blank_bias_grad=-0.1354 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1043 train_encoder_std=3.6283 train_encoder_token_l2_norm=114.6316 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.89378e-06
2026-04-14 08:50:07,692 | INFO | rank=0 | train preview ref='Червона долина повністю, школа зруйнована, дитячий садочок. Також прильот С-триста зруйнований по самому селищі Широк...' hyp_greedy='червона двалина повністю школа зруйнована дитячий садочк, також прильт с ста зруйнований, по в сам сеелищ широе своїм...' hyp_beam='чеервона далина повністю. школа зруйнована, дитячий садочк, також прильт с ста зруйнований, по в сам сеелищ широе сво...' avg_output_frames=369.0 avg_target_tokens=96.0 top_tokens=<blank>:0.691, ▁:0.027, по:0.014, е:0.011, т:0.011
2026-04-14 08:51:07,931 | INFO | rank=0 | epoch=1 step=36720/249868 global_step=9180 train_loss=1.1803 train_main_ctc_loss=1.1803 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=4.5070 max_feature_frames=738 train_avg_blank_prob=0.6889 train_argmax_blank_frac=0.7290 train_avg_top_nonblank_prob=0.2327 train_target_tokens_per_frame=0.2737 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9214 train_avg_top_logit=13.6152 train_avg_top2_margin=4.3360 train_avg_blank_nonblank_margin=3.1870 train_avg_entropy=0.5501 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5835 train_blank_weight_grad_norm=1.2321 train_nonblank_weight_grad_norm_mean=0.0695 train_blank_bias_grad=0.0180 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0911 train_encoder_std=3.4963 train_encoder_token_l2_norm=110.7983 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.89912e-06
2026-04-14 08:51:08,360 | INFO | rank=0 | train preview ref="Не було б бажання у цих дівчат, не було б ініціативи. Зобов'язання повірте немає ні від мене. Зобов'язання немає до м..." hyp_greedy="будло бажування у цих  дівча не  булоніціативи. Зобов'яз, поте нема від,обов'язання нема ме від губернатора, такчии в..." hyp_beam="будло в бажування у цих  дівчат не  булоніціативи. Зобов'язання, повіте нема від,обов'язання нема до ме від губернато..." avg_output_frames=369.0 avg_target_tokens=101.0 top_tokens=<blank>:0.729, в:0.011, ▁:0.011, я:0.011, ,:0.011
2026-04-14 08:52:09,635 | INFO | rank=0 | epoch=1 step=36760/249868 global_step=9190 train_loss=0.8058 train_main_ctc_loss=0.8058 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=4.4499 max_feature_frames=738 train_avg_blank_prob=0.5265 train_argmax_blank_frac=0.5474 train_avg_top_nonblank_prob=0.3871 train_target_tokens_per_frame=0.4228 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7940 train_avg_top_logit=13.2683 train_avg_top2_margin=3.5989 train_avg_blank_nonblank_margin=1.0081 train_avg_entropy=0.5908 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5835 train_blank_weight_grad_norm=1.2311 train_nonblank_weight_grad_norm_mean=0.0628 train_blank_bias_grad=-0.0044 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0812 train_encoder_std=3.8026 train_encoder_token_l2_norm=120.3695 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.90446e-06
2026-04-14 08:52:10,065 | INFO | rank=0 | train preview ref='Усі знахідки археологи демонстрували на прес-конференції в міській раді, яка, за словами Романа Ющишина, виділила сто...' hyp_greedy='Усінахіддки археолог демонст наресконфереції в міській раді., яка за словами романа йогощшина виділила сто тисяч грив...' hyp_beam='Усінахіддки археолог демонстли наресконфереції в міській раді, яка за словами романа йогощчишина виділила сто тисяч г...' avg_output_frames=369.0 avg_target_tokens=156.0 top_tokens=<blank>:0.547, ▁:0.019, .:0.016, й:0.016, на:0.014
2026-04-14 08:53:07,793 | INFO | rank=0 | epoch=1 step=36800/249868 global_step=9200 train_loss=0.9847 train_main_ctc_loss=0.9847 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=5.0328 max_feature_frames=737 train_avg_blank_prob=0.6216 train_argmax_blank_frac=0.6694 train_avg_top_nonblank_prob=0.2991 train_target_tokens_per_frame=0.3360 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5745 train_avg_top_logit=13.5285 train_avg_top2_margin=3.9458 train_avg_blank_nonblank_margin=2.1897 train_avg_entropy=0.5610 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5836 train_blank_weight_grad_norm=2.4315 train_nonblank_weight_grad_norm_mean=0.0684 train_blank_bias_grad=0.0237 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1001 train_encoder_std=3.6542 train_encoder_token_l2_norm=115.2853 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.90979e-06
2026-04-14 08:53:08,167 | INFO | rank=0 | train preview ref='Євзкрайзіґемджеце була шалена гра. Ми були в барі прихильників Фальконсі. Спершу вони вели рахунок, фани шаленіли, ал...' hyp_greedy='Язкрезімсказа Це це буде шалена гра, ми в багатобарі прихльників фльконці звели рахунок. Фани шаленіли, але потіметрі...' hyp_beam='Язкрезігмсказа Це це було шалена гра, ми в багатобарі прихльників фльконців зжвели рахунок. Фани шаленіли, але потіме...' avg_output_frames=369.0 avg_target_tokens=124.0 top_tokens=<blank>:0.669, ▁:0.030, ні:0.014, ли:0.011, ,:0.008
2026-04-14 08:54:02,958 | INFO | rank=0 | epoch=1 step=36840/249868 global_step=9210 train_loss=2.4723 train_main_ctc_loss=2.4723 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=4.5420 max_feature_frames=737 train_avg_blank_prob=0.7317 train_argmax_blank_frac=0.8043 train_avg_top_nonblank_prob=0.1733 train_target_tokens_per_frame=0.2554 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0000 train_avg_top_logit=12.4348 train_avg_top2_margin=4.4565 train_avg_blank_nonblank_margin=3.6739 train_avg_entropy=0.6712 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5836 train_blank_weight_grad_norm=1.8862 train_nonblank_weight_grad_norm_mean=0.0681 train_blank_bias_grad=-0.0176 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1107 train_encoder_std=3.1169 train_encoder_token_l2_norm=98.6268 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.91513e-06
2026-04-14 08:54:03,314 | INFO | rank=0 | train preview ref='И она продлила нам визум. Мы еще в Украинском институте, мы первый из магикан сделали выставку. Ну, это как бы в сост...' hyp_greedy='вона продлила навізом, мище висьому інституте мивий з маекан зделали виставку, так якв вставие  програми фестиваль.' hyp_beam='твона продлила на візом. ми ще висьому іннституте мипевий з магекан зделали виставку, так якв вставието  програми фес...' avg_output_frames=368.0 avg_target_tokens=94.0 top_tokens=<blank>:0.804, е:0.011, ста:0.008, з:0.008, в:0.008
2026-04-14 08:55:01,849 | INFO | rank=0 | epoch=1 step=36880/249868 global_step=9220 train_loss=2.0478 train_main_ctc_loss=2.0478 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=4.7004 max_feature_frames=736 train_avg_blank_prob=0.6343 train_argmax_blank_frac=0.6386 train_avg_top_nonblank_prob=0.3105 train_target_tokens_per_frame=0.3315 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9565 train_avg_top_logit=14.0000 train_avg_top2_margin=4.3478 train_avg_blank_nonblank_margin=2.4891 train_avg_entropy=0.4511 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5836 train_blank_weight_grad_norm=2.5564 train_nonblank_weight_grad_norm_mean=0.0603 train_blank_bias_grad=0.0262 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1020 train_encoder_std=3.6973 train_encoder_token_l2_norm=116.8288 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.92046e-06
2026-04-14 08:55:02,224 | INFO | rank=0 | train preview ref='То на попередньому розділі у вас могло бути все класно. А от на цьому розділі інспектор вас спробує підловити і спита...' hyp_greedy='на попеньму розділі у вагло буде все класно. А наому розділі інспектор вапробує підливити, і спитатися, чи сплатили в...' hyp_beam='на попеньму розділі у вагло буде все класно. А наому розділі інспектор вапробує підливити, і спитатися, чи сплатили в...' avg_output_frames=368.0 avg_target_tokens=122.0 top_tokens=<blank>:0.639, ▁:0.027, .:0.016, на:0.016, ,:0.014
2026-04-14 08:55:57,534 | INFO | rank=0 | epoch=1 step=36920/249868 global_step=9230 train_loss=0.9510 train_main_ctc_loss=0.9510 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=4.3747 max_feature_frames=735 train_avg_blank_prob=0.6857 train_argmax_blank_frac=0.7038 train_avg_top_nonblank_prob=0.2548 train_target_tokens_per_frame=0.2853 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1304 train_avg_top_logit=14.0000 train_avg_top2_margin=4.6522 train_avg_blank_nonblank_margin=3.1739 train_avg_entropy=0.4402 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5836 train_blank_weight_grad_norm=1.5388 train_nonblank_weight_grad_norm_mean=0.0633 train_blank_bias_grad=0.0139 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1015 train_encoder_std=3.5899 train_encoder_token_l2_norm=113.5452 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.9258e-06
2026-04-14 08:55:57,937 | INFO | rank=0 | train preview ref='І має це є сучасна система із відповідною системою управління вогнем із мінімальним часом на згортання на розгортанні...' hyp_greedy='І це є сучасна система із відповідною системою управліання вогнем, із мінімальнимом розговортання на розготані, і так...' hyp_beam='І ма, це є сучасна система із відповідною системою управлінання вогнем, із мінімальнимом розговортання на ро розгорта...' avg_output_frames=368.0 avg_target_tokens=105.0 top_tokens=<blank>:0.704, с:0.022, ▁:0.019, си:0.016, те:0.016
2026-04-14 08:56:50,451 | INFO | rank=0 | epoch=1 waiting for training batch 36955/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 08:56:59,209 | INFO | rank=0 | epoch=1 step=36960/249868 global_step=9240 train_loss=0.9646 train_main_ctc_loss=0.9646 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=3.9507 max_feature_frames=735 train_avg_blank_prob=0.5669 train_argmax_blank_frac=0.5951 train_avg_top_nonblank_prob=0.3594 train_target_tokens_per_frame=0.3723 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1739 train_avg_top_logit=13.5652 train_avg_top2_margin=3.9130 train_avg_blank_nonblank_margin=1.4891 train_avg_entropy=0.5136 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5836 train_blank_weight_grad_norm=2.0494 train_nonblank_weight_grad_norm_mean=0.0580 train_blank_bias_grad=0.0289 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0914 train_encoder_std=3.7872 train_encoder_token_l2_norm=119.6968 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.93114e-06
2026-04-14 08:56:59,636 | INFO | rank=0 | train preview ref='Працівники закладу в момент вибуху були на місці. Утім, ніхто не травмувався. На території виникла масштабна пожежа, ...' hyp_greedy='Працівники закладду в моме вибуху буде на місті, у тім ніхто не травмвався. На території виникла масштабна пожежа з я...' hyp_beam='Працівники закладду в моме вибуху буде на місті, у тім ніхто не травмвався. На території виникла масштабна пожежа, з ...' avg_output_frames=368.0 avg_target_tokens=137.0 top_tokens=<blank>:0.595, ▁:0.022, в:0.014, ва:0.011, .:0.011
2026-04-14 08:57:55,694 | INFO | rank=0 | epoch=1 step=37000/249868 global_step=9250 train_loss=0.8412 train_main_ctc_loss=0.8412 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=6.6166 max_feature_frames=734 train_avg_blank_prob=0.7464 train_argmax_blank_frac=0.7629 train_avg_top_nonblank_prob=0.2095 train_target_tokens_per_frame=0.2289 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1253 train_avg_top_logit=14.8229 train_avg_top2_margin=5.2316 train_avg_blank_nonblank_margin=4.0545 train_avg_entropy=0.3460 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5836 train_blank_weight_grad_norm=4.5118 train_nonblank_weight_grad_norm_mean=0.0667 train_blank_bias_grad=0.0659 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1146 train_encoder_std=3.6640 train_encoder_token_l2_norm=115.8902 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.93647e-06
2026-04-14 08:57:56,100 | INFO | rank=0 | train preview ref='Ручного окрасу. Раніше це були зняті з виробництва, їх було важко знайти. Але цю схему я придбала саме з оцими ниточк...' hyp_greedy='ручногоого окрасу. раніше це буде зняті з виробнисттва як було важко найти але цю сему я придбала сам зцими ниточками...' hyp_beam='ручногоого окрасу. раніше це буде зняті з виробниства як було важко найти, але цю схему я придбала саме зцими ниточка...' avg_output_frames=367.0 avg_target_tokens=84.0 top_tokens=<blank>:0.763, ▁:0.016, .:0.014, з:0.011, е:0.008
2026-04-14 08:58:52,708 | INFO | rank=0 | epoch=1 step=37040/249868 global_step=9260 train_loss=0.7680 train_main_ctc_loss=0.7680 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=3.8478 max_feature_frames=734 train_avg_blank_prob=0.5894 train_argmax_blank_frac=0.6322 train_avg_top_nonblank_prob=0.3257 train_target_tokens_per_frame=0.3651 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.9455 train_avg_top_logit=12.9046 train_avg_top2_margin=3.5967 train_avg_blank_nonblank_margin=1.7548 train_avg_entropy=0.6322 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5837 train_blank_weight_grad_norm=1.2735 train_nonblank_weight_grad_norm_mean=0.0604 train_blank_bias_grad=0.0108 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0972 train_encoder_std=3.5742 train_encoder_token_l2_norm=112.6275 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.94181e-06
2026-04-14 08:58:53,167 | INFO | rank=0 | train preview ref='Як літала у них авіація, так вона й літає. Як виїжджав танк там раз в день, раз в декілька днів, так і виїжджає. Тобт...' hyp_greedy='Як літала у в них авія, так вона літає. виїжджав танк там раз в день раз декілька дв. так виїжджає тобто, ну пофакту ...' hyp_beam='Як літала у в нихх авіція, так вона літає. виїжджав танк там раз в день, раз декілька днів. так виїжджає Тобто, ну по...' avg_output_frames=367.0 avg_target_tokens=134.0 top_tokens=<blank>:0.632, ▁:0.035, на:0.022, а:0.014, к:0.014
2026-04-14 08:59:44,477 | INFO | rank=0 | epoch=1 step=37080/249868 global_step=9270 train_loss=1.8847 train_main_ctc_loss=1.8847 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=8.6192 max_feature_frames=733 train_avg_blank_prob=0.6389 train_argmax_blank_frac=0.6921 train_avg_top_nonblank_prob=0.2547 train_target_tokens_per_frame=0.2698 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.4223 train_avg_top_logit=12.0327 train_avg_top2_margin=3.4877 train_avg_blank_nonblank_margin=2.3869 train_avg_entropy=0.7793 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5837 train_blank_weight_grad_norm=5.4006 train_nonblank_weight_grad_norm_mean=0.0802 train_blank_bias_grad=-0.0741 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0935 train_encoder_std=3.2289 train_encoder_token_l2_norm=102.0693 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.94715e-06
2026-04-14 08:59:44,841 | INFO | rank=0 | train preview ref='Він менеджер по цій темі. Кого я не називав? Він з усіма працював. І харткіси. Чуть-чуть буквально отак. І харткіси, ...' hyp_greedy='він меенеджер там по оційсй темі. ко  не називав. з усма працював. Іхарткис, щочуть будквль От отагода харткис що лот...' hyp_beam='він меенеджер там по оційсй темі. ко  не називав. з усма працював. І харткис, що,чуть будквль От отагода харткис що л...' avg_output_frames=367.0 avg_target_tokens=99.0 top_tokens=<blank>:0.692, з:0.016, с:0.016, т:0.016, ▁:0.014
2026-04-14 09:00:41,952 | INFO | rank=0 | epoch=1 step=37120/249868 global_step=9280 train_loss=1.5314 train_main_ctc_loss=1.5314 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=5.6699 max_feature_frames=732 train_avg_blank_prob=0.7675 train_argmax_blank_frac=0.7951 train_avg_top_nonblank_prob=0.1802 train_target_tokens_per_frame=0.1913 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3770 train_avg_top_logit=13.8142 train_avg_top2_margin=4.7432 train_avg_blank_nonblank_margin=3.9344 train_avg_entropy=0.4344 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5837 train_blank_weight_grad_norm=1.6446 train_nonblank_weight_grad_norm_mean=0.0771 train_blank_bias_grad=-0.0058 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1245 train_encoder_std=3.4064 train_encoder_token_l2_norm=108.0307 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.95248e-06
2026-04-14 09:00:42,298 | INFO | rank=0 | train preview ref='Того, щоб мінімальне спілкування, щоб вони нас не чіпали, ми їх не чіпаємо. Чекали просто дні, коли нас вже обміняють...' hyp_greedy=', щоб мінімальне спілкування щоб вони на не чепали, ми  не чепаємо.чеекали дні, на вжебняють і збутьти про цей славне...' hyp_beam=', щоб мінімальне спілкування, щоб вони на не чепали, ми їх не чепаємо. екали дні, на вжебміняють і збутьти про цей сл...' avg_output_frames=366.0 avg_target_tokens=70.0 top_tokens=<blank>:0.795, ▁:0.016, ,:0.011, ні:0.008, .:0.008
2026-04-14 09:01:41,327 | INFO | rank=0 | epoch=1 step=37160/249868 global_step=9290 train_loss=0.7871 train_main_ctc_loss=0.7871 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.98 grad_norm=7.7536 max_feature_frames=732 train_avg_blank_prob=0.6480 train_argmax_blank_frac=0.6667 train_avg_top_nonblank_prob=0.2853 train_target_tokens_per_frame=0.2869 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8525 train_avg_top_logit=13.8142 train_avg_top2_margin=4.2186 train_avg_blank_nonblank_margin=2.4372 train_avg_entropy=0.4863 train_blank_bias=0.0005 train_blank_weight_norm=0.5870 train_nonblank_weight_norm_mean=0.5837 train_blank_weight_grad_norm=2.1447 train_nonblank_weight_grad_norm_mean=0.0586 train_blank_bias_grad=0.0227 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0911 train_encoder_std=3.6412 train_encoder_token_l2_norm=115.3314 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.95782e-06
2026-04-14 09:01:41,741 | INFO | rank=0 | train preview ref='Спочатку я отримала багато замовлень на маски, особливо тоді, коли вони були в дефіциті. Однак нашою метою не було пр...' hyp_greedy='нои спочатку я отримала ба замовнь на маски, особбливо тоді коли вона був в дефіциті. Однак, нашою метою не було прод...' hyp_beam='жинои спочатку я отримала ба замовнь на маски, особбливо тоді коли вона був в дефіциті. Однак, нашою метою не було пр...' avg_output_frames=366.0 avg_target_tokens=105.0 top_tokens=<blank>:0.667, с:0.016, ,:0.016, на:0.011, в:0.011
2026-04-14 09:02:41,896 | INFO | rank=0 | epoch=1 step=37200/249868 global_step=9300 train_loss=1.3010 train_main_ctc_loss=1.3010 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=7.7719 max_feature_frames=731 train_avg_blank_prob=0.7276 train_argmax_blank_frac=0.7760 train_avg_top_nonblank_prob=0.2040 train_target_tokens_per_frame=0.2432 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2896 train_avg_top_logit=13.9016 train_avg_top2_margin=5.0055 train_avg_blank_nonblank_margin=3.9781 train_avg_entropy=0.5109 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5837 train_blank_weight_grad_norm=4.7952 train_nonblank_weight_grad_norm_mean=0.0781 train_blank_bias_grad=-0.0598 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0960 train_encoder_std=3.5833 train_encoder_token_l2_norm=113.2687 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.96315e-06
2026-04-14 09:02:42,233 | INFO | rank=0 | train preview ref='У соцмережах. Вражі ніяк. Теж гарний драмачик. Запрошуємо користуватися кіан та властей нашої. Змінюємо інфраструктур...' hyp_greedy='У Сцмережах. вражання,же гар вак запрошємо користувати кіяда наого міста. зміюємо інфраструктуру нашого міста,суучасн...' hyp_beam='У Сцмережах. вражання, якже гар вак запрошємо користувати кіядай наого міста. змінюємо інфраструктуру нашого міста,су...' avg_output_frames=366.0 avg_target_tokens=89.0 top_tokens=<blank>:0.776, ш:0.011, ▁:0.011, ж:0.008, .:0.008
2026-04-14 09:03:37,760 | INFO | rank=0 | epoch=1 step=37240/249868 global_step=9310 train_loss=0.6576 train_main_ctc_loss=0.6576 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=4.4796 max_feature_frames=731 train_avg_blank_prob=0.5577 train_argmax_blank_frac=0.5765 train_avg_top_nonblank_prob=0.3741 train_target_tokens_per_frame=0.3825 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.9781 train_avg_top_logit=13.2896 train_avg_top2_margin=3.7596 train_avg_blank_nonblank_margin=1.3224 train_avg_entropy=0.5328 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5838 train_blank_weight_grad_norm=1.9374 train_nonblank_weight_grad_norm_mean=0.0531 train_blank_bias_grad=0.0219 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0958 train_encoder_std=3.5360 train_encoder_token_l2_norm=112.0640 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.96849e-06
2026-04-14 09:03:38,199 | INFO | rank=0 | train preview ref='Боротись із аварійністю на дорогах даї поки що вирішила методом попереджень штрафи за перевищення швидкості, листівки...' hyp_greedy='Боротись і за а варійнінстю на дорогах даї поки що вирішила методом попереджень шттрафи за перевищання швидкості, лис...' hyp_beam='бооротись і за аварійнінстю на дорогах даї поки що вирішила методом попереджень, шттрафи за перевищання швидкості, ли...' avg_output_frames=366.0 avg_target_tokens=140.0 top_tokens=<blank>:0.577, ▁:0.022, ш:0.014, по:0.011, ти:0.011
2026-04-14 09:03:55,691 | INFO | rank=0 | batch_timing epoch=1 batch=37248/249868 global_step=9312 data_wait=0.0s step_compute=10.5s batch_size=1 effective_frames=730 max_feature_frames=730 target_tokens=61
2026-04-14 09:04:36,302 | INFO | rank=0 | epoch=1 step=37280/249868 global_step=9320 train_loss=1.6193 train_main_ctc_loss=1.6193 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=4.5560 max_feature_frames=730 train_avg_blank_prob=0.6553 train_argmax_blank_frac=0.6740 train_avg_top_nonblank_prob=0.2907 train_target_tokens_per_frame=0.2932 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4137 train_avg_top_logit=14.4658 train_avg_top2_margin=5.1726 train_avg_blank_nonblank_margin=3.2658 train_avg_entropy=0.4082 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5838 train_blank_weight_grad_norm=2.0180 train_nonblank_weight_grad_norm_mean=0.0585 train_blank_bias_grad=0.0315 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0905 train_encoder_std=3.7586 train_encoder_token_l2_norm=119.0062 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.97383e-06
2026-04-14 09:04:36,712 | INFO | rank=0 | train preview ref='Ось на базі дитячого простору у нас функціонує клуб юних художників, де ми малюємо Петраківський розпис, підготовка д...' hyp_greedy='Ось на базі дитячого простору у нас функціонує клуб юних удожників, де ми малюємоетротівський розпис. підготовка діте...' hyp_beam='Ось, на базі дитячого простору у нас функціонує клуб юних удожників, де ми малюємоетротівський розпис. підготовка діт...' avg_output_frames=365.0 avg_target_tokens=107.0 top_tokens=<blank>:0.674, ▁:0.030, к:0.011, ю:0.011, ,:0.008
2026-04-14 09:05:38,130 | INFO | rank=0 | epoch=1 step=37320/249868 global_step=9330 train_loss=0.6724 train_main_ctc_loss=0.6724 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=3.3087 max_feature_frames=730 train_avg_blank_prob=0.6137 train_argmax_blank_frac=0.6356 train_avg_top_nonblank_prob=0.3158 train_target_tokens_per_frame=0.3260 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9753 train_avg_top_logit=14.0274 train_avg_top2_margin=3.9233 train_avg_blank_nonblank_margin=2.0822 train_avg_entropy=0.5041 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5838 train_blank_weight_grad_norm=1.0811 train_nonblank_weight_grad_norm_mean=0.0560 train_blank_bias_grad=0.0095 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0937 train_encoder_std=3.9315 train_encoder_token_l2_norm=124.1111 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.97916e-06
2026-04-14 09:05:38,523 | INFO | rank=0 | train preview ref='З одного боку, ми відзначаємо Україну за те, що вона веде переговори навіть попри те, що перебуває під бомбардуванням...' hyp_greedy='з одго боку, ми відзначаємораїну за те, що Во веде перево навіть поп при те, що перебува під бомбарданням кожну хвили...' hyp_beam='з одго Б боку, ми відзначаємораїну за те, що Во веде перевои навіть по при те, що перебуває під бомбарданням кожну хв...' avg_output_frames=365.0 avg_target_tokens=119.0 top_tokens=<blank>:0.636, ну:0.014, ▁:0.014, .:0.011, ,:0.011
2026-04-14 09:06:37,199 | INFO | rank=0 | epoch=1 step=37360/249868 global_step=9340 train_loss=0.8819 train_main_ctc_loss=0.8819 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=4.1510 max_feature_frames=729 train_avg_blank_prob=0.6726 train_argmax_blank_frac=0.6822 train_avg_top_nonblank_prob=0.2717 train_target_tokens_per_frame=0.2712 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2384 train_avg_top_logit=14.2904 train_avg_top2_margin=4.6247 train_avg_blank_nonblank_margin=2.8274 train_avg_entropy=0.4027 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5838 train_blank_weight_grad_norm=1.1322 train_nonblank_weight_grad_norm_mean=0.0637 train_blank_bias_grad=0.0032 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0970 train_encoder_std=3.6811 train_encoder_token_l2_norm=116.5752 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.9845e-06
2026-04-14 09:06:37,637 | INFO | rank=0 | train preview ref='Україна за його словами тоді була би у клубі сильних держав, і можливо захотіла би повернути Крим силою, що у Києві з...' hyp_greedy='Україна за словами, тоді булолаби у клубі сильних держав, і можливо заходиотіла би повернути повернути крим силою, що...' hyp_beam='Україна за його словами, тоді булолаби у клубі сильних держав, і можливо заходиотіла би повернути повернути крим сило...' avg_output_frames=365.0 avg_target_tokens=99.0 top_tokens=<blank>:0.682, ▁:0.027, ,:0.019, к:0.016, за:0.011
2026-04-14 09:06:50,245 | INFO | rank=0 | epoch=1 waiting for training batch 37368/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:06:52,880 | INFO | rank=0 | batch_timing epoch=1 batch=37368/249868 global_step=9342 data_wait=6.4s step_compute=1.2s batch_size=1 effective_frames=729 max_feature_frames=729 target_tokens=119
2026-04-14 09:07:39,363 | INFO | rank=0 | epoch=1 step=37400/249868 global_step=9350 train_loss=0.6209 train_main_ctc_loss=0.6209 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=3.3687 max_feature_frames=729 train_avg_blank_prob=0.6195 train_argmax_blank_frac=0.6411 train_avg_top_nonblank_prob=0.3244 train_target_tokens_per_frame=0.3370 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7123 train_avg_top_logit=13.8521 train_avg_top2_margin=4.2959 train_avg_blank_nonblank_margin=2.2795 train_avg_entropy=0.4438 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5838 train_blank_weight_grad_norm=0.7550 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=-0.0074 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0905 train_encoder_std=3.7116 train_encoder_token_l2_norm=117.3921 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.98983e-06
2026-04-14 09:07:39,756 | INFO | rank=0 | train preview ref='Виробництво Хайморсів не так давно було припинене. Тепер його ймовірно перезапустять, але це не миттєвий процес. Я сп...' hyp_greedy='Виробнитво Хаймарв нета давно припинене. Тепер його ймовірно пере запусстиять, але це не митттівий процес. Я сподіваю...' hyp_beam='Виробнитво Хаймарсів нета давно припинене. Тепер його ймовірно пере запусстить, але це не митттівий процес. Я сподіва...' avg_output_frames=365.0 avg_target_tokens=123.0 top_tokens=<blank>:0.641, ▁:0.027, т:0.019, .:0.016, й:0.014
2026-04-14 09:08:16,701 | INFO | rank=0 | epoch=1 waiting for training batch 37424/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:08:18,397 | INFO | rank=0 | batch_timing epoch=1 batch=37424/249868 global_step=9356 data_wait=5.4s step_compute=1.3s batch_size=1 effective_frames=728 max_feature_frames=728 target_tokens=66
2026-04-14 09:08:39,902 | INFO | rank=0 | epoch=1 step=37440/249868 global_step=9360 train_loss=0.8676 train_main_ctc_loss=0.8676 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=10.9346 max_feature_frames=728 train_avg_blank_prob=0.7477 train_argmax_blank_frac=0.7692 train_avg_top_nonblank_prob=0.1994 train_target_tokens_per_frame=0.2253 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9780 train_avg_top_logit=14.5934 train_avg_top2_margin=5.3187 train_avg_blank_nonblank_margin=4.2418 train_avg_entropy=0.3764 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5839 train_blank_weight_grad_norm=7.0546 train_nonblank_weight_grad_norm_mean=0.0794 train_blank_bias_grad=0.1022 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.1129 train_encoder_std=3.6545 train_encoder_token_l2_norm=115.8879 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=4.99517e-06
2026-04-14 09:08:40,293 | INFO | rank=0 | train preview ref='Не переживайте, скоріш за все, це просто глюк, і воно вам прийде в якомусь форматі. А я думаю, через - тижні замовлен...' hyp_greedy='живайте. скоріше за все це просто  Гглююк і вони вам прийде вомусь формті, А я думаю, дватри тижні замовення у вас. Д...' hyp_beam='Пживайте. скоріше за все це просто глююк і вони вам прийде, вомусь формті, А я думаю, через дватри тижні замовення у ...' avg_output_frames=364.0 avg_target_tokens=82.0 top_tokens=<blank>:0.769, ▁:0.019, й:0.014, ва:0.014, .:0.011
2026-04-14 09:08:54,659 | INFO | rank=0 | epoch=1 waiting for training batch 37449/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:09:41,649 | INFO | rank=0 | epoch=1 step=37480/249868 global_step=9370 train_loss=2.0376 train_main_ctc_loss=2.0376 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=4.1405 max_feature_frames=728 train_avg_blank_prob=0.7716 train_argmax_blank_frac=0.7885 train_avg_top_nonblank_prob=0.1976 train_target_tokens_per_frame=0.1868 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5055 train_avg_top_logit=15.2088 train_avg_top2_margin=5.7143 train_avg_blank_nonblank_margin=4.5714 train_avg_entropy=0.2747 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5839 train_blank_weight_grad_norm=1.2000 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=0.0044 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1161 train_encoder_std=3.6502 train_encoder_token_l2_norm=115.9975 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.00051e-06
2026-04-14 09:09:41,974 | INFO | rank=0 | train preview ref='На останньому змаганні ці діти принесли нам дуже багато позитивних емоцій. Вся зала стоячи оплодувала їм. Це дійсно о...' hyp_greedy='На останньому змагнні ці діти принесли нам дуже ба потивних емоцій. вся заластоячіплодувала їм. Це дійсно особливі ді...' hyp_beam='На останньому змагнні ці діти принесли нам дуже ба позитивних емоцій. вся заластоячіплодувала їм. Це дійсно особливі ...' avg_output_frames=364.0 avg_target_tokens=68.0 top_tokens=<blank>:0.788, ти:0.014, м:0.011, .:0.011, ▁:0.011
2026-04-14 09:10:39,525 | INFO | rank=0 | epoch=1 step=37520/249868 global_step=9380 train_loss=0.7872 train_main_ctc_loss=0.7872 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=6.0921 max_feature_frames=727 train_avg_blank_prob=0.6227 train_argmax_blank_frac=0.6538 train_avg_top_nonblank_prob=0.3167 train_target_tokens_per_frame=0.3132 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7473 train_avg_top_logit=13.8022 train_avg_top2_margin=4.1319 train_avg_blank_nonblank_margin=2.1978 train_avg_entropy=0.4753 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5839 train_blank_weight_grad_norm=0.6470 train_nonblank_weight_grad_norm_mean=0.0647 train_blank_bias_grad=0.0024 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0930 train_encoder_std=3.6363 train_encoder_token_l2_norm=115.0362 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.00584e-06
2026-04-14 09:10:39,928 | INFO | rank=0 | train preview ref='Напередодні українська влада звернулася до США з проханням запровадити аналогічні до українських санкції щодо телевіз...' hyp_greedy='Напедніїнська влада звернулася до сща з проххаенням запровадити аналогічні до самнкції щодо телевізійнихканалів. Санк...' hyp_beam='Напедніїнська влада звернулася до са, з проххаенням запровадити аналогічні до самнкції щодо телевізійних каналів. Сан...' avg_output_frames=364.0 avg_target_tokens=114.0 top_tokens=<blank>:0.654, ці:0.014, ї:0.011, в:0.008, н:0.008
2026-04-14 09:11:30,663 | INFO | rank=0 | epoch=1 step=37560/249868 global_step=9390 train_loss=1.4394 train_main_ctc_loss=1.4394 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=5.8782 max_feature_frames=726 train_avg_blank_prob=0.7448 train_argmax_blank_frac=0.7741 train_avg_top_nonblank_prob=0.2036 train_target_tokens_per_frame=0.1873 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0165 train_avg_top_logit=14.6336 train_avg_top2_margin=5.4435 train_avg_blank_nonblank_margin=4.3857 train_avg_entropy=0.4160 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5839 train_blank_weight_grad_norm=2.6520 train_nonblank_weight_grad_norm_mean=0.0757 train_blank_bias_grad=-0.0239 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1035 train_encoder_std=3.6466 train_encoder_token_l2_norm=115.5064 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.01118e-06
2026-04-14 09:11:30,988 | INFO | rank=0 | train preview ref='Х- дорівнює мінус. Перенісши мінус двійку у праву частину рівності, отримаємо x дорівнює. Але попередньо в системі ми...' hyp_greedy='рірівнянь іс мінусрірівнє мінуд. переніщши мінус двіку урау частину рівності отримаємо ікс дорівнює нулю. але попернь...' hyp_beam='рірівнянь іс мінусрірівнє мінусд. переніщши мінус двіку урау частину рівності отримаємо ікс дорівнює нулю. але поперн...' avg_output_frames=363.0 avg_target_tokens=68.0 top_tokens=<blank>:0.774, с:0.017, ну:0.014, ▁:0.014, .:0.011
2026-04-14 09:11:43,294 | INFO | rank=0 | epoch=1 waiting for training batch 37568/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:11:45,880 | INFO | rank=0 | batch_timing epoch=1 batch=37568/249868 global_step=9392 data_wait=6.4s step_compute=1.2s batch_size=1 effective_frames=726 max_feature_frames=726 target_tokens=91
2026-04-14 09:12:30,809 | INFO | rank=0 | epoch=1 step=37600/249868 global_step=9400 train_loss=0.6646 train_main_ctc_loss=0.6646 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=3.9945 max_feature_frames=726 train_avg_blank_prob=0.6026 train_argmax_blank_frac=0.6088 train_avg_top_nonblank_prob=0.3458 train_target_tokens_per_frame=0.3388 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9587 train_avg_top_logit=14.2810 train_avg_top2_margin=4.4077 train_avg_blank_nonblank_margin=2.0716 train_avg_entropy=0.4077 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5839 train_blank_weight_grad_norm=1.6993 train_nonblank_weight_grad_norm_mean=0.0496 train_blank_bias_grad=0.0182 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0969 train_encoder_std=3.7371 train_encoder_token_l2_norm=118.4075 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.01652e-06
2026-04-14 09:12:31,187 | INFO | rank=0 | train preview ref='Можливо, десь у Сінгапурі, але це не точно. У більш нормальних умовах в результаті вийдуть суцільні затори та порожні...' hyp_greedy='Можливо десь у сінгапрі але це не точно. У більшеі нормальних умовах в результаті вийдуть суцільні затори та порожні ...' hyp_beam='Можливо десь у сінгапрі, але це не точно. У більшеі нормальних умовах в результаті вийдуть суцільні затори та порожні...' avg_output_frames=363.0 avg_target_tokens=123.0 top_tokens=<blank>:0.609, ▁:0.033, но:0.011, ні:0.011, в:0.011
2026-04-14 09:13:29,625 | INFO | rank=0 | epoch=1 step=37640/249868 global_step=9410 train_loss=0.7827 train_main_ctc_loss=0.7827 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=4.5262 max_feature_frames=725 train_avg_blank_prob=0.7084 train_argmax_blank_frac=0.7163 train_avg_top_nonblank_prob=0.2498 train_target_tokens_per_frame=0.2562 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2810 train_avg_top_logit=15.0744 train_avg_top2_margin=5.5096 train_avg_blank_nonblank_margin=4.0331 train_avg_entropy=0.3430 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5839 train_blank_weight_grad_norm=1.3687 train_nonblank_weight_grad_norm_mean=0.0655 train_blank_bias_grad=-0.0080 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1165 train_encoder_std=3.6650 train_encoder_token_l2_norm=116.0472 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.02185e-06
2026-04-14 09:13:30,020 | INFO | rank=0 | train preview ref='Виділила кошти приблизно два мільйони гривень на фінансування комунальних витрат на утримання цієї лікарні ⁇ от дві п...' hyp_greedy='виділила кошти приблизно два мільйони гривень на фінансанняування комунальних витрат на отримування цієї лікарні.т дв...' hyp_beam='Вділила кошти приблизно два мільйони гривень на фінансання комунальних витрат на отримування цієї лікарні. От дві при...' avg_output_frames=363.0 avg_target_tokens=93.0 top_tokens=<blank>:0.716, ▁:0.022, ро:0.011, при:0.011, н:0.008
2026-04-14 09:14:32,672 | INFO | rank=0 | epoch=1 step=37680/249868 global_step=9420 train_loss=2.0092 train_main_ctc_loss=2.0092 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=8.3324 max_feature_frames=725 train_avg_blank_prob=0.6418 train_argmax_blank_frac=0.6657 train_avg_top_nonblank_prob=0.2920 train_target_tokens_per_frame=0.2238 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6409 train_avg_top_logit=13.4365 train_avg_top2_margin=3.7569 train_avg_blank_nonblank_margin=2.3315 train_avg_entropy=0.5387 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5840 train_blank_weight_grad_norm=5.9818 train_nonblank_weight_grad_norm_mean=0.0716 train_blank_bias_grad=-0.0827 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1018 train_encoder_std=3.5156 train_encoder_token_l2_norm=111.4996 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.02719e-06
2026-04-14 09:14:33,048 | INFO | rank=0 | train preview ref="Катаних листів товщиною мм лобова частина, борти і вежа, мм кормова частина, мм нижче і мм дах, що з'єднується електр..." hyp_greedy='Ктаних лисстів товщчиносімде міліметрів.лобова часстина, Борти іежа. шістдеся міліметрів кормова часстина, Срок мілім...' hyp_beam='Ктаних лисстів товщчиною сімде міліметрів.лобова часстина, Борти іежа. істдеся міліметрів кормова часстина, Срок мілі...' avg_output_frames=362.0 avg_target_tokens=81.0 top_tokens=<blank>:0.666, ▁:0.022, ва:0.017, мі:0.017, ,:0.014
2026-04-14 09:15:28,539 | INFO | rank=0 | epoch=1 step=37720/249868 global_step=9430 train_loss=1.6903 train_main_ctc_loss=1.6903 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.97 grad_norm=5.1221 max_feature_frames=724 train_avg_blank_prob=0.7311 train_argmax_blank_frac=0.7956 train_avg_top_nonblank_prob=0.1878 train_target_tokens_per_frame=0.3177 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1989 train_avg_top_logit=12.6409 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=3.1602 train_avg_entropy=0.6105 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5840 train_blank_weight_grad_norm=2.6470 train_nonblank_weight_grad_norm_mean=0.0677 train_blank_bias_grad=0.0312 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1010 train_encoder_std=3.1175 train_encoder_token_l2_norm=98.6065 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.03252e-06
2026-04-14 09:15:28,883 | INFO | rank=0 | train preview ref='А слышать откуда? От Слова Божия. Итак, если я получил Слово Божие, я должен сначала прибыть в этом Слово. И я верю, ...' hyp_greedy='Аш сликуда О слово бо. І таксли я получив слово боже, ядучено прибутьм слово І я вір, щот явазмуа скажу слово бо нацю...' hyp_beam='Асш сликуда О слово бо. І так,сли я получив слово боже, ядучено прибутьм слово І я вір, щот я вазмуа скажу слово боже...' avg_output_frames=362.0 avg_target_tokens=115.0 top_tokens=<blank>:0.796, с:0.017, ло:0.014, я:0.011, во:0.011
2026-04-14 09:16:27,711 | INFO | rank=0 | epoch=1 step=37760/249868 global_step=9440 train_loss=1.2892 train_main_ctc_loss=1.2892 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=4.0214 max_feature_frames=723 train_avg_blank_prob=0.7205 train_argmax_blank_frac=0.7348 train_avg_top_nonblank_prob=0.2367 train_target_tokens_per_frame=0.2293 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7901 train_avg_top_logit=14.5856 train_avg_top2_margin=5.2376 train_avg_blank_nonblank_margin=3.8453 train_avg_entropy=0.3508 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5840 train_blank_weight_grad_norm=1.0977 train_nonblank_weight_grad_norm_mean=0.0625 train_blank_bias_grad=-0.0019 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1016 train_encoder_std=3.5547 train_encoder_token_l2_norm=112.8688 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.03786e-06
2026-04-14 09:16:28,069 | INFO | rank=0 | train preview ref='На Патреоні. До речі, лише долар на Патреоні, і ви можете придбати будь-який з моїх онлайн-курсів, розтермінувати вип...' hyp_greedy='На патоні, до речі лише один долар на паатоні, і ви можете придбати буддях буддякий з мох онлайн курсів, розтермінува...' hyp_beam='На патоні, до речі лише один долар на патріоні, і ви можете придбати буддях буддякий з моїх онлайн курсів, розтерміну...' avg_output_frames=362.0 avg_target_tokens=83.0 top_tokens=<blank>:0.735, ▁:0.014, о:0.011, й:0.011, т:0.011
2026-04-14 09:17:24,289 | INFO | rank=0 | epoch=1 step=37800/249868 global_step=9450 train_loss=0.5234 train_main_ctc_loss=0.5234 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=3.6273 max_feature_frames=723 train_avg_blank_prob=0.5691 train_argmax_blank_frac=0.5801 train_avg_top_nonblank_prob=0.3707 train_target_tokens_per_frame=0.3646 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3757 train_avg_top_logit=13.7017 train_avg_top2_margin=3.9779 train_avg_blank_nonblank_margin=1.5580 train_avg_entropy=0.4641 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5840 train_blank_weight_grad_norm=1.4567 train_nonblank_weight_grad_norm_mean=0.0554 train_blank_bias_grad=0.0155 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0963 train_encoder_std=3.6741 train_encoder_token_l2_norm=116.1248 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.0432e-06
2026-04-14 09:17:24,739 | INFO | rank=0 | train preview ref='Більше новин Хмельниччини шукайте на нашому офіційному сайті Суспільне.Медіа, де у розділі регіони обирайте Хмельниць...' hyp_greedy='ільше новин Хмельниччини шукайте на нашому офіційному сайтіуспільне кка медіа. де у розділі регіонибирайте Хмельницьк...' hyp_beam='ільше новин Хмельниччини шукайте на нашому офіційному самайтіуспільне крака медіа. де у розділі регіонибирайте Хмельн...' avg_output_frames=362.0 avg_target_tokens=132.0 top_tokens=<blank>:0.580, ▁:0.030, й:0.028, ка:0.017, а:0.014
2026-04-14 09:18:27,312 | INFO | rank=0 | epoch=1 step=37840/249868 global_step=9460 train_loss=2.9077 train_main_ctc_loss=2.9077 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=12.7389 max_feature_frames=722 train_avg_blank_prob=0.7523 train_argmax_blank_frac=0.8338 train_avg_top_nonblank_prob=0.1469 train_target_tokens_per_frame=0.2576 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2327 train_avg_top_logit=12.4986 train_avg_top2_margin=4.7424 train_avg_blank_nonblank_margin=4.1884 train_avg_entropy=0.7091 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5840 train_blank_weight_grad_norm=6.9514 train_nonblank_weight_grad_norm_mean=0.0969 train_blank_bias_grad=0.1038 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0961 train_encoder_std=3.0548 train_encoder_token_l2_norm=96.6255 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.04853e-06
2026-04-14 09:18:27,623 | INFO | rank=0 | train preview ref='Проснулся, сел в студию и написал. Это нужно было. Я думаю, что в моем сравнении, это, наверное, подобие тому, что ка...' hyp_greedy='снулсясил в студию  і написв.те було Я думаю, щоевнення на подобомукажжиче наражає ребнка, кося.' hyp_beam='снулся сил в тудию і написв.те було Я думаю, щоевнення нано подоб тоому,ка жиче наражає ребнка,т костя.' avg_output_frames=361.0 avg_target_tokens=93.0 top_tokens=<blank>:0.834, с:0.011, ▁:0.011, ю:0.008, на:0.008
2026-04-14 09:19:26,002 | INFO | rank=0 | epoch=1 step=37880/249868 global_step=9470 train_loss=1.0829 train_main_ctc_loss=1.0829 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=4.3246 max_feature_frames=722 train_avg_blank_prob=0.6757 train_argmax_blank_frac=0.6953 train_avg_top_nonblank_prob=0.2582 train_target_tokens_per_frame=0.3075 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7645 train_avg_top_logit=13.5623 train_avg_top2_margin=4.4765 train_avg_blank_nonblank_margin=3.1025 train_avg_entropy=0.4986 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5841 train_blank_weight_grad_norm=2.3342 train_nonblank_weight_grad_norm_mean=0.0591 train_blank_bias_grad=0.0277 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0995 train_encoder_std=3.4840 train_encoder_token_l2_norm=110.3346 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.05387e-06
2026-04-14 09:19:26,406 | INFO | rank=0 | train preview ref='Управились, корма нема. Ми ж знаємо, що треба його дробити. Понадроблювали вчора. Я возив з гаражами, брали, поки пог...' hyp_greedy='лиць корма нема. ми ж знаємо, що надо його зробити. понадроблювали вчра, Я возив з гаража,. брали пока погода хороша....' hyp_beam='упвилиць корма нема. ми ж знаємо, що надо його зробити. понадроблювали вчора, Я возив з гаража, мене. брали пока пого...' avg_output_frames=361.0 avg_target_tokens=111.0 top_tokens=<blank>:0.695, .:0.019, ра:0.017, ▁:0.017, по:0.014
2026-04-14 09:20:12,565 | INFO | rank=0 | epoch=1 waiting for training batch 37906/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:20:34,641 | INFO | rank=0 | epoch=1 waiting for training batch 37920/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:20:37,240 | INFO | rank=0 | batch_timing epoch=1 batch=37920/249868 global_step=9480 data_wait=6.4s step_compute=1.2s batch_size=1 effective_frames=721 max_feature_frames=721 target_tokens=62
2026-04-14 09:20:37,580 | INFO | rank=0 | epoch=1 step=37920/249868 global_step=9480 train_loss=1.2785 train_main_ctc_loss=1.2785 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=5.0242 max_feature_frames=721 train_avg_blank_prob=0.7981 train_argmax_blank_frac=0.8061 train_avg_top_nonblank_prob=0.1699 train_target_tokens_per_frame=0.1717 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.6260 train_avg_top_logit=15.0693 train_avg_top2_margin=5.4515 train_avg_blank_nonblank_margin=4.6316 train_avg_entropy=0.2909 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5841 train_blank_weight_grad_norm=1.5837 train_nonblank_weight_grad_norm_mean=0.0725 train_blank_bias_grad=0.0066 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1054 train_encoder_std=3.6779 train_encoder_token_l2_norm=116.6256 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.0592e-06
2026-04-14 09:20:37,931 | INFO | rank=0 | train preview ref='Екс-рекорцменка тепер ж України. Наразі жодної ще компенсації ми не отримали, і, відповідно, спортсмени позбавлені пр...' hyp_greedy='ексстр карстсменка тепер вже України, на разі жодної ще компенсації Ми не отримали, і відповіднортсмени позбавленівила.' hyp_beam='екср карстсменка тепер вже України, на разі жодноїї ще компенсації Ми не отримали, і відповіднортсмени позбавлені пра...' avg_output_frames=361.0 avg_target_tokens=62.0 top_tokens=<blank>:0.806, с:0.014, ▁:0.014, р:0.011, ,:0.006
2026-04-14 09:20:53,035 | INFO | rank=0 | epoch=1 waiting for training batch 37931/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:21:12,503 | INFO | rank=0 | epoch=1 waiting for training batch 37944/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:21:19,077 | INFO | rank=0 | batch_timing epoch=1 batch=37944/249868 global_step=9486 data_wait=9.4s step_compute=2.1s batch_size=1 effective_frames=721 max_feature_frames=721 target_tokens=119
2026-04-14 09:21:37,779 | INFO | rank=0 | epoch=1 waiting for training batch 37959/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 09:21:40,881 | INFO | rank=0 | epoch=1 step=37960/249868 global_step=9490 train_loss=0.4636 train_main_ctc_loss=0.4636 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=3.5396 max_feature_frames=721 train_avg_blank_prob=0.5923 train_argmax_blank_frac=0.5983 train_avg_top_nonblank_prob=0.3575 train_target_tokens_per_frame=0.3324 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9418 train_avg_top_logit=14.2715 train_avg_top2_margin=4.3657 train_avg_blank_nonblank_margin=1.9723 train_avg_entropy=0.4044 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5841 train_blank_weight_grad_norm=1.2020 train_nonblank_weight_grad_norm_mean=0.0563 train_blank_bias_grad=0.0067 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0805 train_encoder_std=3.7026 train_encoder_token_l2_norm=117.4817 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.06454e-06
2026-04-14 09:21:41,263 | INFO | rank=0 | train preview ref="Від проблеми кліматичних змін до проблеми здоров'я від цифровізації до підтримки демократії ⁇ це завдання, які вимага..." hyp_greedy="Він проблеми кліматичних змін до проблеми здоров'я від цифровізації до підтримки демократії, Це це завдання, які вима..." hyp_beam="Він проблеми кліматичних змін до проблеми здоров'я від цифровізації до підтримки демократії, Це це завдання, які вима..." avg_output_frames=361.0 avg_target_tokens=120.0 top_tokens=<blank>:0.598, ле:0.019, ▁:0.019, в:0.017, ,:0.011
2026-04-14 09:22:32,936 | INFO | rank=0 | epoch=1 step=38000/249868 global_step=9500 train_loss=2.0746 train_main_ctc_loss=2.0746 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=6.9922 max_feature_frames=720 train_avg_blank_prob=0.6865 train_argmax_blank_frac=0.6889 train_avg_top_nonblank_prob=0.2594 train_target_tokens_per_frame=0.2611 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4222 train_avg_top_logit=14.3111 train_avg_top2_margin=4.9778 train_avg_blank_nonblank_margin=3.4222 train_avg_entropy=0.4000 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5841 train_blank_weight_grad_norm=4.0453 train_nonblank_weight_grad_norm_mean=0.0697 train_blank_bias_grad=-0.0523 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1081 train_encoder_std=3.5149 train_encoder_token_l2_norm=111.3929 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.06988e-06
2026-04-14 09:22:33,323 | INFO | rank=0 | train preview ref='Ситуація досить складна на Бахмутському напрямку. На всіх смогах оборони батальйон Сил Свободи наші хлопці виконують ...' hyp_greedy='Ну ситуа досить сгна, на баахмуському напрямку, нах смогахборони, Батальйонциловободи наші хлопці виконуають дачіі за...' hyp_beam='Ну ситуаця досить сгна, на баахмуському напрямку, на всіх смогахборони, Батальйонциловободи наші хлопці виконуають да...' avg_output_frames=360.0 avg_target_tokens=94.0 top_tokens=<blank>:0.689, х:0.017, на:0.017, ▁:0.014, .:0.011
2026-04-14 09:22:33,353 | INFO | rank=0 | epoch 1 step=38000/249868 global_step=9500 reached validation interval; starting validation
2026-04-14 09:28:35,327 | INFO | rank=0 | epoch_0001_step_00009500 complete train_loss=5.9949 val_loss=3.4916 val_main_ctc_loss=3.4916 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.1719 val_wer=0.6166 val_avg_blank_prob=0.7286 val_argmax_blank_frac=0.7577 val_avg_top_nonblank_prob=0.1974 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0016 val_avg_hyp_chars=46.07 val_avg_hyp_words=7.25 val_model_source=raw best_val_wer=0.6166 timing_forward=333.93s timing_teacher=0.00s timing_decode=1.06s timing_gather=0.02s timing_checkpoint_export=174.92s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00009500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 09:28:35,328 | INFO | rank=0 | epoch_0001_step_00009500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=21.69s best_export=24.49s topk_update=64.92s topk_average=63.80s
2026-04-14 09:28:35,328 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 09:28:35,328 | INFO | rank=0 | validation preview hardest_ref='Це доволі легко зробити.' hardest_hyp='це  доволі легко зробити'
2026-04-14 09:50:42,266 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/03ff85d0a164e2851df34f29c2cef914d185504e elapsed=22m 6.8s
2026-04-14 09:51:25,453 | INFO | rank=0 | epoch=1 step=38040/249868 global_step=9510 train_loss=1.4547 train_main_ctc_loss=1.4547 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=11.3698 max_feature_frames=719 train_avg_blank_prob=0.8103 train_argmax_blank_frac=0.8139 train_avg_top_nonblank_prob=0.1580 train_target_tokens_per_frame=0.1361 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.1111 train_avg_top_logit=15.5556 train_avg_top2_margin=5.9111 train_avg_blank_nonblank_margin=5.1333 train_avg_entropy=0.2722 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5841 train_blank_weight_grad_norm=7.8385 train_nonblank_weight_grad_norm_mean=0.1047 train_blank_bias_grad=-0.1152 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1053 train_encoder_std=3.6987 train_encoder_token_l2_norm=117.2740 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.07521e-06
2026-04-14 09:51:25,799 | INFO | rank=0 | train preview ref='Які позначають речовини, матеріали, продукти, знаряддя праці та предмети домашнього вжитку- вершки,' hyp_greedy='Які позначають  речовини, матеріали продукти, с знарядддя праці та премети домашнього вжитку. Вешки' hyp_beam='Які позначають  речовини, матеріали, продукти, с знарядддя праці та предмети домашнього вжитку. Вешки' avg_output_frames=360.0 avg_target_tokens=49.0 top_tokens=<blank>:0.814, ш:0.011, ти:0.008, к:0.008, ,:0.006
2026-04-14 09:52:14,834 | INFO | rank=0 | epoch=1 step=38080/249868 global_step=9520 train_loss=1.0468 train_main_ctc_loss=1.0468 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=4.3898 max_feature_frames=719 train_avg_blank_prob=0.6554 train_argmax_blank_frac=0.6889 train_avg_top_nonblank_prob=0.2793 train_target_tokens_per_frame=0.3194 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2444 train_avg_top_logit=14.1333 train_avg_top2_margin=4.6000 train_avg_blank_nonblank_margin=2.9111 train_avg_entropy=0.4861 train_blank_bias=0.0005 train_blank_weight_norm=0.5869 train_nonblank_weight_norm_mean=0.5841 train_blank_weight_grad_norm=2.1301 train_nonblank_weight_grad_norm_mean=0.0601 train_blank_bias_grad=0.0257 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0976 train_encoder_std=3.7452 train_encoder_token_l2_norm=118.2499 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.08055e-06
2026-04-14 09:52:15,223 | INFO | rank=0 | train preview ref='І медикаментів Ірина додає більшість хлопців, яким допомагає фонд, справжні вічай духи. Незважаючи на страшні поранен...' hyp_greedy='І медикамев Ірина додає, більшшість хлопців, яким допомагаєфндравжнічай дух. неважаючи на сттрашні поранення вонимлію...' hyp_beam='І медикамев, Ірина додає, більшшість хлопців, яким допомагаєфндравжнічай дух. неважаючи на сттрашні поранення вонимлі...' avg_output_frames=360.0 avg_target_tokens=115.0 top_tokens=<blank>:0.689, на:0.014, ▁:0.011, .:0.008, ,:0.008
2026-04-14 09:53:10,766 | INFO | rank=0 | epoch=1 step=38120/249868 global_step=9530 train_loss=1.7047 train_main_ctc_loss=1.7047 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=6.2565 max_feature_frames=718 train_avg_blank_prob=0.7043 train_argmax_blank_frac=0.7521 train_avg_top_nonblank_prob=0.2071 train_target_tokens_per_frame=0.2702 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8552 train_avg_top_logit=12.4791 train_avg_top2_margin=4.1226 train_avg_blank_nonblank_margin=3.0975 train_avg_entropy=0.6351 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5842 train_blank_weight_grad_norm=3.4696 train_nonblank_weight_grad_norm_mean=0.0762 train_blank_bias_grad=-0.0380 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0971 train_encoder_std=3.0996 train_encoder_token_l2_norm=98.0186 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.08589e-06
2026-04-14 09:53:11,137 | INFO | rank=0 | train preview ref='Можете сказать и в гостинице I live in the Howden. Но мы учились с вами, что в общественных местах, в гостинице, кино...' hyp_greedy='Можжете сказати в гасиніце а ди в овоте. ми учились ва, что в общетствених містах гассиніце,  Кінотеатрири,  Ббібліот...' hyp_beam='Можжете сказати в гасиніце, а ди в  заовоте, ми учились ва, что в общетствених містах гассиніце,  Кінотеатрири,  Ббіб...' avg_output_frames=359.0 avg_target_tokens=97.0 top_tokens=<blank>:0.752, ▁:0.022, те:0.019, в:0.014, ,:0.011
2026-04-14 09:54:11,124 | INFO | rank=0 | epoch=1 step=38160/249868 global_step=9540 train_loss=1.0786 train_main_ctc_loss=1.0786 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=6.6540 max_feature_frames=718 train_avg_blank_prob=0.6310 train_argmax_blank_frac=0.6462 train_avg_top_nonblank_prob=0.3074 train_target_tokens_per_frame=0.2981 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7465 train_avg_top_logit=13.8162 train_avg_top2_margin=4.2117 train_avg_blank_nonblank_margin=2.1838 train_avg_entropy=0.4735 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5842 train_blank_weight_grad_norm=1.9377 train_nonblank_weight_grad_norm_mean=0.0508 train_blank_bias_grad=0.0247 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0914 train_encoder_std=3.5841 train_encoder_token_l2_norm=113.2793 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.09122e-06
2026-04-14 09:54:11,523 | INFO | rank=0 | train preview ref='В будівлі школи села Дружне Красилівської громади є підвальне приміщення, куди в разі надзвичайної ситуації можна при...' hyp_greedy='В будвлі школи села ружни  Красилівсь громади є підвальне приміщення,куди взі надзвиної ситуації можна мо привести ді...' hyp_beam='В будвлі школи села ружни Красилівської громади є підвальне приміщення,куди взі надзвиної ситуації можна мо привести ...' avg_output_frames=359.0 avg_target_tokens=107.0 top_tokens=<blank>:0.646, ▁:0.031, в:0.017, при:0.011, ру:0.011
2026-04-14 09:55:10,808 | INFO | rank=0 | epoch=1 step=38200/249868 global_step=9550 train_loss=0.6321 train_main_ctc_loss=0.6321 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=6.5066 max_feature_frames=718 train_avg_blank_prob=0.5727 train_argmax_blank_frac=0.5738 train_avg_top_nonblank_prob=0.3639 train_target_tokens_per_frame=0.3426 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3900 train_avg_top_logit=13.7270 train_avg_top2_margin=3.8774 train_avg_blank_nonblank_margin=1.5933 train_avg_entropy=0.5070 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5842 train_blank_weight_grad_norm=3.6144 train_nonblank_weight_grad_norm_mean=0.0693 train_blank_bias_grad=-0.0504 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0854 train_encoder_std=3.6493 train_encoder_token_l2_norm=115.5409 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.09656e-06
2026-04-14 09:55:11,236 | INFO | rank=0 | train preview ref="А вже за дев'ять днів музиканти дали перший після повномасштабного вторгнення концерт. Колегіально вирішили, що своєю..." hyp_greedy="Аже за дев'я дні музиканти дали перш після повномасштабного вторгнення концерт. Колегіаально вирішили, що своєї творч..." hyp_beam="Аже за дев'я дні музиканти дали перш після повномасштабного вторгнення концерт. Колегіаально вирішили, що своєї творч..." avg_output_frames=359.0 avg_target_tokens=123.0 top_tokens=<blank>:0.574, ▁:0.019, в:0.017, р:0.014, н:0.014
2026-04-14 09:56:10,309 | INFO | rank=0 | epoch=1 step=38240/249868 global_step=9560 train_loss=1.1916 train_main_ctc_loss=1.1916 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.96 grad_norm=4.5689 max_feature_frames=717 train_avg_blank_prob=0.6673 train_argmax_blank_frac=0.6797 train_avg_top_nonblank_prob=0.2731 train_target_tokens_per_frame=0.2730 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0139 train_avg_top_logit=13.9053 train_avg_top2_margin=4.6351 train_avg_blank_nonblank_margin=3.0084 train_avg_entropy=0.4513 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5842 train_blank_weight_grad_norm=2.1796 train_nonblank_weight_grad_norm_mean=0.0627 train_blank_bias_grad=0.0287 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0899 train_encoder_std=3.4435 train_encoder_token_l2_norm=109.0812 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.10189e-06
2026-04-14 09:56:10,672 | INFO | rank=0 | train preview ref="на встановлення лежачих поліцейських. В проєкті вони є, тому при відновленні програми по будівництву дороги Н- обов'я..." hyp_greedy="На встанов лежчих поліцейськийків проектів вони є. Т тому П при відновлені програами у будівництв дороги  нудибов'язк..." hyp_beam="На встанов лежчих поліцейськийків проектів вони є. Т тому П при відновлені програами у будівництв дороги  нудибов'язк..." avg_output_frames=359.0 avg_target_tokens=98.0 top_tokens=<blank>:0.680, по:0.019, ле:0.014, в:0.014, ▁:0.014
2026-04-14 09:57:07,843 | INFO | rank=0 | epoch=1 step=38280/249868 global_step=9570 train_loss=1.4000 train_main_ctc_loss=1.4000 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=7.9535 max_feature_frames=716 train_avg_blank_prob=0.6970 train_argmax_blank_frac=0.7346 train_avg_top_nonblank_prob=0.2077 train_target_tokens_per_frame=0.2709 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1564 train_avg_top_logit=12.6927 train_avg_top2_margin=4.1788 train_avg_blank_nonblank_margin=3.2402 train_avg_entropy=0.6760 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5842 train_blank_weight_grad_norm=4.7738 train_nonblank_weight_grad_norm_mean=0.0788 train_blank_bias_grad=-0.0668 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1093 train_encoder_std=3.2034 train_encoder_token_l2_norm=101.4216 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.10723e-06
2026-04-14 09:57:08,201 | INFO | rank=0 | train preview ref='Эскизы разрабатывать проектные решения, чтобы эти эскизы и проекты домов в виде отдельных стоящих, либо это тонхаусы,...' hyp_greedy='сеззизроработть проектне  рерішни, чтоб ти скззи и проекти домов в виде оделих стоящих либо тонхаус потом можеж було ...' hyp_beam='есеззизработть проектне рішни, чтоб ти скззи и проекти домов в видде оделих стоящих либо тон хаус потом можеж було пр...' avg_output_frames=358.0 avg_target_tokens=97.0 top_tokens=<blank>:0.735, ▁:0.034, с:0.014, е:0.011, к:0.011
2026-04-14 09:58:08,348 | INFO | rank=0 | epoch=1 step=38320/249868 global_step=9580 train_loss=0.7893 train_main_ctc_loss=0.7893 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=4.2399 max_feature_frames=716 train_avg_blank_prob=0.6454 train_argmax_blank_frac=0.6648 train_avg_top_nonblank_prob=0.2908 train_target_tokens_per_frame=0.3073 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2291 train_avg_top_logit=14.2123 train_avg_top2_margin=4.6480 train_avg_blank_nonblank_margin=2.9050 train_avg_entropy=0.4581 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5842 train_blank_weight_grad_norm=1.1172 train_nonblank_weight_grad_norm_mean=0.0636 train_blank_bias_grad=-0.0038 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0988 train_encoder_std=3.5397 train_encoder_token_l2_norm=112.2296 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.11257e-06
2026-04-14 09:58:08,775 | INFO | rank=0 | train preview ref='По-друге, команда на тестах показувала хороші результати. Вона їх підтверджувала протягом сезону, але часто не щастил...' hyp_greedy='Поруге, команда на тетах показва хроші результати. Во їх піддтверджвала проягом сезону, але чассто нещастило особобли...' hyp_beam='Поруге, команда на тетах показва хроші результати. Во їх піддтверджвала протягом сезону, але чассто нещастило особобл...' avg_output_frames=358.0 avg_target_tokens=110.0 top_tokens=<blank>:0.665, ,:0.017, ▁:0.014, з:0.011, х:0.011
2026-04-14 09:58:18,328 | INFO | rank=0 | batch_timing epoch=1 batch=38324/249868 global_step=9581 data_wait=0.0s step_compute=5.8s batch_size=1 effective_frames=716 max_feature_frames=716 target_tokens=136
2026-04-14 09:59:02,225 | INFO | rank=0 | epoch=1 step=38360/249868 global_step=9590 train_loss=1.0562 train_main_ctc_loss=1.0562 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=4.9072 max_feature_frames=716 train_avg_blank_prob=0.7213 train_argmax_blank_frac=0.7235 train_avg_top_nonblank_prob=0.2374 train_target_tokens_per_frame=0.2458 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9441 train_avg_top_logit=14.7486 train_avg_top2_margin=5.2737 train_avg_blank_nonblank_margin=3.8659 train_avg_entropy=0.3338 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5843 train_blank_weight_grad_norm=1.6563 train_nonblank_weight_grad_norm_mean=0.0628 train_blank_bias_grad=0.0189 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0972 train_encoder_std=3.6600 train_encoder_token_l2_norm=116.2008 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.1179e-06
2026-04-14 09:59:02,566 | INFO | rank=0 | train preview ref='Цей ролик, ви побачите. Я там підставляв ще, крім самих ефектів, самих переходів. Тобто, я тут використав кілька пере...' hyp_greedy='цей ролік, ви побачите, я там піддставляв ще рім саммих ефектів переходив, я тут використав кілька переходирів, які м...' hyp_beam='цей ролік, ви побачите, я там піддставляв ще рім саммих ефектів, сам переходив, я тут використав кілька переходирів, ...' avg_output_frames=358.0 avg_target_tokens=88.0 top_tokens=<blank>:0.723, в:0.022, ▁:0.022, ,:0.017, к:0.011
2026-04-14 09:59:51,156 | INFO | rank=0 | batch_timing epoch=1 batch=38388/249868 global_step=9597 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=714 max_feature_frames=714 target_tokens=127
2026-04-14 10:00:07,531 | INFO | rank=0 | epoch=1 step=38400/249868 global_step=9600 train_loss=0.8506 train_main_ctc_loss=0.8506 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=6.5673 max_feature_frames=714 train_avg_blank_prob=0.7170 train_argmax_blank_frac=0.7227 train_avg_top_nonblank_prob=0.2445 train_target_tokens_per_frame=0.2325 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0728 train_avg_top_logit=14.8796 train_avg_top2_margin=5.4006 train_avg_blank_nonblank_margin=3.8768 train_avg_entropy=0.3193 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5843 train_blank_weight_grad_norm=3.6361 train_nonblank_weight_grad_norm_mean=0.0715 train_blank_bias_grad=-0.0506 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1079 train_encoder_std=3.5953 train_encoder_token_l2_norm=114.3595 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.12324e-06
2026-04-14 10:00:07,879 | INFO | rank=0 | train preview ref='Душпастер, священнослужитель повинен постійно проповідувати про красу, гідність, благородність, покликання, зокрема, ...' hyp_greedy="Суш пастар св'ящено сслужитель повинен постійно проповіувати про  Ксуу, гідність, благородність покликання зокрема, к..." hyp_beam="Суш пастар св'ящено сслужитель повинен постійно проповіувати про  Ксу, гідність, благородність покликання зокрема, ко..." avg_output_frames=357.0 avg_target_tokens=83.0 top_tokens=<blank>:0.723, к:0.020, по:0.014, н:0.014, ▁:0.014
2026-04-14 10:00:58,673 | INFO | rank=0 | epoch=1 step=38440/249868 global_step=9610 train_loss=0.7720 train_main_ctc_loss=0.7720 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=3.9858 max_feature_frames=714 train_avg_blank_prob=0.6338 train_argmax_blank_frac=0.6527 train_avg_top_nonblank_prob=0.3014 train_target_tokens_per_frame=0.2969 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5490 train_avg_top_logit=13.6246 train_avg_top2_margin=4.2129 train_avg_blank_nonblank_margin=2.2857 train_avg_entropy=0.4650 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5843 train_blank_weight_grad_norm=1.6528 train_nonblank_weight_grad_norm_mean=0.0517 train_blank_bias_grad=0.0251 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0902 train_encoder_std=3.4936 train_encoder_token_l2_norm=110.7210 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.12857e-06
2026-04-14 10:00:59,044 | INFO | rank=0 | train preview ref='День вшанування відзначили і у штаті Менесота. Відповідну прокламацію видав губернатор штату. Він відзначив внесок ук...' hyp_greedy='день в шанання від знаили і у штаті менесота Вінпону прокламацію видав губернатор штату. Він відзначив внеск українсь...' hyp_beam='Днь в шанання від знаили і у штаті менесота. відпону прокламацію видав губернатор штату. Він відзначив внеск українсь...' avg_output_frames=357.0 avg_target_tokens=106.0 top_tokens=<blank>:0.653, ▁:0.020, та:0.017, ту:0.014, в:0.014
2026-04-14 10:01:56,540 | INFO | rank=0 | epoch=1 step=38480/249868 global_step=9620 train_loss=1.2466 train_main_ctc_loss=1.2466 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=11.7512 max_feature_frames=713 train_avg_blank_prob=0.7463 train_argmax_blank_frac=0.7591 train_avg_top_nonblank_prob=0.2125 train_target_tokens_per_frame=0.2017 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.7003 train_avg_top_logit=15.5966 train_avg_top2_margin=6.2297 train_avg_blank_nonblank_margin=4.7283 train_avg_entropy=0.2913 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5843 train_blank_weight_grad_norm=8.3106 train_nonblank_weight_grad_norm_mean=0.0962 train_blank_bias_grad=-0.1118 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0788 train_encoder_std=3.8394 train_encoder_token_l2_norm=121.4865 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.13391e-06
2026-04-14 10:01:56,904 | INFO | rank=0 | train preview ref='Медики роблять величезну роботу, гіроїчну роботу, витягують наших бійців з передка, стабілізують їх, надають першу до...' hyp_greedy='меедики роблять велилиезну роботу, героїчну роботу вотягують наших бійців з передка,стабілізають їх, надатьшу допомог...' hyp_beam='меедики роблять велилиезну роботу, героїчну роботу, вотягують наших бійців з передка,стабілізають їх, надатьшу допомо...' avg_output_frames=357.0 avg_target_tokens=72.0 top_tokens=<blank>:0.759, ро:0.011, ,:0.011, е:0.011, ▁:0.008
2026-04-14 10:03:01,343 | INFO | rank=0 | epoch=1 step=38520/249868 global_step=9630 train_loss=0.8173 train_main_ctc_loss=0.8173 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=5.2017 max_feature_frames=713 train_avg_blank_prob=0.6717 train_argmax_blank_frac=0.7087 train_avg_top_nonblank_prob=0.2731 train_target_tokens_per_frame=0.3249 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1765 train_avg_top_logit=14.1625 train_avg_top2_margin=4.5490 train_avg_blank_nonblank_margin=2.8011 train_avg_entropy=0.4426 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5843 train_blank_weight_grad_norm=2.6743 train_nonblank_weight_grad_norm_mean=0.0578 train_blank_bias_grad=-0.0069 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0999 train_encoder_std=3.5649 train_encoder_token_l2_norm=112.4795 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.13925e-06
2026-04-14 10:03:01,739 | INFO | rank=0 | train preview ref='Після дуже швидкого росту минулого року, а Україна може прискоритись гоффолфодбрейксрус. Ми сподіваємось на прориви, ...' hyp_greedy='Ісля дуже швидкого роту минулоого року, а Укїна може прискоритись.декс Ми сподіваємось на прориви, але ми ще їх не пр...' hyp_beam='Ісля дуже швидкого роту минулоого року, а Укїна може прискоритись. Вдексс Ми сподіваємось на прориви, але ми ще їх не...' avg_output_frames=357.0 avg_target_tokens=116.0 top_tokens=<blank>:0.709, .:0.011, к:0.008, с:0.008, ▁:0.008
2026-04-14 10:03:43,877 | INFO | rank=0 | batch_timing epoch=1 batch=38544/249868 global_step=9636 data_wait=0.0s step_compute=7.5s batch_size=1 effective_frames=713 max_feature_frames=713 target_tokens=129
2026-04-14 10:04:05,521 | INFO | rank=0 | epoch=1 step=38560/249868 global_step=9640 train_loss=0.8300 train_main_ctc_loss=0.8300 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=7.3405 max_feature_frames=712 train_avg_blank_prob=0.7678 train_argmax_blank_frac=0.7921 train_avg_top_nonblank_prob=0.1869 train_target_tokens_per_frame=0.1910 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7528 train_avg_top_logit=14.2921 train_avg_top2_margin=5.6180 train_avg_blank_nonblank_margin=4.5393 train_avg_entropy=0.3567 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5843 train_blank_weight_grad_norm=4.9016 train_nonblank_weight_grad_norm_mean=0.0735 train_blank_bias_grad=-0.0675 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0931 train_encoder_std=3.4805 train_encoder_token_l2_norm=109.9810 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.14458e-06
2026-04-14 10:04:05,842 | INFO | rank=0 | train preview ref='Так боїться, напевно, все ж хочами підпустили тільки виключно своїх перевдягнених його тілоохоронців, тому що ми прек...' hyp_greedy='І так там напевно в все жчами підпстилики виключно своїх перевдягнених його тілоохоронців, тому що ми прекрасно знаєм...' hyp_beam='І так там напервно в все жчами підустилики виключно своїх перевдягнених його тілоохоронців, тому що ми прекрасно знає...' avg_output_frames=356.0 avg_target_tokens=68.0 top_tokens=<blank>:0.792, що:0.011, к:0.011, в:0.008, ▁:0.008
2026-04-14 10:04:58,346 | INFO | rank=0 | epoch=1 step=38600/249868 global_step=9650 train_loss=0.7923 train_main_ctc_loss=0.7923 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=5.4266 max_feature_frames=712 train_avg_blank_prob=0.6646 train_argmax_blank_frac=0.6882 train_avg_top_nonblank_prob=0.2850 train_target_tokens_per_frame=0.2921 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5730 train_avg_top_logit=14.6517 train_avg_top2_margin=4.6966 train_avg_blank_nonblank_margin=2.8989 train_avg_entropy=0.3961 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5844 train_blank_weight_grad_norm=2.5634 train_nonblank_weight_grad_norm_mean=0.0586 train_blank_bias_grad=0.0276 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0947 train_encoder_std=3.7193 train_encoder_token_l2_norm=117.4350 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.14992e-06
2026-04-14 10:04:58,792 | INFO | rank=0 | train preview ref='Була голодна, я перестала спілкуватись із друзями, тому що коли мене хтось кудись запрошував, я думала: блін, це я ту...' hyp_greedy='Б голона. я перестала спілкуватись із рузями,ому що коли менене хтось кудись запрошував я думала, Блін, це я туди під...' hyp_beam='Б голодна. я перестала спілкуватись із рузями,ому що коли менене хтось кудись запрошував я думала, Блін, це я туди пі...' avg_output_frames=356.0 avg_target_tokens=104.0 top_tokens=<blank>:0.688, ▁:0.025, ,:0.020, це:0.011, сь:0.011
2026-04-14 10:05:52,230 | INFO | rank=0 | epoch=1 step=38640/249868 global_step=9660 train_loss=0.6291 train_main_ctc_loss=0.6291 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=4.4170 max_feature_frames=711 train_avg_blank_prob=0.6327 train_argmax_blank_frac=0.6320 train_avg_top_nonblank_prob=0.3252 train_target_tokens_per_frame=0.3062 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8539 train_avg_top_logit=14.0225 train_avg_top2_margin=4.4045 train_avg_blank_nonblank_margin=2.2809 train_avg_entropy=0.3736 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5844 train_blank_weight_grad_norm=1.7532 train_nonblank_weight_grad_norm_mean=0.0603 train_blank_bias_grad=-0.0154 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1018 train_encoder_std=3.5942 train_encoder_token_l2_norm=113.7620 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.15526e-06
2026-04-14 10:05:52,614 | INFO | rank=0 | train preview ref='Також з нами Олександр Кравчук, кандидат економічних наук, співредактор журналу ⁇ Спільне ⁇, а також Юлія Юрченко, ст...' hyp_greedy='так також з нами, Олександр Кравчук, кандидат економічних наук, співредактор журналупільне а також юлія юрченко, стар...' hyp_beam='так також з нами, Олександр Кравчук, кандидат економічних наук, співредактор журналупільне, а також юлія юрченко, ста...' avg_output_frames=356.0 avg_target_tokens=109.0 top_tokens=<blank>:0.632, ▁:0.028, ч:0.020, р:0.017, н:0.017
2026-04-14 10:06:53,064 | INFO | rank=0 | epoch=1 step=38680/249868 global_step=9670 train_loss=1.0267 train_main_ctc_loss=1.0267 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=4.1338 max_feature_frames=711 train_avg_blank_prob=0.5902 train_argmax_blank_frac=0.6236 train_avg_top_nonblank_prob=0.3344 train_target_tokens_per_frame=0.3483 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2247 train_avg_top_logit=13.3933 train_avg_top2_margin=3.6629 train_avg_blank_nonblank_margin=1.5393 train_avg_entropy=0.5702 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5844 train_blank_weight_grad_norm=1.9406 train_nonblank_weight_grad_norm_mean=0.0531 train_blank_bias_grad=0.0217 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0825 train_encoder_std=3.6552 train_encoder_token_l2_norm=115.3539 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.16059e-06
2026-04-14 10:06:53,434 | INFO | rank=0 | train preview ref="Маракейте самір, я хочу присвятити цю нагороду всім дітям, в яких ім'я таке як моє, що важко вимовити. Хто не вигляда..." hyp_greedy="Ава цечейте саммівали Я хочу прис'яти цю нагроду всім дітямих м'я таке як можна моє, що важко вимовити.хто не вигляда..." hyp_beam="Аваре цечейте саммівали Я хочу присвяти цю нагроду всім дітямих м'я таке як можна моє, що важко вимовити.хто не вигля..." avg_output_frames=356.0 avg_target_tokens=124.0 top_tokens=<blank>:0.624, ти:0.014, ▁:0.014, х:0.014, с:0.014
2026-04-14 10:07:47,668 | INFO | rank=0 | epoch=1 step=38720/249868 global_step=9680 train_loss=0.8591 train_main_ctc_loss=0.8591 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=5.4300 max_feature_frames=710 train_avg_blank_prob=0.7231 train_argmax_blank_frac=0.7380 train_avg_top_nonblank_prob=0.2338 train_target_tokens_per_frame=0.2338 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0620 train_avg_top_logit=14.7831 train_avg_top2_margin=5.3183 train_avg_blank_nonblank_margin=3.9662 train_avg_entropy=0.3563 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5844 train_blank_weight_grad_norm=2.1088 train_nonblank_weight_grad_norm_mean=0.0708 train_blank_bias_grad=-0.0324 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1050 train_encoder_std=3.5599 train_encoder_token_l2_norm=113.1786 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.16593e-06
2026-04-14 10:07:48,082 | INFO | rank=0 | train preview ref='А так, сьогодні є таке замовлення і нам потрібно його встигнути зробити. Волонтерка Оксана ⁇ приватний підприємець. У...' hyp_greedy='А так сьогодні є таке замовення, нам потрібно його сстигнути зробити. В волонтерка оксана приватний підприємець, У по...' hyp_beam='А так сьогодні є таке замовення, нам потрібно його сстигнути зробити. В волонтерка оксана приватний підприємець, У по...' avg_output_frames=355.0 avg_target_tokens=83.0 top_tokens=<blank>:0.738, з:0.011, ,:0.011, т:0.008, .:0.008
2026-04-14 10:08:17,735 | INFO | rank=0 | batch_timing epoch=1 batch=38740/249868 global_step=9685 data_wait=0.0s step_compute=8.0s batch_size=1 effective_frames=710 max_feature_frames=710 target_tokens=98
2026-04-14 10:08:41,834 | INFO | rank=0 | epoch=1 step=38760/249868 global_step=9690 train_loss=0.9329 train_main_ctc_loss=0.9329 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=4.7982 max_feature_frames=710 train_avg_blank_prob=0.6256 train_argmax_blank_frac=0.6366 train_avg_top_nonblank_prob=0.3008 train_target_tokens_per_frame=0.3070 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1690 train_avg_top_logit=13.1606 train_avg_top2_margin=4.1915 train_avg_blank_nonblank_margin=2.4113 train_avg_entropy=0.5324 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5844 train_blank_weight_grad_norm=3.2763 train_nonblank_weight_grad_norm_mean=0.0536 train_blank_bias_grad=-0.0431 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0919 train_encoder_std=3.3945 train_encoder_token_l2_norm=107.4210 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.17126e-06
2026-04-14 10:08:42,242 | INFO | rank=0 | train preview ref='З часом, коли ти знайдеш своє місце, ці клієнти можуть потім і теретично так теретичне та по ідеї так напад, так якщо...' hyp_greedy='З часом, коли ти знайдеш своє місце, ці клієнти моуть потім теоретично так, Т теоретична так ідеї так нап. вони  біль...' hyp_beam='З часом, коли ти знайдеш своє місце, ці клієнти можуть потім теоретично так, Т теоретична так ідеї, так нап. вони  бі...' avg_output_frames=355.0 avg_target_tokens=109.0 top_tokens=<blank>:0.637, ▁:0.028, ,:0.020, .:0.017, ти:0.011
2026-04-14 10:09:36,371 | INFO | rank=0 | epoch=1 step=38800/249868 global_step=9700 train_loss=0.5802 train_main_ctc_loss=0.5802 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.95 grad_norm=5.0512 max_feature_frames=709 train_avg_blank_prob=0.7284 train_argmax_blank_frac=0.7352 train_avg_top_nonblank_prob=0.2349 train_target_tokens_per_frame=0.2197 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3324 train_avg_top_logit=15.0535 train_avg_top2_margin=5.2958 train_avg_blank_nonblank_margin=3.9211 train_avg_entropy=0.3197 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5845 train_blank_weight_grad_norm=2.7449 train_nonblank_weight_grad_norm_mean=0.0564 train_blank_bias_grad=0.0340 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0913 train_encoder_std=3.6551 train_encoder_token_l2_norm=115.5686 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.1766e-06
2026-04-14 10:09:36,752 | INFO | rank=0 | train preview ref='Розслідування відповідно вивчаються всі факти, які були зосередження іменно і матеріали, які подали батьки, і на дано...' hyp_greedy='розслідення, відповідно вивчаться всі фкти, які були в зсредження імено, і матеріали, які подали батьки, і на даному ...' hyp_beam='розслідення, відповідно вивчаться всі фкти, які були в зсредження імено, і матеріали, які подали батьки, і на даному ...' avg_output_frames=355.0 avg_target_tokens=78.0 top_tokens=<blank>:0.735, ▁:0.023, ,:0.020, д:0.008, а:0.008
2026-04-14 10:09:58,311 | INFO | rank=0 | batch_timing epoch=1 batch=38816/249868 global_step=9704 data_wait=0.0s step_compute=6.1s batch_size=1 effective_frames=709 max_feature_frames=709 target_tokens=107
2026-04-14 10:10:32,768 | INFO | rank=0 | epoch=1 step=38840/249868 global_step=9710 train_loss=0.6912 train_main_ctc_loss=0.6912 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=6.7632 max_feature_frames=709 train_avg_blank_prob=0.6381 train_argmax_blank_frac=0.6535 train_avg_top_nonblank_prob=0.3110 train_target_tokens_per_frame=0.3070 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8901 train_avg_top_logit=13.9718 train_avg_top2_margin=4.3042 train_avg_blank_nonblank_margin=2.4113 train_avg_entropy=0.4254 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5845 train_blank_weight_grad_norm=2.0546 train_nonblank_weight_grad_norm_mean=0.0767 train_blank_bias_grad=0.0123 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1049 train_encoder_std=3.4659 train_encoder_token_l2_norm=109.6628 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.18194e-06
2026-04-14 10:10:33,153 | INFO | rank=0 | train preview ref='Звичайно, виставка динамічна. Я від цього дуже радію. Коли ми починали, це було десь робіт, а зараз ми вже перейшли з...' hyp_greedy='звичаййно, виставка динамічна, я від цього дуже радію, коли ми починали, це було десь двісті робіт, А зараз ми вже пе...' hyp_beam='звичаййно, виставка динамічна, я від цього дуже радію, коли ми починали, це було десь двісті робіт, А зараз ми вже пе...' avg_output_frames=355.0 avg_target_tokens=109.0 top_tokens=<blank>:0.654, в:0.023, н:0.017, ,:0.017, ▁:0.017
2026-04-14 10:11:36,677 | INFO | rank=0 | epoch=1 step=38880/249868 global_step=9720 train_loss=1.1645 train_main_ctc_loss=1.1645 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=4.8082 max_feature_frames=708 train_avg_blank_prob=0.6379 train_argmax_blank_frac=0.6638 train_avg_top_nonblank_prob=0.2962 train_target_tokens_per_frame=0.3277 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7458 train_avg_top_logit=13.7401 train_avg_top2_margin=4.0904 train_avg_blank_nonblank_margin=2.3616 train_avg_entropy=0.5085 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5845 train_blank_weight_grad_norm=2.6450 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=-0.0354 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1042 train_encoder_std=3.5263 train_encoder_token_l2_norm=111.3631 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.18727e-06
2026-04-14 10:11:37,065 | INFO | rank=0 | train preview ref="З червоними пов'язками. Було видно, що це не підготовлені бійці. Їх просто на обоє відправляли. У деяких автоматів бу..." hyp_greedy="всі з червоними пов'язками, було виночетене підготовлені  Бійці, їхх просто на обой відправляли. у деяких автомати ну..." hyp_beam="всі з червоними пов'язками, було видночетене підготовлені в  Бійці, їхх просто на обой відправляли. у деяких автомати..." avg_output_frames=354.0 avg_target_tokens=116.0 top_tokens=<blank>:0.664, в:0.017, ▁:0.017, .:0.011, ,:0.011
2026-04-14 10:12:31,852 | INFO | rank=0 | epoch=1 step=38920/249868 global_step=9730 train_loss=2.6152 train_main_ctc_loss=2.6152 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=6.2255 max_feature_frames=707 train_avg_blank_prob=0.7645 train_argmax_blank_frac=0.7768 train_avg_top_nonblank_prob=0.1917 train_target_tokens_per_frame=0.1977 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1921 train_avg_top_logit=14.7345 train_avg_top2_margin=5.0847 train_avg_blank_nonblank_margin=4.0904 train_avg_entropy=0.3460 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5845 train_blank_weight_grad_norm=2.1874 train_nonblank_weight_grad_norm_mean=0.0764 train_blank_bias_grad=-0.0283 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1261 train_encoder_std=3.4959 train_encoder_token_l2_norm=110.9822 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.19261e-06
2026-04-14 10:12:32,179 | INFO | rank=0 | train preview ref="Це перше. По-друге, зазвичай штукатурили ізв'язковим, або зв'язково-глиняним, або цементно-глиняним, або цементно-вап..." hyp_greedy='Цее, Подруге, Зазвичайвитукатурили ізві військковим або із військво глиняним, або цеметно глиняним, або цементно Ввап...' hyp_beam='Це перше, Подруге, Зави тукатурили ізві військковим або із військво глиняним, або цементно глиняним, або  цементно Вв...' avg_output_frames=354.0 avg_target_tokens=70.0 top_tokens=<blank>:0.777, г:0.017, бо:0.014, м:0.011, ,:0.011
2026-04-14 10:13:38,831 | INFO | rank=0 | epoch=1 step=38960/249868 global_step=9740 train_loss=0.6810 train_main_ctc_loss=0.6810 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=5.8979 max_feature_frames=707 train_avg_blank_prob=0.6974 train_argmax_blank_frac=0.7175 train_avg_top_nonblank_prob=0.2578 train_target_tokens_per_frame=0.2542 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8305 train_avg_top_logit=14.7345 train_avg_top2_margin=4.9944 train_avg_blank_nonblank_margin=3.3898 train_avg_entropy=0.3616 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5845 train_blank_weight_grad_norm=3.7794 train_nonblank_weight_grad_norm_mean=0.0559 train_blank_bias_grad=0.0479 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0964 train_encoder_std=3.6906 train_encoder_token_l2_norm=116.7741 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.19794e-06
2026-04-14 10:13:39,208 | INFO | rank=0 | train preview ref='Директорка дошкільного навчального закладу розповідає: з моменту оголошення воєнного стану в Україні у закладі планув...' hyp_greedy='иректорка дошкільного навчального закладу розповідає, з момент олошення воєнного стану в у заклад планваували організ...' hyp_beam='иректорка дошкільного навчального закладу розповідає, з моментту олошення воєнного стану в у заклад планваували орган...' avg_output_frames=354.0 avg_target_tokens=90.0 top_tokens=<blank>:0.718, р:0.011, о:0.008, .:0.008, ▁:0.008
2026-04-14 10:14:29,181 | INFO | rank=0 | epoch=1 step=39000/249868 global_step=9750 train_loss=1.1912 train_main_ctc_loss=1.1912 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=6.0247 max_feature_frames=707 train_avg_blank_prob=0.6303 train_argmax_blank_frac=0.6657 train_avg_top_nonblank_prob=0.2982 train_target_tokens_per_frame=0.2408 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2380 train_avg_top_logit=13.2351 train_avg_top2_margin=4.1926 train_avg_blank_nonblank_margin=2.4476 train_avg_entropy=0.5496 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5845 train_blank_weight_grad_norm=2.4230 train_nonblank_weight_grad_norm_mean=0.0628 train_blank_bias_grad=-0.0374 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0974 train_encoder_std=3.2388 train_encoder_token_l2_norm=102.8756 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.20328e-06
2026-04-14 10:14:29,544 | INFO | rank=0 | train preview ref="Є дуже чіткий план по пріоритетним взаємодіям. Є завдання до кінця року об'єднати базових реєстрів, які насправді від..." hyp_greedy="Є дуже іткі планку приоритетного взаємодія, є завдення до кінця ро об'єднатить базоовихх реєстрірів, які направді від..." hyp_beam="Є дуже іткі планку приоритетного взаємодія, є завдення до кінця року об'єднатить базоовихх реєстрірів, які направді в..." avg_output_frames=353.0 avg_target_tokens=85.0 top_tokens=<blank>:0.666, ▁:0.014, д:0.011, о:0.011, т:0.011
2026-04-14 10:14:38,433 | INFO | rank=0 | batch_timing epoch=1 batch=39004/249868 global_step=9751 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=707 max_feature_frames=707 target_tokens=143
2026-04-14 10:15:36,150 | INFO | rank=0 | epoch=1 step=39040/249868 global_step=9760 train_loss=1.0343 train_main_ctc_loss=1.0343 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=6.2963 max_feature_frames=706 train_avg_blank_prob=0.5850 train_argmax_blank_frac=0.6006 train_avg_top_nonblank_prob=0.3524 train_target_tokens_per_frame=0.3711 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9632 train_avg_top_logit=14.1416 train_avg_top2_margin=3.9433 train_avg_blank_nonblank_margin=1.8470 train_avg_entropy=0.4759 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5845 train_blank_weight_grad_norm=4.6566 train_nonblank_weight_grad_norm_mean=0.0540 train_blank_bias_grad=0.0668 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0862 train_encoder_std=3.6685 train_encoder_token_l2_norm=116.4252 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.20862e-06
2026-04-14 10:15:36,540 | INFO | rank=0 | train preview ref="Підготовлених урядами двох країн у білоруській опозиції називають дев'яте вересня важливим і досить небезпечним днем...." hyp_greedy="іготовлених уядами довх країн, у біілоруськійпозиції навааютьв'ятеверсня важливим і досить небепечним днем, дві основ..." hyp_beam="іготовлених уядами довх країн, у біілоруськійпозиції навааютьв'ятеесня важливим і досить небепечним днем, дві основні..." avg_output_frames=353.0 avg_target_tokens=131.0 top_tokens=<blank>:0.601, ▁:0.037, н:0.014, м:0.011, в:0.008
2026-04-14 10:16:24,756 | INFO | rank=0 | epoch=1 step=39080/249868 global_step=9770 train_loss=1.2963 train_main_ctc_loss=1.2963 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=5.5456 max_feature_frames=705 train_avg_blank_prob=0.7341 train_argmax_blank_frac=0.7620 train_avg_top_nonblank_prob=0.2196 train_target_tokens_per_frame=0.1898 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5071 train_avg_top_logit=14.1416 train_avg_top2_margin=4.7819 train_avg_blank_nonblank_margin=3.5581 train_avg_entropy=0.3768 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5846 train_blank_weight_grad_norm=2.3940 train_nonblank_weight_grad_norm_mean=0.0723 train_blank_bias_grad=-0.0212 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1166 train_encoder_std=3.4992 train_encoder_token_l2_norm=110.5900 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.21395e-06
2026-04-14 10:16:25,139 | INFO | rank=0 | train preview ref='Зі звуком тільки треба буде слідкувати. Можете автоматично обирати, можете обирати Мона чи Стеріо, але треба просто с...' hyp_greedy='О Зі зукоми треба буде слідкувати, ві можежете автоматичнобирати, можете обирати моно читеріо.ну, якби але треба прос...' hyp_beam='От Зі зукоми треба буде слідкувати, ві можежете автоматичнобирати, можете обирати моно читеріо.ну, якби але треба про...' avg_output_frames=353.0 avg_target_tokens=67.0 top_tokens=<blank>:0.762, ти:0.023, ,:0.014, то:0.011, в:0.011
2026-04-14 10:17:30,469 | INFO | rank=0 | epoch=1 step=39120/249868 global_step=9780 train_loss=1.0367 train_main_ctc_loss=1.0367 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=5.3554 max_feature_frames=705 train_avg_blank_prob=0.7009 train_argmax_blank_frac=0.7337 train_avg_top_nonblank_prob=0.2284 train_target_tokens_per_frame=0.3031 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3286 train_avg_top_logit=12.8725 train_avg_top2_margin=4.2153 train_avg_blank_nonblank_margin=3.1728 train_avg_entropy=0.5666 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5846 train_blank_weight_grad_norm=3.4329 train_nonblank_weight_grad_norm_mean=0.0561 train_blank_bias_grad=0.0504 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1077 train_encoder_std=3.1095 train_encoder_token_l2_norm=98.5850 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.21929e-06
2026-04-14 10:17:30,823 | INFO | rank=0 | train preview ref='Можу сказати так, що він кожного дня тренується. У нас біля питомника є так само смуга перешкод. Для нього прогулка ⁇...' hyp_greedy='Мож сказати так, що він кожногоднятренться. у нас білятомніка є так само смо перешкод. для нього пригулка, те сам, що...' hyp_beam='Мож сказати так, що він кожногоднятренться. у нас білятомніка є так само смо перешкод. Д для нього пригулка, те саме,...' avg_output_frames=353.0 avg_target_tokens=107.0 top_tokens=<blank>:0.734, ▁:0.020, ,:0.011, сам:0.011, .:0.008
2026-04-14 10:18:25,715 | INFO | rank=0 | epoch=1 step=39160/249868 global_step=9790 train_loss=0.4195 train_main_ctc_loss=0.4195 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=8.7571 max_feature_frames=704 train_avg_blank_prob=0.6967 train_argmax_blank_frac=0.7074 train_avg_top_nonblank_prob=0.2656 train_target_tokens_per_frame=0.2528 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0909 train_avg_top_logit=15.0909 train_avg_top2_margin=5.3409 train_avg_blank_nonblank_margin=3.5455 train_avg_entropy=0.3139 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5846 train_blank_weight_grad_norm=6.8351 train_nonblank_weight_grad_norm_mean=0.0629 train_blank_bias_grad=-0.1013 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1145 train_encoder_std=3.5502 train_encoder_token_l2_norm=112.3078 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.22463e-06
2026-04-14 10:18:26,093 | INFO | rank=0 | train preview ref='Але ми повинні розуміти, що це країна з величезними ресурсами, з величезною кількістю грошей, і в них закритий цикл в...' hyp_greedy='але ми повинні розуміти, що це країна з величезним ресурсм, з величезною кількстю грошей, у них закритий цикл виробни...' hyp_beam='але ми повинні розуміти, що це країна з величезним ресурсм, з величезною кількстю грошей, і у них закритий цикл вироб...' avg_output_frames=352.0 avg_target_tokens=89.0 top_tokens=<blank>:0.707, ▁:0.020, ,:0.014, к:0.011, с:0.009
2026-04-14 10:19:26,672 | INFO | rank=0 | epoch=1 step=39200/249868 global_step=9800 train_loss=1.0441 train_main_ctc_loss=1.0441 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=7.0678 max_feature_frames=703 train_avg_blank_prob=0.7279 train_argmax_blank_frac=0.7727 train_avg_top_nonblank_prob=0.2211 train_target_tokens_per_frame=0.1960 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2727 train_avg_top_logit=13.9091 train_avg_top2_margin=4.6364 train_avg_blank_nonblank_margin=3.5227 train_avg_entropy=0.4205 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5846 train_blank_weight_grad_norm=4.4012 train_nonblank_weight_grad_norm_mean=0.0673 train_blank_bias_grad=-0.0637 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1083 train_encoder_std=3.3293 train_encoder_token_l2_norm=105.4596 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.22996e-06
2026-04-14 10:19:27,020 | INFO | rank=0 | train preview ref="Друге світло, кімната х, буде частково перекрите двутаром, що краще використовувати під дерев'яну підлогу, а вибачте,..." hyp_greedy="ругетло, кімнати п на ість буде частково перекритидву такромсіть, що краще використоовувати під дерев'яну підлогу, В ..." hyp_beam="ругетло, кімнати п' на ість буде частково перекритидву такромсіть, що краще використоовувати під дерев'яну підлогу, В..." avg_output_frames=352.0 avg_target_tokens=69.0 top_tokens=<blank>:0.773, ▁:0.014, сі:0.011, в:0.009, ,:0.009
2026-04-14 10:20:21,929 | INFO | rank=0 | epoch=1 step=39240/249868 global_step=9810 train_loss=1.6962 train_main_ctc_loss=1.6962 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=3.2587 max_feature_frames=703 train_avg_blank_prob=0.3713 train_argmax_blank_frac=0.7983 train_avg_top_nonblank_prob=0.1666 train_target_tokens_per_frame=0.5881 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.2727 train_avg_top_logit=8.3636 train_avg_top2_margin=1.1648 train_avg_blank_nonblank_margin=0.9886 train_avg_entropy=2.4773 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5846 train_blank_weight_grad_norm=1.2913 train_nonblank_weight_grad_norm_mean=0.0528 train_blank_bias_grad=-0.0133 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1514 train_encoder_std=2.7654 train_encoder_token_l2_norm=88.4001 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.2353e-06
2026-04-14 10:20:22,328 | INFO | rank=0 | train preview ref='And it is not an environmentally an intentional community would be a group of people that are choosing to live togeth...' hyp_greedy='e           e    s       ss es           ss' hyp_beam='s   e     e  s  s o e   e  e    es       e s e s ss e  es     e e s e    r    ss s o' avg_output_frames=352.0 avg_target_tokens=207.0 top_tokens=<blank>:0.798, ▁:0.168, s:0.026, e:0.009
2026-04-14 10:21:01,646 | INFO | rank=0 | batch_timing epoch=1 batch=39264/249868 global_step=9816 data_wait=0.0s step_compute=6.9s batch_size=1 effective_frames=703 max_feature_frames=703 target_tokens=117
2026-04-14 10:21:24,096 | INFO | rank=0 | epoch=1 step=39280/249868 global_step=9820 train_loss=0.8424 train_main_ctc_loss=0.8424 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=4.9311 max_feature_frames=702 train_avg_blank_prob=0.7628 train_argmax_blank_frac=0.7892 train_avg_top_nonblank_prob=0.1959 train_target_tokens_per_frame=0.2165 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5869 train_avg_top_logit=15.2251 train_avg_top2_margin=5.8348 train_avg_blank_nonblank_margin=4.7863 train_avg_entropy=0.3305 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5846 train_blank_weight_grad_norm=2.4506 train_nonblank_weight_grad_norm_mean=0.0571 train_blank_bias_grad=0.0323 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1126 train_encoder_std=3.5246 train_encoder_token_l2_norm=111.5880 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.24063e-06
2026-04-14 10:21:24,422 | INFO | rank=0 | train preview ref='Тисячі святих психологів, які будуть це все витримувати, це все слухать, оці всі кішки на руках. Та сниться те, що за...' hyp_greedy='ися тисяччі святи психологі, які будуть це все витримувати, оце слухать оці всі кишки на руках там Асниця теж загинув...' hyp_beam='ися тисяччі святи психологів, які будуть це все витримувати, оце все слухать оці всі кишки на руках там Асниця теж за...' avg_output_frames=351.0 avg_target_tokens=76.0 top_tokens=<blank>:0.789, ки:0.009, в:0.009, я:0.009, ▁:0.006
2026-04-14 10:22:20,315 | INFO | rank=0 | epoch=1 step=39320/249868 global_step=9830 train_loss=0.7261 train_main_ctc_loss=0.7261 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=3.5662 max_feature_frames=702 train_avg_blank_prob=0.6917 train_argmax_blank_frac=0.7066 train_avg_top_nonblank_prob=0.2591 train_target_tokens_per_frame=0.2564 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6752 train_avg_top_logit=14.5869 train_avg_top2_margin=4.6724 train_avg_blank_nonblank_margin=2.9402 train_avg_entropy=0.3647 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5847 train_blank_weight_grad_norm=1.1248 train_nonblank_weight_grad_norm_mean=0.0531 train_blank_bias_grad=0.0075 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1082 train_encoder_std=3.5928 train_encoder_token_l2_norm=113.9798 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.24597e-06
2026-04-14 10:22:20,663 | INFO | rank=0 | train preview ref="Ну от побачили, ми власне роз'яснення від Пентагону. Знову ж таки наголошуються на тому, що якраз надавали в цьому па..." hyp_greedy='От побачили ми власне розяснення відпентагону, знову ж таки наголош на тому, що надавали вому пакеті передбачена допо...' hyp_beam="От побачили ми власне роз'яснення відпентагону, знову ж таки наголош на тому, що надавали вому пакеті передбачена доп..." avg_output_frames=351.0 avg_target_tokens=90.0 top_tokens=<blank>:0.707, с:0.014, ли:0.009, по:0.009, на:0.009
2026-04-14 10:22:48,564 | INFO | rank=0 | epoch=1 waiting for training batch 39337/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 10:23:26,268 | INFO | rank=0 | epoch=1 step=39360/249868 global_step=9840 train_loss=0.9248 train_main_ctc_loss=0.9248 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.94 grad_norm=4.2736 max_feature_frames=702 train_avg_blank_prob=0.5581 train_argmax_blank_frac=0.5812 train_avg_top_nonblank_prob=0.3690 train_target_tokens_per_frame=0.3932 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.1254 train_avg_top_logit=13.5840 train_avg_top2_margin=3.9430 train_avg_blank_nonblank_margin=1.4017 train_avg_entropy=0.4929 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5847 train_blank_weight_grad_norm=1.7897 train_nonblank_weight_grad_norm_mean=0.0543 train_blank_bias_grad=0.0296 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0938 train_encoder_std=3.5208 train_encoder_token_l2_norm=111.4717 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.25131e-06
2026-04-14 10:23:26,736 | INFO | rank=0 | train preview ref='Я розмовляв з генсеком НАТО Єнсоном Столтенбергом. І ми погодились, як європейці. Ми не сумніваємося, якщо будь-яку ч...' hyp_greedy='Я розмовляв з генсеком  нато Єенсиномстолтенбергом, і ми поголись, як Європейці, ми не  Снівємось, що будьяку частину...' hyp_beam='Я розмовляв з генсеком  нато енсиномстолтенбергом, і ми поголись, як Європейці, ми не сунівємось, що будьяку частину ...' avg_output_frames=351.0 avg_target_tokens=138.0 top_tokens=<blank>:0.581, ▁:0.040, й:0.023, ро:0.017, в:0.017
2026-04-14 10:24:27,559 | INFO | rank=0 | epoch=1 step=39400/249868 global_step=9850 train_loss=1.4352 train_main_ctc_loss=1.4352 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=5.7474 max_feature_frames=701 train_avg_blank_prob=0.7245 train_argmax_blank_frac=0.7436 train_avg_top_nonblank_prob=0.2266 train_target_tokens_per_frame=0.2450 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7664 train_avg_top_logit=14.4046 train_avg_top2_margin=5.0370 train_avg_blank_nonblank_margin=3.8519 train_avg_entropy=0.4103 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5847 train_blank_weight_grad_norm=2.5881 train_nonblank_weight_grad_norm_mean=0.0619 train_blank_bias_grad=0.0301 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1168 train_encoder_std=3.3266 train_encoder_token_l2_norm=105.2730 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.25664e-06
2026-04-14 10:24:27,913 | INFO | rank=0 | train preview ref='І в той же день, що ну що він в полоні, це дяки Наталі цю інформацію. Жінка каже, часто бачить його уві сні. Кожен ра...' hyp_greedy='І і в той  день, що що він в полоні,вдяки наталює інформа. жінка каже, часто бачить його у вісні. коний  чекаю в обмі...' hyp_beam='І в той  день, що що він в полоні, завдяки наталює інформа. жінка каже, часто бачить його у вісні. коний  чекаю в обм...' avg_output_frames=351.0 avg_target_tokens=86.0 top_tokens=<blank>:0.744, ▁:0.023, ,:0.014, що:0.014, .:0.011
2026-04-14 10:25:24,075 | INFO | rank=0 | epoch=1 step=39440/249868 global_step=9860 train_loss=0.8890 train_main_ctc_loss=0.8890 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=3.2220 max_feature_frames=701 train_avg_blank_prob=0.6228 train_argmax_blank_frac=0.6467 train_avg_top_nonblank_prob=0.3307 train_target_tokens_per_frame=0.2963 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1282 train_avg_top_logit=14.3134 train_avg_top2_margin=4.4217 train_avg_blank_nonblank_margin=2.2564 train_avg_entropy=0.4046 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5847 train_blank_weight_grad_norm=0.7425 train_nonblank_weight_grad_norm_mean=0.0499 train_blank_bias_grad=-0.0003 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1019 train_encoder_std=3.6055 train_encoder_token_l2_norm=114.4556 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.26198e-06
2026-04-14 10:25:24,420 | INFO | rank=0 | train preview ref="Закриває очі на проблеми містян, не розв'язує їх у встановлений законом спосіб. Тобто, в даному випадку необхідно роз..." hyp_greedy="Закриває очі на проблеми місстям, не розв'язує їхстановлений заком спосі. Тобто в даному випадку необхідно розуміти, ..." hyp_beam="Закриває очі на проблеми місстям, не розв'язує їх встановлений законм спосі. Тобто в даному випадку необхідно розуміт..." avg_output_frames=351.0 avg_target_tokens=104.0 top_tokens=<blank>:0.647, в:0.014, не:0.011, н:0.011, ,:0.011
2026-04-14 10:26:21,511 | INFO | rank=0 | epoch=1 step=39480/249868 global_step=9870 train_loss=1.4540 train_main_ctc_loss=1.4540 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=4.5380 max_feature_frames=700 train_avg_blank_prob=0.6509 train_argmax_blank_frac=0.7229 train_avg_top_nonblank_prob=0.2327 train_target_tokens_per_frame=0.3371 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.2000 train_avg_top_logit=11.7943 train_avg_top2_margin=3.3143 train_avg_blank_nonblank_margin=2.3429 train_avg_entropy=0.7886 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5847 train_blank_weight_grad_norm=1.2723 train_nonblank_weight_grad_norm_mean=0.0601 train_blank_bias_grad=-0.0070 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1094 train_encoder_std=3.0152 train_encoder_token_l2_norm=95.5863 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.26731e-06
2026-04-14 10:26:21,874 | INFO | rank=0 | train preview ref='Ну не не тяне туда, нету того сервиса. Ну в Крыму точно я не увидела сервиса, который мне понравился в Турции и в Еги...' hyp_greedy='Ну не нетянетуне того сервис. Ну в кримуому точное небедело сервіс, кой не поравився втурці  веити. Деть ехати ли вте...' hyp_beam='Ну не не тянетуда.не того сервис. Ну в кримуому точно  небедело сервис, корий не поравився втурці  веипти. Деть  поех...' avg_output_frames=350.0 avg_target_tokens=118.0 top_tokens=<blank>:0.723, ▁:0.020, е:0.017, в:0.017, .:0.014
2026-04-14 10:27:20,664 | INFO | rank=0 | epoch=1 step=39520/249868 global_step=9880 train_loss=0.6843 train_main_ctc_loss=0.6843 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=2.9372 max_feature_frames=700 train_avg_blank_prob=0.5861 train_argmax_blank_frac=0.6371 train_avg_top_nonblank_prob=0.3259 train_target_tokens_per_frame=0.3314 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8857 train_avg_top_logit=12.9829 train_avg_top2_margin=3.4971 train_avg_blank_nonblank_margin=1.5200 train_avg_entropy=0.6486 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5847 train_blank_weight_grad_norm=1.3991 train_nonblank_weight_grad_norm_mean=0.0419 train_blank_bias_grad=-0.0142 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0902 train_encoder_std=3.4711 train_encoder_token_l2_norm=108.9672 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.27265e-06
2026-04-14 10:27:21,037 | INFO | rank=0 | train preview ref='Вадиджонкла, коли ми питаємо людей, чому вони приєднались до нас, то чуємо, що це очевидно власна безпека, бажання на...' hyp_greedy='Важуднкла колили мипитаємо людей чому вони приєднались до нас, то чуємо, що це очевидно власна безпека, баження навчи...' hyp_beam='адеджуднкла колили мипитаємо людей, чому вони приєднались до нас, то чуємо, що це очевидно власна безпека, баження на...' avg_output_frames=350.0 avg_target_tokens=116.0 top_tokens=<blank>:0.637, в:0.017, ти:0.017, ,:0.014, ▁:0.014
2026-04-14 10:28:18,360 | INFO | rank=0 | epoch=1 step=39560/249868 global_step=9890 train_loss=0.7635 train_main_ctc_loss=0.7635 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=10.3922 max_feature_frames=699 train_avg_blank_prob=0.6917 train_argmax_blank_frac=0.7114 train_avg_top_nonblank_prob=0.2610 train_target_tokens_per_frame=0.2914 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8971 train_avg_top_logit=14.6286 train_avg_top2_margin=4.8686 train_avg_blank_nonblank_margin=3.3600 train_avg_entropy=0.4086 train_blank_bias=0.0005 train_blank_weight_norm=0.5868 train_nonblank_weight_norm_mean=0.5848 train_blank_weight_grad_norm=8.5487 train_nonblank_weight_grad_norm_mean=0.0593 train_blank_bias_grad=0.1153 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0784 train_encoder_std=3.4936 train_encoder_token_l2_norm=110.4248 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.27799e-06
2026-04-14 10:28:18,753 | INFO | rank=0 | train preview ref="Скрісел нагоди пам'ятної дати у музеї відкрили експозицію, на якій представили книги, наукові праці та фотографії, пр..." hyp_greedy="Срісл З нагоди пам'ятної дати умузей відрили експозицію на якідставили книи науковіці та фотографії присвячені подіям..." hyp_beam="Срісл З нагоди пам'ятної дати умузей відрили експозицію, на якіредставили книи науковіці та фотографії присвячені под..." avg_output_frames=350.0 avg_target_tokens=102.0 top_tokens=<blank>:0.711, ▁:0.014, м:0.011, на:0.011, в:0.009
2026-04-14 10:29:20,229 | INFO | rank=0 | epoch=1 step=39600/249868 global_step=9900 train_loss=2.0816 train_main_ctc_loss=2.0816 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=4.9358 max_feature_frames=699 train_avg_blank_prob=0.5994 train_argmax_blank_frac=0.6257 train_avg_top_nonblank_prob=0.3391 train_target_tokens_per_frame=0.3371 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.4343 train_avg_top_logit=13.7143 train_avg_top2_margin=4.0914 train_avg_blank_nonblank_margin=1.8400 train_avg_entropy=0.4829 train_blank_bias=0.0005 train_blank_weight_norm=0.5867 train_nonblank_weight_norm_mean=0.5848 train_blank_weight_grad_norm=1.8001 train_nonblank_weight_grad_norm_mean=0.0609 train_blank_bias_grad=0.0249 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0673 train_encoder_std=3.6144 train_encoder_token_l2_norm=114.0213 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.28332e-06
2026-04-14 10:29:20,617 | INFO | rank=0 | train preview ref="То мені лікар присилає смску через запровадження з першого квітня електронних рецептів на більшість препаратів на п'я..." hyp_greedy='Т мені лікар присіласску. Че запророваджеення з першого квітня електронних рецептів набільшістьрепаратів на пянадця в...' hyp_beam='Т мені лікар присіласску. Че запророваджеення з першого квітня електронних рецептів набільшоістьрепаратів на пянадця ...' avg_output_frames=350.0 avg_target_tokens=118.0 top_tokens=<blank>:0.626, ▁:0.020, в:0.014, с:0.014, .:0.011
2026-04-14 10:30:16,095 | INFO | rank=0 | epoch=1 step=39640/249868 global_step=9910 train_loss=0.5867 train_main_ctc_loss=0.5867 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=3.8685 max_feature_frames=698 train_avg_blank_prob=0.6369 train_argmax_blank_frac=0.6533 train_avg_top_nonblank_prob=0.3031 train_target_tokens_per_frame=0.3266 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0201 train_avg_top_logit=13.9370 train_avg_top2_margin=3.9885 train_avg_blank_nonblank_margin=2.3496 train_avg_entropy=0.4814 train_blank_bias=0.0005 train_blank_weight_norm=0.5866 train_nonblank_weight_norm_mean=0.5848 train_blank_weight_grad_norm=1.0425 train_nonblank_weight_grad_norm_mean=0.0513 train_blank_bias_grad=-0.0052 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0791 train_encoder_std=3.4696 train_encoder_token_l2_norm=109.8861 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.28866e-06
2026-04-14 10:30:16,470 | INFO | rank=0 | train preview ref='Раніше держсекретар Ша Ентоні Блінкен засудив випробування Росією ракети, що зруйнувала супутник, і створила тисячу п...' hyp_greedy="раанішше Д держекретаар ша,нтоній Блінкін засудив випробаннясію ракети, що зруйнла Ссуптник і створлажу п'тсот уламкі..." hyp_beam="анішше Д держекретаар ша,нтоній Блінкін засудив випробаннясію ракети, що зруйнла суптник, і створлажу п'ятсот уламків..." avg_output_frames=349.0 avg_target_tokens=114.0 top_tokens=<blank>:0.653, м:0.017, т:0.014, ,:0.011, ▁:0.011
2026-04-14 10:31:08,765 | INFO | rank=0 | epoch=1 step=39680/249868 global_step=9920 train_loss=2.9202 train_main_ctc_loss=2.9202 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=6.4450 max_feature_frames=698 train_avg_blank_prob=0.5536 train_argmax_blank_frac=0.9828 train_avg_top_nonblank_prob=0.0629 train_target_tokens_per_frame=0.6648 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=7.5645 train_avg_top_logit=7.5645 train_avg_top2_margin=2.7507 train_avg_blank_nonblank_margin=2.7507 train_avg_entropy=2.7393 train_blank_bias=0.0005 train_blank_weight_norm=0.5866 train_nonblank_weight_norm_mean=0.5848 train_blank_weight_grad_norm=3.7844 train_nonblank_weight_grad_norm_mean=0.0559 train_blank_bias_grad=0.0809 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0593 train_encoder_std=1.8516 train_encoder_token_l2_norm=57.6996 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.294e-06
2026-04-14 10:31:09,069 | INFO | rank=0 | train preview ref='So you can see we had our outdoor sink with food grade water hoses and we just built a flower garden downhill for our...' hyp_greedy='Сзса  ' hyp_beam='Ссезс ар  с йбс.' avg_output_frames=349.0 avg_target_tokens=232.0 top_tokens=<blank>:0.983, ▁:0.006, з:0.003, а:0.003, с:0.003
2026-04-14 10:31:42,784 | INFO | rank=0 | batch_timing epoch=1 batch=39700/249868 global_step=9925 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=697 max_feature_frames=697 target_tokens=88
2026-04-14 10:32:05,655 | INFO | rank=0 | epoch=1 step=39720/249868 global_step=9930 train_loss=1.1394 train_main_ctc_loss=1.1394 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=7.6678 max_feature_frames=697 train_avg_blank_prob=0.6654 train_argmax_blank_frac=0.7192 train_avg_top_nonblank_prob=0.2480 train_target_tokens_per_frame=0.2837 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5616 train_avg_top_logit=13.2034 train_avg_top2_margin=4.3553 train_avg_blank_nonblank_margin=3.1633 train_avg_entropy=0.6160 train_blank_bias=0.0005 train_blank_weight_norm=0.5866 train_nonblank_weight_norm_mean=0.5848 train_blank_weight_grad_norm=1.8278 train_nonblank_weight_grad_norm_mean=0.0684 train_blank_bias_grad=0.0349 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0791 train_encoder_std=3.1655 train_encoder_token_l2_norm=100.1736 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.29933e-06
2026-04-14 10:32:05,984 | INFO | rank=0 | train preview ref='Київ почав українізовуватись. Одеса почала українізовуватись десь два роки тому, як на мене, коли до мене говорили: З...' hyp_greedy='Київ почавкранізвуватись. Одеса почаликразвуватись десь роки наза. як на коли до ме говорили Ззу кек нужен Тепер приї...' hyp_beam='Київ почавкранізвуватись. Одеса почаликразвуватись десь роки наза. як на коли до ме говорили, Ззу  пакетік нужен Тепе...' avg_output_frames=349.0 avg_target_tokens=99.0 top_tokens=<blank>:0.719, к:0.014, в:0.011, .:0.011, ▁:0.011
2026-04-14 10:32:50,710 | INFO | rank=0 | batch_timing epoch=1 batch=39748/249868 global_step=9937 data_wait=0.0s step_compute=6.5s batch_size=1 effective_frames=697 max_feature_frames=697 target_tokens=132
2026-04-14 10:33:04,808 | INFO | rank=0 | epoch=1 step=39760/249868 global_step=9940 train_loss=2.6215 train_main_ctc_loss=2.6215 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=11.7254 max_feature_frames=696 train_avg_blank_prob=0.7630 train_argmax_blank_frac=0.7931 train_avg_top_nonblank_prob=0.1912 train_target_tokens_per_frame=0.1121 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9770 train_avg_top_logit=14.5287 train_avg_top2_margin=5.4483 train_avg_blank_nonblank_margin=4.3908 train_avg_entropy=0.3520 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5848 train_blank_weight_grad_norm=8.0888 train_nonblank_weight_grad_norm_mean=0.0837 train_blank_bias_grad=-0.1408 train_nonblank_bias_grad_mean=0.0003 train_encoder_mean=-0.1098 train_encoder_std=3.3693 train_encoder_token_l2_norm=106.3181 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.30467e-06
2026-04-14 10:33:05,154 | INFO | rank=0 | train preview ref='Якщо порівняти з ісходником, то можна побачити, що у нас на ісходнику ось мій ісходник.' hyp_greedy='а, якщо порівняти зараз порівняти з ісхоником, то може побачити, що у нас на ісходинику на іходднику у нас о. О дивію...' hyp_beam='а, якщо порівняти зараз, порівняти з ісхоником, то може побачити, що у нас на ісходинику на іходднику у нас о. От див...' avg_output_frames=348.0 avg_target_tokens=39.0 top_tokens=<blank>:0.793, ни:0.014, ,:0.014, по:0.011, ти:0.011
2026-04-14 10:34:02,444 | INFO | rank=0 | epoch=1 step=39800/249868 global_step=9950 train_loss=0.6567 train_main_ctc_loss=0.6567 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=5.3391 max_feature_frames=696 train_avg_blank_prob=0.6932 train_argmax_blank_frac=0.6983 train_avg_top_nonblank_prob=0.2703 train_target_tokens_per_frame=0.2557 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3448 train_avg_top_logit=15.1724 train_avg_top2_margin=5.4253 train_avg_blank_nonblank_margin=3.8851 train_avg_entropy=0.3391 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5849 train_blank_weight_grad_norm=2.7146 train_nonblank_weight_grad_norm_mean=0.0617 train_blank_bias_grad=0.0380 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0994 train_encoder_std=3.5174 train_encoder_token_l2_norm=111.5848 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.31e-06
2026-04-14 10:34:02,820 | INFO | rank=0 | train preview ref='І попросили, щоб той їх чи то благословив, чи похрестив, бо вони ніби не хрещення. Але оскільки не було в чому хрести...' hyp_greedy='І попросили, щоб то їх чи то благословив, чи похрестив, Б ніби не хрещні, але окільки не була чому хрестити, то хрест...' hyp_beam='І попросили, щоб то їх чи то благословив, чи похрестив, бо ніби не хрещні, але окільки не була в чому хрестити, то хр...' avg_output_frames=348.0 avg_target_tokens=89.0 top_tokens=<blank>:0.698, ▁:0.034, х:0.023, ,:0.020, ре:0.011
2026-04-14 10:34:57,823 | INFO | rank=0 | epoch=1 step=39840/249868 global_step=9960 train_loss=1.0953 train_main_ctc_loss=1.0953 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=15.1821 max_feature_frames=695 train_avg_blank_prob=0.7103 train_argmax_blank_frac=0.7241 train_avg_top_nonblank_prob=0.2297 train_target_tokens_per_frame=0.2471 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6092 train_avg_top_logit=14.2529 train_avg_top2_margin=4.7586 train_avg_blank_nonblank_margin=3.6322 train_avg_entropy=0.4569 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5849 train_blank_weight_grad_norm=12.2728 train_nonblank_weight_grad_norm_mean=0.0729 train_blank_bias_grad=-0.1809 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0985 train_encoder_std=3.4479 train_encoder_token_l2_norm=109.1598 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.31534e-06
2026-04-14 10:34:58,183 | INFO | rank=0 | train preview ref='Багато мешканці водойми, жабка, восьминіг, рибка, свійські тварини, бичок, кіт, баранчик, курча, дикі тварини, вовк, ...' hyp_greedy='агатоМ мешканців водойми жапка, восьменіх, рибка, Сські тварини, Бечк кіт, Бранче, курча, декі тварини. вов,  Ллисичка,.' hyp_beam='агатоМешканців водойми жапка, восьменіх, рибка, Свіські тварини, Бечк, кіт, Бранчек, курча, декі тварини. вов,  Ллиси...' avg_output_frames=348.0 avg_target_tokens=86.0 top_tokens=<blank>:0.724, ,:0.026, ▁:0.026, ка:0.014, ри:0.011
2026-04-14 10:35:52,610 | INFO | rank=0 | epoch=1 step=39880/249868 global_step=9970 train_loss=0.6492 train_main_ctc_loss=0.6492 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=3.7664 max_feature_frames=695 train_avg_blank_prob=0.6558 train_argmax_blank_frac=0.6810 train_avg_top_nonblank_prob=0.2903 train_target_tokens_per_frame=0.2845 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2414 train_avg_top_logit=14.2529 train_avg_top2_margin=4.8276 train_avg_blank_nonblank_margin=3.0115 train_avg_entropy=0.4253 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5849 train_blank_weight_grad_norm=1.3247 train_nonblank_weight_grad_norm_mean=0.0505 train_blank_bias_grad=-0.0086 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0907 train_encoder_std=3.4140 train_encoder_token_l2_norm=108.0601 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.32068e-06
2026-04-14 10:35:53,007 | INFO | rank=0 | train preview ref='А пацієнт, оскільки цей перелом нестабільний, то пацієнту було прийнято колегіальне рішення разом з травматологічним ...' hyp_greedy='У пацієнт оскільки цей перелом нестабільний, то пацієнту було прийнято колегііальне рішення разм з раматологічним від...' hyp_beam='У пацієнт оскільки цей перелом нестабільний, то пацієнту було прийнято колегііальне рішення разм з раматологічним від...' avg_output_frames=348.0 avg_target_tokens=99.0 top_tokens=<blank>:0.681, ▁:0.020, м:0.014, ль:0.011, й:0.011
2026-04-14 10:36:48,991 | INFO | rank=0 | epoch=1 step=39920/249868 global_step=9980 train_loss=0.6651 train_main_ctc_loss=0.6651 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=3.1407 max_feature_frames=695 train_avg_blank_prob=0.5306 train_argmax_blank_frac=0.5345 train_avg_top_nonblank_prob=0.4085 train_target_tokens_per_frame=0.3822 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5977 train_avg_top_logit=14.1609 train_avg_top2_margin=4.0690 train_avg_blank_nonblank_margin=1.2011 train_avg_entropy=0.4425 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5849 train_blank_weight_grad_norm=1.4671 train_nonblank_weight_grad_norm_mean=0.0472 train_blank_bias_grad=0.0213 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0801 train_encoder_std=3.7587 train_encoder_token_l2_norm=118.7105 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.32601e-06
2026-04-14 10:36:49,397 | INFO | rank=0 | train preview ref='На думку Девіда Креймера, якщо Грузія не виправить ситуацію, Сполучені Штати змушені будуть розглянути жорсткі кроки ...' hyp_greedy='На думку девіда креймара, якщо рузія не виправить ситуцію, сполучені штати змушені будуть розгляднути жорсткі кроки п...' hyp_beam='На думку девіда креймара, якщо грузія не виправить ситуцію, сполучені штати змушені будуть розгляднути жорсткі кроки ...' avg_output_frames=348.0 avg_target_tokens=133.0 top_tokens=<blank>:0.534, ▁:0.029, ти:0.017, ні:0.014, ,:0.011
2026-04-14 10:37:38,734 | INFO | rank=0 | batch_timing epoch=1 batch=39948/249868 global_step=9987 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=694 max_feature_frames=694 target_tokens=80
2026-04-14 10:37:53,117 | INFO | rank=0 | epoch=1 step=39960/249868 global_step=9990 train_loss=2.5054 train_main_ctc_loss=2.5054 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=5.5862 max_feature_frames=694 train_avg_blank_prob=0.6918 train_argmax_blank_frac=0.7118 train_avg_top_nonblank_prob=0.2583 train_target_tokens_per_frame=0.2824 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6484 train_avg_top_logit=14.4784 train_avg_top2_margin=5.0029 train_avg_blank_nonblank_margin=3.5043 train_avg_entropy=0.3833 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5849 train_blank_weight_grad_norm=3.3722 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=0.0658 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1072 train_encoder_std=3.4407 train_encoder_token_l2_norm=109.0561 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.33135e-06
2026-04-14 10:37:53,459 | INFO | rank=0 | train preview ref='Нова угоди, як я вже зазначив, це продовження плідного на двадцятирічного партнерства між нашими країнами, між Україн...' hyp_greedy='ова угода, як я вже зазначчив, це продовження плідного двадцятирічного партнерства між нашими країнами, міжїю і с спо...' hyp_beam='ова угода, як я вже зазначчив, це продовження плідного двадцятирічного партнерства між нашими країнами, міжїю і с спо...' avg_output_frames=347.0 avg_target_tokens=98.0 top_tokens=<blank>:0.712, ,:0.014, ж:0.012, на:0.012, ▁:0.012
2026-04-14 10:38:51,206 | INFO | rank=0 | epoch=1 step=40000/249868 global_step=10000 train_loss=0.8968 train_main_ctc_loss=0.8968 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.93 grad_norm=3.3785 max_feature_frames=694 train_avg_blank_prob=0.5634 train_argmax_blank_frac=0.5735 train_avg_top_nonblank_prob=0.3802 train_target_tokens_per_frame=0.3429 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9107 train_avg_top_logit=14.3862 train_avg_top2_margin=3.9654 train_avg_blank_nonblank_margin=1.2277 train_avg_entropy=0.4265 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5850 train_blank_weight_grad_norm=1.1123 train_nonblank_weight_grad_norm_mean=0.0503 train_blank_bias_grad=-0.0080 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0761 train_encoder_std=3.7784 train_encoder_token_l2_norm=119.4991 cpu_rss=25.1GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.33668e-06
2026-04-14 10:38:51,645 | INFO | rank=0 | train preview ref='Цівенікс важає, що в Україні нині криза гілок влади. Він радить українському уряду в першу чергу розібратись із конст...' hyp_greedy='Ссііеньнікс вважає, що в нині криза гілок влади. Він радить українському уряду в першу чергу розібратись із конституц...' hyp_beam='Ссііеньнікс вважає, що в нині криза гілок влади. Він радить українському уряду в першу чергу розібратись із конституц...' avg_output_frames=347.0 avg_target_tokens=119.0 top_tokens=<blank>:0.573, ▁:0.026, в:0.017, і:0.014, к:0.014
2026-04-14 10:38:51,682 | INFO | rank=0 | epoch 1 step=40000/249868 global_step=10000 reached validation interval; starting validation
2026-04-14 10:44:28,653 | INFO | rank=0 | epoch_0001_step_00010000 complete train_loss=5.7489 val_loss=3.0519 val_main_ctc_loss=3.0519 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.1497 val_wer=0.5630 val_avg_blank_prob=0.7153 val_argmax_blank_frac=0.7388 val_avg_top_nonblank_prob=0.2236 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0003 val_avg_hyp_chars=48.08 val_avg_hyp_words=7.45 val_model_source=raw best_val_wer=0.5630 timing_forward=317.90s timing_teacher=0.00s timing_decode=1.02s timing_gather=0.02s timing_checkpoint_export=167.27s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00010000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 10:44:28,654 | INFO | rank=0 | epoch_0001_step_00010000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=21.27s best_export=23.15s topk_update=60.85s topk_average=61.99s
2026-04-14 10:44:28,654 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 10:44:28,654 | INFO | rank=0 | validation preview hardest_ref='По драбині в сіни.' hardest_hyp='подрабині в сстіни'
2026-04-14 11:06:48,207 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/8100306f3ab101a139f908c0a14a27024332208d elapsed=22m 19.5s
2026-04-14 11:07:29,490 | INFO | rank=0 | epoch=1 step=40040/249868 global_step=10010 train_loss=0.8233 train_main_ctc_loss=0.8233 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=4.4063 max_feature_frames=693 train_avg_blank_prob=0.7167 train_argmax_blank_frac=0.7320 train_avg_top_nonblank_prob=0.2487 train_target_tokens_per_frame=0.2507 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3862 train_avg_top_logit=15.3084 train_avg_top2_margin=5.7176 train_avg_blank_nonblank_margin=4.0115 train_avg_entropy=0.2867 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5850 train_blank_weight_grad_norm=1.3101 train_nonblank_weight_grad_norm_mean=0.0596 train_blank_bias_grad=0.0145 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0988 train_encoder_std=3.5529 train_encoder_token_l2_norm=112.5095 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.34202e-06
2026-04-14 11:07:29,823 | INFO | rank=0 | train preview ref='Фактично відзвітуватися про те, що є певні успіхи, які мають інформаційно перебити російські поразки осені дві тисячі...' hyp_greedy='фактично відзвітуватися про те, що є певні успіхи, які мають інформаційно перебити російські позки осні ві тисячі дру...' hyp_beam='фактично відзвітуватися про те, що є певні успіхи, які мають інформаційно перебити російські позки осні ві тисячі дру...' avg_output_frames=347.0 avg_target_tokens=87.0 top_tokens=<blank>:0.732, й:0.012, ▁:0.012, ти:0.012, с:0.012
2026-04-14 11:08:16,189 | INFO | rank=0 | epoch=1 waiting for training batch 40079/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:08:19,210 | INFO | rank=0 | epoch=1 step=40080/249868 global_step=10020 train_loss=1.1837 train_main_ctc_loss=1.1837 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=6.8844 max_feature_frames=693 train_avg_blank_prob=0.5654 train_argmax_blank_frac=0.5879 train_avg_top_nonblank_prob=0.3857 train_target_tokens_per_frame=0.4035 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9107 train_avg_top_logit=14.1095 train_avg_top2_margin=3.9193 train_avg_blank_nonblank_margin=1.5447 train_avg_entropy=0.4553 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5850 train_blank_weight_grad_norm=3.8970 train_nonblank_weight_grad_norm_mean=0.0737 train_blank_bias_grad=-0.0604 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0933 train_encoder_std=3.7330 train_encoder_token_l2_norm=118.0953 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.34736e-06
2026-04-14 11:08:19,651 | INFO | rank=0 | train preview ref='Близько трьох десятків автомобілів стоять у черзі запальним на одній з автозаправочних станцій Хмельницького в -й год...' hyp_greedy="Близько трох десятків автомобілів стоять учерзі запальним на одній з автозаправочних станцій Хмельниць в п'тнатій год..." hyp_beam="Близько трох десятків автомобілів стоять учерзі запальним на одній з автозаправочних станцій Хмельниць в п'тнадцятій ..." avg_output_frames=347.0 avg_target_tokens=140.0 top_tokens=<blank>:0.588, ▁:0.029, р:0.020, ль:0.014, в:0.014
2026-04-14 11:09:11,843 | INFO | rank=0 | epoch=1 waiting for training batch 40120/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:09:13,689 | INFO | rank=0 | batch_timing epoch=1 batch=40120/249868 global_step=10030 data_wait=5.6s step_compute=1.2s batch_size=1 effective_frames=692 max_feature_frames=692 target_tokens=89
2026-04-14 11:09:13,954 | INFO | rank=0 | epoch=1 step=40120/249868 global_step=10030 train_loss=1.0141 train_main_ctc_loss=1.0141 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=6.3364 max_feature_frames=692 train_avg_blank_prob=0.6642 train_argmax_blank_frac=0.6936 train_avg_top_nonblank_prob=0.2857 train_target_tokens_per_frame=0.2572 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5029 train_avg_top_logit=14.5202 train_avg_top2_margin=4.7168 train_avg_blank_nonblank_margin=2.8555 train_avg_entropy=0.3815 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5850 train_blank_weight_grad_norm=2.7297 train_nonblank_weight_grad_norm_mean=0.0622 train_blank_bias_grad=0.0604 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0958 train_encoder_std=3.4781 train_encoder_token_l2_norm=110.2964 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.35269e-06
2026-04-14 11:09:14,291 | INFO | rank=0 | train preview ref='Який є найважчим в історії нашої української держави? Тому особливо вразливі категорії населення ми вирішили підтриму...' hyp_greedy='який є най важчиим історії наш української держави тому Осбливо взливій категорії насеення ми вирішили підтримувати р...' hyp_beam='який є най важчиим історії нашї української держави тому Осбливо, взливій категорії насеення ми вирішили підтримувати...' avg_output_frames=346.0 avg_target_tokens=89.0 top_tokens=<blank>:0.694, ▁:0.014, ли:0.012, на:0.012, й:0.012
2026-04-14 11:10:16,545 | INFO | rank=0 | epoch=1 step=40160/249868 global_step=10040 train_loss=0.6762 train_main_ctc_loss=0.6762 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=4.4258 max_feature_frames=692 train_avg_blank_prob=0.7267 train_argmax_blank_frac=0.7428 train_avg_top_nonblank_prob=0.2326 train_target_tokens_per_frame=0.2254 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8728 train_avg_top_logit=14.6127 train_avg_top2_margin=4.9249 train_avg_blank_nonblank_margin=3.6069 train_avg_entropy=0.3396 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5850 train_blank_weight_grad_norm=2.0637 train_nonblank_weight_grad_norm_mean=0.0568 train_blank_bias_grad=0.0293 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1169 train_encoder_std=3.4249 train_encoder_token_l2_norm=108.7642 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.35803e-06
2026-04-14 11:10:16,885 | INFO | rank=0 | train preview ref='Я хрещу водою, але серед вас стоїть Той, якого ви не знаєте. Він той, що йде після мене і був переду мною, і я негідн...' hyp_greedy='Я хре Якщоу водою, але Але сее ва стоїть той якого ви не знаєте. Він він той, що йде післяля мене і був перемною, і я...' hyp_beam='Я хре Якщоу водою, але Але се ва стоїть той, якого ви не знаєте. Він він той, що йде післяля мене і був переомною, І ...' avg_output_frames=346.0 avg_target_tokens=78.0 top_tokens=<blank>:0.743, ▁:0.026, .:0.012, й:0.012, ,:0.009
2026-04-14 11:10:30,366 | INFO | rank=0 | epoch=1 waiting for training batch 40169/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:11:15,782 | INFO | rank=0 | epoch=1 step=40200/249868 global_step=10050 train_loss=0.8681 train_main_ctc_loss=0.8681 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=5.9269 max_feature_frames=691 train_avg_blank_prob=0.6653 train_argmax_blank_frac=0.6936 train_avg_top_nonblank_prob=0.2831 train_target_tokens_per_frame=0.3121 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2254 train_avg_top_logit=14.0578 train_avg_top2_margin=4.3006 train_avg_blank_nonblank_margin=2.7399 train_avg_entropy=0.4393 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5850 train_blank_weight_grad_norm=3.5115 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=0.0546 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1025 train_encoder_std=3.3456 train_encoder_token_l2_norm=106.1150 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.36337e-06
2026-04-14 11:11:16,142 | INFO | rank=0 | train preview ref='Вікна ззаду повибивало насквозь, вже стекла повилітали з боку. Двері вхідні вон вибило, вообще вирвало і вибило. На к...' hyp_greedy='Вікна заді повибивало на своз вже сстокла політали з боку. Ддері вхіднін вибилобе вирвало і вибило. на крищі табонваг...' hyp_beam='Вікна заді повибивало на своз, вже сстокла політали з боку. Ддері вхіднін вибилобе вирвало і вибило. на крищі табонва...' avg_output_frames=346.0 avg_target_tokens=108.0 top_tokens=<blank>:0.694, ви:0.014, ва:0.014, е:0.012, к:0.012
2026-04-14 11:12:18,211 | INFO | rank=0 | batch_timing epoch=1 batch=40236/249868 global_step=10059 data_wait=0.0s step_compute=9.2s batch_size=1 effective_frames=690 max_feature_frames=690 target_tokens=84
2026-04-14 11:12:22,250 | INFO | rank=0 | epoch=1 step=40240/249868 global_step=10060 train_loss=0.5330 train_main_ctc_loss=0.5330 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=6.2598 max_feature_frames=690 train_avg_blank_prob=0.7546 train_argmax_blank_frac=0.7826 train_avg_top_nonblank_prob=0.2035 train_target_tokens_per_frame=0.2203 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2841 train_avg_top_logit=14.9333 train_avg_top2_margin=5.3333 train_avg_blank_nonblank_margin=4.2203 train_avg_entropy=0.3464 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5850 train_blank_weight_grad_norm=3.6964 train_nonblank_weight_grad_norm_mean=0.0571 train_blank_bias_grad=-0.0485 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1113 train_encoder_std=3.4743 train_encoder_token_l2_norm=110.0849 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.3687e-06
2026-04-14 11:12:22,556 | INFO | rank=0 | train preview ref='Інколи вдається відкидати орків назад, тому в принципі працюємо. Головне, що оборона стоїть, Бахмут стоїть, Бахмут ук...' hyp_greedy='Ікодаться відкудоти орхків наза,ому принципі працюємо.гоне, що обборонастоїть, Б бахмут стоїть бахмут українїсь. воро...' hyp_beam='Інколидаться відкудоти орхків наза,ому принципі працюємо.гоне, що обборонастоїть, Б бахмут стоїть, бахмут українськи....' avg_output_frames=345.0 avg_target_tokens=76.0 top_tokens=<blank>:0.783, .:0.012, ,:0.012, х:0.009, ти:0.009
2026-04-14 11:13:11,360 | INFO | rank=0 | batch_timing epoch=1 batch=40276/249868 global_step=10069 data_wait=0.0s step_compute=5.3s batch_size=1 effective_frames=690 max_feature_frames=690 target_tokens=116
2026-04-14 11:13:17,722 | INFO | rank=0 | epoch=1 step=40280/249868 global_step=10070 train_loss=0.6829 train_main_ctc_loss=0.6829 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=3.5043 max_feature_frames=690 train_avg_blank_prob=0.6129 train_argmax_blank_frac=0.6464 train_avg_top_nonblank_prob=0.3232 train_target_tokens_per_frame=0.3362 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5217 train_avg_top_logit=13.6348 train_avg_top2_margin=3.8725 train_avg_blank_nonblank_margin=1.7739 train_avg_entropy=0.4957 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5851 train_blank_weight_grad_norm=1.0154 train_nonblank_weight_grad_norm_mean=0.0523 train_blank_bias_grad=0.0007 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0935 train_encoder_std=3.3416 train_encoder_token_l2_norm=105.5505 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.37404e-06
2026-04-14 11:13:18,049 | INFO | rank=0 | train preview ref='Фагеянчочодринесейджяк мати. Якби мої діти були у цій віковій групі, я б щепила їх зараз. Я б не хотіла, щоб вони риз...' hyp_greedy='а янче Чдрес як мати, Якби мої діти були у ційвіковій групі, я б шепила їх зараз. Я б не хотіла, щоб вонини ризикваув...' hyp_beam='ае янче Чодрес як мати, Якби мої діти були у ційвіковій групі, я б шепила їх зараз. Я б не хотіла, щоб вонини ризиква...' avg_output_frames=345.0 avg_target_tokens=116.0 top_tokens=<blank>:0.646, ▁:0.026, ,:0.014, ти:0.014, .:0.012
2026-04-14 11:14:18,761 | INFO | rank=0 | epoch=1 step=40320/249868 global_step=10080 train_loss=1.0537 train_main_ctc_loss=1.0537 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=5.6901 max_feature_frames=689 train_avg_blank_prob=0.7526 train_argmax_blank_frac=0.7855 train_avg_top_nonblank_prob=0.2051 train_target_tokens_per_frame=0.2174 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6348 train_avg_top_logit=14.2841 train_avg_top2_margin=5.1246 train_avg_blank_nonblank_margin=3.9420 train_avg_entropy=0.3638 train_blank_bias=0.0005 train_blank_weight_norm=0.5865 train_nonblank_weight_norm_mean=0.5851 train_blank_weight_grad_norm=3.2126 train_nonblank_weight_grad_norm_mean=0.0628 train_blank_bias_grad=0.0587 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1125 train_encoder_std=3.1905 train_encoder_token_l2_norm=101.1123 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.37937e-06
2026-04-14 11:14:19,126 | INFO | rank=0 | train preview ref='Так, ми щойно бачили ці кадри зустрічі міністрів, і ми бачили вже нового посла у ОБСЄ Майкла Карпентера, який заступи...' hyp_greedy='Так, Мищно бачили ці кадри, зустрічі міністрів і ми бачили вже нов посла у О майкла карпітера, який заступв на посаду...' hyp_beam='Так, Мищоно бачили ці кадри, зустрічі міністрів і ми бачили вже нов посла у О майкла карпітера, який заступв на посад...' avg_output_frames=345.0 avg_target_tokens=75.0 top_tokens=<blank>:0.786, ▁:0.014, но:0.009, с:0.009, ,:0.009
2026-04-14 11:15:12,401 | INFO | rank=0 | epoch=1 step=40360/249868 global_step=10090 train_loss=1.0433 train_main_ctc_loss=1.0433 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=3.9433 max_feature_frames=689 train_avg_blank_prob=0.6383 train_argmax_blank_frac=0.6580 train_avg_top_nonblank_prob=0.2971 train_target_tokens_per_frame=0.2986 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7072 train_avg_top_logit=13.8203 train_avg_top2_margin=4.4058 train_avg_blank_nonblank_margin=2.4116 train_avg_entropy=0.4580 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5851 train_blank_weight_grad_norm=1.0096 train_nonblank_weight_grad_norm_mean=0.0493 train_blank_bias_grad=0.0047 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1031 train_encoder_std=3.4199 train_encoder_token_l2_norm=107.7031 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.38471e-06
2026-04-14 11:15:12,746 | INFO | rank=0 | train preview ref='Я знаходилася на роботі, роззвучала трій кромких зрива. Оксана живе в будинку, який постраждав внаслідок ранкового об...' hyp_greedy='Я находилася на роботі. розвилатрироки зруйва Оксана живе в будинку, які постраждав в знаслідок ринкового обстрілу мі...' hyp_beam='Я находилася на роботі. розвичалатрироки зруйва Оксана живе в будинку, які постраждав в знаслідок ринкового обстрілу ...' avg_output_frames=345.0 avg_target_tokens=103.0 top_tokens=<blank>:0.658, на:0.017, .:0.014, в:0.012, ▁:0.009
2026-04-14 11:16:16,022 | INFO | rank=0 | epoch=1 step=40400/249868 global_step=10100 train_loss=2.1199 train_main_ctc_loss=2.1199 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=4.9410 max_feature_frames=689 train_avg_blank_prob=0.5985 train_argmax_blank_frac=0.6000 train_avg_top_nonblank_prob=0.3500 train_target_tokens_per_frame=0.3130 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0783 train_avg_top_logit=14.4696 train_avg_top2_margin=4.2899 train_avg_blank_nonblank_margin=1.8667 train_avg_entropy=0.3942 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5851 train_blank_weight_grad_norm=1.6689 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=0.0198 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0944 train_encoder_std=3.6430 train_encoder_token_l2_norm=115.3489 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.39005e-06
2026-04-14 11:16:16,417 | INFO | rank=0 | train preview ref='Мені здається, що Путін просто намагається винищити культуру. Він більше навіть не намагається вразити військові цілі...' hyp_greedy='М мені здться, що путін просто намагються винищити культуру. Він він більше навіть не намагються взити військові цілі...' hyp_beam='Мні здться, що путін просто намагються винищити культуру. Він більше навіть не намагються взити військові цілі. Він в...' avg_output_frames=345.0 avg_target_tokens=108.0 top_tokens=<blank>:0.600, ,:0.020, ▁:0.020, ку:0.014, на:0.014
2026-04-14 11:16:35,304 | INFO | rank=0 | epoch=1 waiting for training batch 40412/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:16:37,996 | INFO | rank=0 | batch_timing epoch=1 batch=40412/249868 global_step=10103 data_wait=6.3s step_compute=1.4s batch_size=1 effective_frames=688 max_feature_frames=688 target_tokens=75
2026-04-14 11:16:57,965 | INFO | rank=0 | epoch=1 waiting for training batch 40427/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:17:14,790 | INFO | rank=0 | epoch=1 step=40440/249868 global_step=10110 train_loss=1.9389 train_main_ctc_loss=1.9389 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=5.9983 max_feature_frames=688 train_avg_blank_prob=0.5902 train_argmax_blank_frac=0.6047 train_avg_top_nonblank_prob=0.3625 train_target_tokens_per_frame=0.3459 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3023 train_avg_top_logit=14.8837 train_avg_top2_margin=4.6744 train_avg_blank_nonblank_margin=1.8256 train_avg_entropy=0.3372 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5851 train_blank_weight_grad_norm=4.1475 train_nonblank_weight_grad_norm_mean=0.0538 train_blank_bias_grad=0.0696 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0859 train_encoder_std=3.8160 train_encoder_token_l2_norm=120.7278 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.39538e-06
2026-04-14 11:17:15,171 | INFO | rank=0 | train preview ref='Без допомоги від волонтерів було б значно важче. Про це журналістам Суспільного розповіли мами, які отримали чергову ...' hyp_greedy='Без допомоги від волонтерів було  знано важче.ро це журналістам  Сспільного розповідли Мами, які отримали чергов гума...' hyp_beam='Без допомоги від волонтерів було  знано важче.ро це журналістам  Суспільного розповідли Мами, які отримали чергов гум...' avg_output_frames=344.0 avg_target_tokens=119.0 top_tokens=<blank>:0.605, ▁:0.041, но:0.012, ли:0.012, т:0.012
2026-04-14 11:18:21,823 | INFO | rank=0 | epoch=1 step=40480/249868 global_step=10120 train_loss=0.9820 train_main_ctc_loss=0.9820 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=4.4022 max_feature_frames=687 train_avg_blank_prob=0.7300 train_argmax_blank_frac=0.7471 train_avg_top_nonblank_prob=0.2298 train_target_tokens_per_frame=0.2355 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1395 train_avg_top_logit=14.7907 train_avg_top2_margin=5.3721 train_avg_blank_nonblank_margin=4.0465 train_avg_entropy=0.3285 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5851 train_blank_weight_grad_norm=1.2181 train_nonblank_weight_grad_norm_mean=0.0549 train_blank_bias_grad=0.0073 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1098 train_encoder_std=3.2961 train_encoder_token_l2_norm=104.8453 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.40072e-06
2026-04-14 11:18:22,170 | INFO | rank=0 | train preview ref='Скажіть, будь ласка, от багато готують передач на фронт, і багато є бажаючих, які передають їжу, свої якісь закрутки,...' hyp_greedy='Скажтьуть ласка от бато готують передач на фронт і багатога є бажаючих, які передтьїжу с свої якісь закрутки, домашні...' hyp_beam='Скажтьуть ласка от бато готують передач на фронт, і багатога є бажаючих, які передть їжу с свої, якісь закрутки, дома...' avg_output_frames=344.0 avg_target_tokens=81.0 top_tokens=<blank>:0.747, ▁:0.015, ж:0.012, т:0.009, н:0.009
2026-04-14 11:18:57,209 | INFO | rank=0 | epoch=1 waiting for training batch 40504/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:18:59,102 | INFO | rank=0 | batch_timing epoch=1 batch=40504/249868 global_step=10126 data_wait=5.6s step_compute=1.3s batch_size=1 effective_frames=687 max_feature_frames=687 target_tokens=112
2026-04-14 11:19:22,758 | INFO | rank=0 | epoch=1 step=40520/249868 global_step=10130 train_loss=0.7294 train_main_ctc_loss=0.7294 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.92 grad_norm=4.6430 max_feature_frames=687 train_avg_blank_prob=0.6068 train_argmax_blank_frac=0.6366 train_avg_top_nonblank_prob=0.3299 train_target_tokens_per_frame=0.3140 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5581 train_avg_top_logit=13.8605 train_avg_top2_margin=4.0930 train_avg_blank_nonblank_margin=1.8256 train_avg_entropy=0.4651 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5852 train_blank_weight_grad_norm=2.3669 train_nonblank_weight_grad_norm_mean=0.0541 train_blank_bias_grad=-0.0257 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0934 train_encoder_std=3.5304 train_encoder_token_l2_norm=111.7767 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.40605e-06
2026-04-14 11:19:23,107 | INFO | rank=0 | train preview ref='Історія та автобуса на такава історія цього автобуса така. Цей автобус був Донецькій області разом з нами. Пройшов не...' hyp_greedy='Історія так автобуа таккава Історія цього автобуса така це автобус був в донецькій області разм з нами, Пройшов не од...' hyp_beam='Історія так автобуа таккава Історія цього автобуса така, це автобус був в донецькій області разм з нами, Пройшов не о...' avg_output_frames=344.0 avg_target_tokens=108.0 top_tokens=<blank>:0.637, в:0.017, ▁:0.017, бу:0.015, а:0.015
2026-04-14 11:20:15,724 | INFO | rank=0 | epoch=1 step=40560/249868 global_step=10140 train_loss=0.6964 train_main_ctc_loss=0.6964 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=4.6815 max_feature_frames=686 train_avg_blank_prob=0.7319 train_argmax_blank_frac=0.7522 train_avg_top_nonblank_prob=0.2263 train_target_tokens_per_frame=0.2245 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2478 train_avg_top_logit=13.9009 train_avg_top2_margin=4.8047 train_avg_blank_nonblank_margin=3.5219 train_avg_entropy=0.3615 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5852 train_blank_weight_grad_norm=2.3251 train_nonblank_weight_grad_norm_mean=0.0595 train_blank_bias_grad=0.0336 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1163 train_encoder_std=3.2645 train_encoder_token_l2_norm=103.0191 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.41139e-06
2026-04-14 11:20:16,077 | INFO | rank=0 | train preview ref='Діма у даній ситуації, яка трапилася з нами з нашим українським народом та українською армією, велику роль відзначают...' hyp_greedy='діма у данийй ситуації якатрапилася з на з нашим українським народом та українськоїко армію велику роль відззначають ...' hyp_beam='діма у данінийй ситуації якатрапилася з нами з нашим українським народом та українськоїко армією велику роль відззнач...' avg_output_frames=343.0 avg_target_tokens=77.0 top_tokens=<blank>:0.752, на:0.017, ▁:0.017, м:0.012, .:0.009
2026-04-14 11:20:40,746 | INFO | rank=0 | epoch=1 waiting for training batch 40576/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:20:43,508 | INFO | rank=0 | batch_timing epoch=1 batch=40576/249868 global_step=10144 data_wait=6.4s step_compute=1.4s batch_size=1 effective_frames=686 max_feature_frames=686 target_tokens=91
2026-04-14 11:21:17,680 | INFO | rank=0 | epoch=1 step=40600/249868 global_step=10150 train_loss=0.8154 train_main_ctc_loss=0.8154 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=3.3252 max_feature_frames=686 train_avg_blank_prob=0.6067 train_argmax_blank_frac=0.6297 train_avg_top_nonblank_prob=0.3529 train_target_tokens_per_frame=0.3236 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4344 train_avg_top_logit=14.8338 train_avg_top2_margin=4.5248 train_avg_blank_nonblank_margin=2.1108 train_avg_entropy=0.3440 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5852 train_blank_weight_grad_norm=0.8941 train_nonblank_weight_grad_norm_mean=0.0520 train_blank_bias_grad=0.0020 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1026 train_encoder_std=3.6441 train_encoder_token_l2_norm=115.0651 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.41673e-06
2026-04-14 11:21:18,036 | INFO | rank=0 | train preview ref='Сituація була б зовсім іншою, якби Путін зміг увійти в Київ за три-чотири дні. Але він цього не зробив, і тепер це ли...' hyp_greedy='Сситуація була б зовсім іншю, якби путін зміг увійти в Київ за тричотири дні. але він цього не зробив і тепер це лише...' hyp_beam='Сситуація була б зоовсім іншю, якби путін зміг увійти в Київ за тричотири дні. але він цього не зробив, і тепер це ли...' avg_output_frames=343.0 avg_target_tokens=111.0 top_tokens=<blank>:0.630, ▁:0.020, ла:0.012, з:0.012, ,:0.012
2026-04-14 11:22:12,505 | INFO | rank=0 | epoch=1 step=40640/249868 global_step=10160 train_loss=0.7163 train_main_ctc_loss=0.7163 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=3.6398 max_feature_frames=686 train_avg_blank_prob=0.5237 train_argmax_blank_frac=0.5510 train_avg_top_nonblank_prob=0.4066 train_target_tokens_per_frame=0.4052 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3149 train_avg_top_logit=13.9009 train_avg_top2_margin=3.8251 train_avg_blank_nonblank_margin=1.0437 train_avg_entropy=0.5044 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5852 train_blank_weight_grad_norm=1.4607 train_nonblank_weight_grad_norm_mean=0.0481 train_blank_bias_grad=0.0158 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0893 train_encoder_std=3.5309 train_encoder_token_l2_norm=111.7803 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.42206e-06
2026-04-14 11:22:12,905 | INFO | rank=0 | train preview ref='Група важкого озброєних протестувальників пройшла центром Луїсвіля Кентукі, вимагаючи справедливості для Бріони Тейло...' hyp_greedy='група важкоозбройних протествальників пройшла центром  Л свіля Кентуки, вимаггаючиведливості для бріониейлортиимно шк...' hyp_beam='група важкоозбройних протествальників пройшла центром  Л с віля Кентукі, вимаггаючиведливості для бріониейлортиимно ш...' avg_output_frames=343.0 avg_target_tokens=139.0 top_tokens=<blank>:0.551, ▁:0.029, н:0.017, й:0.015, ни:0.012
2026-04-14 11:23:08,142 | INFO | rank=0 | epoch=1 step=40680/249868 global_step=10170 train_loss=0.6337 train_main_ctc_loss=0.6337 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=5.8805 max_feature_frames=685 train_avg_blank_prob=0.6551 train_argmax_blank_frac=0.6676 train_avg_top_nonblank_prob=0.2999 train_target_tokens_per_frame=0.3149 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9009 train_avg_top_logit=14.9271 train_avg_top2_margin=4.6414 train_avg_blank_nonblank_margin=2.7522 train_avg_entropy=0.3586 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5852 train_blank_weight_grad_norm=4.2337 train_nonblank_weight_grad_norm_mean=0.0526 train_blank_bias_grad=0.0539 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1096 train_encoder_std=3.5949 train_encoder_token_l2_norm=114.1040 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.4274e-06
2026-04-14 11:23:08,479 | INFO | rank=0 | train preview ref='За минулу добу підрозділи Сил оборони України відбили атаки російських окупантів в районах населених пунктів Виїмка, ...' hyp_greedy='За минулу добу підрозділи силборони відбили атакисійських окупантів в районах населенихунктів виїмка, Ккрасне, Бахмут...' hyp_beam='За минулу добу підрозділи силборони відбили атакисійських окупантів в районах населенихунктів виїмка, Ккрасне, Бахмут...' avg_output_frames=343.0 avg_target_tokens=108.0 top_tokens=<blank>:0.668, ,:0.017, й:0.015, х:0.015, н:0.012
2026-04-14 11:24:09,204 | INFO | rank=0 | epoch=1 step=40720/249868 global_step=10180 train_loss=1.1215 train_main_ctc_loss=1.1215 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=9.6384 max_feature_frames=684 train_avg_blank_prob=0.9159 train_argmax_blank_frac=0.9298 train_avg_top_nonblank_prob=0.0677 train_target_tokens_per_frame=0.0906 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.4386 train_avg_top_logit=15.6257 train_avg_top2_margin=7.2982 train_avg_blank_nonblank_margin=6.9708 train_avg_entropy=0.1528 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5852 train_blank_weight_grad_norm=7.1274 train_nonblank_weight_grad_norm_mean=0.0708 train_blank_bias_grad=-0.1040 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1268 train_encoder_std=3.4394 train_encoder_token_l2_norm=109.2866 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.43274e-06
2026-04-14 11:24:09,507 | INFO | rank=0 | train preview ref='Не доведешся. Іди. Слухай. Ште? Я гарно говорити не вмію.' hyp_greedy='не доедеся. слухай я гарноти не вмію.' hyp_beam='не доедеся. слухай я гарноти не вмію.' avg_output_frames=342.0 avg_target_tokens=31.0 top_tokens=<blank>:0.930, й:0.006, ▁:0.006, не:0.006, .:0.006
2026-04-14 11:25:08,414 | INFO | rank=0 | epoch=1 step=40760/249868 global_step=10190 train_loss=0.7544 train_main_ctc_loss=0.7544 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=5.7715 max_feature_frames=684 train_avg_blank_prob=0.6889 train_argmax_blank_frac=0.6959 train_avg_top_nonblank_prob=0.2697 train_target_tokens_per_frame=0.2719 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3158 train_avg_top_logit=15.2515 train_avg_top2_margin=5.4269 train_avg_blank_nonblank_margin=3.7427 train_avg_entropy=0.3333 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=3.6254 train_nonblank_weight_grad_norm_mean=0.0593 train_blank_bias_grad=0.0559 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1135 train_encoder_std=3.5635 train_encoder_token_l2_norm=113.2057 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.43807e-06
2026-04-14 11:25:08,789 | INFO | rank=0 | train preview ref='На щастя, вони не підтверджуються, але ми виїжджаємо, все перевіряємо. Це профілактичні виїзди з пошуку вибухівки на ...' hyp_greedy='На чассті вони не підтверджться але ми виїжджємо все перевіряємо. Це п профілактичні виїзди, з пошиуку вибухвки, на я...' hyp_beam='На часстсті вони не підтверджться, але ми виїжджємо все перевіряємо. Це п профілактичні виїзди, з пошиуку вибухвки, н...' avg_output_frames=342.0 avg_target_tokens=93.0 top_tokens=<blank>:0.696, ви:0.018, ж:0.015, ї:0.012, ,:0.009
2026-04-14 11:25:42,709 | INFO | rank=0 | batch_timing epoch=1 batch=40784/249868 global_step=10196 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=684 max_feature_frames=684 target_tokens=119
2026-04-14 11:26:09,749 | INFO | rank=0 | epoch=1 step=40800/249868 global_step=10200 train_loss=0.5569 train_main_ctc_loss=0.5569 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=4.3877 max_feature_frames=684 train_avg_blank_prob=0.5800 train_argmax_blank_frac=0.5994 train_avg_top_nonblank_prob=0.3676 train_target_tokens_per_frame=0.3392 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6316 train_avg_top_logit=14.2222 train_avg_top2_margin=4.1404 train_avg_blank_nonblank_margin=1.4035 train_avg_entropy=0.4006 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=0.8483 train_nonblank_weight_grad_norm_mean=0.0483 train_blank_bias_grad=0.0064 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0928 train_encoder_std=3.5951 train_encoder_token_l2_norm=113.8543 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.44341e-06
2026-04-14 11:26:10,120 | INFO | rank=0 | train preview ref="Нагадаємо, з першого січня дві тисячі двадцять другого року набули чинності закони, які зокрема передбачають обов'язк..." hyp_greedy="Нагадаємо, зого січня дві тисячі другого року набули чинності закони, які зокрема перебачють обв'язкоовве запроваджен..." hyp_beam="Нагадаємо, з першого січня дві тисячі двадцять другого року набули чинності закони, які зокрема перебачють обв'язкоов..." avg_output_frames=342.0 avg_target_tokens=116.0 top_tokens=<blank>:0.599, на:0.018, ▁:0.018, ,:0.015, н:0.012
2026-04-14 11:26:55,553 | INFO | rank=0 | batch_timing epoch=1 batch=40832/249868 global_step=10208 data_wait=0.0s step_compute=8.6s batch_size=1 effective_frames=683 max_feature_frames=683 target_tokens=92
2026-04-14 11:27:04,385 | INFO | rank=0 | epoch=1 step=40840/249868 global_step=10210 train_loss=1.2412 train_main_ctc_loss=1.2412 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=4.4313 max_feature_frames=683 train_avg_blank_prob=0.7497 train_argmax_blank_frac=0.7690 train_avg_top_nonblank_prob=0.2074 train_target_tokens_per_frame=0.2456 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2222 train_avg_top_logit=14.9708 train_avg_top2_margin=5.2632 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=0.3246 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=1.4531 train_nonblank_weight_grad_norm_mean=0.0579 train_blank_bias_grad=-0.0109 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1097 train_encoder_std=3.5281 train_encoder_token_l2_norm=111.6748 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.44874e-06
2026-04-14 11:27:04,727 | INFO | rank=0 | train preview ref='І ми даємо людям. Ми хотіли зразу ходити на костелях, але але вирішили, що треба навчитись тільки стояти. Так потихен...' hyp_greedy='І ми даємолюдям. Ми хотіли зразу хоти на котеля але вирішили, що треба навчити ль стояти, так потихеньку будеємо хоти...' hyp_beam='І ми даємо людям. Ми хотіли зразу хоти на котеля але вирішили, що треба навчити ль стояти, так потихеньку будеємо хот...' avg_output_frames=342.0 avg_target_tokens=84.0 top_tokens=<blank>:0.769, ▁:0.020, ти:0.018, хо:0.012, ,:0.012
2026-04-14 11:28:02,489 | INFO | rank=0 | epoch=1 step=40880/249868 global_step=10220 train_loss=0.7774 train_main_ctc_loss=0.7774 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=5.1181 max_feature_frames=683 train_avg_blank_prob=0.5881 train_argmax_blank_frac=0.6053 train_avg_top_nonblank_prob=0.3567 train_target_tokens_per_frame=0.3655 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0994 train_avg_top_logit=14.3158 train_avg_top2_margin=4.1170 train_avg_blank_nonblank_margin=1.9298 train_avg_entropy=0.4532 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=2.6551 train_nonblank_weight_grad_norm_mean=0.0576 train_blank_bias_grad=0.0383 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0973 train_encoder_std=3.5516 train_encoder_token_l2_norm=112.2645 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.45408e-06
2026-04-14 11:28:02,882 | INFO | rank=0 | train preview ref='Кров віл-інфікованих у центрі профілактики та лікування віл снідо досліджують з допомогою ось цього приладу. Це прото...' hyp_greedy='Крув віділ інфікованих у ценрі профілактики та ліканняілснідо досліджють з допомою ось цього прилау. Це проточний цит...' hyp_beam='Крув віділ інфікованих у ценрі профілактики та ліканняілснідо досліджють з допомою ось цього приладуу. Це проточний ц...' avg_output_frames=342.0 avg_target_tokens=125.0 top_tokens=<blank>:0.605, ▁:0.026, ка:0.015, ла:0.015, к:0.012
2026-04-14 11:29:02,649 | INFO | rank=0 | epoch=1 step=40920/249868 global_step=10230 train_loss=0.8055 train_main_ctc_loss=0.8055 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=3.4456 max_feature_frames=682 train_avg_blank_prob=0.6120 train_argmax_blank_frac=0.6188 train_avg_top_nonblank_prob=0.3414 train_target_tokens_per_frame=0.3167 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3255 train_avg_top_logit=14.6393 train_avg_top2_margin=4.5982 train_avg_blank_nonblank_margin=2.2405 train_avg_entropy=0.3710 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=1.1226 train_nonblank_weight_grad_norm_mean=0.0456 train_blank_bias_grad=-0.0075 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0908 train_encoder_std=3.5493 train_encoder_token_l2_norm=112.4516 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.45942e-06
2026-04-14 11:29:03,016 | INFO | rank=0 | train preview ref='Коли оголошують нові пакети допомоги, це не значить, що на ці гроші будуть закупати якусь додаткову зброю. Це значить...' hyp_greedy='Коли оголошють нові папакети допомоги, це не значить, що на ці гроші будуть закупати якусь додаткову зброю, це значит...' hyp_beam='Коли оголошють нові папакети допомоги, це не значить, що на ці гроші будуть закупати якусь додаткову зброю, це значит...' avg_output_frames=341.0 avg_target_tokens=108.0 top_tokens=<blank>:0.619, ,:0.018, до:0.015, у:0.012, ▁:0.012
2026-04-14 11:30:06,211 | INFO | rank=0 | epoch=1 step=40960/249868 global_step=10240 train_loss=0.6278 train_main_ctc_loss=0.6278 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=5.2765 max_feature_frames=681 train_avg_blank_prob=0.7747 train_argmax_blank_frac=0.7830 train_avg_top_nonblank_prob=0.1976 train_target_tokens_per_frame=0.1906 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.8592 train_avg_top_logit=16.6100 train_avg_top2_margin=6.1466 train_avg_blank_nonblank_margin=4.8563 train_avg_entropy=0.2243 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=1.8403 train_nonblank_weight_grad_norm_mean=0.0623 train_blank_bias_grad=0.0027 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0783 train_encoder_std=4.0010 train_encoder_token_l2_norm=126.7180 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.46475e-06
2026-04-14 11:30:06,554 | INFO | rank=0 | train preview ref='Але водночас ми просимо цілий світ засудити цей жахливий військовий злочин проти України, який стався в Дніпрі, але т...' hyp_greedy='Але вно час ми просимо цілий світт засудити цей жахливий військвій злочин проти України, який стався в дніпрі, але та...' hyp_beam='Але вно час ми просимо цілий світт засудити цей жахливий військвій злочин проти України, який стався в дніпрі, але та...' avg_output_frames=341.0 avg_target_tokens=65.0 top_tokens=<blank>:0.783, й:0.018, ▁:0.012, ти:0.009, ,:0.009
2026-04-14 11:31:09,986 | INFO | rank=0 | epoch=1 step=41000/249868 global_step=10250 train_loss=1.0943 train_main_ctc_loss=1.0943 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=7.0887 max_feature_frames=681 train_avg_blank_prob=0.5940 train_argmax_blank_frac=0.5982 train_avg_top_nonblank_prob=0.3534 train_target_tokens_per_frame=0.2962 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0440 train_avg_top_logit=14.4516 train_avg_top2_margin=4.2933 train_avg_blank_nonblank_margin=1.9238 train_avg_entropy=0.4164 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=5.0010 train_nonblank_weight_grad_norm_mean=0.0560 train_blank_bias_grad=-0.0717 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0965 train_encoder_std=3.5723 train_encoder_token_l2_norm=113.3514 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.47009e-06
2026-04-14 11:31:10,358 | INFO | rank=0 | train preview ref="На очах у дружини та друзів нападник застрелив сармата з мисливської рушниці на подвір'ї його власного готелю. Я дума..." hyp_greedy='На очах у  Ддружини та друзів, Нападник застрелив Сармата з мисливськоої рушниці на подвірї його власного готелілю. Я...' hyp_beam='На очах у дружини та друзів, Нападник застрелив Сармата з мисливськоої рушниці на подвірї його власного готелілю. Я д...' avg_output_frames=341.0 avg_target_tokens=101.0 top_tokens=<blank>:0.598, д:0.023, ,:0.021, в:0.018, ▁:0.018
2026-04-14 11:32:13,068 | INFO | rank=0 | epoch=1 step=41040/249868 global_step=10260 train_loss=0.8346 train_main_ctc_loss=0.8346 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=6.8192 max_feature_frames=681 train_avg_blank_prob=0.5891 train_argmax_blank_frac=0.6100 train_avg_top_nonblank_prob=0.3588 train_target_tokens_per_frame=0.3548 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9501 train_avg_top_logit=14.4516 train_avg_top2_margin=4.3636 train_avg_blank_nonblank_margin=1.6774 train_avg_entropy=0.3842 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5853 train_blank_weight_grad_norm=3.9949 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=-0.0664 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0944 train_encoder_std=3.4825 train_encoder_token_l2_norm=110.7451 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.47542e-06
2026-04-14 11:32:13,453 | INFO | rank=0 | train preview ref='У березні він витратив всі свої збереження понад шістсот доларів, аби закупити їжу для своєї бабусі та інших стареньк...' hyp_greedy='У  Березні він витратив всі свої збереження понад шістст доларів, аби закупитиїжу для бабусі та інших стареньх, які ж...' hyp_beam='У  Березні він витратив всі свої збереження понад шістсот доларів, аби закупити їжу для бабусі та інших стареньх, які...' avg_output_frames=341.0 avg_target_tokens=121.0 top_tokens=<blank>:0.610, ▁:0.032, т:0.015, у:0.012, о:0.012
2026-04-14 11:33:10,060 | INFO | rank=0 | epoch=1 step=41080/249868 global_step=10270 train_loss=0.8930 train_main_ctc_loss=0.8930 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=5.4187 max_feature_frames=680 train_avg_blank_prob=0.7729 train_argmax_blank_frac=0.8000 train_avg_top_nonblank_prob=0.1852 train_target_tokens_per_frame=0.2176 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.4941 train_avg_top_logit=15.0588 train_avg_top2_margin=5.6000 train_avg_blank_nonblank_margin=4.5412 train_avg_entropy=0.3309 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5854 train_blank_weight_grad_norm=1.6128 train_nonblank_weight_grad_norm_mean=0.0660 train_blank_bias_grad=-0.0076 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1002 train_encoder_std=3.4463 train_encoder_token_l2_norm=109.3232 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.48076e-06
2026-04-14 11:33:10,364 | INFO | rank=0 | train preview ref='Потім люди уходили, уходили, надіїли за сім років ходити, і дуже багато загубилося. Може, щас, якщо буде заново все, ...' hyp_greedy='Потім людиходили, ухли, надїли за сім роківходить, дуже багато загубилося. Можее якщо буде заново все, то люди походи...' hyp_beam='Потім людиходили, ухли, надїли за сім роківходить, і дуже багато загубилося. Можее якщо буде заново все, то люди похо...' avg_output_frames=340.0 avg_target_tokens=74.0 top_tokens=<blank>:0.800, ,:0.018, за:0.015, но:0.012, ли:0.012
2026-04-14 11:34:13,431 | INFO | rank=0 | epoch=1 step=41120/249868 global_step=10280 train_loss=0.9463 train_main_ctc_loss=0.9463 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=4.9268 max_feature_frames=680 train_avg_blank_prob=0.8807 train_argmax_blank_frac=0.8882 train_avg_top_nonblank_prob=0.0954 train_target_tokens_per_frame=0.1059 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=16.4706 train_avg_top_logit=16.7529 train_avg_top2_margin=7.7647 train_avg_blank_nonblank_margin=7.2471 train_avg_entropy=0.1743 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5854 train_blank_weight_grad_norm=2.0326 train_nonblank_weight_grad_norm_mean=0.0575 train_blank_bias_grad=-0.0217 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1003 train_encoder_std=3.6393 train_encoder_token_l2_norm=115.6523 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.4861e-06
2026-04-14 11:34:13,706 | INFO | rank=0 | train preview ref='Цієї зоги. Марто, вибачте, ваша мама прийшла. Вибачте.' hyp_greedy='цієї зо. марто, В вибачите,  Вваша мама прийшла. Вибачите.' hyp_beam='цієї зої. марто, В вибачите,  Вваша мама прийшла. Вибачите.' avg_output_frames=340.0 avg_target_tokens=36.0 top_tokens=<blank>:0.888, ма:0.009, .:0.009, В:0.009, ,:0.006
2026-04-14 11:35:09,163 | INFO | rank=0 | epoch=1 step=41160/249868 global_step=10290 train_loss=1.6362 train_main_ctc_loss=1.6362 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=6.8992 max_feature_frames=679 train_avg_blank_prob=0.7178 train_argmax_blank_frac=0.7353 train_avg_top_nonblank_prob=0.2441 train_target_tokens_per_frame=0.2794 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1176 train_avg_top_logit=14.7765 train_avg_top2_margin=4.8000 train_avg_blank_nonblank_margin=3.5294 train_avg_entropy=0.3529 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5854 train_blank_weight_grad_norm=5.0741 train_nonblank_weight_grad_norm_mean=0.0547 train_blank_bias_grad=0.0728 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1123 train_encoder_std=3.4155 train_encoder_token_l2_norm=108.3601 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.49143e-06
2026-04-14 11:35:09,488 | INFO | rank=0 | train preview ref='Згодились і приїхали сюди. Забрали всіх шістнадцять собак, чотирнадцять суценят і дві мами. Вони написали, що вони вж...' hyp_greedy='згодилися і приїхали сюди, забрали всіх на сок, рнадцяуценят і дві мами. вони написли, що вони вже на місці, все все ...' hyp_beam='згодилися і приїхали сюди, забрали всіх шнадця сок, рнадцяуценят і дві мами. вони написли, що вони вже на місці, все ...' avg_output_frames=340.0 avg_target_tokens=95.0 top_tokens=<blank>:0.735, ,:0.021, ли:0.018, ▁:0.018, с:0.012
2026-04-14 11:35:29,338 | INFO | rank=0 | batch_timing epoch=1 batch=41172/249868 global_step=10293 data_wait=0.0s step_compute=6.1s batch_size=1 effective_frames=679 max_feature_frames=679 target_tokens=113
2026-04-14 11:35:57,228 | INFO | rank=0 | batch_timing epoch=1 batch=41188/249868 global_step=10297 data_wait=0.0s step_compute=5.3s batch_size=1 effective_frames=679 max_feature_frames=679 target_tokens=117
2026-04-14 11:36:15,216 | INFO | rank=0 | epoch=1 step=41200/249868 global_step=10300 train_loss=0.6242 train_main_ctc_loss=0.6242 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.91 grad_norm=3.1638 max_feature_frames=679 train_avg_blank_prob=0.5383 train_argmax_blank_frac=0.5382 train_avg_top_nonblank_prob=0.3985 train_target_tokens_per_frame=0.3706 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.3294 train_avg_top_logit=13.7412 train_avg_top2_margin=4.0706 train_avg_blank_nonblank_margin=1.4294 train_avg_entropy=0.4912 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5854 train_blank_weight_grad_norm=0.6678 train_nonblank_weight_grad_norm_mean=0.0425 train_blank_bias_grad=0.0009 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0995 train_encoder_std=3.4535 train_encoder_token_l2_norm=109.5043 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.49677e-06
2026-04-14 11:36:15,602 | INFO | rank=0 | train preview ref='Наступний етап конкурсу відбудеться у Києві. Умови учасникам поки що не оголошували. Переможець отримує тисяч гривень...' hyp_greedy='Настуний етап конкурсу відбудеться у  Кєві. Умоу учасникам покищ неголошваували. Переможець отримє тридця тисяч гриве...' hyp_beam='Настуний етап конкурсу відбудеться у  Кєві. Умоу учасникам покищ неголошваували. Переможець отримє тридця тисяч гриве...' avg_output_frames=340.0 avg_target_tokens=126.0 top_tokens=<blank>:0.538, ▁:0.024, .:0.018, с:0.018, н:0.012
2026-04-14 11:36:59,954 | INFO | rank=0 | batch_timing epoch=1 batch=41228/249868 global_step=10307 data_wait=0.0s step_compute=6.4s batch_size=1 effective_frames=678 max_feature_frames=678 target_tokens=81
2026-04-14 11:37:15,557 | INFO | rank=0 | epoch=1 step=41240/249868 global_step=10310 train_loss=0.7045 train_main_ctc_loss=0.7045 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=4.3502 max_feature_frames=678 train_avg_blank_prob=0.6951 train_argmax_blank_frac=0.6991 train_avg_top_nonblank_prob=0.2802 train_target_tokens_per_frame=0.2596 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.4425 train_avg_top_logit=15.3864 train_avg_top2_margin=5.5457 train_avg_blank_nonblank_margin=3.6106 train_avg_entropy=0.2581 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5854 train_blank_weight_grad_norm=1.4225 train_nonblank_weight_grad_norm_mean=0.0574 train_blank_bias_grad=-0.0116 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0992 train_encoder_std=3.4743 train_encoder_token_l2_norm=110.1230 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.50211e-06
2026-04-14 11:37:15,898 | INFO | rank=0 | train preview ref='Якщо поки на період школи діти зайняті, діти соціалізовані, то після школи починається в дітей з ментальними порушенн...' hyp_greedy='Я якщо поки на переіод школи діти зайняті, діти соціалізовані, то після школи починаається в дітей з ментальними пору...' hyp_beam='Я якщо поки на переіод школи діти зайняті, діти соціалізовані, то після школи починаається в дітей з ментальними пору...' avg_output_frames=339.0 avg_target_tokens=88.0 top_tokens=<blank>:0.699, о:0.021, ▁:0.021, ,:0.015, в:0.012
2026-04-14 11:38:13,742 | INFO | rank=0 | epoch=1 step=41280/249868 global_step=10320 train_loss=0.5241 train_main_ctc_loss=0.5241 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=4.4612 max_feature_frames=678 train_avg_blank_prob=0.6338 train_argmax_blank_frac=0.6431 train_avg_top_nonblank_prob=0.3229 train_target_tokens_per_frame=0.3038 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5929 train_avg_top_logit=14.8201 train_avg_top2_margin=4.7198 train_avg_blank_nonblank_margin=2.4307 train_avg_entropy=0.3525 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5854 train_blank_weight_grad_norm=1.3749 train_nonblank_weight_grad_norm_mean=0.0490 train_blank_bias_grad=0.0149 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0896 train_encoder_std=3.5956 train_encoder_token_l2_norm=113.8380 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.50744e-06
2026-04-14 11:38:14,169 | INFO | rank=0 | train preview ref='У цьому будинку вона та донька Віра прожили понад двадцять років. Жінки встигли втекти до того, як росіяни окупували ...' hyp_greedy='Уму будинку вона та донька віра прожили понад років. жін встигли стикти до того, як росіяни окупували ірпінь. У Украї...' hyp_beam='Уму будинку вона та донька віра прожили понад років. жін встигли стикти до того, як росіяни окупували ірпінь. У Украї...' avg_output_frames=339.0 avg_target_tokens=103.0 top_tokens=<blank>:0.643, ві:0.021, ли:0.015, ти:0.015, .:0.015
2026-04-14 11:39:21,520 | INFO | rank=0 | epoch=1 step=41320/249868 global_step=10330 train_loss=2.2326 train_main_ctc_loss=2.2326 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=7.7880 max_feature_frames=677 train_avg_blank_prob=0.9233 train_argmax_blank_frac=0.9381 train_avg_top_nonblank_prob=0.0590 train_target_tokens_per_frame=0.1239 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=16.4248 train_avg_top_logit=16.5192 train_avg_top2_margin=7.5516 train_avg_blank_nonblank_margin=7.4100 train_avg_entropy=0.1748 train_blank_bias=0.0005 train_blank_weight_norm=0.5864 train_nonblank_weight_norm_mean=0.5854 train_blank_weight_grad_norm=3.5638 train_nonblank_weight_grad_norm_mean=0.0771 train_blank_bias_grad=0.0134 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1114 train_encoder_std=3.6192 train_encoder_token_l2_norm=114.5332 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.51278e-06
2026-04-14 11:39:21,808 | INFO | rank=0 | train preview ref='Підчем. Рудно рудний. Кого чого? За знахідний? Мене. Кого чого? У кого?' hyp_greedy='ім.рурудний. ко ч знахіддний. мене..' hyp_beam='ім.рурудний. ко ч знахіддний. мене.' avg_output_frames=339.0 avg_target_tokens=42.0 top_tokens=<blank>:0.938, .:0.015, ру:0.009, д:0.006, м:0.006
2026-04-14 11:40:18,608 | INFO | rank=0 | epoch=1 step=41360/249868 global_step=10340 train_loss=0.5675 train_main_ctc_loss=0.5675 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=3.1624 max_feature_frames=677 train_avg_blank_prob=0.5930 train_argmax_blank_frac=0.6224 train_avg_top_nonblank_prob=0.3463 train_target_tokens_per_frame=0.3599 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8378 train_avg_top_logit=14.1593 train_avg_top2_margin=4.3658 train_avg_blank_nonblank_margin=2.0295 train_avg_entropy=0.4425 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5855 train_blank_weight_grad_norm=1.1381 train_nonblank_weight_grad_norm_mean=0.0471 train_blank_bias_grad=0.0163 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0942 train_encoder_std=3.4514 train_encoder_token_l2_norm=109.6759 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.51811e-06
2026-04-14 11:40:19,034 | INFO | rank=0 | train preview ref='Де проводили ряд маніпуляцій, тобто хірургічних втручань, терапевтичних маніпуляцій, на чмерт шпиталю Юлія Шеремета р...' hyp_greedy='Д де проводили ряд маніпуляцій тобто Хірургічнихчань, терапевтичних маніпуляцій. На ччемед шпиталю ЮліяШаремета розпо...' hyp_beam='Д де проводили ряд маніпуляцій. тобто Хірургічнихчань, терапевтичних маніпуляцій. На ччемед шпиталю ЮліяШаремета розп...' avg_output_frames=339.0 avg_target_tokens=122.0 top_tokens=<blank>:0.622, ▁:0.018, й:0.015, ч:0.015, них:0.012
2026-04-14 11:41:18,544 | INFO | rank=0 | epoch=1 step=41400/249868 global_step=10350 train_loss=1.0179 train_main_ctc_loss=1.0179 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=5.2063 max_feature_frames=676 train_avg_blank_prob=0.6219 train_argmax_blank_frac=0.6568 train_avg_top_nonblank_prob=0.3200 train_target_tokens_per_frame=0.3225 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7811 train_avg_top_logit=14.1065 train_avg_top2_margin=4.4734 train_avg_blank_nonblank_margin=2.1657 train_avg_entropy=0.4201 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5855 train_blank_weight_grad_norm=1.5777 train_nonblank_weight_grad_norm_mean=0.0504 train_blank_bias_grad=-0.0140 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0969 train_encoder_std=3.3643 train_encoder_token_l2_norm=106.7473 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.52345e-06
2026-04-14 11:41:18,912 | INFO | rank=0 | train preview ref='І тому, шановний пане канцлере, шановний президент Сполучених Штатів, важливо, щоб ми мали достатню кількість ракет д...' hyp_greedy='І тому Шановне пане канцлер, шановні президент сполучених штатів Вважливо, щоб ми ма достатню кількість ракет до нада...' hyp_beam='І тому Шановне пане канцлер, шановні президент сполучених штатів важливо, щоб ми мали достатню кількість ракет до над...' avg_output_frames=338.0 avg_target_tokens=109.0 top_tokens=<blank>:0.657, ▁:0.041, те:0.015, си:0.015, ,:0.012
2026-04-14 11:42:21,251 | INFO | rank=0 | epoch=1 step=41440/249868 global_step=10360 train_loss=0.4743 train_main_ctc_loss=0.4743 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=3.6832 max_feature_frames=676 train_avg_blank_prob=0.6484 train_argmax_blank_frac=0.6538 train_avg_top_nonblank_prob=0.3093 train_target_tokens_per_frame=0.3166 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4438 train_avg_top_logit=14.5799 train_avg_top2_margin=4.5680 train_avg_blank_nonblank_margin=2.5325 train_avg_entropy=0.3728 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5855 train_blank_weight_grad_norm=0.9805 train_nonblank_weight_grad_norm_mean=0.0499 train_blank_bias_grad=0.0088 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0960 train_encoder_std=3.5635 train_encoder_token_l2_norm=112.9810 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.52879e-06
2026-04-14 11:42:21,641 | INFO | rank=0 | train preview ref='Понад двісті тринадцять тисяч нових випадків захворювання за добу, і понад дві тисячі вісімсот смертей. Лікарі очікую...' hyp_greedy='Понаддстітринадцять тисяч ноовихх випадків захворення за добу і понад дві тисячі вісімсот смертей. ікарі очікують ще ...' hyp_beam='Понаддвістітринадцять тисяч ноовихх випадків захворення за добу і понад дві тисячі вісімсот смертей. ікарі очікують щ...' avg_output_frames=338.0 avg_target_tokens=107.0 top_tokens=<blank>:0.654, д:0.027, ▁:0.021, і:0.012, .:0.012
2026-04-14 11:43:18,446 | INFO | rank=0 | epoch=1 step=41480/249868 global_step=10370 train_loss=0.6100 train_main_ctc_loss=0.6100 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=4.9117 max_feature_frames=675 train_avg_blank_prob=0.6185 train_argmax_blank_frac=0.6272 train_avg_top_nonblank_prob=0.3347 train_target_tokens_per_frame=0.2929 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3491 train_avg_top_logit=14.6746 train_avg_top2_margin=4.7574 train_avg_blank_nonblank_margin=2.3077 train_avg_entropy=0.3550 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5855 train_blank_weight_grad_norm=1.8082 train_nonblank_weight_grad_norm_mean=0.0564 train_blank_bias_grad=-0.0253 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0921 train_encoder_std=3.4594 train_encoder_token_l2_norm=109.7164 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.53412e-06
2026-04-14 11:43:18,803 | INFO | rank=0 | train preview ref='У фіналі Софійського ліцензійного турніру Парвіз Насібов не боровся. Тренерський штаб збірно України вирішив зайве не...' hyp_greedy='У фіналі соофійсьського ліцензійного турніру парвіз на сібов не боровся. Ттренерський штаб збірно вирішив зайве не на...' hyp_beam='У фіналі соофійсьського ліцензійного турніру парвіз на сібов не боровся. Ттренерський штаб збірно вирішив зайве не на...' avg_output_frames=338.0 avg_target_tokens=99.0 top_tokens=<blank>:0.627, р:0.027, ▁:0.021, т:0.018, в:0.018
2026-04-14 11:44:20,171 | INFO | rank=0 | epoch=1 step=41520/249868 global_step=10380 train_loss=2.7886 train_main_ctc_loss=2.7886 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=29.9534 max_feature_frames=674 train_avg_blank_prob=0.7140 train_argmax_blank_frac=0.9792 train_avg_top_nonblank_prob=0.0805 train_target_tokens_per_frame=0.2582 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.1128 train_avg_top_logit=10.1602 train_avg_top2_margin=2.9555 train_avg_blank_nonblank_margin=2.9318 train_avg_entropy=1.4065 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5855 train_blank_weight_grad_norm=23.1541 train_nonblank_weight_grad_norm_mean=0.1284 train_blank_bias_grad=-0.3768 train_nonblank_bias_grad_mean=0.0007 train_encoder_mean=-0.1274 train_encoder_std=2.7949 train_encoder_token_l2_norm=88.8917 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.53946e-06
2026-04-14 11:44:20,435 | INFO | rank=0 | train preview ref='The optimization uh without joint sparsity constraint. Some of squares of uh radiations.' hyp_greedy='бекнимо .' hyp_beam='ы s     бек нимо     s.' avg_output_frames=337.0 avg_target_tokens=87.0 top_tokens=<blank>:0.979, к:0.003, ▁:0.003, е:0.003, .:0.003
2026-04-14 11:45:15,200 | INFO | rank=0 | epoch=1 step=41560/249868 global_step=10390 train_loss=0.8603 train_main_ctc_loss=0.8603 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=4.5524 max_feature_frames=674 train_avg_blank_prob=0.7200 train_argmax_blank_frac=0.7389 train_avg_top_nonblank_prob=0.2504 train_target_tokens_per_frame=0.2404 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.4332 train_avg_top_logit=15.3828 train_avg_top2_margin=5.3650 train_avg_blank_nonblank_margin=3.6795 train_avg_entropy=0.2700 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5855 train_blank_weight_grad_norm=2.1086 train_nonblank_weight_grad_norm_mean=0.0536 train_blank_bias_grad=0.0340 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1139 train_encoder_std=3.4653 train_encoder_token_l2_norm=110.2085 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.54479e-06
2026-04-14 11:45:15,513 | INFO | rank=0 | train preview ref='Ну, спочатку сумнівалися, а потім вирішили, що будемо ходити сюди. Після того, як до Києва добралися, ми переїхали сю...' hyp_greedy='Ми спочатку сумнівалися, потім вирішили, що будемо хоти сюди.після того, як до києва добралися, миїхали сюди. У нас т...' hyp_beam='Ми спочатку сумнівалися, а потім вирішили, що будемо хоти сюди.після того, як до києва добралися, миїхали сюди. У нас...' avg_output_frames=337.0 avg_target_tokens=81.0 top_tokens=<blank>:0.739, с:0.012, ,:0.012, ли:0.012, .:0.009
2026-04-14 11:45:25,256 | INFO | rank=0 | batch_timing epoch=1 batch=41564/249868 global_step=10391 data_wait=0.0s step_compute=5.6s batch_size=1 effective_frames=674 max_feature_frames=674 target_tokens=102
2026-04-14 11:46:06,420 | INFO | rank=0 | batch_timing epoch=1 batch=41592/249868 global_step=10398 data_wait=0.0s step_compute=5.8s batch_size=1 effective_frames=674 max_feature_frames=674 target_tokens=105
2026-04-14 11:46:15,281 | INFO | rank=0 | epoch=1 step=41600/249868 global_step=10400 train_loss=0.5410 train_main_ctc_loss=0.5410 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=4.9873 max_feature_frames=674 train_avg_blank_prob=0.6127 train_argmax_blank_frac=0.6261 train_avg_top_nonblank_prob=0.3392 train_target_tokens_per_frame=0.3205 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9139 train_avg_top_logit=14.1484 train_avg_top2_margin=4.3442 train_avg_blank_nonblank_margin=2.1128 train_avg_entropy=0.4125 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5855 train_blank_weight_grad_norm=1.3106 train_nonblank_weight_grad_norm_mean=0.0492 train_blank_bias_grad=0.0185 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0946 train_encoder_std=3.4961 train_encoder_token_l2_norm=110.4507 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.55013e-06
2026-04-14 11:46:15,619 | INFO | rank=0 | train preview ref='Дону до процесу, до його слідчої комісії долучаються представники інших країн. Я наприклад знаю, що він досить активн...' hyp_greedy='до процесу до його слідчої комісії долучаються представники інших країн. Я наприклад знаю, що він досить активно спів...' hyp_beam='до процесу до його слідчої комісії долучаються представники інших країн. Я наприклад знаю, що він досить активно спів...' avg_output_frames=337.0 avg_target_tokens=108.0 top_tokens=<blank>:0.626, до:0.018, ри:0.015, ки:0.012, н:0.012
2026-04-14 11:47:04,258 | INFO | rank=0 | batch_timing epoch=1 batch=41632/249868 global_step=10408 data_wait=0.0s step_compute=5.2s batch_size=1 effective_frames=673 max_feature_frames=673 target_tokens=69
2026-04-14 11:47:15,088 | INFO | rank=0 | epoch=1 step=41640/249868 global_step=10410 train_loss=0.6643 train_main_ctc_loss=0.6643 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=4.4369 max_feature_frames=673 train_avg_blank_prob=0.7871 train_argmax_blank_frac=0.7982 train_avg_top_nonblank_prob=0.1890 train_target_tokens_per_frame=0.1840 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.0979 train_avg_top_logit=15.5727 train_avg_top2_margin=5.9347 train_avg_blank_nonblank_margin=4.9377 train_avg_entropy=0.2493 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=1.7936 train_nonblank_weight_grad_norm_mean=0.0543 train_blank_bias_grad=0.0150 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1116 train_encoder_std=3.3401 train_encoder_token_l2_norm=106.1282 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.55547e-06
2026-04-14 11:47:15,394 | INFO | rank=0 | train preview ref='Міг якось бути привітам для цієї акції, для цього вбивства, але аж ніяк не єдиною причиною, принаймні не єдиною причи...' hyp_greedy='міг яко бутити привідан для цієї акї для цього вбивства, але не аж нія не не єдиною причиною, приймні не єною причиною.' hyp_beam='міг яко бутити привідан для цієї акції для цього вбивства, але не аж нія не не єдиною причиною, приймні, не єною прич...' avg_output_frames=337.0 avg_target_tokens=62.0 top_tokens=<blank>:0.798, ю:0.015, но:0.015, при:0.012, не:0.012
2026-04-14 11:48:15,165 | INFO | rank=0 | epoch=1 step=41680/249868 global_step=10420 train_loss=1.1872 train_main_ctc_loss=1.1872 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=4.8458 max_feature_frames=673 train_avg_blank_prob=0.5830 train_argmax_blank_frac=0.5875 train_avg_top_nonblank_prob=0.3500 train_target_tokens_per_frame=0.2997 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5341 train_avg_top_logit=13.7685 train_avg_top2_margin=3.8220 train_avg_blank_nonblank_margin=1.6024 train_avg_entropy=0.5015 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=2.3665 train_nonblank_weight_grad_norm_mean=0.0539 train_blank_bias_grad=-0.0341 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0923 train_encoder_std=3.4087 train_encoder_token_l2_norm=107.8630 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.5608e-06
2026-04-14 11:48:15,508 | INFO | rank=0 | train preview ref='Після того слово за європейську комісію, яка повинна вирішити питання з застосування положень третього пакету європей...' hyp_greedy='Псля того слова за Є європерйською комісією, яка повинна вирішитипиування до стос положень  Ттреттього пакету європей...' hyp_beam='Псля того слова за Європерйською комісією, яка повинна вирішитипиування до стос положень треттього пакету європейсь е...' avg_output_frames=337.0 avg_target_tokens=101.0 top_tokens=<blank>:0.588, ▁:0.027, е:0.015, а:0.012, .:0.012
2026-04-14 11:49:16,267 | INFO | rank=0 | epoch=1 step=41720/249868 global_step=10430 train_loss=0.8686 train_main_ctc_loss=0.8686 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=5.7580 max_feature_frames=672 train_avg_blank_prob=0.7785 train_argmax_blank_frac=0.7887 train_avg_top_nonblank_prob=0.1890 train_target_tokens_per_frame=0.1875 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.1429 train_avg_top_logit=15.8095 train_avg_top2_margin=6.6190 train_avg_blank_nonblank_margin=5.4524 train_avg_entropy=0.2560 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=2.3957 train_nonblank_weight_grad_norm_mean=0.0641 train_blank_bias_grad=-0.0340 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1021 train_encoder_std=3.3939 train_encoder_token_l2_norm=107.6682 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.56614e-06
2026-04-14 11:49:16,584 | INFO | rank=0 | train preview ref="На крісло, лісти свинця вони м'якенькі, ми брали свинець і таким чином по формі кресла захищали себе від радіації." hyp_greedy="На крісло лісти свінце вонини 'якенькі. Ми брали снець. і таким чином по формі креслахи захищали себе від раді." hyp_beam="На крісло лісти свінце вонини 'якенькі. Ми брали снець. і таким чином по формі креслахи захищали себе від радія." avg_output_frames=336.0 avg_target_tokens=63.0 top_tokens=<blank>:0.789, ▁:0.024, и:0.015, с:0.012, .:0.009
2026-04-14 11:50:15,515 | INFO | rank=0 | epoch=1 step=41760/249868 global_step=10440 train_loss=2.1978 train_main_ctc_loss=2.1978 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.90 grad_norm=5.1728 max_feature_frames=672 train_avg_blank_prob=0.6860 train_argmax_blank_frac=0.7143 train_avg_top_nonblank_prob=0.2598 train_target_tokens_per_frame=0.2649 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0476 train_avg_top_logit=13.9048 train_avg_top2_margin=4.6190 train_avg_blank_nonblank_margin=3.0952 train_avg_entropy=0.4286 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=1.9721 train_nonblank_weight_grad_norm_mean=0.0606 train_blank_bias_grad=0.0225 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0989 train_encoder_std=3.1306 train_encoder_token_l2_norm=99.3367 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.57148e-06
2026-04-14 11:50:15,858 | INFO | rank=0 | train preview ref='Приблизно приблизно не буду вам вдаватись певні деталі. Ну просто так впало, що ефір і їхнє відпрацювання на прийшло ...' hyp_greedy='П приблизно, П приблизно не буде вам вдаватись певні деталі, просто такпіпало щ ефір, і їхні відпрацюання прийшло на ...' hyp_beam='П приблизно, П приблизно не буде вам вдаватись певні деталі, просто такпіпало щ ефір, і їхні відпрацюання на прийшло ...' avg_output_frames=336.0 avg_target_tokens=89.0 top_tokens=<blank>:0.714, в:0.012, ▁:0.012, ти:0.012, ,:0.012
2026-04-14 11:51:12,997 | INFO | rank=0 | epoch=1 waiting for training batch 41797/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:51:17,800 | INFO | rank=0 | epoch=1 step=41800/249868 global_step=10450 train_loss=0.8724 train_main_ctc_loss=0.8724 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=4.9188 max_feature_frames=671 train_avg_blank_prob=0.6661 train_argmax_blank_frac=0.6786 train_avg_top_nonblank_prob=0.2887 train_target_tokens_per_frame=0.2917 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8095 train_avg_top_logit=14.8571 train_avg_top2_margin=4.9286 train_avg_blank_nonblank_margin=3.0476 train_avg_entropy=0.3423 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=2.3246 train_nonblank_weight_grad_norm_mean=0.0611 train_blank_bias_grad=-0.0334 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1059 train_encoder_std=3.4402 train_encoder_token_l2_norm=109.1828 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.57681e-06
2026-04-14 11:51:18,143 | INFO | rank=0 | train preview ref='Слава Ісусу Христу! Мене звати Отець Петро Жук і фірі Живого телебачення. Програма із назвою ⁇ Додому ⁇ сьогодні. Ми ...' hyp_greedy='Славави ісусу Ххриту, менеене звати отець етро жук ффірі живого телебачення, програма із назвою додоому. Согодні ми п...' hyp_beam='Славави ісусу Хриту, менеене звати отець етро жук ффірі живого телебачення, програма із назвою додоому. Согодні ми пр...' avg_output_frames=336.0 avg_target_tokens=98.0 top_tokens=<blank>:0.679, ▁:0.021, во:0.015, і:0.012, з:0.012
2026-04-14 11:51:40,505 | INFO | rank=0 | epoch=1 waiting for training batch 41814/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:52:04,407 | INFO | rank=0 | epoch=1 waiting for training batch 41830/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:52:21,852 | INFO | rank=0 | epoch=1 step=41840/249868 global_step=10460 train_loss=0.6135 train_main_ctc_loss=0.6135 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=3.3021 max_feature_frames=671 train_avg_blank_prob=0.6521 train_argmax_blank_frac=0.7083 train_avg_top_nonblank_prob=0.2887 train_target_tokens_per_frame=0.2827 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7619 train_avg_top_logit=13.8095 train_avg_top2_margin=4.0000 train_avg_blank_nonblank_margin=2.1190 train_avg_entropy=0.4762 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=0.9973 train_nonblank_weight_grad_norm_mean=0.0455 train_blank_bias_grad=-0.0029 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0947 train_encoder_std=3.5144 train_encoder_token_l2_norm=110.4921 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.58215e-06
2026-04-14 11:52:22,194 | INFO | rank=0 | train preview ref='Фарфаве тут в Україні нас американців тисячі. Ми далеко відомо, і ми хочемо, щоб президентськими виборами в США цікав...' hyp_greedy='ффаут в України Україні нас американців тисячі. Ми далековідоммо ми хочемо, щоб президентнськими вибоми в сШа цікавил...' hyp_beam='ффаут в України Україні нас американців тисячі. Ми далековідоммо ми хочемо, щоб президентнтськими виборами в сШа ціка...' avg_output_frames=336.0 avg_target_tokens=95.0 top_tokens=<blank>:0.708, ▁:0.018, ці:0.015, н:0.012, ,:0.009
2026-04-14 11:53:14,721 | INFO | rank=0 | epoch=1 step=41880/249868 global_step=10470 train_loss=0.5562 train_main_ctc_loss=0.5562 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=7.1413 max_feature_frames=670 train_avg_blank_prob=0.6769 train_argmax_blank_frac=0.6836 train_avg_top_nonblank_prob=0.2868 train_target_tokens_per_frame=0.2388 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5194 train_avg_top_logit=15.6657 train_avg_top2_margin=5.3254 train_avg_blank_nonblank_margin=3.3910 train_avg_entropy=0.3000 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=5.4377 train_nonblank_weight_grad_norm_mean=0.0520 train_blank_bias_grad=-0.0752 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0952 train_encoder_std=3.6109 train_encoder_token_l2_norm=114.4439 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.58748e-06
2026-04-14 11:53:15,031 | INFO | rank=0 | train preview ref='На базарі молоко продавала тітка і поставила рядком хлопця малолітка Стій отут, і ні на крок не відходь від мами. Під...' hyp_greedy='На базарі молоко продавала тітка, і поставила ррядком хлопця мололітка.стій оту і ні на крок не відходиоь від мами. П...' hyp_beam='На базарі молоко продавала тітка, і поставила рядком хлопця мололітка. Сстій оту, і ні на крок не відходиоь від мами....' avg_output_frames=335.0 avg_target_tokens=80.0 top_tokens=<blank>:0.684, ▁:0.030, ло:0.015, .:0.012, к:0.009
2026-04-14 11:53:54,523 | INFO | rank=0 | epoch=1 waiting for training batch 41906/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:54:17,247 | INFO | rank=0 | epoch=1 waiting for training batch 41919/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:54:20,042 | INFO | rank=0 | epoch=1 step=41920/249868 global_step=10480 train_loss=0.5589 train_main_ctc_loss=0.5589 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=3.5046 max_feature_frames=670 train_avg_blank_prob=0.6419 train_argmax_blank_frac=0.6597 train_avg_top_nonblank_prob=0.3116 train_target_tokens_per_frame=0.3075 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6597 train_avg_top_logit=14.9015 train_avg_top2_margin=4.9672 train_avg_blank_nonblank_margin=2.6985 train_avg_entropy=0.3403 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5856 train_blank_weight_grad_norm=0.8037 train_nonblank_weight_grad_norm_mean=0.0446 train_blank_bias_grad=0.0003 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1123 train_encoder_std=3.4057 train_encoder_token_l2_norm=108.0162 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.59282e-06
2026-04-14 11:54:20,366 | INFO | rank=0 | train preview ref='Мені потрібно було ввести уроки, я вчитель фізики. Мені треба малювати на дошці з дому. Просто словісно, я не міг про...' hyp_greedy='М мені потрібно ввести урока, я вчитель фізики, мені нада малюувати на дошці з дому. просто словесно, я не міг провод...' hyp_beam='М мені потрібно ввести урока, я вчитель фізики, мені нада малюувати на дошці з дому. просто словісно, я не міг провод...' avg_output_frames=335.0 avg_target_tokens=103.0 top_tokens=<blank>:0.660, ,:0.018, на:0.012, в:0.012, ▁:0.009
2026-04-14 11:54:36,129 | INFO | rank=0 | epoch=1 waiting for training batch 41930/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:54:59,019 | INFO | rank=0 | epoch=1 waiting for training batch 41945/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 11:55:23,011 | INFO | rank=0 | epoch=1 step=41960/249868 global_step=10490 train_loss=1.6256 train_main_ctc_loss=1.6256 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=11.1343 max_feature_frames=669 train_avg_blank_prob=0.8244 train_argmax_blank_frac=0.8716 train_avg_top_nonblank_prob=0.1239 train_target_tokens_per_frame=0.2299 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3284 train_avg_top_logit=14.6149 train_avg_top2_margin=6.1612 train_avg_blank_nonblank_margin=5.7075 train_avg_entropy=0.4060 train_blank_bias=0.0005 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=8.1018 train_nonblank_weight_grad_norm_mean=0.0629 train_blank_bias_grad=0.1380 train_nonblank_bias_grad_mean=-0.0003 train_encoder_mean=-0.1028 train_encoder_std=3.1272 train_encoder_token_l2_norm=98.7791 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.59816e-06
2026-04-14 11:55:23,297 | INFO | rank=0 | train preview ref='ему более для творчества. Понимаете, может подписать новые песни, там новые слова. Он во всем я у него как-то задал в...' hyp_greedy='омуолі для тчествамате, підписать но сні но слова все Я внь задалро, Откути.' hyp_beam='омуолі для тчествамате, підписать но сні, но слова все Я внь задалро, Откути.' avg_output_frames=335.0 avg_target_tokens=77.0 top_tokens=<blank>:0.872, ▁:0.012, т:0.006, с:0.006, ,:0.006
2026-04-14 11:56:17,435 | INFO | rank=0 | epoch=1 step=42000/249868 global_step=10500 train_loss=0.6111 train_main_ctc_loss=0.6111 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=4.4206 max_feature_frames=669 train_avg_blank_prob=0.6787 train_argmax_blank_frac=0.6896 train_avg_top_nonblank_prob=0.2810 train_target_tokens_per_frame=0.2627 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4687 train_avg_top_logit=14.4239 train_avg_top2_margin=4.8000 train_avg_blank_nonblank_margin=3.0567 train_avg_entropy=0.3672 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=0.9559 train_nonblank_weight_grad_norm_mean=0.0475 train_blank_bias_grad=-0.0110 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0959 train_encoder_std=3.3331 train_encoder_token_l2_norm=105.6253 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.60349e-06
2026-04-14 11:56:17,760 | INFO | rank=0 | train preview ref='Звичайно, в цьому документі багато світлих, начебто, позитивних речей, що це робиться на благо цим людям, але все бул...' hyp_greedy='Звичайно в цьому документмеі багато свіх начібто позитивних  речей, що це робиться на благо цимдям, але все було зовс...' hyp_beam='Звичайно в цьому документі багато свіх начібто позитивних  речей, що це робиться на благо цимлюдям, але все було зоов...' avg_output_frames=335.0 avg_target_tokens=88.0 top_tokens=<blank>:0.690, ▁:0.018, ,:0.015, х:0.015, м:0.012
2026-04-14 11:56:17,796 | INFO | rank=0 | epoch 1 step=42000/249868 global_step=10500 reached validation interval; starting validation
2026-04-14 12:02:04,632 | INFO | rank=0 | epoch_0001_step_00010500 complete train_loss=5.5234 val_loss=2.9903 val_main_ctc_loss=2.9903 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.1405 val_wer=0.5320 val_avg_blank_prob=0.7207 val_argmax_blank_frac=0.7494 val_avg_top_nonblank_prob=0.2140 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0009 val_avg_hyp_chars=47.11 val_avg_hyp_words=7.41 val_model_source=raw best_val_wer=0.5320 timing_forward=311.90s timing_teacher=0.00s timing_decode=1.00s timing_gather=0.02s timing_checkpoint_export=183.89s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00010500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 12:02:04,634 | INFO | rank=0 | epoch_0001_step_00010500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=21.21s best_export=22.76s topk_update=66.43s topk_average=73.47s
2026-04-14 12:02:04,635 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 12:02:04,635 | INFO | rank=0 | validation preview hardest_ref='Ти хто єси може?' hardest_hyp='х то і іс і мо і'
2026-04-14 12:26:26,857 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/b677f05e1bb397cec0e4c07aa25d36d96e15e3c7 elapsed=24m 22.1s
2026-04-14 12:27:11,032 | INFO | rank=0 | epoch=1 step=42040/249868 global_step=10510 train_loss=0.6685 train_main_ctc_loss=0.6685 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=7.8365 max_feature_frames=668 train_avg_blank_prob=0.7753 train_argmax_blank_frac=0.7844 train_avg_top_nonblank_prob=0.1999 train_target_tokens_per_frame=0.1766 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.7545 train_avg_top_logit=15.5210 train_avg_top2_margin=6.0120 train_avg_blank_nonblank_margin=4.7186 train_avg_entropy=0.2380 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=5.5790 train_nonblank_weight_grad_norm_mean=0.0630 train_blank_bias_grad=-0.0858 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0913 train_encoder_std=3.3507 train_encoder_token_l2_norm=106.4346 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.60883e-06
2026-04-14 12:27:11,366 | INFO | rank=0 | train preview ref='Мені дуже цікаво дізнатися це. Ви спробували дуже багато речей у своєму житті, і вдало все вас виходило і виходить. А...' hyp_greedy='Мені дуже цікаво дізнатися, це ви сппробували дуже багато речей, своєму житті і вдало, то все вас виходило і виходить...' hyp_beam='Мені дуже цікаво дізнатися, це, ви сппробували дуже багато речей, у своєму житті, і вдало, то все вас виходило і вихо...' avg_output_frames=334.0 avg_target_tokens=59.0 top_tokens=<blank>:0.784, ▁:0.012, ви:0.009, е:0.009, ,:0.009
2026-04-14 12:28:00,040 | INFO | rank=0 | epoch=1 step=42080/249868 global_step=10520 train_loss=1.1136 train_main_ctc_loss=1.1136 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=4.8727 max_feature_frames=668 train_avg_blank_prob=0.7137 train_argmax_blank_frac=0.7635 train_avg_top_nonblank_prob=0.2027 train_target_tokens_per_frame=0.2695 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8323 train_avg_top_logit=12.2635 train_avg_top2_margin=3.7605 train_avg_blank_nonblank_margin=2.8982 train_avg_entropy=0.6347 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=2.9458 train_nonblank_weight_grad_norm_mean=0.0549 train_blank_bias_grad=0.0390 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1092 train_encoder_std=2.9366 train_encoder_token_l2_norm=93.1330 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.61416e-06
2026-04-14 12:28:00,394 | INFO | rank=0 | train preview ref='Ни покупатися, не постирать ничего не можемо, потому що воды, этот самый воды нету. А вот это привезла, я ее буду бер...' hyp_greedy='Н Не покупася  не потирать  не ничого не можежемо потому що води самме вода не. Ат привезла, я  буду береч.ому що так...' hyp_beam='Не покупася  не потирать  не ничого не можежемо потому що води самме вода не. А от привезла, я  буду береч.тому що та...' avg_output_frames=334.0 avg_target_tokens=90.0 top_tokens=<blank>:0.763, ▁:0.030, т:0.015, не:0.015, .:0.012
2026-04-14 12:28:56,095 | INFO | rank=0 | epoch=1 step=42120/249868 global_step=10530 train_loss=1.5847 train_main_ctc_loss=1.5847 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=4.3852 max_feature_frames=668 train_avg_blank_prob=0.9198 train_argmax_blank_frac=0.9341 train_avg_top_nonblank_prob=0.0561 train_target_tokens_per_frame=0.0808 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.5210 train_avg_top_logit=15.6168 train_avg_top2_margin=7.8563 train_avg_blank_nonblank_margin=7.6168 train_avg_entropy=0.1819 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=1.3982 train_nonblank_weight_grad_norm_mean=0.0523 train_blank_bias_grad=0.0116 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0865 train_encoder_std=3.1530 train_encoder_token_l2_norm=100.5556 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.6195e-06
2026-04-14 12:28:56,421 | INFO | rank=0 | train preview ref='Два килограммачика сосисов, сосис, да, поклади.' hyp_greedy='Два кілограмчиика Сас. Сасісдіть.' hyp_beam='Два кілограмчика Сасіс. Сасіскладдіть.' avg_output_frames=334.0 avg_target_tokens=27.0 top_tokens=<blank>:0.934, а:0.006, .:0.006, С:0.006, с:0.006
2026-04-14 12:29:55,356 | INFO | rank=0 | batch_timing epoch=1 batch=42160/249868 global_step=10540 data_wait=0.0s step_compute=6.0s batch_size=1 effective_frames=667 max_feature_frames=667 target_tokens=89
2026-04-14 12:29:55,653 | INFO | rank=0 | epoch=1 step=42160/249868 global_step=10540 train_loss=0.6224 train_main_ctc_loss=0.6224 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=4.6508 max_feature_frames=667 train_avg_blank_prob=0.7012 train_argmax_blank_frac=0.7246 train_avg_top_nonblank_prob=0.2690 train_target_tokens_per_frame=0.2665 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3713 train_avg_top_logit=15.4251 train_avg_top2_margin=5.2934 train_avg_blank_nonblank_margin=3.4012 train_avg_entropy=0.2799 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=2.5681 train_nonblank_weight_grad_norm_mean=0.0495 train_blank_bias_grad=0.0409 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0954 train_encoder_std=3.5147 train_encoder_token_l2_norm=111.4500 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.62484e-06
2026-04-14 12:29:55,973 | INFO | rank=0 | train preview ref='Передбачено фінансування на створення ситуаційного центру цивільного захисту як єдиного центру, де в разі виникнення ...' hyp_greedy='Пебачено фінансування натворлення ситуаційного центру цивільного захисту як єдиного центру, де вразі виникні надзвича...' hyp_beam='Пебачено фінансування на створлення ситуаційного центру цивільного захисту як єдиного центру, де вразі виникні надзви...' avg_output_frames=334.0 avg_target_tokens=89.0 top_tokens=<blank>:0.725, ▁:0.021, ту:0.012, й:0.012, т:0.012
2026-04-14 12:30:54,458 | INFO | rank=0 | epoch=1 step=42200/249868 global_step=10550 train_loss=1.6973 train_main_ctc_loss=1.6973 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=5.0249 max_feature_frames=666 train_avg_blank_prob=0.7368 train_argmax_blank_frac=0.7658 train_avg_top_nonblank_prob=0.2146 train_target_tokens_per_frame=0.2132 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6456 train_avg_top_logit=14.5105 train_avg_top2_margin=5.2853 train_avg_blank_nonblank_margin=3.9159 train_avg_entropy=0.3874 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=1.0852 train_nonblank_weight_grad_norm_mean=0.0558 train_blank_bias_grad=-0.0012 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1047 train_encoder_std=3.2288 train_encoder_token_l2_norm=102.0415 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.63017e-06
2026-04-14 12:30:54,767 | INFO | rank=0 | train preview ref='Зменшення волатильності та забезпечення стабільності курсу. USDC- це безпечний та стійкий токен, підтверджений блокче...' hyp_greedy='Зменшення волатильності та забезпечення стабільності курсудісі це безпечний такий токн підтверджений блокчейном ефріуму.' hyp_beam='Зменшення волатильності та забезпечення стабільності курсу сдісі це безпечний такий токен підтверджений блокчейном еф...' avg_output_frames=333.0 avg_target_tokens=71.0 top_tokens=<blank>:0.766, ▁:0.015, н:0.012, й:0.009, к:0.009
2026-04-14 12:31:52,637 | INFO | rank=0 | epoch=1 step=42240/249868 global_step=10560 train_loss=0.6194 train_main_ctc_loss=0.6194 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=5.8779 max_feature_frames=666 train_avg_blank_prob=0.6911 train_argmax_blank_frac=0.7027 train_avg_top_nonblank_prob=0.2840 train_target_tokens_per_frame=0.2733 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2222 train_avg_top_logit=15.2793 train_avg_top2_margin=5.1892 train_avg_blank_nonblank_margin=3.1712 train_avg_entropy=0.2658 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5857 train_blank_weight_grad_norm=2.0200 train_nonblank_weight_grad_norm_mean=0.0456 train_blank_bias_grad=0.0263 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0976 train_encoder_std=3.5335 train_encoder_token_l2_norm=112.0265 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.63551e-06
2026-04-14 12:31:52,988 | INFO | rank=0 | train preview ref='Рік тому вперше на поділі у Хмельницькому трансплантували серце уже через місяць після того почалось повномасштабне в...' hyp_greedy='рік тому вше на поділі у Хмельницькому трансплантваували серце. Уже через місяць після того почалось повномасштабне в...' hyp_beam='рік тому вше на поділі у Хмельницькому трансплантваували серце. Уже через місяць після того почалось повномасштабне в...' avg_output_frames=333.0 avg_target_tokens=91.0 top_tokens=<blank>:0.703, по:0.012, ▁:0.012, н:0.009, .:0.009
2026-04-14 12:32:54,351 | INFO | rank=0 | epoch=1 step=42280/249868 global_step=10570 train_loss=0.4981 train_main_ctc_loss=0.4981 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=2.9051 max_feature_frames=666 train_avg_blank_prob=0.5589 train_argmax_blank_frac=0.5736 train_avg_top_nonblank_prob=0.3951 train_target_tokens_per_frame=0.3664 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0691 train_avg_top_logit=14.7988 train_avg_top2_margin=4.3724 train_avg_blank_nonblank_margin=1.3033 train_avg_entropy=0.3694 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5858 train_blank_weight_grad_norm=1.1085 train_nonblank_weight_grad_norm_mean=0.0410 train_blank_bias_grad=0.0127 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0838 train_encoder_std=3.6910 train_encoder_token_l2_norm=116.9637 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.64085e-06
2026-04-14 12:32:54,769 | INFO | rank=0 | train preview ref='Продовж майже десятиліття Фейсбук використовує своє домінування і монополію, аби зруйнувати менших суперників, придуш...' hyp_greedy='Продовж майже десятиліття Фейсбук використовуєвоє домінання і монополію, аби зруйнувати меншех супеників, придушити к...' hyp_beam='Продовж майже десятиліття Фейсбук використовуєвоє домінання і монополію, аби зруйнувати меншех супеників, придушити к...' avg_output_frames=333.0 avg_target_tokens=122.0 top_tokens=<blank>:0.574, й:0.018, н:0.018, ку:0.015, ▁:0.015
2026-04-14 12:33:50,974 | INFO | rank=0 | epoch=1 step=42320/249868 global_step=10580 train_loss=0.9065 train_main_ctc_loss=0.9065 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=7.9777 max_feature_frames=665 train_avg_blank_prob=0.7160 train_argmax_blank_frac=0.7267 train_avg_top_nonblank_prob=0.2550 train_target_tokens_per_frame=0.2282 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.6066 train_avg_top_logit=15.6637 train_avg_top2_margin=5.6697 train_avg_blank_nonblank_margin=3.7958 train_avg_entropy=0.2372 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5858 train_blank_weight_grad_norm=1.2060 train_nonblank_weight_grad_norm_mean=0.0588 train_blank_bias_grad=0.0106 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0973 train_encoder_std=3.5596 train_encoder_token_l2_norm=112.8941 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.64618e-06
2026-04-14 12:33:51,298 | INFO | rank=0 | train preview ref='А ми, християни, мусимо відчути своє завдання просвічувати нашу батьківщину світлом Христової істини, завданням єванг...' hyp_greedy='А ми Християни мусимо відчути своє завдання просвічувати нашу батьківщину с світлом христово істини завданням євангел...' hyp_beam='А ми Християни мусимо відчути своє завдання, просвічувати нашу батьківщину с світлом христовоої істини, завданням єва...' avg_output_frames=333.0 avg_target_tokens=76.0 top_tokens=<blank>:0.727, ▁:0.018, д:0.009, м:0.009, с:0.009
2026-04-14 12:34:52,125 | INFO | rank=0 | epoch=1 step=42360/249868 global_step=10590 train_loss=0.7599 train_main_ctc_loss=0.7599 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=4.0101 max_feature_frames=665 train_avg_blank_prob=0.6570 train_argmax_blank_frac=0.6757 train_avg_top_nonblank_prob=0.2867 train_target_tokens_per_frame=0.2883 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1652 train_avg_top_logit=14.1261 train_avg_top2_margin=4.7327 train_avg_blank_nonblank_margin=2.8949 train_avg_entropy=0.4294 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5858 train_blank_weight_grad_norm=1.6492 train_nonblank_weight_grad_norm_mean=0.0504 train_blank_bias_grad=-0.0220 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0903 train_encoder_std=3.3670 train_encoder_token_l2_norm=106.6833 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.65152e-06
2026-04-14 12:34:52,525 | INFO | rank=0 | train preview ref='Щодо періоду з жовтня по наступні місяці чіткого терміну виплати немає. Надія каняшина говорить, її лякає така невизн...' hyp_greedy='Щодо періоду з жовтня по наступні місяці чіткого терміну виплати немає. Надіяканняшина говорить,  її лякає така невиз...' hyp_beam='Щодо періоду з жовтня по наступні місяці чіткого терміну виплати немає. Надіяканняшина говорить,  її лякає така невиз...' avg_output_frames=333.0 avg_target_tokens=96.0 top_tokens=<blank>:0.676, ▁:0.021, з:0.009, е:0.009, .:0.009
2026-04-14 12:35:52,947 | INFO | rank=0 | epoch=1 step=42400/249868 global_step=10600 train_loss=0.8592 train_main_ctc_loss=0.8592 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=6.0306 max_feature_frames=664 train_avg_blank_prob=0.7373 train_argmax_blank_frac=0.7470 train_avg_top_nonblank_prob=0.2360 train_target_tokens_per_frame=0.2078 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3614 train_avg_top_logit=15.2289 train_avg_top2_margin=5.6386 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=0.2530 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5858 train_blank_weight_grad_norm=2.4372 train_nonblank_weight_grad_norm_mean=0.0623 train_blank_bias_grad=-0.0297 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1292 train_encoder_std=3.3742 train_encoder_token_l2_norm=107.0848 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.65685e-06
2026-04-14 12:35:53,291 | INFO | rank=0 | train preview ref='Буде зроблений посадковий майданчик новий, огорожений огорожею, буде кабіна оператора нова. Буде також стояти аварійн...' hyp_greedy='О буде зроблений поадковий майданчик новий,горожений огорожю, Бу кабіна оператора нова. Ось. будеде також стояти авар...' hyp_beam='О, буде зроблений поадковий майданчик новий,горожений огорожю, Бу кабіна оператора нова. Ось. будеде також стояти ава...' avg_output_frames=332.0 avg_target_tokens=69.0 top_tokens=<blank>:0.747, ▁:0.021, .:0.015, ро:0.015, й:0.012
2026-04-14 12:36:53,843 | INFO | rank=0 | epoch=1 step=42440/249868 global_step=10610 train_loss=0.6717 train_main_ctc_loss=0.6717 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.89 grad_norm=5.0254 max_feature_frames=664 train_avg_blank_prob=0.6758 train_argmax_blank_frac=0.6958 train_avg_top_nonblank_prob=0.2816 train_target_tokens_per_frame=0.2892 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5904 train_avg_top_logit=14.6506 train_avg_top2_margin=5.0843 train_avg_blank_nonblank_margin=3.1566 train_avg_entropy=0.3449 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5858 train_blank_weight_grad_norm=2.2704 train_nonblank_weight_grad_norm_mean=0.0537 train_blank_bias_grad=0.0361 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1082 train_encoder_std=3.3934 train_encoder_token_l2_norm=107.4461 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.66219e-06
2026-04-14 12:36:54,189 | INFO | rank=0 | train preview ref='Нечайного Мирослав професійний волосопадист в минулому брав участь у різних змаганнях. Зараз поєднує улюблену справою...' hyp_greedy='нича Мислав професійнийелоспадист в минулоому, брав участь у різних змаганнях За поєднує улюбленувою з допомоогою. ро...' hyp_beam='ничано Мислав професійнийелоспадист в минулоому, брав участь у різних змаганнях За поєднує улюбленувою з допомоогою. ...' avg_output_frames=332.0 avg_target_tokens=96.0 top_tokens=<blank>:0.696, б:0.015, ю:0.015, с:0.012, є:0.009
2026-04-14 12:37:24,983 | INFO | rank=0 | batch_timing epoch=1 batch=42460/249868 global_step=10615 data_wait=0.0s step_compute=5.0s batch_size=1 effective_frames=664 max_feature_frames=664 target_tokens=128
2026-04-14 12:37:53,805 | INFO | rank=0 | epoch=1 step=42480/249868 global_step=10620 train_loss=1.1560 train_main_ctc_loss=1.1560 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=5.5735 max_feature_frames=663 train_avg_blank_prob=0.7183 train_argmax_blank_frac=0.7952 train_avg_top_nonblank_prob=0.1793 train_target_tokens_per_frame=0.1867 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.0482 train_avg_top_logit=12.4337 train_avg_top2_margin=4.3855 train_avg_blank_nonblank_margin=3.6386 train_avg_entropy=0.7590 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5858 train_blank_weight_grad_norm=2.0548 train_nonblank_weight_grad_norm_mean=0.0623 train_blank_bias_grad=-0.0367 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1030 train_encoder_std=2.8830 train_encoder_token_l2_norm=90.8806 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.66753e-06
2026-04-14 12:37:54,120 | INFO | rank=0 | train preview ref='Десь так до минус точно. Яса немає. Одні ребра залишилися, а на барбекю ж потрібні ці стейки. Блин, і що делать?' hyp_greedy='нуля Десь так дону дети точлоа немає. одні  ребра залишилися, А на  барки у ж потрібні цітейки. Б ніо делать.' hyp_beam='нуля Десь так дону дети точлоа немає. одні  ребра залишилися, А на  барбкі у ж потрібні цітейки. Блі ніо делать..' avg_output_frames=332.0 avg_target_tokens=62.0 top_tokens=<blank>:0.795, ▁:0.018, ні:0.009, ли:0.009, .:0.009
2026-04-14 12:38:45,764 | INFO | rank=0 | epoch=1 step=42520/249868 global_step=10630 train_loss=0.9862 train_main_ctc_loss=0.9862 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=4.8828 max_feature_frames=663 train_avg_blank_prob=0.6884 train_argmax_blank_frac=0.7108 train_avg_top_nonblank_prob=0.2708 train_target_tokens_per_frame=0.2771 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7831 train_avg_top_logit=14.6506 train_avg_top2_margin=4.9880 train_avg_blank_nonblank_margin=3.3253 train_avg_entropy=0.3554 train_blank_bias=0.0006 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5858 train_blank_weight_grad_norm=1.5524 train_nonblank_weight_grad_norm_mean=0.0522 train_blank_bias_grad=0.0041 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1027 train_encoder_std=3.3503 train_encoder_token_l2_norm=105.9866 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.67286e-06
2026-04-14 12:38:46,130 | INFO | rank=0 | train preview ref='І зранку до ночі в мене було дзвінки. Мій приватний номер вже був неприватний, але ж я займалася літаками. Ну така бу...' hyp_greedy='І зранку, до ночі в мене булодзвінки. міій приватний нор вже був нериватний, але ж я займалася літаками. Ну от так та...' hyp_beam='І зранку, до ночі в мене було дзвінки. міій приватний ноер вже був нериватний, але ж я займалася літаками. Ну от так ...' avg_output_frames=332.0 avg_target_tokens=92.0 top_tokens=<blank>:0.711, ▁:0.021, но:0.015, лі:0.012, .:0.012
2026-04-14 12:39:44,316 | INFO | rank=0 | epoch=1 step=42560/249868 global_step=10640 train_loss=0.4860 train_main_ctc_loss=0.4860 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=3.7736 max_feature_frames=663 train_avg_blank_prob=0.6021 train_argmax_blank_frac=0.6205 train_avg_top_nonblank_prob=0.3517 train_target_tokens_per_frame=0.3163 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3012 train_avg_top_logit=14.7470 train_avg_top2_margin=4.4578 train_avg_blank_nonblank_margin=1.9398 train_avg_entropy=0.3795 train_blank_bias=0.0005 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=2.2413 train_nonblank_weight_grad_norm_mean=0.0435 train_blank_bias_grad=-0.0317 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0800 train_encoder_std=3.5703 train_encoder_token_l2_norm=112.9842 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.6782e-06
2026-04-14 12:39:44,686 | INFO | rank=0 | train preview ref='Крівники ініціативи Ковакс заявили, що планують у перші шість місяців дві тисячі двадцять першого року доставити трис...' hyp_greedy='Керіввники інніціативи Ковакс заявили, що планують у перші шість місяців дві тисячі першого року доставити триста три...' hyp_beam='Керіввники інніціативи Ковакс заявили, що планують у перші шість місяців дві тисячі двадцять першого року доставити т...' avg_output_frames=332.0 avg_target_tokens=105.0 top_tokens=<blank>:0.620, ▁:0.024, ти:0.015, к:0.015, в:0.015
2026-04-14 12:40:40,297 | INFO | rank=0 | epoch=1 step=42600/249868 global_step=10650 train_loss=0.9522 train_main_ctc_loss=0.9522 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=4.6776 max_feature_frames=662 train_avg_blank_prob=0.7288 train_argmax_blank_frac=0.7734 train_avg_top_nonblank_prob=0.2233 train_target_tokens_per_frame=0.2477 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1480 train_avg_top_logit=13.8248 train_avg_top2_margin=4.7855 train_avg_blank_nonblank_margin=3.4079 train_avg_entropy=0.4109 train_blank_bias=0.0006 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=1.8705 train_nonblank_weight_grad_norm_mean=0.0517 train_blank_bias_grad=-0.0186 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1021 train_encoder_std=3.0513 train_encoder_token_l2_norm=96.5670 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.68353e-06
2026-04-14 12:40:40,578 | INFO | rank=0 | train preview ref='Щімейна вона може не піти крізь двері, а сховатися. Фейнтейн зганьбив себе двічі. Не впорався. І вона ти маєш останні...' hyp_greedy='мена може непіти кріз дверрі. А схватися. Тн зганьбив себе. Двічі не впорався Ти маєш останню нагоду відновити свою ч...' hyp_beam='ме, вона може непіти кріз дверрі. А схватися. Тн зганьбив себе. Двічі не впорався. Ти маєш останню нагоду відновити с...' avg_output_frames=331.0 avg_target_tokens=82.0 top_tokens=<blank>:0.773, .:0.015, н:0.012, в:0.009, ▁:0.009
2026-04-14 12:41:37,714 | INFO | rank=0 | batch_timing epoch=1 batch=42636/249868 global_step=10659 data_wait=2.2s step_compute=5.1s batch_size=1 effective_frames=662 max_feature_frames=662 target_tokens=94
2026-04-14 12:41:41,999 | INFO | rank=0 | epoch=1 step=42640/249868 global_step=10660 train_loss=0.5507 train_main_ctc_loss=0.5507 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=3.2680 max_feature_frames=662 train_avg_blank_prob=0.6181 train_argmax_blank_frac=0.6073 train_avg_top_nonblank_prob=0.3478 train_target_tokens_per_frame=0.3263 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9215 train_avg_top_logit=15.2749 train_avg_top2_margin=4.8097 train_avg_blank_nonblank_margin=2.3082 train_avg_entropy=0.2991 train_blank_bias=0.0006 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=1.2939 train_nonblank_weight_grad_norm_mean=0.0381 train_blank_bias_grad=0.0132 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0897 train_encoder_std=3.5860 train_encoder_token_l2_norm=113.8957 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.68887e-06
2026-04-14 12:41:42,358 | INFO | rank=0 | train preview ref='Це в Європі, це в Сполучених Штатах Америки. Україна не може бути десь в стороні від цього. Абсолютно, депутат також ...' hyp_greedy='Це в Європі, це в сполучених штатах америки. Україна не може бути десь в стороні від цього, абсолютно. деепутат також...' hyp_beam='Це в Європі, це в сполучених штатах америки. Україна не може бути десь в стороні від цього, абсолютно. деепутат також...' avg_output_frames=331.0 avg_target_tokens=108.0 top_tokens=<blank>:0.607, ро:0.015, в:0.015, ,:0.012, ▁:0.012
2026-04-14 12:42:00,890 | INFO | rank=0 | batch_timing epoch=1 batch=42652/249868 global_step=10663 data_wait=0.6s step_compute=5.3s batch_size=1 effective_frames=662 max_feature_frames=662 target_tokens=106
2026-04-14 12:42:44,264 | INFO | rank=0 | epoch=1 step=42680/249868 global_step=10670 train_loss=5.3103 train_main_ctc_loss=5.3103 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=29.8437 max_feature_frames=661 train_avg_blank_prob=0.6059 train_argmax_blank_frac=0.9789 train_avg_top_nonblank_prob=0.0890 train_target_tokens_per_frame=0.1088 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=9.1360 train_avg_top_logit=9.1360 train_avg_top2_margin=2.4653 train_avg_blank_nonblank_margin=2.4532 train_avg_entropy=1.9215 train_blank_bias=0.0005 train_blank_weight_norm=0.5861 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=22.1867 train_nonblank_weight_grad_norm_mean=0.1057 train_blank_bias_grad=-0.3359 train_nonblank_bias_grad_mean=0.0007 train_encoder_mean=-0.1296 train_encoder_std=2.5176 train_encoder_token_l2_norm=79.8859 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.69421e-06
2026-04-14 12:42:44,548 | INFO | rank=0 | train preview ref='Світ, яку ми поки ми зараз присутніли, хлопці в нашому фунті зараз вбив.' hyp_greedy='він  зараз    ' hyp_beam='він   ee зараз os e     as  n    o  ' avg_output_frames=331.0 avg_target_tokens=36.0 top_tokens=<blank>:0.979, ▁:0.015, він:0.003, зараз:0.003
2026-04-14 12:43:42,360 | INFO | rank=0 | epoch=1 step=42720/249868 global_step=10680 train_loss=1.5921 train_main_ctc_loss=1.5921 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=15.1879 max_feature_frames=661 train_avg_blank_prob=0.7172 train_argmax_blank_frac=0.7613 train_avg_top_nonblank_prob=0.2212 train_target_tokens_per_frame=0.3051 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2447 train_avg_top_logit=13.9215 train_avg_top2_margin=4.8338 train_avg_blank_nonblank_margin=3.5529 train_avg_entropy=0.4683 train_blank_bias=0.0006 train_blank_weight_norm=0.5862 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=11.1981 train_nonblank_weight_grad_norm_mean=0.0675 train_blank_bias_grad=0.1894 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.1022 train_encoder_std=3.1288 train_encoder_token_l2_norm=98.6906 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.69954e-06
2026-04-14 12:43:42,698 | INFO | rank=0 | train preview ref='Їхали з Києва на румни, заїхали такі теж шанувальники великого тенісу, побачили корт, підійшли. Та можна, ну так кажу...' hyp_greedy='їххали з Києва, нарони заїла такі теж шанувальники, велико тані побачили, ко піддійшли. можна такчому.цінапиування бе...' hyp_beam='їххали з Києва, нарони заїхала такі теж шанувальники, велико тані побачили, ко піддійшли. можна такчому.цінапиування ...' avg_output_frames=331.0 avg_target_tokens=101.0 top_tokens=<blank>:0.761, ко:0.012, ш:0.012, .:0.009, ,:0.009
2026-04-14 12:44:15,628 | INFO | rank=0 | batch_timing epoch=1 batch=42740/249868 global_step=10685 data_wait=0.0s step_compute=5.3s batch_size=1 effective_frames=660 max_feature_frames=660 target_tokens=48
2026-04-14 12:44:45,186 | INFO | rank=0 | epoch=1 step=42760/249868 global_step=10690 train_loss=0.4136 train_main_ctc_loss=0.4136 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=6.8473 max_feature_frames=660 train_avg_blank_prob=0.6746 train_argmax_blank_frac=0.6939 train_avg_top_nonblank_prob=0.2946 train_target_tokens_per_frame=0.2485 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0606 train_avg_top_logit=15.2242 train_avg_top2_margin=5.3818 train_avg_blank_nonblank_margin=3.1030 train_avg_entropy=0.2742 train_blank_bias=0.0006 train_blank_weight_norm=0.5861 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=3.3445 train_nonblank_weight_grad_norm_mean=0.0623 train_blank_bias_grad=-0.0519 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0832 train_encoder_std=3.4630 train_encoder_token_l2_norm=109.8491 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.70488e-06
2026-04-14 12:44:45,512 | INFO | rank=0 | train preview ref='Солдат постійно задіяний в цьому процесі, він здобуває дійсно якісь корисні для себе цікаві навички. Періодично ще й ...' hyp_greedy='І солдат постійно задіяний в цьому процесі. він здобуває дійсно якісь корисні для себе цікаві навички. Пеіодично ще ц...' hyp_beam='І солдат постійно задіяний в цьому процесі. він здобуває дійсно якісь корисні для себе цікаві навички. Періодично ще ...' avg_output_frames=330.0 avg_target_tokens=82.0 top_tokens=<blank>:0.694, ▁:0.015, ці:0.012, ч:0.012, .:0.012
2026-04-14 12:45:47,879 | INFO | rank=0 | epoch=1 step=42800/249868 global_step=10700 train_loss=0.5407 train_main_ctc_loss=0.5407 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=3.6780 max_feature_frames=660 train_avg_blank_prob=0.6440 train_argmax_blank_frac=0.6424 train_avg_top_nonblank_prob=0.3202 train_target_tokens_per_frame=0.2848 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8667 train_avg_top_logit=15.2242 train_avg_top2_margin=4.7273 train_avg_blank_nonblank_margin=2.3030 train_avg_entropy=0.3061 train_blank_bias=0.0006 train_blank_weight_norm=0.5861 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=1.2055 train_nonblank_weight_grad_norm_mean=0.0443 train_blank_bias_grad=-0.0096 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0883 train_encoder_std=3.7720 train_encoder_token_l2_norm=119.1794 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.71021e-06
2026-04-14 12:45:48,267 | INFO | rank=0 | train preview ref='Премію імені американського дипломата, громадського та політичного діяча Чарза Маната за президента Зеленського отрим...' hyp_greedy='Премію іменя американського дипломата, громадської та політичного діяча, Чарзаманата за президента зеленського отримв...' hyp_beam='Премію іменя американського дипломата, громадської та політичного діяча, Чарзаманата за президента зеленського отримв...' avg_output_frames=330.0 avg_target_tokens=94.0 top_tokens=<blank>:0.642, та:0.015, ка:0.012, а:0.012, ▁:0.009
2026-04-14 12:46:20,967 | INFO | rank=0 | batch_timing epoch=1 batch=42820/249868 global_step=10705 data_wait=0.0s step_compute=5.6s batch_size=1 effective_frames=660 max_feature_frames=660 target_tokens=95
2026-04-14 12:46:47,558 | INFO | rank=0 | epoch=1 step=42840/249868 global_step=10710 train_loss=3.2572 train_main_ctc_loss=3.2572 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=33.5895 max_feature_frames=659 train_avg_blank_prob=0.9042 train_argmax_blank_frac=1.0000 train_avg_top_nonblank_prob=0.0257 train_target_tokens_per_frame=0.2424 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.5697 train_avg_top_logit=10.5697 train_avg_top2_margin=4.5818 train_avg_blank_nonblank_margin=4.5818 train_avg_entropy=0.6424 train_blank_bias=0.0006 train_blank_weight_norm=0.5863 train_nonblank_weight_norm_mean=0.5859 train_blank_weight_grad_norm=28.2790 train_nonblank_weight_grad_norm_mean=0.0927 train_blank_bias_grad=0.5273 train_nonblank_bias_grad_mean=-0.0010 train_encoder_mean=-0.1054 train_encoder_std=2.1572 train_encoder_token_l2_norm=68.4375 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.71555e-06
2026-04-14 12:46:47,854 | INFO | rank=0 | train preview ref='Сто пятая комиссия о формировании также на тот же срок в таком же составе с персональным составом согласовых приложен...' hyp_greedy='' hyp_beam='' avg_output_frames=330.0 avg_target_tokens=80.0 top_tokens=<blank>:1.000
2026-04-14 12:47:48,112 | INFO | rank=0 | epoch=1 step=42880/249868 global_step=10720 train_loss=0.5354 train_main_ctc_loss=0.5354 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=7.1665 max_feature_frames=659 train_avg_blank_prob=0.7276 train_argmax_blank_frac=0.7485 train_avg_top_nonblank_prob=0.2330 train_target_tokens_per_frame=0.2697 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7697 train_avg_top_logit=14.4485 train_avg_top2_margin=5.4303 train_avg_blank_nonblank_margin=4.1455 train_avg_entropy=0.3621 train_blank_bias=0.0006 train_blank_weight_norm=0.5860 train_nonblank_weight_norm_mean=0.5860 train_blank_weight_grad_norm=5.9196 train_nonblank_weight_grad_norm_mean=0.0452 train_blank_bias_grad=0.0953 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0936 train_encoder_std=3.1575 train_encoder_token_l2_norm=99.8913 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.72089e-06
2026-04-14 12:47:48,437 | INFO | rank=0 | train preview ref='В районі Сєвродонецька Лисичанська, який виник після фактично вимушеного відступу українських сил в кінці травня із р...' hyp_greedy='В районієронецькасічан, який виник після фактично вимушеного відступуських сил вкінці травня із райну попас точніше з...' hyp_beam='В районієронецькасичанка, який виник після фактично вимушеного відступуських сил вкінці травня із району попас точніш...' avg_output_frames=330.0 avg_target_tokens=89.0 top_tokens=<blank>:0.748, ▁:0.021, ви:0.012, ,:0.009, .:0.006
2026-04-14 12:48:51,621 | INFO | rank=0 | epoch=1 step=42920/249868 global_step=10730 train_loss=0.7921 train_main_ctc_loss=0.7921 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=8.1256 max_feature_frames=658 train_avg_blank_prob=0.6926 train_argmax_blank_frac=0.7052 train_avg_top_nonblank_prob=0.2666 train_target_tokens_per_frame=0.2219 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0061 train_avg_top_logit=14.9787 train_avg_top2_margin=4.9605 train_avg_blank_nonblank_margin=3.1368 train_avg_entropy=0.3222 train_blank_bias=0.0006 train_blank_weight_norm=0.5858 train_nonblank_weight_norm_mean=0.5860 train_blank_weight_grad_norm=5.7760 train_nonblank_weight_grad_norm_mean=0.0684 train_blank_bias_grad=-0.0764 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0694 train_encoder_std=3.5382 train_encoder_token_l2_norm=111.9345 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.72622e-06
2026-04-14 12:48:51,990 | INFO | rank=0 | train preview ref='Ну і можемо перейти до яскравого прикладу та українсько в українському контексті інтервенції. Це фестиваль фронтір, я...' hyp_greedy='Така,  Ну і можемо перейти до яскравого прикладу та вкраїнському контексті інтервеенції, це фестиваль фронтір, як яки...' hyp_beam='Така,  Ну і можемо перейти до яскравого прикладу та вкраїнському контексті інтервеенції, це фестиваль фронтір, як яки...' avg_output_frames=329.0 avg_target_tokens=73.0 top_tokens=<blank>:0.705, н:0.018, к:0.015, ,:0.015, ▁:0.015
2026-04-14 12:49:44,574 | INFO | rank=0 | batch_timing epoch=1 batch=42952/249868 global_step=10738 data_wait=0.0s step_compute=6.6s batch_size=1 effective_frames=658 max_feature_frames=658 target_tokens=97
2026-04-14 12:49:55,629 | INFO | rank=0 | epoch=1 step=42960/249868 global_step=10740 train_loss=0.4616 train_main_ctc_loss=0.4616 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=5.3082 max_feature_frames=658 train_avg_blank_prob=0.5580 train_argmax_blank_frac=0.5836 train_avg_top_nonblank_prob=0.3918 train_target_tokens_per_frame=0.3556 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5471 train_avg_top_logit=13.9088 train_avg_top2_margin=3.9878 train_avg_blank_nonblank_margin=1.4043 train_avg_entropy=0.4407 train_blank_bias=0.0006 train_blank_weight_norm=0.5857 train_nonblank_weight_norm_mean=0.5860 train_blank_weight_grad_norm=1.0329 train_nonblank_weight_grad_norm_mean=0.0465 train_blank_bias_grad=-0.0138 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0739 train_encoder_std=3.2862 train_encoder_token_l2_norm=104.0220 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.73156e-06
2026-04-14 12:49:55,978 | INFO | rank=0 | train preview ref='На шахтарському напрямку протягом доби ворог наступальних дій не проводив, завдав авіаційного удару в районі великої ...' hyp_greedy='На шахтарському напрямку, протягом доби ворог наступльних дій не проводив, завдав авіційного удару в районі великоїно...' hyp_beam='На шахтарському напрямку, протягом доби ворог наступльних дій не проводив, завдав авіційного удару в районі великої н...' avg_output_frames=329.0 avg_target_tokens=117.0 top_tokens=<blank>:0.584, в:0.027, й:0.021, да:0.015, ,:0.015
2026-04-14 12:51:00,066 | INFO | rank=0 | epoch=1 step=43000/249868 global_step=10750 train_loss=0.6951 train_main_ctc_loss=0.6951 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=3.9319 max_feature_frames=658 train_avg_blank_prob=0.5805 train_argmax_blank_frac=0.6109 train_avg_top_nonblank_prob=0.3523 train_target_tokens_per_frame=0.3769 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.4012 train_avg_top_logit=13.5198 train_avg_top2_margin=3.8176 train_avg_blank_nonblank_margin=1.6535 train_avg_entropy=0.5319 train_blank_bias=0.0006 train_blank_weight_norm=0.5857 train_nonblank_weight_norm_mean=0.5861 train_blank_weight_grad_norm=1.5522 train_nonblank_weight_grad_norm_mean=0.0460 train_blank_bias_grad=0.0214 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0760 train_encoder_std=3.2558 train_encoder_token_l2_norm=103.0000 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.7369e-06
2026-04-14 12:51:00,396 | INFO | rank=0 | train preview ref='З тим наскільки спроможні НАТО як організація, наскільки не ми відповідаємо смертом НАТО, наскільки дієздатним і боєз...' hyp_greedy='З тим, наскільки спроможення нато, як організаціякільки не ми відповіда снаротом Нто,кільки діє здатним і боєздатним,...' hyp_beam='З тим, наскільки спроможення нато, як організаціякільки не ми відповіда снаротом Нто,кільки діє здатним і боєздатним,...' avg_output_frames=329.0 avg_target_tokens=124.0 top_tokens=<blank>:0.611, ▁:0.024, то:0.018, м:0.018, ,:0.018
2026-04-14 12:51:56,209 | INFO | rank=0 | epoch=1 step=43040/249868 global_step=10760 train_loss=0.7007 train_main_ctc_loss=0.7007 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=7.8108 max_feature_frames=657 train_avg_blank_prob=0.6745 train_argmax_blank_frac=0.6809 train_avg_top_nonblank_prob=0.2956 train_target_tokens_per_frame=0.2584 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.7842 train_avg_top_logit=15.7568 train_avg_top2_margin=5.0821 train_avg_blank_nonblank_margin=3.2584 train_avg_entropy=0.2903 train_blank_bias=0.0006 train_blank_weight_norm=0.5857 train_nonblank_weight_norm_mean=0.5861 train_blank_weight_grad_norm=5.8615 train_nonblank_weight_grad_norm_mean=0.0592 train_blank_bias_grad=0.0844 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0827 train_encoder_std=3.6202 train_encoder_token_l2_norm=114.9543 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.74223e-06
2026-04-14 12:51:56,585 | INFO | rank=0 | train preview ref='Зараз в цьому закладі на стаціонарному лікуванні перебуває хворих. з них мають важкий перебіг хвороби, говорить Ольга...' hyp_greedy="За в цьому закладі на стаціонарному лікванібуває стов'ять хворих Дв'яносто відсотків з них мають важкий перебіг хроби..." hyp_beam="За в цьому закладі на стаціонарному лікванібуває стов'ять хворих Дв'яносто відсотків з них мають важкий перебіг хворо..." avg_output_frames=329.0 avg_target_tokens=85.0 top_tokens=<blank>:0.681, ▁:0.027, х:0.015, ва:0.012, н:0.012
2026-04-14 12:52:35,563 | INFO | rank=0 | batch_timing epoch=1 batch=43064/249868 global_step=10766 data_wait=0.0s step_compute=7.9s batch_size=1 effective_frames=657 max_feature_frames=657 target_tokens=106
2026-04-14 12:52:57,922 | INFO | rank=0 | batch_timing epoch=1 batch=43080/249868 global_step=10770 data_wait=0.0s step_compute=5.3s batch_size=1 effective_frames=657 max_feature_frames=657 target_tokens=101
2026-04-14 12:52:58,264 | INFO | rank=0 | epoch=1 step=43080/249868 global_step=10770 train_loss=0.7882 train_main_ctc_loss=0.7882 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=6.2204 max_feature_frames=657 train_avg_blank_prob=0.5896 train_argmax_blank_frac=0.5988 train_avg_top_nonblank_prob=0.3641 train_target_tokens_per_frame=0.3070 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5471 train_avg_top_logit=13.8116 train_avg_top2_margin=4.0122 train_avg_blank_nonblank_margin=1.5502 train_avg_entropy=0.4195 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5861 train_blank_weight_grad_norm=3.9942 train_nonblank_weight_grad_norm_mean=0.0499 train_blank_bias_grad=-0.0672 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0911 train_encoder_std=3.2726 train_encoder_token_l2_norm=103.8211 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.74757e-06
2026-04-14 12:52:58,670 | INFO | rank=0 | train preview ref='Отже, на початку дві тисячі двадцятого року України зіткнулися з економічними проблемами, що були спричинені пандеміє...' hyp_greedy='Отже, на початку дві тисячідцят року країни зіткнулася з економічними проблемами, що були спричинені пандемією кові д...' hyp_beam='Отже, на початку дві тисячідцят року у країни зіткнулася з економічними проблемами, що були спричинені пандемією кові...' avg_output_frames=329.0 avg_target_tokens=101.0 top_tokens=<blank>:0.599, т:0.024, ку:0.015, ▁:0.015, ,:0.012
2026-04-14 12:53:54,226 | INFO | rank=0 | epoch=1 step=43120/249868 global_step=10780 train_loss=1.3956 train_main_ctc_loss=1.3956 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.88 grad_norm=7.9046 max_feature_frames=657 train_avg_blank_prob=0.6161 train_argmax_blank_frac=0.6231 train_avg_top_nonblank_prob=0.3422 train_target_tokens_per_frame=0.3465 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2280 train_avg_top_logit=14.3951 train_avg_top2_margin=4.4255 train_avg_blank_nonblank_margin=2.2492 train_avg_entropy=0.3693 train_blank_bias=0.0006 train_blank_weight_norm=0.5857 train_nonblank_weight_norm_mean=0.5861 train_blank_weight_grad_norm=2.1047 train_nonblank_weight_grad_norm_mean=0.0838 train_blank_bias_grad=0.0100 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0927 train_encoder_std=3.3621 train_encoder_token_l2_norm=106.7222 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.7529e-06
2026-04-14 12:53:54,609 | INFO | rank=0 | train preview ref='То що в умовах отримання значної фінансової допомоги у понеторговельних рахунках на сам перед потучних рахунках відбу...' hyp_greedy='Т що в умовах отримуванняначної фінансов допомоги по неторговельних рахунках на сампер поточних рахунках відбувааєтьс...' hyp_beam='Т що в умовах отримуванняначної фінансов допомоги по неторговельних рахунках на самперре поточних рахунках відбувааєт...' avg_output_frames=329.0 avg_target_tokens=114.0 top_tokens=<blank>:0.623, х:0.015, ▁:0.015, них:0.015, по:0.015
2026-04-14 12:54:51,351 | INFO | rank=0 | epoch=1 step=43160/249868 global_step=10790 train_loss=0.8972 train_main_ctc_loss=0.8972 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=3.6854 max_feature_frames=656 train_avg_blank_prob=0.6937 train_argmax_blank_frac=0.7073 train_avg_top_nonblank_prob=0.2700 train_target_tokens_per_frame=0.2744 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0488 train_avg_top_logit=14.9268 train_avg_top2_margin=5.0244 train_avg_blank_nonblank_margin=3.3902 train_avg_entropy=0.3155 train_blank_bias=0.0006 train_blank_weight_norm=0.5857 train_nonblank_weight_norm_mean=0.5861 train_blank_weight_grad_norm=1.2338 train_nonblank_weight_grad_norm_mean=0.0543 train_blank_bias_grad=-0.0077 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1052 train_encoder_std=3.3259 train_encoder_token_l2_norm=105.3226 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.75824e-06
2026-04-14 12:54:51,695 | INFO | rank=0 | train preview ref='Стікисть людей в команді, тобто люди менш часто можуть іти з компанії, з команди, вони більш задоволені своєю роботою...' hyp_greedy='Ск людей в коман Тобто люди менш часто можуть йти занії, з команди більше задоволені своєю роботою, бо вони мають поз...' hyp_beam='Скість людей в коман Тобто люди менш часто можуть йти занії, з команди більше задоволені своєю роботою, бо вони мають...' avg_output_frames=328.0 avg_target_tokens=90.0 top_tokens=<blank>:0.707, н:0.027, ▁:0.015, ма:0.012, з:0.012
2026-04-14 12:55:22,345 | INFO | rank=0 | batch_timing epoch=1 batch=43180/249868 global_step=10795 data_wait=0.0s step_compute=6.3s batch_size=1 effective_frames=655 max_feature_frames=655 target_tokens=49
2026-04-14 12:55:51,907 | INFO | rank=0 | epoch=1 step=43200/249868 global_step=10800 train_loss=0.8887 train_main_ctc_loss=0.8887 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=6.5405 max_feature_frames=655 train_avg_blank_prob=0.7038 train_argmax_blank_frac=0.7226 train_avg_top_nonblank_prob=0.2583 train_target_tokens_per_frame=0.2165 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9512 train_avg_top_logit=14.8293 train_avg_top2_margin=5.1220 train_avg_blank_nonblank_margin=3.4634 train_avg_entropy=0.3186 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5861 train_blank_weight_grad_norm=4.7987 train_nonblank_weight_grad_norm_mean=0.0514 train_blank_bias_grad=-0.0661 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1118 train_encoder_std=3.3183 train_encoder_token_l2_norm=105.4819 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.76358e-06
2026-04-14 12:55:52,217 | INFO | rank=0 | train preview ref='Було звільнено більше ніж кілометрів нашої землі. Вивільнено тринадцять населених пунктів. Буквально за два останні т...' hyp_greedy="Бу звільнено більше ніж п'яот кіломерів наш землі. Вивільнено тринадцять населених пунктів, будквально за два останні..." hyp_beam="Бу звільнено більше ніж п'яот кіломерів нашої землі. Вивільнено тринадцять населених пунктів, будквально за два остан..." avg_output_frames=328.0 avg_target_tokens=71.0 top_tokens=<blank>:0.723, ▁:0.018, е:0.015, з:0.012, ні:0.012
2026-04-14 12:56:51,637 | INFO | rank=0 | epoch=1 step=43240/249868 global_step=10810 train_loss=0.5521 train_main_ctc_loss=0.5521 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=3.6105 max_feature_frames=655 train_avg_blank_prob=0.6097 train_argmax_blank_frac=0.6189 train_avg_top_nonblank_prob=0.3546 train_target_tokens_per_frame=0.3537 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4634 train_avg_top_logit=14.8293 train_avg_top2_margin=4.4390 train_avg_blank_nonblank_margin=1.9146 train_avg_entropy=0.3354 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5861 train_blank_weight_grad_norm=1.8914 train_nonblank_weight_grad_norm_mean=0.0383 train_blank_bias_grad=0.0233 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1009 train_encoder_std=3.4744 train_encoder_token_l2_norm=110.0396 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.76891e-06
2026-04-14 12:56:51,991 | INFO | rank=0 | train preview ref='І саме тому я б сказала, що є певна стурбованість щодо результатів цих виборів, бо ми знаємо, що це може далі розділи...' hyp_greedy='І Се тому я б сказала, що є певна  стурбованість щодо результатів цих виборів, бо ми знаємо що це може далі розділити...' hyp_beam='І Се тому я б сказала, що є певна  стурбованість щодо результатів цих виборів, бо ми знаємо що це може далі розділити...' avg_output_frames=328.0 avg_target_tokens=116.0 top_tokens=<blank>:0.619, ▁:0.030, н:0.021, що:0.012, ,:0.012
2026-04-14 12:57:56,289 | INFO | rank=0 | epoch=1 step=43280/249868 global_step=10820 train_loss=0.8203 train_main_ctc_loss=0.8203 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=8.6293 max_feature_frames=654 train_avg_blank_prob=0.7457 train_argmax_blank_frac=0.7492 train_avg_top_nonblank_prob=0.2282 train_target_tokens_per_frame=0.2018 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.7768 train_avg_top_logit=15.4618 train_avg_top2_margin=5.7492 train_avg_blank_nonblank_margin=4.3792 train_avg_entropy=0.2401 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5862 train_blank_weight_grad_norm=4.6774 train_nonblank_weight_grad_norm_mean=0.0732 train_blank_bias_grad=-0.0602 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1072 train_encoder_std=3.4251 train_encoder_token_l2_norm=108.4432 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.77425e-06
2026-04-14 12:57:56,626 | INFO | rank=0 | train preview ref='Але я розумію, що ніколи в цю історію Росія не жаліла своїх солдат, і це, в принципі, для них це нормальна манера вед...' hyp_greedy='Але я розумію, що ніколи в цю історію Росія не жаліла своїх солдат, і це в принципі для них це нормаль манера ведення...' hyp_beam='Але я розумію, що ніколи в цю історію Росія не жаліла своїх солдат, і це в принципі для них це нормальні манера веден...' avg_output_frames=327.0 avg_target_tokens=66.0 top_tokens=<blank>:0.749, ▁:0.028, в:0.012, ,:0.009, .:0.006
2026-04-14 12:58:57,318 | INFO | rank=0 | epoch=1 step=43320/249868 global_step=10830 train_loss=0.8781 train_main_ctc_loss=0.8781 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=4.5882 max_feature_frames=654 train_avg_blank_prob=0.6457 train_argmax_blank_frac=0.7156 train_avg_top_nonblank_prob=0.2750 train_target_tokens_per_frame=0.3272 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.8410 train_avg_top_logit=12.6239 train_avg_top2_margin=3.4985 train_avg_blank_nonblank_margin=2.0917 train_avg_entropy=0.6483 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5862 train_blank_weight_grad_norm=1.2081 train_nonblank_weight_grad_norm_mean=0.0485 train_blank_bias_grad=0.0117 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0905 train_encoder_std=3.0276 train_encoder_token_l2_norm=95.4871 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.77958e-06
2026-04-14 12:58:57,706 | INFO | rank=0 | train preview ref='Андрежіналізм васні юздегенсюкраїнбекін тваніфотін регіональність, звісно, використовувалась проти України ще в чотир...' hyp_greedy='ноназмзтзгенкренфнР регіональність звісно використоввалась проти України ще в чотирнадцятому році, як спроба дестабіл...' hyp_beam='ноназмзетнзд генкренбефнР регіональність звісно використоввалась проти України ще в чотирнадцятому році, як спроба де...' avg_output_frames=327.0 avg_target_tokens=107.0 top_tokens=<blank>:0.716, з:0.018, н:0.018, ▁:0.015, ти:0.012
2026-04-14 12:59:26,798 | INFO | rank=0 | batch_timing epoch=1 batch=43336/249868 global_step=10834 data_wait=0.0s step_compute=6.3s batch_size=1 effective_frames=654 max_feature_frames=654 target_tokens=107
2026-04-14 13:00:00,135 | INFO | rank=0 | epoch=1 step=43360/249868 global_step=10840 train_loss=0.4635 train_main_ctc_loss=0.4635 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=4.9398 max_feature_frames=654 train_avg_blank_prob=0.5225 train_argmax_blank_frac=0.5413 train_avg_top_nonblank_prob=0.4342 train_target_tokens_per_frame=0.3731 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9174 train_avg_top_logit=14.6789 train_avg_top2_margin=4.1590 train_avg_blank_nonblank_margin=0.9297 train_avg_entropy=0.3746 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5862 train_blank_weight_grad_norm=1.9754 train_nonblank_weight_grad_norm_mean=0.0539 train_blank_bias_grad=-0.0197 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0920 train_encoder_std=3.5654 train_encoder_token_l2_norm=112.9926 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.78492e-06
2026-04-14 13:00:00,547 | INFO | rank=0 | train preview ref='До закінчення терміну цієї угоди лишається трохи більше тижня. Відтак сторонам практично немає часу торгуватися про у...' hyp_greedy='До закінчення терміну цієї угоди лишається трохи більше тижня. Відта сторонам прарактично нема часу торгуватися про у...' hyp_beam='До закінчення терміну цієї угоди лишається трохи більше тижня. Відтак сторонам практично нема часу торгуватися про ум...' avg_output_frames=327.0 avg_target_tokens=122.0 top_tokens=<blank>:0.541, ▁:0.028, р:0.024, у:0.015, к:0.012
2026-04-14 13:00:59,508 | INFO | rank=0 | epoch=1 step=43400/249868 global_step=10850 train_loss=0.9405 train_main_ctc_loss=0.9405 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=6.7806 max_feature_frames=653 train_avg_blank_prob=0.7407 train_argmax_blank_frac=0.7829 train_avg_top_nonblank_prob=0.2087 train_target_tokens_per_frame=0.2324 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0917 train_avg_top_logit=14.6789 train_avg_top2_margin=5.1376 train_avg_blank_nonblank_margin=4.1590 train_avg_entropy=0.4343 train_blank_bias=0.0006 train_blank_weight_norm=0.5857 train_nonblank_weight_norm_mean=0.5862 train_blank_weight_grad_norm=2.9511 train_nonblank_weight_grad_norm_mean=0.0656 train_blank_bias_grad=-0.0406 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1036 train_encoder_std=3.2910 train_encoder_token_l2_norm=103.7794 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.79026e-06
2026-04-14 13:00:59,832 | INFO | rank=0 | train preview ref='Але справді можна свідчити або сповняти волю Отця лише тоді, коли той лікар та медсестра не просто розкаже про те лік...' hyp_greedy='Але справді можнавідчити, або сповняти долю отця лише тоді, коли той лікар медсестра не просто розкажекалікарстводаст...' hyp_beam='Але справді можнавідчити, або сповняти долю отця лише тоді, коли той лікарка медсестра не просто розкаже,калікарство ...' avg_output_frames=327.0 avg_target_tokens=76.0 top_tokens=<blank>:0.783, ка:0.021, ти:0.009, ,:0.009, ▁:0.009
2026-04-14 13:02:04,314 | INFO | rank=0 | batch_timing epoch=1 batch=43440/249868 global_step=10860 data_wait=0.0s step_compute=6.7s batch_size=1 effective_frames=653 max_feature_frames=653 target_tokens=110
2026-04-14 13:02:04,666 | INFO | rank=0 | epoch=1 step=43440/249868 global_step=10860 train_loss=0.8244 train_main_ctc_loss=0.8244 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=3.4732 max_feature_frames=653 train_avg_blank_prob=0.6339 train_argmax_blank_frac=0.6758 train_avg_top_nonblank_prob=0.3051 train_target_tokens_per_frame=0.3364 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7217 train_avg_top_logit=13.7003 train_avg_top2_margin=4.1835 train_avg_blank_nonblank_margin=2.3486 train_avg_entropy=0.4832 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5862 train_blank_weight_grad_norm=1.2799 train_nonblank_weight_grad_norm_mean=0.0402 train_blank_bias_grad=0.0197 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1026 train_encoder_std=3.1920 train_encoder_token_l2_norm=101.1128 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.79559e-06
2026-04-14 13:02:04,998 | INFO | rank=0 | train preview ref='Сучасної науки і технології дозволяють пандемію справитися. І зрештою, справляємося, тому що ми не маємо тої смертнос...' hyp_greedy='Сучасно науки і технології дозволяє пандемію спвити з справляся, тому що ми не маємо то смертності яку могло б мати, ...' hyp_beam='Сучасно науки і технології дозволяє пандемію спвити, з справляся, тому що ми не маємо то смертності, яку могло б мати...' avg_output_frames=327.0 avg_target_tokens=110.0 top_tokens=<blank>:0.676, .:0.015, с:0.012, є:0.012, т:0.009
2026-04-14 13:03:03,001 | INFO | rank=0 | epoch=1 step=43480/249868 global_step=10870 train_loss=1.6663 train_main_ctc_loss=1.6663 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=5.6545 max_feature_frames=652 train_avg_blank_prob=0.6739 train_argmax_blank_frac=0.6902 train_avg_top_nonblank_prob=0.2791 train_target_tokens_per_frame=0.3037 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5276 train_avg_top_logit=15.5092 train_avg_top2_margin=5.0061 train_avg_blank_nonblank_margin=3.2393 train_avg_entropy=0.3420 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5862 train_blank_weight_grad_norm=3.5137 train_nonblank_weight_grad_norm_mean=0.0553 train_blank_bias_grad=0.0471 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1026 train_encoder_std=3.5585 train_encoder_token_l2_norm=113.1124 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.80093e-06
2026-04-14 13:03:03,343 | INFO | rank=0 | train preview ref='Вони мали спільних знайомих. Шухевич випитував про турскавецьких оунівців, а мама добре знала і Дмитра Данилишина, і ...' hyp_greedy='Вони мали спільних знайми. ухевич випитував протурскавець о унівців, а мама добре знала ідмитра Дналишина і Біласа, В...' hyp_beam='Вони мали спільних знайоми. ухевич випитував протурскавець о унівців, а мама добре знала і митра Дналишина і Біласа, ...' avg_output_frames=326.0 avg_target_tokens=99.0 top_tokens=<blank>:0.690, в:0.009, ,:0.009, с:0.009, .:0.009
2026-04-14 13:04:06,305 | INFO | rank=0 | epoch=1 step=43520/249868 global_step=10880 train_loss=0.6406 train_main_ctc_loss=0.6406 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=4.3152 max_feature_frames=652 train_avg_blank_prob=0.5671 train_argmax_blank_frac=0.5890 train_avg_top_nonblank_prob=0.3740 train_target_tokens_per_frame=0.3742 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.4172 train_avg_top_logit=13.8405 train_avg_top2_margin=3.8528 train_avg_blank_nonblank_margin=1.3436 train_avg_entropy=0.4663 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5862 train_blank_weight_grad_norm=0.6747 train_nonblank_weight_grad_norm_mean=0.0402 train_blank_bias_grad=0.0000 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0803 train_encoder_std=3.2806 train_encoder_token_l2_norm=104.1144 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.80627e-06
2026-04-14 13:04:06,683 | INFO | rank=0 | train preview ref="Цього ґрунту водою у підвалі каже мешканка будинку Олександра Рашина, який слугує укриттям жителям двох під'їздів дев..." hyp_greedy="СЦого грунту водо. У підвалі каже мешканка будинку Олександр ашена, який слугуує укриттям жителям дво підїздів до'яти..." hyp_beam="СЦого грунту водої. У підвалі каже мешканка будинку Олександр ашена, який слугуує укриттям жителям двох підїздів до'я..." avg_output_frames=326.0 avg_target_tokens=122.0 top_tokens=<blank>:0.589, ▁:0.025, н:0.018, я:0.018, ка:0.015
2026-04-14 13:05:02,222 | INFO | rank=0 | epoch=1 step=43560/249868 global_step=10890 train_loss=0.7102 train_main_ctc_loss=0.7102 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=5.2640 max_feature_frames=651 train_avg_blank_prob=0.7411 train_argmax_blank_frac=0.7638 train_avg_top_nonblank_prob=0.2198 train_target_tokens_per_frame=0.2301 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1350 train_avg_top_logit=14.8221 train_avg_top2_margin=5.3252 train_avg_blank_nonblank_margin=4.0491 train_avg_entropy=0.3282 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=2.6105 train_nonblank_weight_grad_norm_mean=0.0594 train_blank_bias_grad=-0.0405 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0957 train_encoder_std=3.3290 train_encoder_token_l2_norm=105.7075 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.8116e-06
2026-04-14 13:05:02,561 | INFO | rank=0 | train preview ref='Суфікс е. Мляво- основа закінчується нешиплячим. Використили прислівниковий суфікс О. Неохоча основа закінчується шип...' hyp_greedy='Ссууфікс Мляво, основа закінчиться нешиплячим. В використали прислівниковий суфікс О Нехоча, Основа закінається шипля...' hyp_beam='Суфікс Мляво, основа закінчиться нешиплячим. В використали прислівниковий суфікс О. Не охоча, Основа закінчуається ши...' avg_output_frames=326.0 avg_target_tokens=75.0 top_tokens=<blank>:0.764, с:0.018, чи:0.012, ля:0.012, ▁:0.009
2026-04-14 13:05:20,999 | INFO | rank=0 | batch_timing epoch=1 batch=43572/249868 global_step=10893 data_wait=0.0s step_compute=5.8s batch_size=1 effective_frames=651 max_feature_frames=651 target_tokens=89
2026-04-14 13:06:04,673 | INFO | rank=0 | epoch=1 step=43600/249868 global_step=10900 train_loss=1.7104 train_main_ctc_loss=1.7104 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=3.5849 max_feature_frames=651 train_avg_blank_prob=0.6112 train_argmax_blank_frac=0.6288 train_avg_top_nonblank_prob=0.3438 train_target_tokens_per_frame=0.3221 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6442 train_avg_top_logit=14.9202 train_avg_top2_margin=4.5399 train_avg_blank_nonblank_margin=2.1472 train_avg_entropy=0.3666 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=1.3984 train_nonblank_weight_grad_norm_mean=0.0465 train_blank_bias_grad=0.0213 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0909 train_encoder_std=3.5854 train_encoder_token_l2_norm=113.6493 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.81694e-06
2026-04-14 13:06:05,078 | INFO | rank=0 | train preview ref='Юлія Баренко ⁇ Черкащанка. В першу чергу вона чарівна жінка, також гарна дружина і мама маленької донечки в професійн...' hyp_greedy='улія Бренько Чркащанка. В першу чергу вона чина жінка, також гарна дружина і мама маленько донечки. професійній діяал...' hyp_beam='улія Бренько Чркащанка. В першу чергу вона чина жінка, також гарна дружина і мама маленько донечки. професійній діяал...' avg_output_frames=326.0 avg_target_tokens=105.0 top_tokens=<blank>:0.629, ▁:0.031, р:0.021, ма:0.012, ка:0.012
2026-04-14 13:06:23,851 | INFO | rank=0 | batch_timing epoch=1 batch=43612/249868 global_step=10903 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=650 max_feature_frames=650 target_tokens=51
2026-04-14 13:06:59,437 | INFO | rank=0 | epoch=1 step=43640/249868 global_step=10910 train_loss=1.9605 train_main_ctc_loss=1.9605 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=4.8357 max_feature_frames=650 train_avg_blank_prob=0.4100 train_argmax_blank_frac=0.8338 train_avg_top_nonblank_prob=0.1641 train_target_tokens_per_frame=0.4923 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=8.9108 train_avg_top_logit=9.0092 train_avg_top2_margin=1.3292 train_avg_blank_nonblank_margin=1.1815 train_avg_entropy=2.2523 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=1.5304 train_nonblank_weight_grad_norm_mean=0.0629 train_blank_bias_grad=0.0002 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1474 train_encoder_std=2.6422 train_encoder_token_l2_norm=84.5335 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.82227e-06
2026-04-14 13:06:59,744 | INFO | rank=0 | train preview ref='And he argues that because in modern Western society we have removed ourselves from nature, we have in turn developed...' hyp_greedy='rs  s  s s s     rs     a es   sts s.' hyp_beam='n r esa  as  o as s s e  e    rsa  e e e    ao  ao  s te   o se oe s oes s.' avg_output_frames=325.0 avg_target_tokens=160.0 top_tokens=<blank>:0.834, ▁:0.092, s:0.055, r:0.006, .:0.003
2026-04-14 13:07:55,461 | INFO | rank=0 | epoch=1 step=43680/249868 global_step=10920 train_loss=0.5076 train_main_ctc_loss=0.5076 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=3.6861 max_feature_frames=650 train_avg_blank_prob=0.6086 train_argmax_blank_frac=0.6431 train_avg_top_nonblank_prob=0.3380 train_target_tokens_per_frame=0.3231 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.5046 train_avg_top_logit=13.7846 train_avg_top2_margin=3.8400 train_avg_blank_nonblank_margin=1.5877 train_avg_entropy=0.4738 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=1.3633 train_nonblank_weight_grad_norm_mean=0.0400 train_blank_bias_grad=0.0215 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0945 train_encoder_std=3.3228 train_encoder_token_l2_norm=105.0050 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.82761e-06
2026-04-14 13:07:55,809 | INFO | rank=0 | train preview ref='Віболиваші кодіюз кемкоорбаладжкоми важаємо, що Росія могла б застосувати хімічні або біологічні речовини для вбивств...' hyp_greedy='Вболившяюзекол Орбалако Ми вважаємо, що Росія мола б застосувати хімічні або біологічні речовини для вбивств частину ...' hyp_beam='Вболившядюз екол Орбалако Ми вважаємо, що Росія мола б застосувати хімічні або біологічні речовини для вбивств як час...' avg_output_frames=325.0 avg_target_tokens=105.0 top_tokens=<blank>:0.643, ▁:0.018, бо:0.012, ч:0.012, м:0.012
2026-04-14 13:08:54,745 | INFO | rank=0 | epoch=1 step=43720/249868 global_step=10930 train_loss=0.9664 train_main_ctc_loss=0.9664 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=4.5386 max_feature_frames=650 train_avg_blank_prob=0.7867 train_argmax_blank_frac=0.8000 train_avg_top_nonblank_prob=0.1874 train_target_tokens_per_frame=0.1754 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.6554 train_avg_top_logit=16.2462 train_avg_top2_margin=6.8431 train_avg_blank_nonblank_margin=5.6369 train_avg_entropy=0.2246 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=1.3536 train_nonblank_weight_grad_norm_mean=0.0507 train_blank_bias_grad=0.0146 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0989 train_encoder_std=3.4592 train_encoder_token_l2_norm=109.8594 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.83295e-06
2026-04-14 13:08:55,077 | INFO | rank=0 | train preview ref='Працівників, зупинка рядом. Також я проживаю в цьому мікрорайоні Північний. Дуже швидко можна добратися до року.' hyp_greedy='Предцінків суупинка рядразм. Такж я проживаю вому мікрорайоні  пвнічний. Дуже швидко можна добратися.' hyp_beam='Предцінків, суупинка рядразм. Також я проживаю вому мікрорайоні  пвнічний. Дуже швидко можна добратися до.' avg_output_frames=325.0 avg_target_tokens=57.0 top_tokens=<blank>:0.800, ▁:0.015, ра:0.012, ні:0.009, .:0.009
2026-04-14 13:09:55,016 | INFO | rank=0 | epoch=1 step=43760/249868 global_step=10940 train_loss=0.6047 train_main_ctc_loss=0.6047 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=4.0270 max_feature_frames=649 train_avg_blank_prob=0.6858 train_argmax_blank_frac=0.6954 train_avg_top_nonblank_prob=0.2857 train_target_tokens_per_frame=0.2708 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3754 train_avg_top_logit=15.3600 train_avg_top2_margin=4.9231 train_avg_blank_nonblank_margin=3.0400 train_avg_entropy=0.2862 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=2.3090 train_nonblank_weight_grad_norm_mean=0.0459 train_blank_bias_grad=0.0367 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0974 train_encoder_std=3.4862 train_encoder_token_l2_norm=110.7433 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.83828e-06
2026-04-14 13:09:55,364 | INFO | rank=0 | train preview ref="Енергосистеми, які були збудовані за потужної державної підтримки в п'ятдесяти-семидесятих роках минулого століття, п..." hyp_greedy="енергосистеми, які були збудовані за потужною державноїю підтримки в п'ятидесятих, семидесятих роках минуло століття ..." hyp_beam="енергосистеми, які були збудовані за потужною державноїю підтримки в п'ятидесятих, семидесятих роках минуло століття ..." avg_output_frames=325.0 avg_target_tokens=88.0 top_tokens=<blank>:0.695, т:0.015, три:0.012, де:0.012, х:0.012
2026-04-14 13:10:59,264 | INFO | rank=0 | epoch=1 step=43800/249868 global_step=10950 train_loss=1.3843 train_main_ctc_loss=1.3843 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.87 grad_norm=3.9270 max_feature_frames=649 train_avg_blank_prob=0.6021 train_argmax_blank_frac=0.6954 train_avg_top_nonblank_prob=0.2712 train_target_tokens_per_frame=0.4154 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.5846 train_avg_top_logit=11.1754 train_avg_top2_margin=2.6708 train_avg_blank_nonblank_margin=1.6000 train_avg_entropy=0.9415 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=1.6344 train_nonblank_weight_grad_norm_mean=0.0470 train_blank_bias_grad=0.0278 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0980 train_encoder_std=2.7380 train_encoder_token_l2_norm=86.9891 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.84362e-06
2026-04-14 13:10:59,638 | INFO | rank=0 | train preview ref='То есть вот сейчас у них проходит разминка. После разминки каждый из них соответственно с их классом, с их заболевани...' hyp_greedy='Те вотчас у ни проходит розминка. поснки кожн из ниних потвестно х класстам  замоливанием, Т пт уже основное зави, Ос...' hyp_beam='Те вотчас у ни проходит розминка. пос рознки кожн из ниних пответстно х класстам  замоливанием, Т пт уже основное зав...' avg_output_frames=325.0 avg_target_tokens=135.0 top_tokens=<blank>:0.695, ▁:0.028, в:0.018, е:0.018, с:0.015
2026-04-14 13:11:12,849 | INFO | rank=0 | epoch=1 waiting for training batch 43806/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 13:11:47,626 | INFO | rank=0 | epoch=1 waiting for training batch 43828/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 13:11:49,789 | INFO | rank=0 | batch_timing epoch=1 batch=43828/249868 global_step=10957 data_wait=5.9s step_compute=1.3s batch_size=1 effective_frames=648 max_feature_frames=648 target_tokens=70
2026-04-14 13:12:05,722 | INFO | rank=0 | epoch=1 step=43840/249868 global_step=10960 train_loss=2.0984 train_main_ctc_loss=2.0984 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=10.0702 max_feature_frames=648 train_avg_blank_prob=0.7113 train_argmax_blank_frac=0.7284 train_avg_top_nonblank_prob=0.2377 train_target_tokens_per_frame=0.2315 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8272 train_avg_top_logit=14.5185 train_avg_top2_margin=4.9136 train_avg_blank_nonblank_margin=3.6543 train_avg_entropy=0.3858 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=4.7855 train_nonblank_weight_grad_norm_mean=0.0659 train_blank_bias_grad=0.0814 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0934 train_encoder_std=3.2560 train_encoder_token_l2_norm=103.0743 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.84895e-06
2026-04-14 13:12:06,029 | INFO | rank=0 | train preview ref='холодної зброї, вогнепальної зброї. Якщо так порівнювати з аналогічним періодом минулого року, то десь патронів виход...' hyp_greedy='хоолодно зброю вогнепально зброї. Якщо так порівнувати з нологічним  переодом минуло року, то десь патроні вилучаться...' hyp_beam='хоолодної зброю вогнепально зброї. Якщо так порівнувати з нологічним  переіодом минуло року, то десь патроні вилучать...' avg_output_frames=324.0 avg_target_tokens=75.0 top_tokens=<blank>:0.728, ▁:0.022, з:0.015, б:0.012, ро:0.012
2026-04-14 13:12:33,792 | INFO | rank=0 | epoch=1 waiting for training batch 43856/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 13:12:37,086 | INFO | rank=0 | batch_timing epoch=1 batch=43856/249868 global_step=10964 data_wait=6.8s step_compute=1.5s batch_size=1 effective_frames=648 max_feature_frames=648 target_tokens=90
2026-04-14 13:13:09,238 | INFO | rank=0 | epoch=1 step=43880/249868 global_step=10970 train_loss=0.9230 train_main_ctc_loss=0.9230 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=7.2784 max_feature_frames=648 train_avg_blank_prob=0.5864 train_argmax_blank_frac=0.5895 train_avg_top_nonblank_prob=0.3805 train_target_tokens_per_frame=0.3488 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3333 train_avg_top_logit=14.9136 train_avg_top2_margin=4.5185 train_avg_blank_nonblank_margin=1.6667 train_avg_entropy=0.3102 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5863 train_blank_weight_grad_norm=2.6412 train_nonblank_weight_grad_norm_mean=0.0790 train_blank_bias_grad=-0.0182 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0961 train_encoder_std=3.4634 train_encoder_token_l2_norm=109.9605 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.85429e-06
2026-04-14 13:13:09,632 | INFO | rank=0 | train preview ref='В планах художників зробити ще два малюнки із циклу оберегових муралів. Також Дмитро наразі працює ще над одним малюн...' hyp_greedy='В планах художників зробити ще два малюнки із циклооберегоових моралів. Також митро наразі працює ще над одним малюнк...' hyp_beam='В планах художників зробити ще два малюнки із циклооберегоових моралів. Також митро наразі працює ще над одним малюнк...' avg_output_frames=324.0 avg_target_tokens=113.0 top_tokens=<blank>:0.590, ▁:0.028, .:0.015, ни:0.015, в:0.012
2026-04-14 13:14:12,342 | INFO | rank=0 | epoch=1 step=43920/249868 global_step=10980 train_loss=1.2164 train_main_ctc_loss=1.2164 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=4.6053 max_feature_frames=647 train_avg_blank_prob=0.6944 train_argmax_blank_frac=0.7160 train_avg_top_nonblank_prob=0.2722 train_target_tokens_per_frame=0.2593 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8272 train_avg_top_logit=14.8148 train_avg_top2_margin=5.0864 train_avg_blank_nonblank_margin=3.2593 train_avg_entropy=0.3117 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=1.2688 train_nonblank_weight_grad_norm_mean=0.0479 train_blank_bias_grad=0.0106 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1068 train_encoder_std=3.3757 train_encoder_token_l2_norm=106.8640 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.85963e-06
2026-04-14 13:14:12,683 | INFO | rank=0 | train preview ref='Та ситуація, яку ми маємо зараз, яку я, наприклад, бачу перед собою, порожню диторію, відсутність. Навіть порожні крі...' hyp_greedy='Та ситуація, яку ми маємо зараз, яку я наприклад бачу пере собою порожню аудиторію, а відсутність, навіть порожні крі...' hyp_beam='Та ситуація, яку ми маємо зараз, яку я наприклад бачу пере собою порожню аудиторію, а відсутність, навіть порожні крі...' avg_output_frames=324.0 avg_target_tokens=84.0 top_tokens=<blank>:0.716, н:0.015, ж:0.012, ,:0.012, ▁:0.012
2026-04-14 13:14:29,926 | INFO | rank=0 | epoch=1 waiting for training batch 43931/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 13:15:07,436 | INFO | rank=0 | epoch=1 waiting for training batch 43956/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 13:15:12,155 | INFO | rank=0 | batch_timing epoch=1 batch=43956/249868 global_step=10989 data_wait=8.2s step_compute=1.6s batch_size=1 effective_frames=647 max_feature_frames=647 target_tokens=95
2026-04-14 13:15:16,309 | INFO | rank=0 | epoch=1 step=43960/249868 global_step=10990 train_loss=0.7228 train_main_ctc_loss=0.7228 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=3.0550 max_feature_frames=647 train_avg_blank_prob=0.6571 train_argmax_blank_frac=0.6728 train_avg_top_nonblank_prob=0.3007 train_target_tokens_per_frame=0.3056 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5309 train_avg_top_logit=14.7160 train_avg_top2_margin=4.7654 train_avg_blank_nonblank_margin=2.6667 train_avg_entropy=0.3318 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=0.7962 train_nonblank_weight_grad_norm_mean=0.0395 train_blank_bias_grad=-0.0053 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0975 train_encoder_std=3.3811 train_encoder_token_l2_norm=107.1522 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.86496e-06
2026-04-14 13:15:16,659 | INFO | rank=0 | train preview ref='Так, от наскільки це було висторонення навмисне, щоб дати йому певні аргументи в майбутньому для оскарження цих рішен...' hyp_greedy='Так от наскільки це бо висторонення навмис, щоб датийомупевні аргументи в майбутньому, для оскарження цих рішень. Цеш...' hyp_beam='Так от наскільки це бо висторонення навмис, щоб датийомупевні аргументи в майбутньому, для оскарження цих рішень. Цеш...' avg_output_frames=324.0 avg_target_tokens=99.0 top_tokens=<blank>:0.673, ,:0.019, с:0.012, .:0.009, ▁:0.009
2026-04-14 13:16:09,020 | INFO | rank=0 | epoch=1 step=44000/249868 global_step=11000 train_loss=0.8087 train_main_ctc_loss=0.8087 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=7.4195 max_feature_frames=646 train_avg_blank_prob=0.7583 train_argmax_blank_frac=0.7709 train_avg_top_nonblank_prob=0.2001 train_target_tokens_per_frame=0.2043 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1672 train_avg_top_logit=14.8607 train_avg_top2_margin=5.6718 train_avg_blank_nonblank_margin=4.3591 train_avg_entropy=0.3065 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=5.3381 train_nonblank_weight_grad_norm_mean=0.0605 train_blank_bias_grad=-0.0917 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0987 train_encoder_std=3.2465 train_encoder_token_l2_norm=103.1271 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.8703e-06
2026-04-14 13:16:09,368 | INFO | rank=0 | train preview ref='Тут ми маємо проект від японського художника Нело Камацу, який називається Чузумаки. У нього є кілька такого родотвор...' hyp_greedy='А Тут ми маємо проект від японської удожника Неело Кмацу, який називаєтьсязумаки. У нього є кілька такого родотворрів...' hyp_beam='А Тут ми маємо проект від японської удожника Неела О Кмацу, який називаєтьсязумаки. У нього є кілька такого родотворр...' avg_output_frames=323.0 avg_target_tokens=66.0 top_tokens=<blank>:0.771, ▁:0.015, у:0.012, т:0.009, .:0.009
2026-04-14 13:16:09,402 | INFO | rank=0 | epoch 1 step=44000/249868 global_step=11000 reached validation interval; starting validation
2026-04-14 13:22:08,397 | INFO | rank=0 | epoch_0001_step_00011000 complete train_loss=5.3150 val_loss=2.3628 val_main_ctc_loss=2.3628 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.1143 val_wer=0.4597 val_avg_blank_prob=0.7355 val_argmax_blank_frac=0.7539 val_avg_top_nonblank_prob=0.2208 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0003 val_avg_hyp_chars=47.49 val_avg_hyp_words=7.36 val_model_source=raw best_val_wer=0.4597 timing_forward=321.78s timing_teacher=0.00s timing_decode=1.04s timing_gather=0.02s timing_checkpoint_export=192.44s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00011000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 13:22:08,400 | INFO | rank=0 | epoch_0001_step_00011000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=26.49s best_export=25.58s topk_update=70.82s topk_average=69.55s
2026-04-14 13:22:08,400 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 13:22:08,401 | INFO | rank=0 | validation preview hardest_ref='Антивакцинальний?' hardest_hyp='антивакцинальнийй'
2026-04-14 13:45:32,325 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/271081a31d9126a43c6fe1673a58116ca8bc20e8 elapsed=23m 23.8s
2026-04-14 13:46:12,304 | INFO | rank=0 | epoch=1 step=44040/249868 global_step=11010 train_loss=1.0868 train_main_ctc_loss=1.0868 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=4.0657 max_feature_frames=646 train_avg_blank_prob=0.6946 train_argmax_blank_frac=0.7059 train_avg_top_nonblank_prob=0.2664 train_target_tokens_per_frame=0.3189 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1672 train_avg_top_logit=15.0588 train_avg_top2_margin=5.1765 train_avg_blank_nonblank_margin=3.5418 train_avg_entropy=0.3359 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=2.1519 train_nonblank_weight_grad_norm_mean=0.0416 train_blank_bias_grad=0.0349 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0937 train_encoder_std=3.3536 train_encoder_token_l2_norm=106.3252 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.87564e-06
2026-04-14 13:46:12,645 | INFO | rank=0 | train preview ref='Здобули незалежність від османів невдовзі вони потрапили під інше контроль, але вже з боку англічан. Тисяча вісімсот ...' hyp_greedy="Здобули незалежність від Оснів, Не вдоз вони потрапили підший контроль, але вже з боку англійчан.вімс  дев'яти рік на..." hyp_beam="Здобули незалежність від Осменів, Не вдозі вони потрапили підший контроль, але вже з боку англійчан.вімс  дев'яти рік..." avg_output_frames=323.0 avg_target_tokens=103.0 top_tokens=<blank>:0.706, н:0.019, ▁:0.019, с:0.009, ,:0.009
2026-04-14 13:46:57,573 | INFO | rank=0 | epoch=1 step=44080/249868 global_step=11020 train_loss=0.9564 train_main_ctc_loss=0.9564 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=7.9916 max_feature_frames=646 train_avg_blank_prob=0.5703 train_argmax_blank_frac=0.5759 train_avg_top_nonblank_prob=0.3913 train_target_tokens_per_frame=0.3839 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4737 train_avg_top_logit=15.1579 train_avg_top2_margin=4.4830 train_avg_blank_nonblank_margin=1.3994 train_avg_entropy=0.3189 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=5.3741 train_nonblank_weight_grad_norm_mean=0.0642 train_blank_bias_grad=0.0867 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0991 train_encoder_std=3.5138 train_encoder_token_l2_norm=111.6954 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.88097e-06
2026-04-14 13:46:57,991 | INFO | rank=0 | train preview ref='По перше, технологія вже існувала. По-друге, вакцини від коронавірусів різного типу теж давно досліджуються. По-третє...' hyp_greedy='Поперше технологія вже існувала, Подруге, вакцини від коронавірусів різного типу теж давно досліджається. Потретє уря...' hyp_beam='Поперше технологія вже існувала. Подруге, вакцини від коронавірусів різного типу теж давно досліджається. Потретє уря...' avg_output_frames=323.0 avg_target_tokens=124.0 top_tokens=<blank>:0.576, ▁:0.034, ти:0.012, к:0.012, с:0.012
2026-04-14 13:48:04,748 | INFO | rank=0 | epoch=1 step=44120/249868 global_step=11030 train_loss=0.5907 train_main_ctc_loss=0.5907 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=4.2786 max_feature_frames=645 train_avg_blank_prob=0.7211 train_argmax_blank_frac=0.7430 train_avg_top_nonblank_prob=0.2528 train_target_tokens_per_frame=0.2508 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3653 train_avg_top_logit=15.1579 train_avg_top2_margin=4.8050 train_avg_blank_nonblank_margin=3.3932 train_avg_entropy=0.2957 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=1.9855 train_nonblank_weight_grad_norm_mean=0.0477 train_blank_bias_grad=0.0039 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1090 train_encoder_std=3.3210 train_encoder_token_l2_norm=105.3322 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.88631e-06
2026-04-14 13:48:05,090 | INFO | rank=0 | train preview ref='застосовувати насилля до себе чи до чогось чи до когось. Хай це буде медитація таким чином. Ваша динамічна медитація ...' hyp_greedy='Застосовувати насилля до себе, чи дочого до коогось. хай це буде медитю таким чином. ваша динамічна медитація в ці дн...' hyp_beam='Застосовувати насилля до себе, чи до чого до коогось. хай це буде медитю таким чином. ваша динамічна медитація в ці д...' avg_output_frames=323.0 avg_target_tokens=81.0 top_tokens=<blank>:0.743, ▁:0.022, .:0.015, так:0.012, ні:0.009
2026-04-14 13:48:59,862 | INFO | rank=0 | epoch=1 step=44160/249868 global_step=11040 train_loss=0.8678 train_main_ctc_loss=0.8678 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=6.2616 max_feature_frames=645 train_avg_blank_prob=0.6450 train_argmax_blank_frac=0.7183 train_avg_top_nonblank_prob=0.2424 train_target_tokens_per_frame=0.3622 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=10.8978 train_avg_top_logit=11.4427 train_avg_top2_margin=3.1950 train_avg_blank_nonblank_margin=2.2167 train_avg_entropy=0.8483 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=2.3450 train_nonblank_weight_grad_norm_mean=0.0691 train_blank_bias_grad=-0.0025 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0986 train_encoder_std=2.7837 train_encoder_token_l2_norm=87.7882 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.89164e-06
2026-04-14 13:49:00,204 | INFO | rank=0 | train preview ref="Це приблизно, як пам'ятаєш, ми дивилися з місяць тому, це було п'ятдесять євро. Ну не знаю, що тоді. Причому там на с..." hyp_greedy="Це пририблизно, як пам'ятаєш, ми дивилися з місяому, Це  було єв. Ну не знаю, що Притому тамм на сайті там ретурнм ти..." hyp_beam="Це пририблизно, як пам'ятаєш, ми дивились з місяому, Це  було євро. Ну не знаю, що Притому тамм на сайті, там ретурнт..." avg_output_frames=323.0 avg_target_tokens=117.0 top_tokens=<blank>:0.718, ,:0.022, ▁:0.019, м:0.012, .:0.009
2026-04-14 13:50:00,392 | INFO | rank=0 | batch_timing epoch=1 batch=44200/249868 global_step=11050 data_wait=0.0s step_compute=5.4s batch_size=1 effective_frames=644 max_feature_frames=644 target_tokens=93
2026-04-14 13:50:00,740 | INFO | rank=0 | epoch=1 step=44200/249868 global_step=11050 train_loss=0.6396 train_main_ctc_loss=0.6396 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=5.0973 max_feature_frames=644 train_avg_blank_prob=0.6704 train_argmax_blank_frac=0.7081 train_avg_top_nonblank_prob=0.2902 train_target_tokens_per_frame=0.2888 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6149 train_avg_top_logit=14.7081 train_avg_top2_margin=4.9938 train_avg_blank_nonblank_margin=2.9193 train_avg_entropy=0.3447 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5864 train_blank_weight_grad_norm=2.6797 train_nonblank_weight_grad_norm_mean=0.0470 train_blank_bias_grad=0.0391 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0865 train_encoder_std=3.3408 train_encoder_token_l2_norm=105.5309 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.89698e-06
2026-04-14 13:50:01,072 | INFO | rank=0 | train preview ref='Тому я важаю, що ці розмови повинні бути цей власне заборона ембарго тимчасова для вироблення повноцінного рішення, а...' hyp_greedy='Тому я вважаю, що ці розмови повинні бути цей власне заборона ембарго тимчасоовва для вироблення повноцінного рішення...' hyp_beam='Тому я вважаю, що ці розмови повинні бути цей власне заборона ембарго тимчасова для вироблення повноцінного рішення.д...' avg_output_frames=322.0 avg_target_tokens=93.0 top_tokens=<blank>:0.708, ▁:0.016, ці:0.009, по:0.009, с:0.009
2026-04-14 13:51:01,755 | INFO | rank=0 | epoch=1 step=44240/249868 global_step=11060 train_loss=0.6666 train_main_ctc_loss=0.6666 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=4.1791 max_feature_frames=644 train_avg_blank_prob=0.6134 train_argmax_blank_frac=0.6335 train_avg_top_nonblank_prob=0.3315 train_target_tokens_per_frame=0.3075 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9193 train_avg_top_logit=14.2112 train_avg_top2_margin=4.2484 train_avg_blank_nonblank_margin=1.7888 train_avg_entropy=0.4348 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=2.6622 train_nonblank_weight_grad_norm_mean=0.0437 train_blank_bias_grad=-0.0343 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0924 train_encoder_std=3.4874 train_encoder_token_l2_norm=109.9015 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.90232e-06
2026-04-14 13:51:02,097 | INFO | rank=0 | train preview ref='Сам чатиколстафдея у нас є бойове спорядження, але переважно це медичне спорядження та ліки для поранених в Україні. ...' hyp_greedy='сочаафіколстафдея. У нас є бойове споряджання, але переважно це медичне спорядження та ліки для поранених в У Україні...' hyp_beam='сочаафіколстафдея. У нас є бойове споряджання, але переважно це медичне спорядження та ліки для поранених в У України...' avg_output_frames=322.0 avg_target_tokens=99.0 top_tokens=<blank>:0.634, ж:0.025, й:0.012, .:0.012, ▁:0.009
2026-04-14 13:52:00,812 | INFO | rank=0 | batch_timing epoch=1 batch=44276/249868 global_step=11069 data_wait=0.0s step_compute=7.2s batch_size=1 effective_frames=643 max_feature_frames=643 target_tokens=71
2026-04-14 13:52:04,811 | INFO | rank=0 | epoch=1 step=44280/249868 global_step=11070 train_loss=0.6514 train_main_ctc_loss=0.6514 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=4.1899 max_feature_frames=643 train_avg_blank_prob=0.7480 train_argmax_blank_frac=0.7702 train_avg_top_nonblank_prob=0.2250 train_target_tokens_per_frame=0.2081 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.9068 train_avg_top_logit=15.9006 train_avg_top2_margin=5.7391 train_avg_blank_nonblank_margin=4.0248 train_avg_entropy=0.2220 train_blank_bias=0.0005 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=1.4495 train_nonblank_weight_grad_norm_mean=0.0516 train_blank_bias_grad=-0.0066 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0921 train_encoder_std=3.4417 train_encoder_token_l2_norm=109.0835 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.90765e-06
2026-04-14 13:52:05,099 | INFO | rank=0 | train preview ref='Але потім виявилось, що коли ви будете клеїти на ляпухи, то мінеральна вата буде мати нерівності, тобто вона буде дес...' hyp_greedy='Але потім виявило, що коли ви будете клеїти на ляпххід, то мінеральна вата вона буде мати нерівності, Тобто вона буде...' hyp_beam='Але потім виявило, що коли ви будете клеїти на ляпх, то мінеральна вата вона буде мати нерівності, Тобто вона буде де...' avg_output_frames=322.0 avg_target_tokens=67.0 top_tokens=<blank>:0.770, ▁:0.019, ,:0.012, буде:0.009, мі:0.009
2026-04-14 13:52:36,927 | INFO | rank=0 | batch_timing epoch=1 batch=44300/249868 global_step=11075 data_wait=0.0s step_compute=5.2s batch_size=1 effective_frames=643 max_feature_frames=643 target_tokens=97
2026-04-14 13:53:06,284 | INFO | rank=0 | epoch=1 step=44320/249868 global_step=11080 train_loss=0.7174 train_main_ctc_loss=0.7174 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=6.6966 max_feature_frames=643 train_avg_blank_prob=0.5641 train_argmax_blank_frac=0.5714 train_avg_top_nonblank_prob=0.3917 train_target_tokens_per_frame=0.4006 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0186 train_avg_top_logit=14.5093 train_avg_top2_margin=4.1739 train_avg_blank_nonblank_margin=1.4410 train_avg_entropy=0.3758 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=1.9925 train_nonblank_weight_grad_norm_mean=0.0610 train_blank_bias_grad=0.0338 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0847 train_encoder_std=3.4371 train_encoder_token_l2_norm=108.8557 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.91299e-06
2026-04-14 13:53:06,644 | INFO | rank=0 | train preview ref='Тим не менше, на цій позитивній ноті не переключайтесь. Рекомендую вам зразу нажимати на екран на моє інше відео і пе...' hyp_greedy='Тим не менше на цій позитивній ноті не переклюйтесь, рекомедую вам зразу нажимати на екран на моє інше відео і перехо...' hyp_beam='Тим не менше на цій позитивній ноті не переклюйтесь, рекомендую вам зразу нажимати на екран на моє інше відео і перех...' avg_output_frames=322.0 avg_target_tokens=129.0 top_tokens=<blank>:0.571, ▁:0.031, на:0.025, ти:0.012, н:0.012
2026-04-14 13:54:04,065 | INFO | rank=0 | epoch=1 step=44360/249868 global_step=11090 train_loss=0.7206 train_main_ctc_loss=0.7206 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=6.9373 max_feature_frames=642 train_avg_blank_prob=0.7139 train_argmax_blank_frac=0.7321 train_avg_top_nonblank_prob=0.2655 train_target_tokens_per_frame=0.2586 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.6542 train_avg_top_logit=15.6511 train_avg_top2_margin=5.6075 train_avg_blank_nonblank_margin=3.6885 train_avg_entropy=0.2336 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=4.7100 train_nonblank_weight_grad_norm_mean=0.0546 train_blank_bias_grad=0.0764 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0880 train_encoder_std=3.4293 train_encoder_token_l2_norm=108.8730 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.91832e-06
2026-04-14 13:54:04,385 | INFO | rank=0 | train preview ref='потрібні протягом тривалого часу, тому що на рівні міст територіальних громад здійснюється робота по підготовці систе...' hyp_greedy='Трібні протягом тривало часу, тому що на рівні міст територіль громад здійснється робота по підготовці систем традиці...' hyp_beam='Трібні протягом тривало часу, тому що на рівні міст територіль громад здійснється робота по підготовці систем традиці...' avg_output_frames=321.0 avg_target_tokens=83.0 top_tokens=<blank>:0.732, ▁:0.028, го:0.009, то:0.009, с:0.009
2026-04-14 13:55:05,340 | INFO | rank=0 | epoch=1 step=44400/249868 global_step=11100 train_loss=0.6764 train_main_ctc_loss=0.6764 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.86 grad_norm=4.0370 max_feature_frames=642 train_avg_blank_prob=0.5969 train_argmax_blank_frac=0.6293 train_avg_top_nonblank_prob=0.3456 train_target_tokens_per_frame=0.3396 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8598 train_avg_top_logit=14.1558 train_avg_top2_margin=4.0374 train_avg_blank_nonblank_margin=1.6449 train_avg_entropy=0.4766 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=2.3910 train_nonblank_weight_grad_norm_mean=0.0437 train_blank_bias_grad=-0.0367 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0894 train_encoder_std=3.3736 train_encoder_token_l2_norm=106.4730 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.92366e-06
2026-04-14 13:55:05,729 | INFO | rank=0 | train preview ref='Далося така рекордешений рекорд серед жінок належить тридцятирічній шасті вейс. Вона неймовірна, але рекорд серед чол...' hyp_greedy='Вдалося.какаиний рекорд  жінок належить тридцятирічні есті вес. Вона не ймовірна, але рекордсеред чоловіків вісімнаця...' hyp_beam='Вдалося.какадиний рекорд  жінок належить тридцятирічні есті вейс. Вона не ймовірна, але рекордсеред чоловіків вісімна...' avg_output_frames=321.0 avg_target_tokens=109.0 top_tokens=<blank>:0.629, ▁:0.031, ві:0.019, на:0.016, .:0.016
2026-04-14 13:56:10,255 | INFO | rank=0 | epoch=1 step=44440/249868 global_step=11110 train_loss=0.6418 train_main_ctc_loss=0.6418 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=5.0111 max_feature_frames=641 train_avg_blank_prob=0.9016 train_argmax_blank_frac=0.9065 train_avg_top_nonblank_prob=0.0869 train_target_tokens_per_frame=0.0810 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=16.9470 train_avg_top_logit=17.2461 train_avg_top2_margin=8.0748 train_avg_blank_nonblank_margin=7.5763 train_avg_entropy=0.1075 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=2.3423 train_nonblank_weight_grad_norm_mean=0.0487 train_blank_bias_grad=-0.0261 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1027 train_encoder_std=3.4959 train_encoder_token_l2_norm=111.5737 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.929e-06
2026-04-14 13:56:10,515 | INFO | rank=0 | train preview ref="Далі, це ми можемо з'єднати. Це ми можемо з'єднати." hyp_greedy="алі це ми можемо з'єднати це ми можемо з'єднати Окільки." hyp_beam="алі це ми можемо з'єднати це ми можемо з'єднати. Окільки." avg_output_frames=321.0 avg_target_tokens=26.0 top_tokens=<blank>:0.907, на:0.009, д:0.009, з:0.006, ти:0.006
2026-04-14 13:57:08,019 | INFO | rank=0 | epoch=1 step=44480/249868 global_step=11120 train_loss=1.2599 train_main_ctc_loss=1.2599 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=5.0236 max_feature_frames=641 train_avg_blank_prob=0.6622 train_argmax_blank_frac=0.6947 train_avg_top_nonblank_prob=0.2577 train_target_tokens_per_frame=0.3178 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2617 train_avg_top_logit=12.8598 train_avg_top2_margin=3.8380 train_avg_blank_nonblank_margin=2.6791 train_avg_entropy=0.6106 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=2.7107 train_nonblank_weight_grad_norm_mean=0.0524 train_blank_bias_grad=0.0400 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0937 train_encoder_std=2.9354 train_encoder_token_l2_norm=93.0587 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.93433e-06
2026-04-14 13:57:08,355 | INFO | rank=0 | train preview ref='І потім як только сюди підійшов, двойной блок зробили и один уходит остається той, хто прийшов. Почали. Два круги дел...' hyp_greedy='І потім якка сюда підійшов, ви двойни блок зробили  і один уходи, остаеться, той хто прийшов. почали. Два кругадела Р...' hyp_beam='І потім якка сюда підійшов, ви двойни блок зробили  і один уходи, остаеться, той хто прийшов. почали. Два кругадела. ...' avg_output_frames=321.0 avg_target_tokens=102.0 top_tokens=<blank>:0.695, й:0.019, ▁:0.019, .:0.012, ,:0.012
2026-04-14 13:58:15,023 | INFO | rank=0 | epoch=1 step=44520/249868 global_step=11130 train_loss=0.4180 train_main_ctc_loss=0.4180 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=2.9394 max_feature_frames=641 train_avg_blank_prob=0.5510 train_argmax_blank_frac=0.5639 train_avg_top_nonblank_prob=0.4101 train_target_tokens_per_frame=0.3583 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1589 train_avg_top_logit=14.9533 train_avg_top2_margin=4.4611 train_avg_blank_nonblank_margin=1.1900 train_avg_entropy=0.3333 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=0.7724 train_nonblank_weight_grad_norm_mean=0.0367 train_blank_bias_grad=-0.0075 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0811 train_encoder_std=3.5400 train_encoder_token_l2_norm=111.9441 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.93967e-06
2026-04-14 13:58:15,405 | INFO | rank=0 | train preview ref='Установила цього хлопця і його сестер з донецького дитячого будинку. Відтоді вони живуть. Вша втім, нещодавно Олексій...' hyp_greedy='Усиновили цього Хлопці і його сестер з донецьк дитячого будинку. відтоді вони живуть в ша Втім нещодавно Олексій пове...' hyp_beam='Усиновили цього Хлопці і його сестер з донецького дитячого будинку. відтоді вони живуть в ша. Втім нещодавно Олексій ...' avg_output_frames=321.0 avg_target_tokens=115.0 top_tokens=<blank>:0.564, ▁:0.037, до:0.016, к:0.009, в:0.009
2026-04-14 13:59:21,399 | INFO | rank=0 | epoch=1 step=44560/249868 global_step=11140 train_loss=1.0736 train_main_ctc_loss=1.0736 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=4.8033 max_feature_frames=640 train_avg_blank_prob=0.7302 train_argmax_blank_frac=0.7500 train_avg_top_nonblank_prob=0.2362 train_target_tokens_per_frame=0.2594 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.4000 train_avg_top_logit=15.3000 train_avg_top2_margin=5.5250 train_avg_blank_nonblank_margin=3.9000 train_avg_entropy=0.2844 train_blank_bias=0.0006 train_blank_weight_norm=0.5856 train_nonblank_weight_norm_mean=0.5865 train_blank_weight_grad_norm=2.3032 train_nonblank_weight_grad_norm_mean=0.0461 train_blank_bias_grad=0.0313 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1065 train_encoder_std=3.3173 train_encoder_token_l2_norm=105.3272 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.94501e-06
2026-04-14 13:59:21,712 | INFO | rank=0 | train preview ref='Тобто ти вчиш людей, які прийшли на роботу. Тобто, це картопля, це зала. Ти пояснюєш і дивишся, щоб вони робили та ро...' hyp_greedy='Тобто ти вшиш людей корі прийшли на роботу. тобто це картопля, це зала, Ти пояснюєш, диви, щоб вони робилиииш цих роб...' hyp_beam='Тобто ти вшиш людей корі прийшли на роботу. тобто це картопля, це зала, Ти пояснюєш, диви, щоб вони робилиииш цих роб...' avg_output_frames=320.0 avg_target_tokens=83.0 top_tokens=<blank>:0.750, ,:0.019, ▁:0.016, ш:0.013, р:0.009
2026-04-14 14:00:17,663 | INFO | rank=0 | epoch=1 step=44600/249868 global_step=11150 train_loss=0.8086 train_main_ctc_loss=0.8086 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=8.3197 max_feature_frames=639 train_avg_blank_prob=0.6742 train_argmax_blank_frac=0.6750 train_avg_top_nonblank_prob=0.2962 train_target_tokens_per_frame=0.2281 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7000 train_avg_top_logit=14.9000 train_avg_top2_margin=5.1750 train_avg_blank_nonblank_margin=2.9750 train_avg_entropy=0.2453 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5866 train_blank_weight_grad_norm=4.7018 train_nonblank_weight_grad_norm_mean=0.0577 train_blank_bias_grad=-0.0824 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.1062 train_encoder_std=3.3260 train_encoder_token_l2_norm=105.3467 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.95034e-06
2026-04-14 14:00:17,993 | INFO | rank=0 | train preview ref='Але з точки зору енергоефективності, краще, щоб там був утеплювач, тому що він менше пустить тепла в вашу стіну. Але ...' hyp_greedy='Але з точки зору енергооефективності, краще, щоб там був утеплювач. тому що він менше устить тепла в вашу стіну. але ...' hyp_beam='Але з точки зору енергооефективності, краще, щоб там був утеплювач. тому що він менше устить тепла в вашу стіну. але ...' avg_output_frames=320.0 avg_target_tokens=73.0 top_tokens=<blank>:0.675, е:0.028, ▁:0.025, к:0.013, .:0.013
2026-04-14 14:01:24,079 | INFO | rank=0 | epoch=1 step=44640/249868 global_step=11160 train_loss=0.6137 train_main_ctc_loss=0.6137 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=4.4355 max_feature_frames=639 train_avg_blank_prob=0.6577 train_argmax_blank_frac=0.6625 train_avg_top_nonblank_prob=0.3185 train_target_tokens_per_frame=0.2750 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.0000 train_avg_top_logit=16.3000 train_avg_top2_margin=5.5000 train_avg_blank_nonblank_margin=3.1125 train_avg_entropy=0.2281 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5866 train_blank_weight_grad_norm=1.4521 train_nonblank_weight_grad_norm_mean=0.0542 train_blank_bias_grad=0.0202 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0898 train_encoder_std=3.6340 train_encoder_token_l2_norm=114.9750 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.95568e-06
2026-04-14 14:01:24,403 | INFO | rank=0 | train preview ref='Прокачати те, що ти вже вмієш робити, або змінити сферу і почати заново. Погодьтесь зараз в наші часи. Це дуже корисн...' hyp_greedy='рокачати те, що ти вже вмієш робити або змінити сферу і почати заново. по Погодьтесь. За в наші часи це дуже корисно....' hyp_beam='рокачати те, що ти вже вмієш робити або змінити сферу і почати заново. Погодьтесь. За в наші часи це дуже корисно. То...' avg_output_frames=320.0 avg_target_tokens=88.0 top_tokens=<blank>:0.662, ти:0.022, ▁:0.019, в:0.016, .:0.016
2026-04-14 14:02:26,826 | INFO | rank=0 | epoch=1 step=44680/249868 global_step=11170 train_loss=3.1884 train_main_ctc_loss=3.1884 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=8.6655 max_feature_frames=638 train_avg_blank_prob=0.8784 train_argmax_blank_frac=0.9060 train_avg_top_nonblank_prob=0.0884 train_target_tokens_per_frame=0.0596 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=16.1505 train_avg_top_logit=16.3511 train_avg_top2_margin=8.5266 train_avg_blank_nonblank_margin=8.1755 train_avg_entropy=0.2586 train_blank_bias=0.0005 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5866 train_blank_weight_grad_norm=4.7584 train_nonblank_weight_grad_norm_mean=0.0688 train_blank_bias_grad=-0.0856 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0853 train_encoder_std=3.2668 train_encoder_token_l2_norm=103.7123 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.96101e-06
2026-04-14 14:02:27,109 | INFO | rank=0 | train preview ref='напевно, вже будуть досі в мороз тина.' hyp_greedy='Напевно ж будуть десьх в щоб роз Друзі, це свотні.' hyp_beam='Напевно ж будуть десьх в щоб розх Друзі, це своротні.' avg_output_frames=319.0 avg_target_tokens=19.0 top_tokens=<blank>:0.906, Д:0.006, т:0.006, в:0.006, ▁:0.003
2026-04-14 14:02:45,882 | INFO | rank=0 | batch_timing epoch=1 batch=44692/249868 global_step=11173 data_wait=0.0s step_compute=6.1s batch_size=1 effective_frames=638 max_feature_frames=638 target_tokens=74
2026-04-14 14:03:07,022 | INFO | rank=0 | batch_timing epoch=1 batch=44704/249868 global_step=11176 data_wait=0.0s step_compute=6.4s batch_size=1 effective_frames=638 max_feature_frames=638 target_tokens=86
2026-04-14 14:03:29,606 | INFO | rank=0 | epoch=1 step=44720/249868 global_step=11180 train_loss=0.4257 train_main_ctc_loss=0.4257 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=5.4277 max_feature_frames=638 train_avg_blank_prob=0.6933 train_argmax_blank_frac=0.7022 train_avg_top_nonblank_prob=0.2795 train_target_tokens_per_frame=0.2853 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2445 train_avg_top_logit=15.2476 train_avg_top2_margin=5.0658 train_avg_blank_nonblank_margin=3.2602 train_avg_entropy=0.2868 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5866 train_blank_weight_grad_norm=3.7758 train_nonblank_weight_grad_norm_mean=0.0419 train_blank_bias_grad=0.0644 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0840 train_encoder_std=3.3851 train_encoder_token_l2_norm=107.3087 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.96635e-06
2026-04-14 14:03:29,925 | INFO | rank=0 | train preview ref='Підставою стало оприлюднення документів про так звані підозрілі трансакції, які надають банки Міністерству фінансів С...' hyp_greedy='Пдставою стало оприлюднення документів про так звані підозрілі трансакції які нада банки міністерсту фінансі сШапеціл...' hyp_beam='Підставою стало оприлюднення документів про так звані підозрілі трансакції, які надаують банки міністерсту фінансі сШ...' avg_output_frames=319.0 avg_target_tokens=91.0 top_tokens=<blank>:0.702, н:0.016, ▁:0.016, з:0.009, с:0.009
2026-04-14 14:04:35,344 | INFO | rank=0 | epoch=1 step=44760/249868 global_step=11190 train_loss=0.5079 train_main_ctc_loss=0.5079 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=3.2597 max_feature_frames=638 train_avg_blank_prob=0.5842 train_argmax_blank_frac=0.6113 train_avg_top_nonblank_prob=0.3684 train_target_tokens_per_frame=0.3229 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7900 train_avg_top_logit=14.3448 train_avg_top2_margin=4.1379 train_avg_blank_nonblank_margin=1.4044 train_avg_entropy=0.3997 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5866 train_blank_weight_grad_norm=1.3590 train_nonblank_weight_grad_norm_mean=0.0365 train_blank_bias_grad=-0.0157 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0889 train_encoder_std=3.4511 train_encoder_token_l2_norm=109.1958 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.97169e-06
2026-04-14 14:04:35,734 | INFO | rank=0 | train preview ref='У центрі країни в Огайо стверджують, що цьогорічний парад більший і кращий аніж раніше. Лекатвіла мені дуже подобаєть...' hyp_greedy='У центрі країни вогаєв ссттворверджають, що цьогорічний парад  більшей і кращй аніж раніше.вікаМ мені дуже подобаєтьс...' hyp_beam='У центрі країни вогаєв ссттворверджають, що цьогорічний парад  більшей і кращй аніж раніше.звікаМ мені дуже подобаєть...' avg_output_frames=319.0 avg_target_tokens=103.0 top_tokens=<blank>:0.611, ▁:0.044, .:0.019, ра:0.016, д:0.013
2026-04-14 14:05:28,533 | INFO | rank=0 | batch_timing epoch=1 batch=44796/249868 global_step=11199 data_wait=0.0s step_compute=6.0s batch_size=1 effective_frames=638 max_feature_frames=638 target_tokens=103
2026-04-14 14:05:32,758 | INFO | rank=0 | epoch=1 step=44800/249868 global_step=11200 train_loss=1.4585 train_main_ctc_loss=1.4585 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=5.5093 max_feature_frames=637 train_avg_blank_prob=0.7856 train_argmax_blank_frac=0.7962 train_avg_top_nonblank_prob=0.1800 train_target_tokens_per_frame=0.1850 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.6458 train_avg_top_logit=15.1473 train_avg_top2_margin=5.8683 train_avg_blank_nonblank_margin=4.9404 train_avg_entropy=0.2978 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5866 train_blank_weight_grad_norm=1.6835 train_nonblank_weight_grad_norm_mean=0.0669 train_blank_bias_grad=-0.0164 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1049 train_encoder_std=3.2016 train_encoder_token_l2_norm=101.6310 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.97702e-06
2026-04-14 14:05:33,041 | INFO | rank=0 | train preview ref="Душею господині, яку вкладає Господиня, щоб зварити той борщ. Тут є м'ясо, тут є овочі, тут є все, що треба." hyp_greedy="Ддушеюгосподилю, яккладає господилю в тоому, щоб звоти той бореш. Тут єм'ясо, тут є овочі, туту є все, що треба." hyp_beam="Ддушеюгосподилю, яккладає господилю в тоому, щоб звоти той бореш. Тут єм'ясо, тут є овочі, туту є все, що треба." avg_output_frames=319.0 avg_target_tokens=59.0 top_tokens=<blank>:0.796, ,:0.016, с:0.013, є:0.013, .:0.006
2026-04-14 14:06:36,195 | INFO | rank=0 | epoch=1 step=44840/249868 global_step=11210 train_loss=0.6011 train_main_ctc_loss=0.6011 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=3.9732 max_feature_frames=637 train_avg_blank_prob=0.7360 train_argmax_blank_frac=0.7429 train_avg_top_nonblank_prob=0.2362 train_target_tokens_per_frame=0.2351 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.4451 train_avg_top_logit=15.3480 train_avg_top2_margin=5.4420 train_avg_blank_nonblank_margin=3.8621 train_avg_entropy=0.2555 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5866 train_blank_weight_grad_norm=1.4920 train_nonblank_weight_grad_norm_mean=0.0430 train_blank_bias_grad=0.0218 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.1036 train_encoder_std=3.2695 train_encoder_token_l2_norm=103.7040 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.98236e-06
2026-04-14 14:06:36,519 | INFO | rank=0 | train preview ref='Взагалі, в мене була навіть така, що вони в знаєте виберуться, і за того, коли Редіс морпіхів поміг витягнути, вони д...' hyp_greedy='Взагалі в мене була навіть така, що вони знаєте, вибируться і за того, коли редіс рпіхів поміг витягнути, Во доказали...' hyp_beam='Взагалі в мене була навіть така, що вони знаєте, вибируться і за того, коли редіс рпіхів поміг витягнути, Во доказали...' avg_output_frames=319.0 avg_target_tokens=75.0 top_tokens=<blank>:0.743, ,:0.019, що:0.013, би:0.013, г:0.009
2026-04-14 14:07:43,983 | INFO | rank=0 | epoch=1 step=44880/249868 global_step=11220 train_loss=1.6360 train_main_ctc_loss=1.6360 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=5.5309 max_feature_frames=636 train_avg_blank_prob=0.7401 train_argmax_blank_frac=0.7390 train_avg_top_nonblank_prob=0.2405 train_target_tokens_per_frame=0.1730 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.1950 train_avg_top_logit=16.1006 train_avg_top2_margin=6.1132 train_avg_blank_nonblank_margin=4.4277 train_avg_entropy=0.2107 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=2.9837 train_nonblank_weight_grad_norm_mean=0.0527 train_blank_bias_grad=-0.0398 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1047 train_encoder_std=3.4288 train_encoder_token_l2_norm=108.8862 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.98769e-06
2026-04-14 14:07:44,319 | INFO | rank=0 | train preview ref='Оскільки точки та мінус у квадраті, то, відповідно, ставимо знак відбивання. І починаємо будувати наш метод інтервалів.' hyp_greedy='Д Оскільки точки нуль та мінусри у квадраті, то відно ставимо знак відбивання. І починаємо будувати наш метод інтерва...' hyp_beam='Д Оскільки точки нуль та мінус ри у квадраті, то відповідно ставимо знак відбивання. І починаємо будувати наш метод і...' avg_output_frames=318.0 avg_target_tokens=55.0 top_tokens=<blank>:0.739, ▁:0.013, к:0.009, с:0.009, в:0.009
2026-04-14 14:08:00,541 | INFO | rank=0 | batch_timing epoch=1 batch=44892/249868 global_step=11223 data_wait=0.0s step_compute=5.8s batch_size=1 effective_frames=636 max_feature_frames=636 target_tokens=82
2026-04-14 14:08:46,397 | INFO | rank=0 | epoch=1 step=44920/249868 global_step=11230 train_loss=0.4120 train_main_ctc_loss=0.4120 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=5.8247 max_feature_frames=636 train_avg_blank_prob=0.7309 train_argmax_blank_frac=0.7516 train_avg_top_nonblank_prob=0.2436 train_target_tokens_per_frame=0.2421 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1887 train_avg_top_logit=15.0943 train_avg_top2_margin=5.2327 train_avg_blank_nonblank_margin=3.4717 train_avg_entropy=0.2736 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=2.5287 train_nonblank_weight_grad_norm_mean=0.0482 train_blank_bias_grad=0.0410 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0882 train_encoder_std=3.3468 train_encoder_token_l2_norm=105.8007 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.99303e-06
2026-04-14 14:08:46,707 | INFO | rank=0 | train preview ref='Перехід громади до складу православної церкви України на часі, говорить місцева жителька Тетяна. Але в нас тут є бага...' hyp_greedy='П перехід громади до складу православної церкви України на чассі, говорить місцева жителька Тетяна. нас тут є багатот...' hyp_beam='П перехід громади до складу православної церкви України на часі, говорить місцева жителька Тетяна. в нас тут є багато...' avg_output_frames=318.0 avg_target_tokens=77.0 top_tokens=<blank>:0.752, ,:0.016, р:0.009, с:0.009, ▁:0.009
2026-04-14 14:09:41,322 | INFO | rank=0 | epoch=1 step=44960/249868 global_step=11240 train_loss=0.4743 train_main_ctc_loss=0.4743 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=4.0222 max_feature_frames=636 train_avg_blank_prob=0.6314 train_argmax_blank_frac=0.6604 train_avg_top_nonblank_prob=0.3328 train_target_tokens_per_frame=0.2956 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3836 train_avg_top_logit=14.8931 train_avg_top2_margin=4.6792 train_avg_blank_nonblank_margin=1.9748 train_avg_entropy=0.3019 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=1.2098 train_nonblank_weight_grad_norm_mean=0.0382 train_blank_bias_grad=0.0064 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0886 train_encoder_std=3.4045 train_encoder_token_l2_norm=107.9809 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=5.99837e-06
2026-04-14 14:09:41,660 | INFO | rank=0 | train preview ref="Ми також маємо надію на відновлення співпраці у кількох багатосторонніх питаннях. Безумовно, я думаю про здоров'я. Па..." hyp_greedy="Ми також маємо надію на відновення співпраці у кількох багатосторонніпитаньх перезумовно я думаю про здоров'я. Пандем..." hyp_beam="Ми також маємо надію на відновення співпраці у кількох багатосторонніпитаньх. перезумовно я думаю про здоров'я. Панде..." avg_output_frames=318.0 avg_target_tokens=94.0 top_tokens=<blank>:0.660, в:0.019, ю:0.013, но:0.013, ▁:0.013
2026-04-14 14:09:56,049 | INFO | rank=0 | batch_timing epoch=1 batch=44968/249868 global_step=11242 data_wait=0.0s step_compute=5.8s batch_size=1 effective_frames=636 max_feature_frames=636 target_tokens=108
2026-04-14 14:10:26,686 | INFO | rank=0 | batch_timing epoch=1 batch=44988/249868 global_step=11247 data_wait=0.0s step_compute=5.2s batch_size=1 effective_frames=636 max_feature_frames=636 target_tokens=105
2026-04-14 14:10:42,667 | INFO | rank=0 | epoch=1 step=45000/249868 global_step=11250 train_loss=1.1262 train_main_ctc_loss=1.1262 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=4.8765 max_feature_frames=635 train_avg_blank_prob=0.7057 train_argmax_blank_frac=0.7799 train_avg_top_nonblank_prob=0.1902 train_target_tokens_per_frame=0.2642 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.2767 train_avg_top_logit=12.7296 train_avg_top2_margin=4.8553 train_avg_blank_nonblank_margin=4.0755 train_avg_entropy=0.7421 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=1.8964 train_nonblank_weight_grad_norm_mean=0.0507 train_blank_bias_grad=0.0258 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0916 train_encoder_std=2.8499 train_encoder_token_l2_norm=89.8724 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.0037e-06
2026-04-14 14:10:42,966 | INFO | rank=0 | train preview ref='Ты что, мне, жизнь спас? Или ты мой вазон поливал, когда я в отпуску уезжал? Та Вите! Георгийчу, я прокомандовал вам ...' hyp_greedy='рук. Т что мене спас илити мой вазон поливал, когда я в одтпску гідзаал.те Гече Я прикомендвав вам. поси.' hyp_beam='рук. Т  что мене жи спас илити мой вазон паливал, когда я в одпску гідзаал. Тте Гече Я прикомендвав вам. поси.' avg_output_frames=318.0 avg_target_tokens=84.0 top_tokens=<blank>:0.780, .:0.016, ▁:0.016, ва:0.013, н:0.009
2026-04-14 14:11:39,779 | INFO | rank=0 | epoch=1 step=45040/249868 global_step=11260 train_loss=0.4596 train_main_ctc_loss=0.4596 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=6.9655 max_feature_frames=635 train_avg_blank_prob=0.6516 train_argmax_blank_frac=0.6730 train_avg_top_nonblank_prob=0.3148 train_target_tokens_per_frame=0.3239 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2893 train_avg_top_logit=15.3962 train_avg_top2_margin=4.9560 train_avg_blank_nonblank_margin=2.8302 train_avg_entropy=0.2940 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=4.6196 train_nonblank_weight_grad_norm_mean=0.0523 train_blank_bias_grad=0.0759 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0877 train_encoder_std=3.4392 train_encoder_token_l2_norm=109.0562 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.00904e-06
2026-04-14 14:11:40,107 | INFO | rank=0 | train preview ref='Продовжуємо працювати, дивимося, які машини будуть наступні навколо цієї батареї. Минуло ще приблизно два тижні. Ми в...' hyp_greedy='Продовжємо працюувати, Дивимось, які машиниуть наступні наулиції батареї. Минуло ще приблизно два тижні, ми вже спак ...' hyp_beam='Продовжємо працюувати, Дивимось, які машиниуть наступні наулиції батареї. Минуло ще приблизно два тижні, ми вже спаку...' avg_output_frames=318.0 avg_target_tokens=103.0 top_tokens=<blank>:0.673, ▁:0.016, ,:0.013, ж:0.013, ли:0.009
2026-04-14 14:12:26,725 | INFO | rank=0 | batch_timing epoch=1 batch=45068/249868 global_step=11267 data_wait=0.0s step_compute=7.5s batch_size=1 effective_frames=634 max_feature_frames=634 target_tokens=65
2026-04-14 14:12:41,702 | INFO | rank=0 | epoch=1 step=45080/249868 global_step=11270 train_loss=0.6724 train_main_ctc_loss=0.6724 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=5.6344 max_feature_frames=634 train_avg_blank_prob=0.6746 train_argmax_blank_frac=0.7003 train_avg_top_nonblank_prob=0.2807 train_target_tokens_per_frame=0.2618 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4259 train_avg_top_logit=14.4353 train_avg_top2_margin=4.9211 train_avg_blank_nonblank_margin=3.0915 train_avg_entropy=0.3864 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=3.4637 train_nonblank_weight_grad_norm_mean=0.0477 train_blank_bias_grad=-0.0621 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0844 train_encoder_std=3.2215 train_encoder_token_l2_norm=101.8811 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.01438e-06
2026-04-14 14:12:42,062 | INFO | rank=0 | train preview ref='Повинні але в певний час мати доступ і ну звичайно, шокури ми про кореща побалакаємо окремо. У нас буде ціле заняття,...' hyp_greedy='Повинні, але в певний час мати доступ, і звичайно, щокури ми прокорещ поблакаємо. окремо, в нас буде ціле заняття, ан...' hyp_beam='Повинні, але в певний час мати доступ, і звичайно, що кури ми прокорещ поблакаємо. окремо, в нас буде ціле заняття, а...' avg_output_frames=317.0 avg_target_tokens=83.0 top_tokens=<blank>:0.700, ,:0.022, ▁:0.022, т:0.006, .:0.006
2026-04-14 14:13:47,410 | INFO | rank=0 | epoch=1 step=45120/249868 global_step=11280 train_loss=0.3960 train_main_ctc_loss=0.3960 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.85 grad_norm=3.6735 max_feature_frames=634 train_avg_blank_prob=0.5651 train_argmax_blank_frac=0.5804 train_avg_top_nonblank_prob=0.3874 train_target_tokens_per_frame=0.3722 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3249 train_avg_top_logit=14.9401 train_avg_top2_margin=4.5426 train_avg_blank_nonblank_margin=1.5773 train_avg_entropy=0.3675 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=1.4135 train_nonblank_weight_grad_norm_mean=0.0404 train_blank_bias_grad=0.0210 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0720 train_encoder_std=3.5401 train_encoder_token_l2_norm=112.1814 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.01971e-06
2026-04-14 14:13:47,772 | INFO | rank=0 | train preview ref='Терцентр вдруге організовує такі катання для пенсіонерів, розповіла завідувачка денного відділення цього центру Світл...' hyp_greedy='Терцентр вд другге організовує такікитання для пенсіонерів, розповіла завідувачка денного віддіення цього центру Світ...' hyp_beam='Терцентр вд другге організовує такі китання для пенсіонерів, розповіла завідувачка денного віддіення цього центру Сві...' avg_output_frames=317.0 avg_target_tokens=118.0 top_tokens=<blank>:0.580, н:0.022, ,:0.016, т:0.013, с:0.013
2026-04-14 14:14:49,859 | INFO | rank=0 | epoch=1 step=45160/249868 global_step=11290 train_loss=1.0617 train_main_ctc_loss=1.0617 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=8.7695 max_feature_frames=633 train_avg_blank_prob=0.7577 train_argmax_blank_frac=0.7950 train_avg_top_nonblank_prob=0.1771 train_target_tokens_per_frame=0.1956 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8297 train_avg_top_logit=14.3344 train_avg_top2_margin=6.2587 train_avg_blank_nonblank_margin=5.4006 train_avg_entropy=0.4890 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=4.1053 train_nonblank_weight_grad_norm_mean=0.0801 train_blank_bias_grad=-0.0649 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0887 train_encoder_std=3.1572 train_encoder_token_l2_norm=99.1567 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.02505e-06
2026-04-14 14:14:50,193 | INFO | rank=0 | train preview ref="Вас. З господом ще їх розстріляти треба. А тому, що хто дов'єв до такого лісу. Ми не бачили, що вони роблять тут. Це ..." hyp_greedy='а Д згос помогше їх розстріляти.ому. А тому що хто дові до такого ліссува. не бачили, що роблять то. Цеівто.' hyp_beam='а Дле згос помогше їх розстріляти.ому. А тому що хто дові до такого ліссува. не бачили, що вони роблять то. Це відівто.' avg_output_frames=317.0 avg_target_tokens=62.0 top_tokens=<blank>:0.795, .:0.016, що:0.013, до:0.009, ▁:0.009
2026-04-14 14:15:51,114 | INFO | rank=0 | epoch=1 step=45200/249868 global_step=11300 train_loss=0.6121 train_main_ctc_loss=0.6121 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=4.8209 max_feature_frames=633 train_avg_blank_prob=0.6831 train_argmax_blank_frac=0.7319 train_avg_top_nonblank_prob=0.2620 train_target_tokens_per_frame=0.2965 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0221 train_avg_top_logit=14.0315 train_avg_top2_margin=4.3659 train_avg_blank_nonblank_margin=2.6625 train_avg_entropy=0.4543 train_blank_bias=0.0006 train_blank_weight_norm=0.5855 train_nonblank_weight_norm_mean=0.5867 train_blank_weight_grad_norm=3.1312 train_nonblank_weight_grad_norm_mean=0.0427 train_blank_bias_grad=0.0437 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0864 train_encoder_std=3.2319 train_encoder_token_l2_norm=101.7590 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.03038e-06
2026-04-14 14:15:51,457 | INFO | rank=0 | train preview ref='І виступи скасовували один за одним. Адешоскенселтмонефтна. А поки ці онлайн концерти допомагають гурту отримувати по...' hyp_greedy='І виступпи скасовували за одним. Аскеннана А поки ці олайн концерти допомагаають гурту отримувати пожетви від глядачі...' hyp_beam='І виступпи скасовували за одним. Аскеннана А поки ці онлайн концерти допомагаають гурту отримувати пожертви від гляда...' avg_output_frames=317.0 avg_target_tokens=94.0 top_tokens=<blank>:0.732, ▁:0.016, о:0.009, н:0.009, .:0.009
2026-04-14 14:16:50,693 | INFO | rank=0 | epoch=1 step=45240/249868 global_step=11310 train_loss=0.5910 train_main_ctc_loss=0.5910 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=2.9442 max_feature_frames=633 train_avg_blank_prob=0.5813 train_argmax_blank_frac=0.6057 train_avg_top_nonblank_prob=0.3715 train_target_tokens_per_frame=0.3438 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.8707 train_avg_top_logit=14.3344 train_avg_top2_margin=4.1893 train_avg_blank_nonblank_margin=1.5205 train_avg_entropy=0.3817 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5868 train_blank_weight_grad_norm=0.9892 train_nonblank_weight_grad_norm_mean=0.0382 train_blank_bias_grad=-0.0057 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0912 train_encoder_std=3.4009 train_encoder_token_l2_norm=107.7267 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.03572e-06
2026-04-14 14:16:51,048 | INFO | rank=0 | train preview ref='І так крок за кроком зробили найкращий електробайк у світі. Так саме електроровер українського стартапу Делфаст потра...' hyp_greedy='І так крок за крокоом зробили найкращий електробайк у світі. так саме електроровер українського стартапус Делфаст пот...' hyp_beam='І так крок за крокоом зробили найкращий електробайк у світі. так саме електроровер українського стартапусу Делфаст по...' avg_output_frames=317.0 avg_target_tokens=109.0 top_tokens=<blank>:0.606, к:0.035, ▁:0.032, ро:0.022, й:0.016
2026-04-14 14:17:23,844 | INFO | rank=0 | batch_timing epoch=1 batch=45260/249868 global_step=11315 data_wait=0.0s step_compute=7.0s batch_size=1 effective_frames=632 max_feature_frames=632 target_tokens=41
2026-04-14 14:17:51,502 | INFO | rank=0 | epoch=1 step=45280/249868 global_step=11320 train_loss=2.1544 train_main_ctc_loss=2.1544 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=4.3640 max_feature_frames=632 train_avg_blank_prob=0.7380 train_argmax_blank_frac=0.7532 train_avg_top_nonblank_prob=0.2251 train_target_tokens_per_frame=0.2247 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9747 train_avg_top_logit=14.7848 train_avg_top2_margin=5.8228 train_avg_blank_nonblank_margin=4.3797 train_avg_entropy=0.3275 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5868 train_blank_weight_grad_norm=1.8155 train_nonblank_weight_grad_norm_mean=0.0499 train_blank_bias_grad=-0.0120 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0884 train_encoder_std=3.1412 train_encoder_token_l2_norm=99.3182 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.04106e-06
2026-04-14 14:17:51,822 | INFO | rank=0 | train preview ref='А воно так і є. Ну, це буває цікаво. І, звичайно, в кожному процесі є рутина. Дуже некрасиво, якщо ти музикант, кажеш...' hyp_greedy='Ану так є це бувє цікаво, а і звичайно, в кожному в процесі є рутина, Т це поятно, що дуже некрасиво, якщо тимузикант...' hyp_beam='Ану так єть це бувє цікаво, а і звичайно, в кожному в процесі є рутина, Т це поятно, що дуже некрасиво, якщо тимузика...' avg_output_frames=316.0 avg_target_tokens=71.0 top_tokens=<blank>:0.753, ▁:0.019, ,:0.016, ти:0.013, но:0.009
2026-04-14 14:18:50,733 | INFO | rank=0 | epoch=1 step=45320/249868 global_step=11330 train_loss=0.9986 train_main_ctc_loss=0.9986 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=6.4229 max_feature_frames=632 train_avg_blank_prob=0.6727 train_argmax_blank_frac=0.6741 train_avg_top_nonblank_prob=0.2899 train_target_tokens_per_frame=0.2722 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0759 train_avg_top_logit=14.9873 train_avg_top2_margin=4.9873 train_avg_blank_nonblank_margin=3.1519 train_avg_entropy=0.3117 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5868 train_blank_weight_grad_norm=3.6325 train_nonblank_weight_grad_norm_mean=0.0492 train_blank_bias_grad=0.0528 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0925 train_encoder_std=3.2795 train_encoder_token_l2_norm=104.0704 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.04639e-06
2026-04-14 14:18:51,060 | INFO | rank=0 | train preview ref='Вони якось її відмили, навіть не пофарбували, просто відмили і думають, що вона щось може зробити. Да, вона їздить, м...' hyp_greedy='ни якось її відмили, навіть не пофрбували, просто відмили, і думаю, що вона щось може зробити. Дда, вона їздить. Можл...' hyp_beam='Вони якось її відмили, навіть не пофрбували, просто відмили, і думаю, що вона щось може зробити. Д, вона їздить. Можл...' avg_output_frames=316.0 avg_target_tokens=86.0 top_tokens=<blank>:0.674, ,:0.035, ли:0.016, ▁:0.016, .:0.013
2026-04-14 14:19:18,265 | INFO | rank=0 | batch_timing epoch=1 batch=45336/249868 global_step=11334 data_wait=0.0s step_compute=8.6s batch_size=1 effective_frames=632 max_feature_frames=632 target_tokens=140
2026-04-14 14:19:51,947 | INFO | rank=0 | epoch=1 step=45360/249868 global_step=11340 train_loss=0.6535 train_main_ctc_loss=0.6535 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=4.6857 max_feature_frames=631 train_avg_blank_prob=0.7272 train_argmax_blank_frac=0.7342 train_avg_top_nonblank_prob=0.2484 train_target_tokens_per_frame=0.2310 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5823 train_avg_top_logit=15.5949 train_avg_top2_margin=5.6203 train_avg_blank_nonblank_margin=3.8228 train_avg_entropy=0.2342 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5868 train_blank_weight_grad_norm=2.3589 train_nonblank_weight_grad_norm_mean=0.0448 train_blank_bias_grad=-0.0248 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1048 train_encoder_std=3.3722 train_encoder_token_l2_norm=107.1724 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.05173e-06
2026-04-14 14:19:52,246 | INFO | rank=0 | train preview ref='На інші країни, а також надання Україні такої допомоги, щоб забезпечити протягом десяти років двозначні цифри економі...' hyp_greedy='На інші країни, аж надання України Україні такоїї допомоги, щоб забезпечити протягом дети років, возначні цифри еконо...' hyp_beam='На інші країни, аж надання України Україні такої допомоги, щоб забезпечити протягом дети років, возначні цифри економ...' avg_output_frames=316.0 avg_target_tokens=73.0 top_tokens=<blank>:0.734, ▁:0.019, ти:0.009, т:0.009, ,:0.009
2026-04-14 14:20:24,791 | INFO | rank=0 | batch_timing epoch=1 batch=45380/249868 global_step=11345 data_wait=0.0s step_compute=5.5s batch_size=1 effective_frames=631 max_feature_frames=631 target_tokens=92
2026-04-14 14:20:54,895 | INFO | rank=0 | epoch=1 step=45400/249868 global_step=11350 train_loss=0.4463 train_main_ctc_loss=0.4463 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=4.0340 max_feature_frames=631 train_avg_blank_prob=0.6013 train_argmax_blank_frac=0.6076 train_avg_top_nonblank_prob=0.3626 train_target_tokens_per_frame=0.3165 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7722 train_avg_top_logit=15.2911 train_avg_top2_margin=4.8861 train_avg_blank_nonblank_margin=2.1139 train_avg_entropy=0.2959 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5868 train_blank_weight_grad_norm=2.1873 train_nonblank_weight_grad_norm_mean=0.0418 train_blank_bias_grad=0.0355 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0912 train_encoder_std=3.5646 train_encoder_token_l2_norm=112.8262 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.05706e-06
2026-04-14 14:20:55,238 | INFO | rank=0 | train preview ref='Замість сувенірів Юрій Кульпа привіз із Конго шматочки застиглої лави, яку підібрав з підніжжя вулкану Ніра-Гонго. Ка...' hyp_greedy='Заміість сувенірів Юрій Кульпа привіз із конго шматочки застигло лави, яку підібрав з підніжжя вулкану Ніра Гонго. Ка...' hyp_beam='Заміість сувенірів Юрій Кульпа привіз із конго шматочки за стигло лави, яку підібрав з підніжжя вулкану Ніра Гонго. К...' avg_output_frames=316.0 avg_target_tokens=100.0 top_tokens=<blank>:0.608, ▁:0.028, ні:0.013, у:0.013, в:0.013
2026-04-14 14:22:02,690 | INFO | rank=0 | epoch=1 step=45440/249868 global_step=11360 train_loss=0.6927 train_main_ctc_loss=0.6927 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=7.1022 max_feature_frames=630 train_avg_blank_prob=0.8646 train_argmax_blank_frac=0.8762 train_avg_top_nonblank_prob=0.1186 train_target_tokens_per_frame=0.1048 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=16.4571 train_avg_top_logit=16.8635 train_avg_top2_margin=7.8222 train_avg_blank_nonblank_margin=7.0603 train_avg_entropy=0.1563 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5868 train_blank_weight_grad_norm=3.7488 train_nonblank_weight_grad_norm_mean=0.0612 train_blank_bias_grad=-0.0643 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1036 train_encoder_std=3.5069 train_encoder_token_l2_norm=111.1292 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.0624e-06
2026-04-14 14:22:02,973 | INFO | rank=0 | train preview ref='Вигляду х додати, помножити на х, відняти, внесемо зміни до.' hyp_greedy='Вигляду додати два, помножити натри, відняти два. Внесемо зміни.' hyp_beam='игляду додати два, помножити на три, відняти два. Внесемо зміни до.' avg_output_frames=315.0 avg_target_tokens=33.0 top_tokens=<blank>:0.876, ти:0.016, .:0.010, е:0.006, ,:0.006
2026-04-14 14:23:04,936 | INFO | rank=0 | epoch=1 step=45480/249868 global_step=11370 train_loss=0.5515 train_main_ctc_loss=0.5515 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=6.1864 max_feature_frames=630 train_avg_blank_prob=0.6734 train_argmax_blank_frac=0.6762 train_avg_top_nonblank_prob=0.2951 train_target_tokens_per_frame=0.2698 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.9333 train_avg_top_logit=16.0508 train_avg_top2_margin=5.6127 train_avg_blank_nonblank_margin=3.5302 train_avg_entropy=0.2635 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5868 train_blank_weight_grad_norm=2.9897 train_nonblank_weight_grad_norm_mean=0.0385 train_blank_bias_grad=0.0444 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0975 train_encoder_std=3.5762 train_encoder_token_l2_norm=113.6069 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.06774e-06
2026-04-14 14:23:05,275 | INFO | rank=0 | train preview ref='Насамперед ідеться про посилення східних рубежів альянсу, зокрема, будуть створені нові бойові групи у таких країнах ...' hyp_greedy='Насаперре йдеться про посилення східних рубежів альянссу зокрема будуть створені нові бойові групи у таких країнах, я...' hyp_beam='Насаперре йдеться про посилення східних рубежів альянсу зокрема будуть створені нові бойові групи у таких країнах, як...' avg_output_frames=315.0 avg_target_tokens=85.0 top_tokens=<blank>:0.676, ▁:0.022, ,:0.013, с:0.013, к:0.010
2026-04-14 14:23:27,208 | INFO | rank=0 | batch_timing epoch=1 batch=45492/249868 global_step=11373 data_wait=0.0s step_compute=8.0s batch_size=1 effective_frames=630 max_feature_frames=630 target_tokens=82
2026-04-14 14:23:39,177 | INFO | rank=0 | batch_timing epoch=1 batch=45500/249868 global_step=11375 data_wait=0.0s step_compute=5.4s batch_size=1 effective_frames=630 max_feature_frames=630 target_tokens=98
2026-04-14 14:23:48,459 | INFO | rank=0 | batch_timing epoch=1 batch=45504/249868 global_step=11376 data_wait=0.0s step_compute=6.6s batch_size=1 effective_frames=630 max_feature_frames=630 target_tokens=92
2026-04-14 14:24:12,355 | INFO | rank=0 | epoch=1 step=45520/249868 global_step=11380 train_loss=0.4158 train_main_ctc_loss=0.4158 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=3.3819 max_feature_frames=630 train_avg_blank_prob=0.5317 train_argmax_blank_frac=0.5524 train_avg_top_nonblank_prob=0.4213 train_target_tokens_per_frame=0.3873 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6476 train_avg_top_logit=14.3238 train_avg_top2_margin=4.0635 train_avg_blank_nonblank_margin=0.9143 train_avg_entropy=0.4063 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=1.6973 train_nonblank_weight_grad_norm_mean=0.0393 train_blank_bias_grad=-0.0212 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0901 train_encoder_std=3.2594 train_encoder_token_l2_norm=103.4108 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.07307e-06
2026-04-14 14:24:12,724 | INFO | rank=0 | train preview ref='Шановні сміляни, вітаю вас з Різдвом Христовим. Хай у ці дні відчуття єдиної родини і домівки огортає вас, де б ви не...' hyp_greedy='Шановні сміляни  Вітаю вас з різдвом христом. Ха ці дні відчуття єдиної родини і домівки гортає вас де б ви не були г...' hyp_beam='Шановні сміляни  Вітаю вас з різдвом Христом. Ха ці дні відчуття єдиної родини і домівки гортає вас де б ви не були г...' avg_output_frames=315.0 avg_target_tokens=122.0 top_tokens=<blank>:0.552, ▁:0.051, м:0.019, о:0.013, с:0.013
2026-04-14 14:24:33,146 | INFO | rank=0 | batch_timing epoch=1 batch=45532/249868 global_step=11383 data_wait=0.0s step_compute=7.5s batch_size=1 effective_frames=630 max_feature_frames=630 target_tokens=108
2026-04-14 14:25:12,333 | INFO | rank=0 | epoch=1 step=45560/249868 global_step=11390 train_loss=2.2734 train_main_ctc_loss=2.2734 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=7.2559 max_feature_frames=629 train_avg_blank_prob=0.8619 train_argmax_blank_frac=0.9016 train_avg_top_nonblank_prob=0.0908 train_target_tokens_per_frame=0.1238 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5270 train_avg_top_logit=14.7302 train_avg_top2_margin=6.3238 train_avg_blank_nonblank_margin=5.9429 train_avg_entropy=0.3746 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=2.0304 train_nonblank_weight_grad_norm_mean=0.0719 train_blank_bias_grad=-0.0006 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1059 train_encoder_std=3.0043 train_encoder_token_l2_norm=94.8842 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.07841e-06
2026-04-14 14:25:12,595 | INFO | rank=0 | train preview ref='ЛК та КМ дорівнюватиме МЦ. ЛБ дорівнюватиме ЛК, та КМ дорівнюватиме МЦ. Що це?' hyp_greedy='та Км дорівнтимеМце.  Б дорівнтиме  та каМ дорівнуватимеце' hyp_beam='та м дорівнтиме Мце.  Б дорівнтиме  та каМ дорівнуватимеце.' avg_output_frames=315.0 avg_target_tokens=39.0 top_tokens=<blank>:0.902, н:0.013, ▁:0.013, ме:0.010, до:0.010
2026-04-14 14:25:54,628 | INFO | rank=0 | batch_timing epoch=1 batch=45584/249868 global_step=11396 data_wait=0.0s step_compute=5.6s batch_size=1 effective_frames=629 max_feature_frames=629 target_tokens=79
2026-04-14 14:26:15,236 | INFO | rank=0 | epoch=1 step=45600/249868 global_step=11400 train_loss=1.1525 train_main_ctc_loss=1.1525 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=4.9155 max_feature_frames=629 train_avg_blank_prob=0.6802 train_argmax_blank_frac=0.6825 train_avg_top_nonblank_prob=0.2869 train_target_tokens_per_frame=0.2730 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8159 train_avg_top_logit=14.8317 train_avg_top2_margin=4.9778 train_avg_blank_nonblank_margin=3.0603 train_avg_entropy=0.3000 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=2.4240 train_nonblank_weight_grad_norm_mean=0.0527 train_blank_bias_grad=-0.0219 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1045 train_encoder_std=3.2265 train_encoder_token_l2_norm=102.4619 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.08375e-06
2026-04-14 14:26:15,529 | INFO | rank=0 | train preview ref='Є продані роботи, та є вже одне замовлення, яке я отримала на відкритці. І ти мені говорила, що наступна виставка пла...' hyp_greedy='А є продані роботи, та є вже оне замовлення,е я отримала на відкритті. І ти мені говорила, що наступна виставка плану...' hyp_beam='А є продані роботи, та є вже оне замовлення,е я отримала на відкритті. І ти мені говорила, що наступна виставка плану...' avg_output_frames=315.0 avg_target_tokens=86.0 top_tokens=<blank>:0.683, ні:0.019, .:0.016, ,:0.016, ти:0.013
2026-04-14 14:26:55,769 | INFO | rank=0 | batch_timing epoch=1 batch=45628/249868 global_step=11407 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=629 max_feature_frames=629 target_tokens=120
2026-04-14 14:27:15,608 | INFO | rank=0 | batch_timing epoch=1 batch=45640/249868 global_step=11410 data_wait=0.0s step_compute=5.7s batch_size=1 effective_frames=628 max_feature_frames=628 target_tokens=83
2026-04-14 14:27:15,846 | INFO | rank=0 | epoch=1 step=45640/249868 global_step=11410 train_loss=1.2590 train_main_ctc_loss=1.2590 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=5.6059 max_feature_frames=628 train_avg_blank_prob=0.7324 train_argmax_blank_frac=0.7675 train_avg_top_nonblank_prob=0.2102 train_target_tokens_per_frame=0.2643 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2484 train_avg_top_logit=13.7580 train_avg_top2_margin=4.5350 train_avg_blank_nonblank_margin=3.5159 train_avg_entropy=0.4522 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=1.5783 train_nonblank_weight_grad_norm_mean=0.0554 train_blank_bias_grad=0.0153 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0997 train_encoder_std=3.0714 train_encoder_token_l2_norm=97.6305 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.08908e-06
2026-04-14 14:27:16,131 | INFO | rank=0 | train preview ref='Использование ее для экипировки считаю это очень хорошим вариантом, потому что внутри нет лишних каких-то отделений, ...' hyp_greedy='спозни  для кпировки щита это очень хорошим вариантом, поому що внут нету лишнихх кахддилей, и просто во напамяєчем каж.' hyp_beam='спозни  для кпировки щита это очень хорошим вариантом, поому що внут нету лишнихх кахддилей, и просто во напамяє чем ...' avg_output_frames=314.0 avg_target_tokens=83.0 top_tokens=<blank>:0.768, ▁:0.032, м:0.013, и:0.006, ,:0.006
2026-04-14 14:28:14,222 | INFO | rank=0 | epoch=1 step=45680/249868 global_step=11420 train_loss=0.8762 train_main_ctc_loss=0.8762 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=3.5424 max_feature_frames=628 train_avg_blank_prob=0.6119 train_argmax_blank_frac=0.6274 train_avg_top_nonblank_prob=0.3484 train_target_tokens_per_frame=0.3408 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3503 train_avg_top_logit=15.0828 train_avg_top2_margin=4.5860 train_avg_blank_nonblank_margin=1.6815 train_avg_entropy=0.3137 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=1.1010 train_nonblank_weight_grad_norm_mean=0.0465 train_blank_bias_grad=-0.0093 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0864 train_encoder_std=3.4944 train_encoder_token_l2_norm=110.8176 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.09442e-06
2026-04-14 14:28:14,548 | INFO | rank=0 | train preview ref="Наш нинішній президент зазнав невдачу у своєму найголовнішому обов'язку. Перед нацією він не зміг захистити нас, він ..." hyp_greedy="Наш нинішній президент зазнав невдачі у своєому найголовнішому обов'язку перед нацією. Він не зміг захистити нас, Він..." hyp_beam="Наш нинішній президент, зазнав невдачі у своєому найголовнішому обов'язку перед нацією. Він не зміг захистити нас, Ві..." avg_output_frames=314.0 avg_target_tokens=107.0 top_tokens=<blank>:0.627, .:0.019, не:0.016, ні:0.013, ▁:0.013
2026-04-14 14:29:13,534 | INFO | rank=0 | epoch=1 step=45720/249868 global_step=11430 train_loss=0.5977 train_main_ctc_loss=0.5977 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=8.8220 max_feature_frames=627 train_avg_blank_prob=0.8892 train_argmax_blank_frac=0.8949 train_avg_top_nonblank_prob=0.0969 train_target_tokens_per_frame=0.0955 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=16.0000 train_avg_top_logit=16.3057 train_avg_top2_margin=7.4904 train_avg_blank_nonblank_margin=6.9299 train_avg_entropy=0.1346 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=3.2138 train_nonblank_weight_grad_norm_mean=0.0784 train_blank_bias_grad=0.0506 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0857 train_encoder_std=3.2690 train_encoder_token_l2_norm=104.2209 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.09975e-06
2026-04-14 14:29:13,804 | INFO | rank=0 | train preview ref='У групі підтримки. Чирлідинг називається. Танцювати мені.' hyp_greedy='У групі підтримки Чир лідинг називається. Такнцюувати мені.' hyp_beam='У групі підтримки Чир лідинг називається. Такнцюувати мені.' avg_output_frames=314.0 avg_target_tokens=30.0 top_tokens=<blank>:0.895, н:0.010, м:0.006, .:0.006, ▁:0.006
2026-04-14 14:30:12,658 | INFO | rank=0 | epoch=1 step=45760/249868 global_step=11440 train_loss=0.6479 train_main_ctc_loss=0.6479 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=4.2133 max_feature_frames=627 train_avg_blank_prob=0.6749 train_argmax_blank_frac=0.6879 train_avg_top_nonblank_prob=0.2974 train_target_tokens_per_frame=0.2707 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3694 train_avg_top_logit=15.4904 train_avg_top2_margin=5.4013 train_avg_blank_nonblank_margin=3.2357 train_avg_entropy=0.2707 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=1.0958 train_nonblank_weight_grad_norm_mean=0.0471 train_blank_bias_grad=-0.0075 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0999 train_encoder_std=3.3868 train_encoder_token_l2_norm=107.5667 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.10509e-06
2026-04-14 14:30:13,001 | INFO | rank=0 | train preview ref='Щодо ставок по кредитам, за офіційними даними Національного банку, маржинальність банків на ставках для юридичних осі...' hyp_greedy='Щодо ставок по кредитам за офіційними даними національного банку. Марінальність банків наставках для юридичних осіб с...' hyp_beam='Щодо ставок по кредитам за офіційними даними національного банку. Марінальність банків наставках для юридичних осіб с...' avg_output_frames=314.0 avg_target_tokens=85.0 top_tokens=<blank>:0.688, ▁:0.019, ба:0.013, ди:0.013, н:0.013
2026-04-14 14:30:39,173 | INFO | rank=0 | batch_timing epoch=1 batch=45772/249868 global_step=11443 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=627 max_feature_frames=627 target_tokens=92
2026-04-14 14:31:16,446 | INFO | rank=0 | epoch=1 step=45800/249868 global_step=11450 train_loss=0.5138 train_main_ctc_loss=0.5138 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.84 grad_norm=5.1848 max_feature_frames=626 train_avg_blank_prob=0.7849 train_argmax_blank_frac=0.8019 train_avg_top_nonblank_prob=0.1899 train_target_tokens_per_frame=0.1853 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.5399 train_avg_top_logit=16.1534 train_avg_top2_margin=6.4153 train_avg_blank_nonblank_margin=5.2907 train_avg_entropy=0.2300 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5869 train_blank_weight_grad_norm=2.0536 train_nonblank_weight_grad_norm_mean=0.0539 train_blank_bias_grad=-0.0159 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1034 train_encoder_std=3.3629 train_encoder_token_l2_norm=106.5736 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.11043e-06
2026-04-14 14:31:16,740 | INFO | rank=0 | train preview ref='Саме з іменниками, прикметниками, займенниками, числівниками. Відгадайте, що вміє мій собака. Написати на.' hyp_greedy='Се змениками, прикметниками, займенникамилівниками. Відгадайте, Що в міміє мій собака. Написати.' hyp_beam='Се зменниками, прикметниками, займенниками чи слівниками. Відгадайте, Що в міміє мій собака. Написати.' avg_output_frames=313.0 avg_target_tokens=58.0 top_tokens=<blank>:0.802, ми:0.016, й:0.016, ка:0.016, .:0.013
2026-04-14 14:31:33,982 | INFO | rank=0 | batch_timing epoch=1 batch=45812/249868 global_step=11453 data_wait=0.0s step_compute=5.9s batch_size=1 effective_frames=626 max_feature_frames=626 target_tokens=77
2026-04-14 14:31:56,204 | INFO | rank=0 | batch_timing epoch=1 batch=45828/249868 global_step=11457 data_wait=0.0s step_compute=6.9s batch_size=1 effective_frames=626 max_feature_frames=626 target_tokens=82
2026-04-14 14:32:12,064 | INFO | rank=0 | epoch=1 step=45840/249868 global_step=11460 train_loss=0.3730 train_main_ctc_loss=0.3730 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=5.3278 max_feature_frames=626 train_avg_blank_prob=0.6606 train_argmax_blank_frac=0.6709 train_avg_top_nonblank_prob=0.3089 train_target_tokens_per_frame=0.2939 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1086 train_avg_top_logit=15.3355 train_avg_top2_margin=5.0096 train_avg_blank_nonblank_margin=2.6326 train_avg_entropy=0.3019 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=3.4247 train_nonblank_weight_grad_norm_mean=0.0374 train_blank_bias_grad=0.0592 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0964 train_encoder_std=3.4654 train_encoder_token_l2_norm=109.3099 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.11576e-06
2026-04-14 14:32:12,366 | INFO | rank=0 | train preview ref='Ірізсенчили, по суті, це лабораторний тест в домашніх умовах. Він визначає результат на рівні або принаймі майже на р...' hyp_greedy='Ірізснли по суті це лабораторний тест в домашніх умовах. він визначає результат на рівні або принаймні майже на рівні...' hyp_beam='Ірізснли по суті це лабораторний тест в домашніх умовах. він визначає результат на рівні або принаймні майже на рівні...' avg_output_frames=313.0 avg_target_tokens=92.0 top_tokens=<blank>:0.671, ▁:0.019, ні:0.016, а:0.013, м:0.010
2026-04-14 14:33:17,052 | INFO | rank=0 | epoch=1 step=45880/249868 global_step=11470 train_loss=0.5954 train_main_ctc_loss=0.5954 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=5.1686 max_feature_frames=626 train_avg_blank_prob=0.6005 train_argmax_blank_frac=0.6102 train_avg_top_nonblank_prob=0.3705 train_target_tokens_per_frame=0.2907 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8019 train_avg_top_logit=15.4377 train_avg_top2_margin=4.7796 train_avg_blank_nonblank_margin=1.7508 train_avg_entropy=0.2764 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=2.8766 train_nonblank_weight_grad_norm_mean=0.0478 train_blank_bias_grad=-0.0427 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0852 train_encoder_std=3.5704 train_encoder_token_l2_norm=113.2968 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.1211e-06
2026-04-14 14:33:17,392 | INFO | rank=0 | train preview ref='Наразі стрічка подорожує сполученими штатами за словами Яцини для творців оберігу нації дуже важливо показати фільм т...' hyp_greedy='Наразі сстрічка подорожує сполученими штатами. за словами яцини для творців обберігу нації, дуже важливо показати філ...' hyp_beam='Наразі сстрічка подорожує сполученими штатами. за словами яцини для творців обберігу нації, дуже важливо показати філ...' avg_output_frames=313.0 avg_target_tokens=91.0 top_tokens=<blank>:0.610, ▁:0.026, ми:0.013, рі:0.013, ці:0.013
2026-04-14 14:34:20,681 | INFO | rank=0 | epoch=1 step=45920/249868 global_step=11480 train_loss=1.1014 train_main_ctc_loss=1.1014 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=5.7306 max_feature_frames=625 train_avg_blank_prob=0.7377 train_argmax_blank_frac=0.7572 train_avg_top_nonblank_prob=0.2397 train_target_tokens_per_frame=0.2332 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.7220 train_avg_top_logit=15.5399 train_avg_top2_margin=5.6230 train_avg_blank_nonblank_margin=4.0383 train_avg_entropy=0.2460 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=3.1197 train_nonblank_weight_grad_norm_mean=0.0529 train_blank_bias_grad=-0.0534 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0898 train_encoder_std=3.2363 train_encoder_token_l2_norm=102.7672 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.12643e-06
2026-04-14 14:34:20,965 | INFO | rank=0 | train preview ref='Декілька тонн нових, це вже означає, що сюди будуть звозити, звозять. І тут такий смрад стоїть, коли вітер у наш бік,...' hyp_greedy='декілька тон ноових, це вже  означає, що сюди будуть звозити, звозять, і тут такий смра сто, коли вітеро наш бік, то ...' hyp_beam='декілька тон ноовихх, це вже  означає, що сюди будуть звозити, звозять, і тут такий смра сто, коли вітеро наш бік, то...' avg_output_frames=313.0 avg_target_tokens=73.0 top_tokens=<blank>:0.757, ▁:0.029, ,:0.019, во:0.010, н:0.006
2026-04-14 14:35:05,943 | INFO | rank=0 | batch_timing epoch=1 batch=45944/249868 global_step=11486 data_wait=0.0s step_compute=7.0s batch_size=1 effective_frames=625 max_feature_frames=625 target_tokens=96
2026-04-14 14:35:26,742 | INFO | rank=0 | batch_timing epoch=1 batch=45956/249868 global_step=11489 data_wait=0.0s step_compute=8.7s batch_size=1 effective_frames=625 max_feature_frames=625 target_tokens=104
2026-04-14 14:35:30,885 | INFO | rank=0 | epoch=1 step=45960/249868 global_step=11490 train_loss=2.1288 train_main_ctc_loss=2.1288 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=5.3311 max_feature_frames=625 train_avg_blank_prob=0.6875 train_argmax_blank_frac=0.7029 train_avg_top_nonblank_prob=0.2915 train_target_tokens_per_frame=0.2971 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.6198 train_avg_top_logit=15.7444 train_avg_top2_margin=5.0096 train_avg_blank_nonblank_margin=2.9265 train_avg_entropy=0.2636 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=3.1274 train_nonblank_weight_grad_norm_mean=0.0504 train_blank_bias_grad=0.0467 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0914 train_encoder_std=3.4229 train_encoder_token_l2_norm=108.6962 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.13177e-06
2026-04-14 14:35:31,189 | INFO | rank=0 | train preview ref="Ретя спроба уряду випустити такі монети. Їх виготовляли до двадцять дев'ятого березня, а потім до тридцять першого жо..." hyp_greedy='Третяпроба уряду випустити такі монети. їх виготовляли до березня, а потім до  першого жопня. Однак, щораразу через в...' hyp_beam='Третяпроба уряду випустити такі монети. їх виготовляли до де березня, а потім до  першого жопня. Однак, щораразу чере...' avg_output_frames=313.0 avg_target_tokens=93.0 top_tokens=<blank>:0.703, ти:0.016, ▁:0.013, у:0.010, .:0.010
2026-04-14 14:36:26,611 | INFO | rank=0 | epoch=1 step=46000/249868 global_step=11500 train_loss=1.6262 train_main_ctc_loss=1.6262 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=13.3892 max_feature_frames=625 train_avg_blank_prob=0.5690 train_argmax_blank_frac=0.5815 train_avg_top_nonblank_prob=0.4056 train_target_tokens_per_frame=0.3419 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3930 train_avg_top_logit=15.2332 train_avg_top2_margin=4.8051 train_avg_blank_nonblank_margin=1.3930 train_avg_entropy=0.2652 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=10.5081 train_nonblank_weight_grad_norm_mean=0.0720 train_blank_bias_grad=-0.1901 train_nonblank_bias_grad_mean=0.0004 train_encoder_mean=-0.0838 train_encoder_std=3.4424 train_encoder_token_l2_norm=109.3550 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.13711e-06
2026-04-14 14:36:26,979 | INFO | rank=0 | train preview ref='Компанії можуть відігравати важливу роль, надавши своїм працівникам часто можливість проголосувати. Вони також можуть...' hyp_greedy='Компанії можуть відіграти важливу роль надавши своїм працівникам час та можливість проголосувати. Вони також можуть в...' hyp_beam='Компанії можуть відіграти важливу роль надавши своїм працівникам час та можливість проголосувати. Вони також можуть в...' avg_output_frames=313.0 avg_target_tokens=107.0 top_tokens=<blank>:0.581, в:0.019, ▁:0.019, ж:0.016, н:0.013
2026-04-14 14:36:27,012 | INFO | rank=0 | epoch 1 step=46000/249868 global_step=11500 reached validation interval; starting validation
2026-04-14 14:51:49,882 | INFO | rank=0 | epoch_0001_step_00011500 complete train_loss=5.1211 val_loss=2.3399 val_main_ctc_loss=2.3399 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.1054 val_wer=0.4317 val_avg_blank_prob=0.7421 val_argmax_blank_frac=0.7615 val_avg_top_nonblank_prob=0.2149 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0012 val_avg_hyp_chars=46.82 val_avg_hyp_words=7.32 val_model_source=raw best_val_wer=0.4317 timing_forward=333.42s timing_teacher=0.00s timing_decode=1.07s timing_gather=0.02s timing_checkpoint_export=732.20s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00011500.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 14:51:49,884 | INFO | rank=0 | epoch_0001_step_00011500 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=158.43s best_export=172.41s topk_update=161.92s topk_average=239.43s
2026-04-14 14:51:49,885 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 14:51:49,885 | INFO | rank=0 | validation preview hardest_ref='Який є сенс поспішати?' hardest_hyp='Який є сеенс поспішати'
2026-04-14 15:16:30,199 | INFO | rank=0 | hugging face checkpoint upload complete repo_id=speech-uk/w2v-bert-test2-full repo_type=model path_in_repo=. checkpoint_format=safetensors commit=https://huggingface.co/speech-uk/w2v-bert-test2-full/commit/0beb36d1ff85920c8116bcca74a84ddd7d7ca7d7 elapsed=24m 40.2s
2026-04-14 15:16:54,099 | INFO | rank=0 | batch_timing epoch=1 batch=46016/249868 global_step=11504 data_wait=0.0s step_compute=8.7s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=65
2026-04-14 15:17:12,856 | INFO | rank=0 | batch_timing epoch=1 batch=46020/249868 global_step=11505 data_wait=0.0s step_compute=8.9s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=61
2026-04-14 15:17:29,012 | INFO | rank=0 | batch_timing epoch=1 batch=46024/249868 global_step=11506 data_wait=0.0s step_compute=7.9s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=69
2026-04-14 15:18:05,991 | INFO | rank=0 | batch_timing epoch=1 batch=46028/249868 global_step=11507 data_wait=0.0s step_compute=8.5s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=75
2026-04-14 15:18:22,191 | INFO | rank=0 | batch_timing epoch=1 batch=46032/249868 global_step=11508 data_wait=0.0s step_compute=8.4s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=67
2026-04-14 15:18:40,533 | INFO | rank=0 | batch_timing epoch=1 batch=46036/249868 global_step=11509 data_wait=0.1s step_compute=10.3s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=95
2026-04-14 15:19:27,988 | INFO | rank=0 | batch_timing epoch=1 batch=46040/249868 global_step=11510 data_wait=0.0s step_compute=31.3s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=79
2026-04-14 15:19:31,558 | INFO | rank=0 | epoch=1 step=46040/249868 global_step=11510 train_loss=1.8253 train_main_ctc_loss=1.8253 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=4.5800 max_feature_frames=624 train_avg_blank_prob=0.7097 train_argmax_blank_frac=0.7115 train_avg_top_nonblank_prob=0.2567 train_target_tokens_per_frame=0.2532 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.9744 train_avg_top_logit=15.7949 train_avg_top2_margin=5.5641 train_avg_blank_nonblank_margin=4.0000 train_avg_entropy=0.2837 train_blank_bias=0.0006 train_blank_weight_norm=0.5854 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=2.6150 train_nonblank_weight_grad_norm_mean=0.0457 train_blank_bias_grad=0.0434 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0973 train_encoder_std=3.3580 train_encoder_token_l2_norm=106.6228 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.14244e-06
2026-04-14 15:19:32,444 | INFO | rank=0 | train preview ref='Під Северодонецьком ми викойовували поранених. Люди побачили, що я в формі, але більшість людей це ті, які чекають ру...' hyp_greedy='П  сееверодинецьком ми вакуйовували поранених. люди побачили, що я в форммі, Але  більшешість людей це ті, які чекают...' hyp_beam='П  сееверодинецьком ми евакуйовували поранених. люди побачили, що я в форммі, Але  більшешість людей це ті, які чекаю...' avg_output_frames=312.0 avg_target_tokens=79.0 top_tokens=<blank>:0.712, ▁:0.032, ,:0.016, .:0.013, по:0.010
2026-04-14 15:21:35,964 | INFO | rank=0 | batch_timing epoch=1 batch=46044/249868 global_step=11511 data_wait=0.0s step_compute=42.1s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=82
2026-04-14 15:22:09,887 | INFO | rank=0 | batch_timing epoch=1 batch=46048/249868 global_step=11512 data_wait=0.0s step_compute=23.1s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=90
2026-04-14 15:22:30,474 | INFO | rank=0 | batch_timing epoch=1 batch=46052/249868 global_step=11513 data_wait=0.0s step_compute=9.4s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=129
2026-04-14 15:25:10,349 | INFO | rank=0 | batch_timing epoch=1 batch=46056/249868 global_step=11514 data_wait=0.0s step_compute=1m 28.8s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=169
2026-04-14 15:26:12,278 | INFO | rank=0 | batch_timing epoch=1 batch=46060/249868 global_step=11515 data_wait=0.0s step_compute=9.5s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=101
2026-04-14 15:27:00,875 | INFO | rank=0 | batch_timing epoch=1 batch=46064/249868 global_step=11516 data_wait=0.0s step_compute=20.7s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=111
2026-04-14 15:30:01,720 | INFO | rank=0 | batch_timing epoch=1 batch=46068/249868 global_step=11517 data_wait=0.0s step_compute=32.7s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=112
2026-04-14 15:30:47,100 | INFO | rank=0 | batch_timing epoch=1 batch=46072/249868 global_step=11518 data_wait=0.0s step_compute=14.2s batch_size=1 effective_frames=624 max_feature_frames=624 target_tokens=108
2026-04-14 15:31:15,543 | INFO | rank=0 | batch_timing epoch=1 batch=46076/249868 global_step=11519 data_wait=0.0s step_compute=9.3s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=62
2026-04-14 15:31:53,885 | INFO | rank=0 | batch_timing epoch=1 batch=46080/249868 global_step=11520 data_wait=0.0s step_compute=13.7s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=62
2026-04-14 15:31:56,326 | INFO | rank=0 | epoch=1 step=46080/249868 global_step=11520 train_loss=1.5688 train_main_ctc_loss=1.5688 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=6.3490 max_feature_frames=623 train_avg_blank_prob=0.7305 train_argmax_blank_frac=0.7500 train_avg_top_nonblank_prob=0.2487 train_target_tokens_per_frame=0.1987 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3590 train_avg_top_logit=15.2821 train_avg_top2_margin=5.4872 train_avg_blank_nonblank_margin=3.6667 train_avg_entropy=0.2388 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=2.1408 train_nonblank_weight_grad_norm_mean=0.0633 train_blank_bias_grad=-0.0259 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0882 train_encoder_std=3.2646 train_encoder_token_l2_norm=103.5354 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.14778e-06
2026-04-14 15:31:56,980 | INFO | rank=0 | train preview ref='До ЄС певні товари і купували також важливі для своєї економіки товари. А з іншого боку, певні товари, які постачали ...' hyp_greedy='До є певні товари, і купвала також важливі длявоєї економіки товари. А з іншого боку певні товари, які постачали з море.' hyp_beam='До є з певні товари, і купвала також важливі для своїєї економіки товари. А з іншого боку, певні товари, які постачал...' avg_output_frames=312.0 avg_target_tokens=62.0 top_tokens=<blank>:0.750, ▁:0.029, ва:0.022, ри:0.013, ,:0.013
2026-04-14 15:34:58,347 | INFO | rank=0 | batch_timing epoch=1 batch=46084/249868 global_step=11521 data_wait=0.1s step_compute=10.2s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=62
2026-04-14 15:35:30,635 | INFO | rank=0 | batch_timing epoch=1 batch=46088/249868 global_step=11522 data_wait=0.0s step_compute=20.2s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=67
2026-04-14 15:38:15,285 | INFO | rank=0 | batch_timing epoch=1 batch=46092/249868 global_step=11523 data_wait=0.0s step_compute=2m 4.7s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=69
2026-04-14 15:38:35,149 | INFO | rank=0 | batch_timing epoch=1 batch=46096/249868 global_step=11524 data_wait=0.0s step_compute=10.1s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=67
2026-04-14 15:38:53,826 | INFO | rank=0 | batch_timing epoch=1 batch=46100/249868 global_step=11525 data_wait=0.0s step_compute=9.4s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=77
2026-04-14 15:42:11,579 | INFO | rank=0 | batch_timing epoch=1 batch=46104/249868 global_step=11526 data_wait=0.0s step_compute=13.9s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=147
2026-04-14 15:42:29,302 | INFO | rank=0 | batch_timing epoch=1 batch=46108/249868 global_step=11527 data_wait=0.0s step_compute=8.5s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=98
2026-04-14 15:42:47,033 | INFO | rank=0 | batch_timing epoch=1 batch=46112/249868 global_step=11528 data_wait=0.0s step_compute=9.7s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=101
2026-04-14 15:44:24,384 | INFO | rank=0 | batch_timing epoch=1 batch=46116/249868 global_step=11529 data_wait=0.0s step_compute=1m 8.0s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=80
2026-04-14 15:47:36,231 | INFO | rank=0 | batch_timing epoch=1 batch=46120/249868 global_step=11530 data_wait=0.0s step_compute=31.8s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=103
2026-04-14 15:47:37,877 | INFO | rank=0 | epoch=1 step=46120/249868 global_step=11530 train_loss=0.5672 train_main_ctc_loss=0.5672 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=4.4300 max_feature_frames=623 train_avg_blank_prob=0.6382 train_argmax_blank_frac=0.6474 train_avg_top_nonblank_prob=0.3095 train_target_tokens_per_frame=0.3301 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9487 train_avg_top_logit=15.1795 train_avg_top2_margin=4.8462 train_avg_blank_nonblank_margin=2.6795 train_avg_entropy=0.3878 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5870 train_blank_weight_grad_norm=2.6707 train_nonblank_weight_grad_norm_mean=0.0436 train_blank_bias_grad=0.0418 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0847 train_encoder_std=3.4359 train_encoder_token_l2_norm=108.5549 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.15312e-06
2026-04-14 15:47:38,422 | INFO | rank=0 | train preview ref='Фицменєнс, парафласі мінййони, метелики, квіточки, ведмедики ⁇ діти люблять такі шапки. Зими в Румунії бувають дуже х...' hyp_greedy='Іц месафлеЦці мінйони, метелики, квіточкиед медики Діти люблять такі шапки. Зими врумунії буввують дуже холодні. Тож ...' hyp_beam='Іц месафлеЦці мінйони, метелики, квіточкиед медики Діти люблять такі шапки. Зими врумунії буввують дуже холодні.ож ді...' avg_output_frames=312.0 avg_target_tokens=103.0 top_tokens=<blank>:0.647, ки:0.016, й:0.013, а:0.013, ▁:0.013
2026-04-14 15:47:56,975 | INFO | rank=0 | batch_timing epoch=1 batch=46124/249868 global_step=11531 data_wait=0.0s step_compute=9.8s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=188
2026-04-14 15:48:15,985 | INFO | rank=0 | batch_timing epoch=1 batch=46128/249868 global_step=11532 data_wait=0.0s step_compute=11.0s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=100
2026-04-14 15:51:43,102 | INFO | rank=0 | batch_timing epoch=1 batch=46132/249868 global_step=11533 data_wait=0.0s step_compute=2m 45.2s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=105
2026-04-14 15:52:01,830 | INFO | rank=0 | batch_timing epoch=1 batch=46136/249868 global_step=11534 data_wait=0.0s step_compute=9.4s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=100
2026-04-14 15:52:46,000 | INFO | rank=0 | batch_timing epoch=1 batch=46140/249868 global_step=11535 data_wait=0.0s step_compute=35.0s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=90
2026-04-14 15:55:07,209 | INFO | rank=0 | batch_timing epoch=1 batch=46144/249868 global_step=11536 data_wait=0.0s step_compute=11.3s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=98
2026-04-14 15:56:09,198 | INFO | rank=0 | batch_timing epoch=1 batch=46148/249868 global_step=11537 data_wait=0.0s step_compute=9.8s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=103
2026-04-14 15:56:27,870 | INFO | rank=0 | batch_timing epoch=1 batch=46152/249868 global_step=11538 data_wait=0.0s step_compute=9.2s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=96
2026-04-14 15:57:57,824 | INFO | rank=0 | batch_timing epoch=1 batch=46156/249868 global_step=11539 data_wait=0.0s step_compute=54.7s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=104
2026-04-14 15:59:45,726 | INFO | rank=0 | batch_timing epoch=1 batch=46160/249868 global_step=11540 data_wait=0.0s step_compute=13.9s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=113
2026-04-14 15:59:48,698 | INFO | rank=0 | epoch=1 step=46160/249868 global_step=11540 train_loss=0.5119 train_main_ctc_loss=0.5119 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=3.5881 max_feature_frames=623 train_avg_blank_prob=0.5585 train_argmax_blank_frac=0.5769 train_avg_top_nonblank_prob=0.3976 train_target_tokens_per_frame=0.3622 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1282 train_avg_top_logit=14.8718 train_avg_top2_margin=4.2564 train_avg_blank_nonblank_margin=1.1474 train_avg_entropy=0.3510 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=1.0844 train_nonblank_weight_grad_norm_mean=0.0401 train_blank_bias_grad=0.0133 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0839 train_encoder_std=3.4725 train_encoder_token_l2_norm=110.1236 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.15845e-06
2026-04-14 15:59:49,452 | INFO | rank=0 | train preview ref='Центр з контролю і запобігання захворюванням, і яка на його думку є обурливою. Головний лікарша Джером Адамс і провід...' hyp_greedy='Центр з контролю і запобігання захворюанням, і яка на його думку є оббурливою. Глоний лікар Шатджером Адамс і провідн...' hyp_beam='Центр з контролю і запобігання захворюанням, і яка на його думку є оббурливою. Глоний лікар Шатджером Адамс і провідн...' avg_output_frames=312.0 avg_target_tokens=113.0 top_tokens=<blank>:0.577, м:0.019, ▁:0.019, р:0.016, к:0.013
2026-04-14 16:00:26,716 | INFO | rank=0 | batch_timing epoch=1 batch=46164/249868 global_step=11541 data_wait=0.0s step_compute=18.2s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=99
2026-04-14 16:00:51,956 | INFO | rank=0 | batch_timing epoch=1 batch=46168/249868 global_step=11542 data_wait=0.0s step_compute=13.1s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=110
2026-04-14 16:03:05,819 | INFO | rank=0 | batch_timing epoch=1 batch=46172/249868 global_step=11543 data_wait=0.0s step_compute=21.3s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=115
2026-04-14 16:04:21,625 | INFO | rank=0 | batch_timing epoch=1 batch=46176/249868 global_step=11544 data_wait=0.0s step_compute=17.7s batch_size=1 effective_frames=623 max_feature_frames=623 target_tokens=119
2026-04-14 16:06:14,986 | INFO | rank=0 | batch_timing epoch=1 batch=46180/249868 global_step=11545 data_wait=0.0s step_compute=10.6s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=65
2026-04-14 16:07:26,622 | INFO | rank=0 | batch_timing epoch=1 batch=46184/249868 global_step=11546 data_wait=0.0s step_compute=9.5s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=70
2026-04-14 16:08:05,389 | INFO | rank=0 | batch_timing epoch=1 batch=46188/249868 global_step=11547 data_wait=0.0s step_compute=9.1s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=62
2026-04-14 16:10:04,201 | INFO | rank=0 | batch_timing epoch=1 batch=46192/249868 global_step=11548 data_wait=0.0s step_compute=57.6s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=61
2026-04-14 16:11:00,374 | INFO | rank=0 | batch_timing epoch=1 batch=46196/249868 global_step=11549 data_wait=0.0s step_compute=36.2s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=76
2026-04-14 16:12:02,846 | INFO | rank=0 | batch_timing epoch=1 batch=46200/249868 global_step=11550 data_wait=0.0s step_compute=9.3s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=86
2026-04-14 16:12:06,120 | INFO | rank=0 | epoch=1 step=46200/249868 global_step=11550 train_loss=1.3056 train_main_ctc_loss=1.3056 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=4.1935 max_feature_frames=622 train_avg_blank_prob=0.6932 train_argmax_blank_frac=0.7556 train_avg_top_nonblank_prob=0.2110 train_target_tokens_per_frame=0.2765 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=11.7814 train_avg_top_logit=12.2444 train_avg_top2_margin=3.8071 train_avg_blank_nonblank_margin=2.9582 train_avg_entropy=0.7267 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=1.2857 train_nonblank_weight_grad_norm_mean=0.0457 train_blank_bias_grad=-0.0181 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1036 train_encoder_std=2.8210 train_encoder_token_l2_norm=89.4635 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.16379e-06
2026-04-14 16:12:06,800 | INFO | rank=0 | train preview ref='В далеком году моя супруга победила в этом конкурсе. Поэтому я знаю, что это за конкурс, я знаю ее кухню, я знаю, нас...' hyp_greedy='Далекототичнока думаю яруга победила вт конкурссі. Потому я знаю, что за конкурс. Я знаю нею. Я знаю на скольк сложно...' hyp_beam='Далекототичномка думаю я руга победила вто конкурссі. Потому я знаю, что за конкурс. Я знаю нею. Я знаю на скольк это...' avg_output_frames=311.0 avg_target_tokens=86.0 top_tokens=<blank>:0.756, ю:0.019, зна:0.013, н:0.013, .:0.013
2026-04-14 16:13:32,426 | INFO | rank=0 | batch_timing epoch=1 batch=46204/249868 global_step=11551 data_wait=0.0s step_compute=26.8s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=78
2026-04-14 16:14:54,579 | INFO | rank=0 | batch_timing epoch=1 batch=46208/249868 global_step=11552 data_wait=0.0s step_compute=29.2s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=92
2026-04-14 16:16:00,918 | INFO | rank=0 | batch_timing epoch=1 batch=46212/249868 global_step=11553 data_wait=0.0s step_compute=20.4s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=82
2026-04-14 16:17:23,831 | INFO | rank=0 | batch_timing epoch=1 batch=46216/249868 global_step=11554 data_wait=0.0s step_compute=47.8s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=111
2026-04-14 16:18:08,030 | INFO | rank=0 | batch_timing epoch=1 batch=46220/249868 global_step=11555 data_wait=0.0s step_compute=9.3s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=90
2026-04-14 16:19:48,412 | INFO | rank=0 | batch_timing epoch=1 batch=46224/249868 global_step=11556 data_wait=0.0s step_compute=10.7s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=91
2026-04-14 16:20:57,803 | INFO | rank=0 | batch_timing epoch=1 batch=46228/249868 global_step=11557 data_wait=0.0s step_compute=10.2s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=99
2026-04-14 16:22:41,611 | INFO | rank=0 | batch_timing epoch=1 batch=46232/249868 global_step=11558 data_wait=0.0s step_compute=16.6s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=116
2026-04-14 16:23:21,251 | INFO | rank=0 | batch_timing epoch=1 batch=46236/249868 global_step=11559 data_wait=0.0s step_compute=11.8s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=96
2026-04-14 16:25:09,167 | INFO | rank=0 | batch_timing epoch=1 batch=46240/249868 global_step=11560 data_wait=0.0s step_compute=9.4s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=95
2026-04-14 16:25:12,800 | INFO | rank=0 | epoch=1 step=46240/249868 global_step=11560 train_loss=0.5177 train_main_ctc_loss=0.5177 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=3.7420 max_feature_frames=622 train_avg_blank_prob=0.6445 train_argmax_blank_frac=0.6688 train_avg_top_nonblank_prob=0.3151 train_target_tokens_per_frame=0.3055 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3762 train_avg_top_logit=14.8167 train_avg_top2_margin=4.6302 train_avg_blank_nonblank_margin=1.9550 train_avg_entropy=0.3360 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=1.7013 train_nonblank_weight_grad_norm_mean=0.0351 train_blank_bias_grad=0.0234 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0767 train_encoder_std=3.4324 train_encoder_token_l2_norm=108.3159 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.16912e-06
2026-04-14 16:25:13,666 | INFO | rank=0 | train preview ref='Дослідниця Дому Свободи наголошує на необхідності справжніх реформ в країни. Веріємпоенферікінт для України дуже важл...' hyp_greedy='Дослідниця доому свободи наоголошує на необхідності справжніх реформ краї. Тверрімпонфкн для України дуже важливо впр...' hyp_beam='Дослідниця доому свободи наоголошує на необхідності справжніх реформ краї. Тверрімпонфкрен для України дуже важливо в...' avg_output_frames=311.0 avg_target_tokens=95.0 top_tokens=<blank>:0.669, ж:0.013, ні:0.013, н:0.010, ▁:0.010
2026-04-14 16:26:23,092 | INFO | rank=0 | batch_timing epoch=1 batch=46244/249868 global_step=11561 data_wait=0.0s step_compute=32.5s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=96
2026-04-14 16:27:33,185 | INFO | rank=0 | batch_timing epoch=1 batch=46248/249868 global_step=11562 data_wait=0.0s step_compute=29.2s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=96
2026-04-14 16:28:50,087 | INFO | rank=0 | batch_timing epoch=1 batch=46252/249868 global_step=11563 data_wait=0.0s step_compute=44.2s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=103
2026-04-14 16:30:57,819 | INFO | rank=0 | batch_timing epoch=1 batch=46256/249868 global_step=11564 data_wait=0.0s step_compute=37.8s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=99
2026-04-14 16:31:49,844 | INFO | rank=0 | batch_timing epoch=1 batch=46260/249868 global_step=11565 data_wait=0.0s step_compute=30.5s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=93
2026-04-14 16:32:31,149 | INFO | rank=0 | batch_timing epoch=1 batch=46264/249868 global_step=11566 data_wait=0.0s step_compute=10.7s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=125
2026-04-14 16:33:39,560 | INFO | rank=0 | batch_timing epoch=1 batch=46268/249868 global_step=11567 data_wait=0.0s step_compute=19.8s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=130
2026-04-14 16:35:43,761 | INFO | rank=0 | batch_timing epoch=1 batch=46272/249868 global_step=11568 data_wait=0.0s step_compute=30.3s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=21
2026-04-14 16:37:11,659 | INFO | rank=0 | batch_timing epoch=1 batch=46276/249868 global_step=11569 data_wait=0.0s step_compute=23.4s batch_size=1 effective_frames=622 max_feature_frames=622 target_tokens=103
2026-04-14 16:38:45,732 | INFO | rank=0 | batch_timing epoch=1 batch=46280/249868 global_step=11570 data_wait=0.0s step_compute=19.6s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=55
2026-04-14 16:38:48,931 | INFO | rank=0 | epoch=1 step=46280/249868 global_step=11570 train_loss=0.7595 train_main_ctc_loss=0.7595 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=8.9043 max_feature_frames=621 train_avg_blank_prob=0.7664 train_argmax_blank_frac=0.7878 train_avg_top_nonblank_prob=0.1932 train_target_tokens_per_frame=0.1768 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1994 train_avg_top_logit=14.9196 train_avg_top2_margin=5.6334 train_avg_blank_nonblank_margin=4.3215 train_avg_entropy=0.3424 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=6.5678 train_nonblank_weight_grad_norm_mean=0.0580 train_blank_bias_grad=-0.1136 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0949 train_encoder_std=3.2029 train_encoder_token_l2_norm=101.3403 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.17446e-06
2026-04-14 16:38:49,448 | INFO | rank=0 | train preview ref='Існує загроза, ну так би мовити, відтворення СРСР цього року в контексті століття з часу утворення справжнього СРСР.' hyp_greedy='Існує загрозану так би мовити відтворання  с с цього року в контексті століття з часу утворення справжнього. Таке.' hyp_beam='Існує загрозану так би мовити відтворення  с цього року в контексті століття з часу утворення справжнього с. Таке.' avg_output_frames=311.0 avg_target_tokens=55.0 top_tokens=<blank>:0.788, ▁:0.013, т:0.010, ну:0.010, .:0.006
2026-04-14 16:39:37,788 | INFO | rank=0 | batch_timing epoch=1 batch=46284/249868 global_step=11571 data_wait=0.0s step_compute=8.7s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=66
2026-04-14 16:41:27,608 | INFO | rank=0 | batch_timing epoch=1 batch=46288/249868 global_step=11572 data_wait=0.0s step_compute=42.2s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=70
2026-04-14 16:41:52,678 | INFO | rank=0 | batch_timing epoch=1 batch=46292/249868 global_step=11573 data_wait=0.0s step_compute=16.3s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=79
2026-04-14 16:43:55,382 | INFO | rank=0 | batch_timing epoch=1 batch=46296/249868 global_step=11574 data_wait=0.0s step_compute=11.1s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=75
2026-04-14 16:45:24,258 | INFO | rank=0 | batch_timing epoch=1 batch=46300/249868 global_step=11575 data_wait=0.0s step_compute=1m 20.9s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=91
2026-04-14 16:46:18,259 | INFO | rank=0 | batch_timing epoch=1 batch=46304/249868 global_step=11576 data_wait=0.0s step_compute=46.9s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=95
2026-04-14 16:47:49,809 | INFO | rank=0 | batch_timing epoch=1 batch=46308/249868 global_step=11577 data_wait=0.0s step_compute=11.8s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=94
2026-04-14 16:49:06,044 | INFO | rank=0 | batch_timing epoch=1 batch=46312/249868 global_step=11578 data_wait=0.0s step_compute=10.4s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=79
2026-04-14 16:49:26,625 | INFO | rank=0 | batch_timing epoch=1 batch=46316/249868 global_step=11579 data_wait=0.0s step_compute=11.7s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=92
2026-04-14 16:50:27,120 | INFO | rank=0 | batch_timing epoch=1 batch=46320/249868 global_step=11580 data_wait=0.0s step_compute=9.4s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=94
2026-04-14 16:50:30,521 | INFO | rank=0 | epoch=1 step=46320/249868 global_step=11580 train_loss=1.4492 train_main_ctc_loss=1.4492 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=4.4915 max_feature_frames=621 train_avg_blank_prob=0.6581 train_argmax_blank_frac=0.6752 train_avg_top_nonblank_prob=0.3072 train_target_tokens_per_frame=0.3023 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.0965 train_avg_top_logit=15.2283 train_avg_top2_margin=4.9646 train_avg_blank_nonblank_margin=2.7138 train_avg_entropy=0.2990 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=2.1483 train_nonblank_weight_grad_norm_mean=0.0377 train_blank_bias_grad=0.0405 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1035 train_encoder_std=3.3783 train_encoder_token_l2_norm=106.7006 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.1798e-06
2026-04-14 16:50:31,081 | INFO | rank=0 | train preview ref='Вона каже, я там просто ледь не наклала в штани. Але вона зробила вигляд, що все добре, вона там з ним посміхалася. В...' hyp_greedy='Вона каже каже, я там простолеь не наклала в тони. Але вона зробила вигляд, що все добре, Вона там з ним посміхалася....' hyp_beam='Вона каже каже, я там просто леь не наклала в штони. Але вона зробила вигляд, що все добре, Вона там з ним посміхалас...' avg_output_frames=311.0 avg_target_tokens=94.0 top_tokens=<blank>:0.675, .:0.023, ла:0.019, ▁:0.016, ,:0.013
2026-04-14 16:52:04,476 | INFO | rank=0 | batch_timing epoch=1 batch=46324/249868 global_step=11581 data_wait=0.0s step_compute=15.5s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=86
2026-04-14 16:53:33,824 | INFO | rank=0 | batch_timing epoch=1 batch=46328/249868 global_step=11582 data_wait=0.0s step_compute=10.5s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=85
2026-04-14 16:55:04,055 | INFO | rank=0 | batch_timing epoch=1 batch=46332/249868 global_step=11583 data_wait=0.0s step_compute=40.5s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=93
2026-04-14 16:56:14,254 | INFO | rank=0 | batch_timing epoch=1 batch=46336/249868 global_step=11584 data_wait=0.0s step_compute=22.2s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=24
2026-04-14 16:57:29,424 | INFO | rank=0 | batch_timing epoch=1 batch=46340/249868 global_step=11585 data_wait=0.0s step_compute=1m 7.2s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=95
2026-04-14 16:57:50,302 | INFO | rank=0 | batch_timing epoch=1 batch=46344/249868 global_step=11586 data_wait=0.0s step_compute=8.6s batch_size=1 effective_frames=621 max_feature_frames=621 target_tokens=100
2026-04-14 16:59:08,195 | INFO | rank=0 | batch_timing epoch=1 batch=46348/249868 global_step=11587 data_wait=0.0s step_compute=9.1s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=43
2026-04-14 17:00:39,360 | INFO | rank=0 | batch_timing epoch=1 batch=46352/249868 global_step=11588 data_wait=0.0s step_compute=10.5s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=36
2026-04-14 17:02:03,309 | INFO | rank=0 | batch_timing epoch=1 batch=46356/249868 global_step=11589 data_wait=0.0s step_compute=13.9s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=50
2026-04-14 17:03:10,066 | INFO | rank=0 | batch_timing epoch=1 batch=46360/249868 global_step=11590 data_wait=0.0s step_compute=55.6s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=60
2026-04-14 17:03:12,864 | INFO | rank=0 | epoch=1 step=46360/249868 global_step=11590 train_loss=0.9998 train_main_ctc_loss=0.9998 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=5.8280 max_feature_frames=620 train_avg_blank_prob=0.7688 train_argmax_blank_frac=0.7806 train_avg_top_nonblank_prob=0.2046 train_target_tokens_per_frame=0.1935 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.7613 train_avg_top_logit=15.3806 train_avg_top2_margin=6.0903 train_avg_blank_nonblank_margin=4.8000 train_avg_entropy=0.2419 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=1.4776 train_nonblank_weight_grad_norm_mean=0.0542 train_blank_bias_grad=0.0262 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0989 train_encoder_std=3.1835 train_encoder_token_l2_norm=100.8216 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.18513e-06
2026-04-14 17:03:13,408 | INFO | rank=0 | train preview ref='Був таким згустком болю, страждання нашого народу. І тому я так певний момент зрозумів, що кращого предмету матеріаль...' hyp_greedy='Був таким згуком болю страждання наш нашого народу, І тому я так  ппевний момент зрозумів, що кращого предмету матері...' hyp_beam='Був таким згуком болю страждання наш нашого народу, І тому я так певний момент зрозумів, що кращого предмету матеріаа...' avg_output_frames=310.0 avg_target_tokens=60.0 top_tokens=<blank>:0.781, м:0.010, ,:0.010, на:0.010, в:0.010
2026-04-14 17:04:30,419 | INFO | rank=0 | batch_timing epoch=1 batch=46372/249868 global_step=11593 data_wait=0.0s step_compute=7.0s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=75
2026-04-14 17:05:17,683 | INFO | rank=0 | batch_timing epoch=1 batch=46376/249868 global_step=11594 data_wait=0.0s step_compute=19.9s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=67
2026-04-14 17:07:12,260 | INFO | rank=0 | batch_timing epoch=1 batch=46380/249868 global_step=11595 data_wait=0.0s step_compute=34.6s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=74
2026-04-14 17:08:12,242 | INFO | rank=0 | batch_timing epoch=1 batch=46384/249868 global_step=11596 data_wait=0.0s step_compute=10.4s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=70
2026-04-14 17:09:25,773 | INFO | rank=0 | batch_timing epoch=1 batch=46388/249868 global_step=11597 data_wait=0.0s step_compute=44.2s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=79
2026-04-14 17:10:25,696 | INFO | rank=0 | batch_timing epoch=1 batch=46392/249868 global_step=11598 data_wait=0.0s step_compute=21.4s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=94
2026-04-14 17:11:44,202 | INFO | rank=0 | batch_timing epoch=1 batch=46396/249868 global_step=11599 data_wait=0.0s step_compute=17.5s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=72
2026-04-14 17:13:11,732 | INFO | rank=0 | batch_timing epoch=1 batch=46400/249868 global_step=11600 data_wait=0.0s step_compute=42.8s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=88
2026-04-14 17:13:15,156 | INFO | rank=0 | epoch=1 step=46400/249868 global_step=11600 train_loss=0.6093 train_main_ctc_loss=0.6093 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=5.4825 max_feature_frames=620 train_avg_blank_prob=0.6624 train_argmax_blank_frac=0.6613 train_avg_top_nonblank_prob=0.3061 train_target_tokens_per_frame=0.2839 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3484 train_avg_top_logit=15.4839 train_avg_top2_margin=5.3935 train_avg_blank_nonblank_margin=3.2000 train_avg_entropy=0.2726 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=2.3800 train_nonblank_weight_grad_norm_mean=0.0492 train_blank_bias_grad=0.0338 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0868 train_encoder_std=3.3297 train_encoder_token_l2_norm=105.5622 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.19047e-06
2026-04-14 17:13:15,756 | INFO | rank=0 | train preview ref='Я думаю, що польше все-таки гарантувати безпеку найкраще білорусам, які тікають від режиму в Росії. Режим Путіна вида...' hyp_greedy='Я думаю, що хольше все такки гарантувати безпеку найкраще, ілоруям, які тікають від режиму в Росії, режим Путіна вида...' hyp_beam='Я думаю, що хольше все такки гарантувати безпеку найкраще, ілоруям, які тікають від режиму в Росії, режим Путіна вида...' avg_output_frames=310.0 avg_target_tokens=88.0 top_tokens=<blank>:0.661, ▁:0.029, ,:0.016, м:0.010, .:0.010
2026-04-14 17:13:35,099 | INFO | rank=0 | batch_timing epoch=1 batch=46404/249868 global_step=11601 data_wait=0.0s step_compute=11.6s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=75
2026-04-14 17:16:34,028 | INFO | rank=0 | batch_timing epoch=1 batch=46412/249868 global_step=11603 data_wait=0.0s step_compute=6.2s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=100
2026-04-14 17:16:52,629 | INFO | rank=0 | batch_timing epoch=1 batch=46416/249868 global_step=11604 data_wait=0.0s step_compute=7.3s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=93
2026-04-14 17:18:37,096 | INFO | rank=0 | batch_timing epoch=1 batch=46420/249868 global_step=11605 data_wait=0.0s step_compute=9.4s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=86
2026-04-14 17:19:02,541 | INFO | rank=0 | batch_timing epoch=1 batch=46424/249868 global_step=11606 data_wait=0.0s step_compute=7.0s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=95
2026-04-14 17:20:44,320 | INFO | rank=0 | batch_timing epoch=1 batch=46428/249868 global_step=11607 data_wait=0.0s step_compute=27.3s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=104
2026-04-14 17:22:17,006 | INFO | rank=0 | batch_timing epoch=1 batch=46432/249868 global_step=11608 data_wait=0.0s step_compute=1m 23.9s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=97
2026-04-14 17:23:24,061 | INFO | rank=0 | batch_timing epoch=1 batch=46436/249868 global_step=11609 data_wait=0.0s step_compute=21.3s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=103
2026-04-14 17:23:43,171 | INFO | rank=0 | batch_timing epoch=1 batch=46440/249868 global_step=11610 data_wait=0.0s step_compute=10.3s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=105
2026-04-14 17:23:47,134 | INFO | rank=0 | epoch=1 step=46440/249868 global_step=11610 train_loss=0.5278 train_main_ctc_loss=0.5278 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=3.6614 max_feature_frames=620 train_avg_blank_prob=0.6002 train_argmax_blank_frac=0.6258 train_avg_top_nonblank_prob=0.3617 train_target_tokens_per_frame=0.3387 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5226 train_avg_top_logit=15.1742 train_avg_top2_margin=5.1613 train_avg_blank_nonblank_margin=2.2323 train_avg_entropy=0.3097 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5871 train_blank_weight_grad_norm=0.9479 train_nonblank_weight_grad_norm_mean=0.0428 train_blank_bias_grad=0.0093 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0806 train_encoder_std=3.4466 train_encoder_token_l2_norm=109.2430 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.1958e-06
2026-04-14 17:23:48,134 | INFO | rank=0 | train preview ref='Міський голова Олександр Супруднюк каже, автівки призначені для військових закупляються за гроші міського бюджету та ...' hyp_greedy='Міськи головва Олександр Супрунюк каже, автівки призначнь для військових закупляються за гроші міського бюджету та во...' hyp_beam='Міськи головва Олександр Супрунюк каже, автівки призначнь для військових закупляються за гроші міського бюджету та во...' avg_output_frames=310.0 avg_target_tokens=105.0 top_tokens=<blank>:0.626, ▁:0.023, в:0.013, к:0.010, н:0.010
2026-04-14 17:24:15,049 | INFO | rank=0 | batch_timing epoch=1 batch=46444/249868 global_step=11611 data_wait=0.0s step_compute=8.9s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=97
2026-04-14 17:27:29,294 | INFO | rank=0 | batch_timing epoch=1 batch=46448/249868 global_step=11612 data_wait=0.0s step_compute=27.3s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=102
2026-04-14 17:27:50,203 | INFO | rank=0 | batch_timing epoch=1 batch=46452/249868 global_step=11613 data_wait=0.0s step_compute=10.2s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=103
2026-04-14 17:28:19,551 | INFO | rank=0 | batch_timing epoch=1 batch=46456/249868 global_step=11614 data_wait=0.0s step_compute=8.0s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=113
2026-04-14 17:29:20,600 | INFO | rank=0 | batch_timing epoch=1 batch=46460/249868 global_step=11615 data_wait=0.0s step_compute=18.2s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=102
2026-04-14 17:31:57,814 | INFO | rank=0 | batch_timing epoch=1 batch=46464/249868 global_step=11616 data_wait=0.0s step_compute=12.1s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=103
2026-04-14 17:32:39,325 | INFO | rank=0 | batch_timing epoch=1 batch=46468/249868 global_step=11617 data_wait=0.0s step_compute=25.7s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=109
2026-04-14 17:33:01,356 | INFO | rank=0 | batch_timing epoch=1 batch=46472/249868 global_step=11618 data_wait=0.0s step_compute=10.0s batch_size=1 effective_frames=620 max_feature_frames=620 target_tokens=105
2026-04-14 17:33:59,088 | INFO | rank=0 | batch_timing epoch=1 batch=46476/249868 global_step=11619 data_wait=0.0s step_compute=29.8s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=12
2026-04-14 17:36:23,260 | INFO | rank=0 | batch_timing epoch=1 batch=46480/249868 global_step=11620 data_wait=0.0s step_compute=9.3s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=50
2026-04-14 17:36:24,828 | INFO | rank=0 | epoch=1 step=46480/249868 global_step=11620 train_loss=1.0868 train_main_ctc_loss=1.0868 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=5.1601 max_feature_frames=619 train_avg_blank_prob=0.7996 train_argmax_blank_frac=0.8226 train_avg_top_nonblank_prob=0.1766 train_target_tokens_per_frame=0.1613 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.8645 train_avg_top_logit=15.3806 train_avg_top2_margin=5.8065 train_avg_blank_nonblank_margin=4.8000 train_avg_entropy=0.2468 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=1.1881 train_nonblank_weight_grad_norm_mean=0.0526 train_blank_bias_grad=-0.0003 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1084 train_encoder_std=3.1928 train_encoder_token_l2_norm=101.4849 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.20114e-06
2026-04-14 17:36:25,492 | INFO | rank=0 | train preview ref='Просто вибух цей ядерний, огромний такий гриб ядерного зриву. Земля здригалася під ногами.' hyp_greedy='Про просто вибух цей ядерний огромний такий гриз ядерногориву. Земля стерегалася  на.' hyp_beam='Про просто, вибух цей ядерний огромний такий гриз ядерного зриву. Земля стерегалася без  на.' avg_output_frames=310.0 avg_target_tokens=50.0 top_tokens=<blank>:0.823, р:0.010, ▁:0.010, ро:0.010, .:0.010
2026-04-14 17:36:58,669 | INFO | rank=0 | batch_timing epoch=1 batch=46484/249868 global_step=11621 data_wait=0.0s step_compute=10.2s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=59
2026-04-14 17:37:44,817 | INFO | rank=0 | batch_timing epoch=1 batch=46488/249868 global_step=11622 data_wait=0.0s step_compute=14.2s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=70
2026-04-14 17:39:45,632 | INFO | rank=0 | batch_timing epoch=1 batch=46492/249868 global_step=11623 data_wait=0.0s step_compute=8.8s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=70
2026-04-14 17:40:23,354 | INFO | rank=0 | batch_timing epoch=1 batch=46496/249868 global_step=11624 data_wait=0.0s step_compute=14.1s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=76
2026-04-14 17:41:10,586 | INFO | rank=0 | batch_timing epoch=1 batch=46500/249868 global_step=11625 data_wait=0.0s step_compute=10.8s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=60
2026-04-14 17:41:58,442 | INFO | rank=0 | epoch=1 waiting for training batch 46504/249868 num_workers=16 prefetch_factor=2 still waiting elapsed=5.0s
2026-04-14 17:43:22,507 | INFO | rank=0 | batch_timing epoch=1 batch=46504/249868 global_step=11626 data_wait=14.1s step_compute=1m 14.9s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=86
2026-04-14 17:44:43,734 | INFO | rank=0 | batch_timing epoch=1 batch=46508/249868 global_step=11627 data_wait=0.0s step_compute=23.0s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=78
2026-04-14 17:45:14,338 | INFO | rank=0 | batch_timing epoch=1 batch=46512/249868 global_step=11628 data_wait=0.0s step_compute=15.3s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=91
2026-04-14 17:46:43,648 | INFO | rank=0 | batch_timing epoch=1 batch=46520/249868 global_step=11630 data_wait=0.0s step_compute=36.1s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=87
2026-04-14 17:46:45,879 | INFO | rank=0 | epoch=1 step=46520/249868 global_step=11630 train_loss=0.6715 train_main_ctc_loss=0.6715 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.83 grad_norm=4.4885 max_feature_frames=619 train_avg_blank_prob=0.7228 train_argmax_blank_frac=0.7419 train_avg_top_nonblank_prob=0.2402 train_target_tokens_per_frame=0.2806 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2452 train_avg_top_logit=15.0710 train_avg_top2_margin=5.6000 train_avg_blank_nonblank_margin=4.1032 train_avg_entropy=0.3403 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=2.3119 train_nonblank_weight_grad_norm_mean=0.0370 train_blank_bias_grad=0.0362 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0971 train_encoder_std=3.2715 train_encoder_token_l2_norm=103.2382 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.20648e-06
2026-04-14 17:46:46,500 | INFO | rank=0 | train preview ref='Десь разом із іншими силами це десь десять дванадцять тисяч бійців, що не менше повідно. Тому це значні сили, і більш...' hyp_greedy='Де разом із іншими силами це десь де два тисячбіців щ меншепоно Тому цезначні сили, і більше сил не зміня цього факто...' hyp_beam='Де разом із іншими силами це десь де два тисячбіців, щ меншепоно Тому це значні сили, і більше сил не змінять цього ф...' avg_output_frames=310.0 avg_target_tokens=87.0 top_tokens=<blank>:0.742, ▁:0.029, си:0.016, з:0.010, ,:0.006
2026-04-14 17:47:37,509 | INFO | rank=0 | batch_timing epoch=1 batch=46524/249868 global_step=11631 data_wait=0.0s step_compute=9.7s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=83
2026-04-14 17:49:50,513 | INFO | rank=0 | batch_timing epoch=1 batch=46528/249868 global_step=11632 data_wait=0.1s step_compute=9.8s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=103
2026-04-14 17:50:22,096 | INFO | rank=0 | batch_timing epoch=1 batch=46532/249868 global_step=11633 data_wait=0.0s step_compute=8.1s batch_size=1 effective_frames=619 max_feature_frames=619 target_tokens=105
2026-04-14 17:51:35,934 | INFO | rank=0 | batch_timing epoch=1 batch=46536/249868 global_step=11634 data_wait=0.0s step_compute=30.4s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=32
2026-04-14 17:52:08,075 | INFO | rank=0 | batch_timing epoch=1 batch=46540/249868 global_step=11635 data_wait=0.0s step_compute=8.3s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=44
2026-04-14 17:54:36,738 | INFO | rank=0 | batch_timing epoch=1 batch=46544/249868 global_step=11636 data_wait=0.0s step_compute=9.3s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=49
2026-04-14 17:55:10,286 | INFO | rank=0 | batch_timing epoch=1 batch=46548/249868 global_step=11637 data_wait=0.0s step_compute=13.3s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=61
2026-04-14 17:55:49,665 | INFO | rank=0 | batch_timing epoch=1 batch=46552/249868 global_step=11638 data_wait=0.0s step_compute=15.5s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=52
2026-04-14 17:58:17,969 | INFO | rank=0 | batch_timing epoch=1 batch=46556/249868 global_step=11639 data_wait=0.0s step_compute=9.1s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=65
2026-04-14 17:58:59,889 | INFO | rank=0 | batch_timing epoch=1 batch=46560/249868 global_step=11640 data_wait=0.0s step_compute=27.3s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=59
2026-04-14 17:59:01,288 | INFO | rank=0 | epoch=1 step=46560/249868 global_step=11640 train_loss=0.8257 train_main_ctc_loss=0.8257 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=4.4537 max_feature_frames=618 train_avg_blank_prob=0.7487 train_argmax_blank_frac=0.7605 train_avg_top_nonblank_prob=0.2220 train_target_tokens_per_frame=0.1909 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.3269 train_avg_top_logit=16.1553 train_avg_top2_margin=6.4207 train_avg_blank_nonblank_margin=4.9191 train_avg_entropy=0.2298 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=2.0129 train_nonblank_weight_grad_norm_mean=0.0479 train_blank_bias_grad=-0.0239 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.1027 train_encoder_std=3.3747 train_encoder_token_l2_norm=107.2574 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.21181e-06
2026-04-14 17:59:01,762 | INFO | rank=0 | train preview ref='Немає розісків. Причому зауважимо, що якщо ми будемо підносити дане рівняння до другого степеня і виконувати всі опер...' hyp_greedy="Рнянання не ма розв'язків. Причому зауважимо, що якщо ми будемо підносити дане рівньнання до другого степелення і вик..." hyp_beam="Рнянання не ма розв'язків. Причому зауважимо, що якщо ми будемо підносити дане рівньнання до другого степелення і вик..." avg_output_frames=309.0 avg_target_tokens=59.0 top_tokens=<blank>:0.761, ▁:0.016, я:0.013, н:0.010, ,:0.006
2026-04-14 17:59:46,857 | INFO | rank=0 | batch_timing epoch=1 batch=46564/249868 global_step=11641 data_wait=0.0s step_compute=37.7s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=67
2026-04-14 18:00:12,967 | INFO | rank=0 | batch_timing epoch=1 batch=46568/249868 global_step=11642 data_wait=0.0s step_compute=8.5s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=104
2026-04-14 18:02:55,639 | INFO | rank=0 | batch_timing epoch=1 batch=46572/249868 global_step=11643 data_wait=0.0s step_compute=22.9s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=77
2026-04-14 18:03:56,951 | INFO | rank=0 | batch_timing epoch=1 batch=46576/249868 global_step=11644 data_wait=0.0s step_compute=30.9s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=77
2026-04-14 18:04:45,340 | INFO | rank=0 | batch_timing epoch=1 batch=46580/249868 global_step=11645 data_wait=0.0s step_compute=31.0s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=157
2026-04-14 18:06:28,478 | INFO | rank=0 | batch_timing epoch=1 batch=46584/249868 global_step=11646 data_wait=0.0s step_compute=32.9s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=83
2026-04-14 18:07:25,822 | INFO | rank=0 | batch_timing epoch=1 batch=46588/249868 global_step=11647 data_wait=0.0s step_compute=9.7s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=74
2026-04-14 18:09:04,361 | INFO | rank=0 | batch_timing epoch=1 batch=46592/249868 global_step=11648 data_wait=0.0s step_compute=33.5s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=98
2026-04-14 18:10:18,851 | INFO | rank=0 | batch_timing epoch=1 batch=46596/249868 global_step=11649 data_wait=0.0s step_compute=9.6s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=88
2026-04-14 18:11:05,928 | INFO | rank=0 | batch_timing epoch=1 batch=46600/249868 global_step=11650 data_wait=0.0s step_compute=9.0s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=93
2026-04-14 18:11:10,029 | INFO | rank=0 | epoch=1 step=46600/249868 global_step=11650 train_loss=1.5069 train_main_ctc_loss=1.5069 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=3.6178 max_feature_frames=618 train_avg_blank_prob=0.6171 train_argmax_blank_frac=0.6181 train_avg_top_nonblank_prob=0.3590 train_target_tokens_per_frame=0.3010 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1877 train_avg_top_logit=15.7411 train_avg_top2_margin=5.3592 train_avg_blank_nonblank_margin=2.4595 train_avg_entropy=0.2346 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=0.8323 train_nonblank_weight_grad_norm_mean=0.0449 train_blank_bias_grad=0.0089 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0974 train_encoder_std=3.5002 train_encoder_token_l2_norm=111.2781 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.21715e-06
2026-04-14 18:11:10,770 | INFO | rank=0 | train preview ref='Вони знищили життєво важливу сільськогосподарську інфраструктуру. Є достовірні повідомлення про те, що Росія розкрада...' hyp_greedy='Вони знищили життєву важливу сільськогосподарську інфраструктуру. Є є достовірні повідомлення про те, що Росія розкра...' hyp_beam='Вони знищили життєву важливу сільськогосподарську інфраструктуру. Є є достовірні повідомлення про те, що Росія розкра...' avg_output_frames=309.0 avg_target_tokens=93.0 top_tokens=<blank>:0.618, ▁:0.019, сь:0.013, к:0.013, .:0.013
2026-04-14 18:11:39,353 | INFO | rank=0 | batch_timing epoch=1 batch=46604/249868 global_step=11651 data_wait=0.0s step_compute=11.3s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=104
2026-04-14 18:13:32,414 | INFO | rank=0 | batch_timing epoch=1 batch=46608/249868 global_step=11652 data_wait=0.0s step_compute=12.7s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=96
2026-04-14 18:15:02,496 | INFO | rank=0 | batch_timing epoch=1 batch=46612/249868 global_step=11653 data_wait=0.0s step_compute=10.8s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=108
2026-04-14 18:15:59,087 | INFO | rank=0 | batch_timing epoch=1 batch=46616/249868 global_step=11654 data_wait=0.0s step_compute=16.5s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=99
2026-04-14 18:17:55,112 | INFO | rank=0 | batch_timing epoch=1 batch=46620/249868 global_step=11655 data_wait=0.0s step_compute=30.4s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=103
2026-04-14 18:19:26,833 | INFO | rank=0 | batch_timing epoch=1 batch=46624/249868 global_step=11656 data_wait=0.0s step_compute=1m 6.8s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=103
2026-04-14 18:20:05,801 | INFO | rank=0 | batch_timing epoch=1 batch=46628/249868 global_step=11657 data_wait=0.0s step_compute=8.5s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=104
2026-04-14 18:21:47,612 | INFO | rank=0 | batch_timing epoch=1 batch=46632/249868 global_step=11658 data_wait=0.0s step_compute=51.9s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=111
2026-04-14 18:22:59,466 | INFO | rank=0 | batch_timing epoch=1 batch=46636/249868 global_step=11659 data_wait=0.0s step_compute=9.0s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=116
2026-04-14 18:24:28,748 | INFO | rank=0 | batch_timing epoch=1 batch=46640/249868 global_step=11660 data_wait=0.0s step_compute=18.7s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=108
2026-04-14 18:24:31,762 | INFO | rank=0 | epoch=1 step=46640/249868 global_step=11660 train_loss=0.4841 train_main_ctc_loss=0.4841 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=4.3159 max_feature_frames=618 train_avg_blank_prob=0.5993 train_argmax_blank_frac=0.6084 train_avg_top_nonblank_prob=0.3662 train_target_tokens_per_frame=0.3495 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.1877 train_avg_top_logit=15.8447 train_avg_top2_margin=4.9968 train_avg_blank_nonblank_margin=2.0712 train_avg_entropy=0.2702 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=2.5217 train_nonblank_weight_grad_norm_mean=0.0404 train_blank_bias_grad=0.0394 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0822 train_encoder_std=3.7326 train_encoder_token_l2_norm=118.2025 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.22249e-06
2026-04-14 18:24:32,605 | INFO | rank=0 | train preview ref="У дві тисячі дев'ятнадцятому році Всесвітня організація охорони здоров'я оприлюднила рекомендації для батьків, в яких..." hyp_greedy="У дві тисячі дев'ятнадцятому році весвітня організаціяорони здоров'я оприлюднила рекомендації для батьків, в яких заз..." hyp_beam="У дві тисячі дев'ятнадцятому році весвітня організаціяорони здоров'я оприлюднила рекомендації для батьків, в яких заз..." avg_output_frames=309.0 avg_target_tokens=108.0 top_tokens=<blank>:0.608, ,:0.016, ▁:0.013, д:0.010, т:0.010
2026-04-14 18:25:48,213 | INFO | rank=0 | batch_timing epoch=1 batch=46644/249868 global_step=11661 data_wait=0.0s step_compute=31.9s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=116
2026-04-14 18:27:05,085 | INFO | rank=0 | batch_timing epoch=1 batch=46648/249868 global_step=11662 data_wait=0.0s step_compute=45.9s batch_size=1 effective_frames=618 max_feature_frames=618 target_tokens=125
2026-04-14 18:28:02,683 | INFO | rank=0 | batch_timing epoch=1 batch=46652/249868 global_step=11663 data_wait=0.0s step_compute=11.7s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=32
2026-04-14 18:29:57,420 | INFO | rank=0 | batch_timing epoch=1 batch=46656/249868 global_step=11664 data_wait=0.0s step_compute=33.4s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=48
2026-04-14 18:30:34,866 | INFO | rank=0 | batch_timing epoch=1 batch=46660/249868 global_step=11665 data_wait=0.1s step_compute=9.9s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=63
2026-04-14 18:32:22,843 | INFO | rank=0 | batch_timing epoch=1 batch=46664/249868 global_step=11666 data_wait=0.0s step_compute=16.0s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=22
2026-04-14 18:34:03,524 | INFO | rank=0 | batch_timing epoch=1 batch=46668/249868 global_step=11667 data_wait=0.0s step_compute=49.0s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=79
2026-04-14 18:34:36,010 | INFO | rank=0 | batch_timing epoch=1 batch=46672/249868 global_step=11668 data_wait=0.0s step_compute=24.9s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=67
2026-04-14 18:36:59,027 | INFO | rank=0 | batch_timing epoch=1 batch=46676/249868 global_step=11669 data_wait=0.0s step_compute=41.0s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=143
2026-04-14 18:37:08,501 | INFO | rank=0 | epoch=1 step=46680/249868 global_step=11670 train_loss=1.2453 train_main_ctc_loss=1.2453 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=6.3279 max_feature_frames=617 train_avg_blank_prob=0.6964 train_argmax_blank_frac=0.7087 train_avg_top_nonblank_prob=0.2741 train_target_tokens_per_frame=0.2945 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3948 train_avg_top_logit=15.4304 train_avg_top2_margin=5.2298 train_avg_blank_nonblank_margin=3.3398 train_avg_entropy=0.2718 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=4.1051 train_nonblank_weight_grad_norm_mean=0.0455 train_blank_bias_grad=0.0715 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0876 train_encoder_std=3.3053 train_encoder_token_l2_norm=104.9625 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.22782e-06
2026-04-14 18:37:08,913 | INFO | rank=0 | train preview ref='Цифрова бухгалтерія, в якій проходять усі транзакції біткоїном, Стеллар взяв ідею системи біткоїну і блокчейну, скопі...' hyp_greedy='Цифрова богатерія в які проходять усі транзакці біткоїну. Стела взв ідея системи біткоїну і блокчейну скопіював її ві...' hyp_beam='Цифрова богатерія в які проходять усі транзакці біткоїну. Стела взв ідея системи біткоїну і блокчейну скопіював її ві...' avg_output_frames=309.0 avg_target_tokens=91.0 top_tokens=<blank>:0.709, ▁:0.016, к:0.013, в:0.010, .:0.010
2026-04-14 18:38:04,345 | INFO | rank=0 | batch_timing epoch=1 batch=46700/249868 global_step=11675 data_wait=0.0s step_compute=6.3s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=83
2026-04-14 18:38:31,571 | INFO | rank=0 | epoch=1 step=46720/249868 global_step=11680 train_loss=0.7601 train_main_ctc_loss=0.7601 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=3.5001 max_feature_frames=617 train_avg_blank_prob=0.6212 train_argmax_blank_frac=0.6505 train_avg_top_nonblank_prob=0.3151 train_target_tokens_per_frame=0.3236 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.7379 train_avg_top_logit=14.0841 train_avg_top2_margin=4.4790 train_avg_blank_nonblank_margin=1.9417 train_avg_entropy=0.4693 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=0.8159 train_nonblank_weight_grad_norm_mean=0.0333 train_blank_bias_grad=0.0080 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0822 train_encoder_std=3.2040 train_encoder_token_l2_norm=100.8307 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.23316e-06
2026-04-14 18:38:31,943 | INFO | rank=0 | train preview ref='То ж тепер республіканці критикують план Байдена як надто розпорошений. Мовляв, питання кліматичних змін не повинно в...' hyp_greedy='Тж тепер республіканці критикують план Байдена, як надто розпорошений. Мовляв питання кліматичних змін, не повинно вх...' hyp_beam='Тож тепер республіканці критикують план Байдена, як надто розпорошений. Мовляв питання кліматичних змін, не повинно в...' avg_output_frames=309.0 avg_target_tokens=100.0 top_tokens=<blank>:0.650, н:0.026, в:0.013, ти:0.013, ,:0.010
2026-04-14 18:38:47,971 | INFO | rank=0 | batch_timing epoch=1 batch=46728/249868 global_step=11682 data_wait=0.0s step_compute=6.2s batch_size=1 effective_frames=617 max_feature_frames=617 target_tokens=96
2026-04-14 18:39:36,496 | INFO | rank=0 | epoch=1 step=46760/249868 global_step=11690 train_loss=0.3588 train_main_ctc_loss=0.3588 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=2.5606 max_feature_frames=617 train_avg_blank_prob=0.5415 train_argmax_blank_frac=0.5502 train_avg_top_nonblank_prob=0.4176 train_target_tokens_per_frame=0.3883 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1521 train_avg_top_logit=15.0162 train_avg_top2_margin=4.4272 train_avg_blank_nonblank_margin=1.0485 train_avg_entropy=0.3366 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=1.0360 train_nonblank_weight_grad_norm_mean=0.0297 train_blank_bias_grad=0.0148 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0859 train_encoder_std=3.5063 train_encoder_token_l2_norm=111.0107 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.23849e-06
2026-04-14 18:39:36,880 | INFO | rank=0 | train preview ref="Наприклад, департамент з охорони здоров'я Орланду планує здійснювати десять тисяч щеплень за тиждень. Щеплювати лікар..." hyp_greedy="Наприклад, Департамент охорони здоров'я орландо планує здійснувати десять тисяч щеплень за тиждень. щеплюваувати ліка..." hyp_beam="Наприклад, Департамент охорони здоров'я орландо планує здійснувати десять тисяч щеплень за тиждень. щеплювати лікарів..." avg_output_frames=309.0 avg_target_tokens=120.0 top_tokens=<blank>:0.550, ▁:0.045, е:0.013, п:0.013, .:0.010
2026-04-14 18:40:38,424 | INFO | rank=0 | epoch=1 step=46800/249868 global_step=11700 train_loss=1.1479 train_main_ctc_loss=1.1479 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=13.7852 max_feature_frames=616 train_avg_blank_prob=0.7510 train_argmax_blank_frac=0.7760 train_avg_top_nonblank_prob=0.2219 train_target_tokens_per_frame=0.2532 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.0649 train_avg_top_logit=15.6883 train_avg_top2_margin=5.5065 train_avg_blank_nonblank_margin=4.2338 train_avg_entropy=0.2955 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5872 train_blank_weight_grad_norm=10.4215 train_nonblank_weight_grad_norm_mean=0.0646 train_blank_bias_grad=0.1794 train_nonblank_bias_grad_mean=-0.0004 train_encoder_mean=-0.0859 train_encoder_std=3.2845 train_encoder_token_l2_norm=103.9799 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.24383e-06
2026-04-14 18:40:38,708 | INFO | rank=0 | train preview ref='Який називається автоматичний гранатомет станковий АГС-. Ось він справа. Я хотів би розказати, чим відрізняються пере...' hyp_greedy='ки називається автоматиний рандобеттанй Ось він справа Я хотів  розказати, якби чим відрізняються переваги і мінуси ц...' hyp_beam='ки називається автоматичний рандобеттанвийть Ось він справа. Я хотів  розказати, якби чим відрізняються переваги і мі...' avg_output_frames=308.0 avg_target_tokens=78.0 top_tokens=<blank>:0.776, ▁:0.013, в:0.010, ти:0.010, .:0.006
2026-04-14 18:41:44,543 | INFO | rank=0 | epoch=1 step=46840/249868 global_step=11710 train_loss=0.3564 train_main_ctc_loss=0.3564 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=7.6758 max_feature_frames=616 train_avg_blank_prob=0.6228 train_argmax_blank_frac=0.6299 train_avg_top_nonblank_prob=0.3435 train_target_tokens_per_frame=0.2922 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2468 train_avg_top_logit=14.7532 train_avg_top2_margin=4.8571 train_avg_blank_nonblank_margin=2.2597 train_avg_entropy=0.3019 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=4.9834 train_nonblank_weight_grad_norm_mean=0.0534 train_blank_bias_grad=-0.0782 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0896 train_encoder_std=3.2235 train_encoder_token_l2_norm=102.0122 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.24917e-06
2026-04-14 18:41:44,868 | INFO | rank=0 | train preview ref='Якщо говорити про саме місто, скільки чину є приблизно можливо кількість, скільки там залишається людей, в яких умова...' hyp_greedy='якщо говорити про саме місто, скільки чину є приблизно можливо кількість скільки там залишються людей, в яких умовах ...' hyp_beam='якщо говорити про саме місто, скільки, чи ну є приблизно можливо кількість скільки там залишються людей, в яких умова...' avg_output_frames=308.0 avg_target_tokens=90.0 top_tokens=<blank>:0.630, ,:0.029, ▁:0.019, х:0.013, ли:0.013
2026-04-14 18:42:49,018 | INFO | rank=0 | epoch=1 step=46880/249868 global_step=11720 train_loss=0.4644 train_main_ctc_loss=0.4644 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=7.6959 max_feature_frames=615 train_avg_blank_prob=0.6995 train_argmax_blank_frac=0.6981 train_avg_top_nonblank_prob=0.2798 train_target_tokens_per_frame=0.2565 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.2727 train_avg_top_logit=16.4156 train_avg_top2_margin=5.7662 train_avg_blank_nonblank_margin=3.6623 train_avg_entropy=0.1989 train_blank_bias=0.0006 train_blank_weight_norm=0.5853 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=5.1120 train_nonblank_weight_grad_norm_mean=0.0515 train_blank_bias_grad=0.0831 train_nonblank_bias_grad_mean=-0.0002 train_encoder_mean=-0.0931 train_encoder_std=3.5002 train_encoder_token_l2_norm=110.9186 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.2545e-06
2026-04-14 18:42:49,330 | INFO | rank=0 | train preview ref="Своєму серці, в кожній родині, в кожній сім'ї, враховуючи даний режим військовий, то проведу із сином, так як ми не в..." hyp_greedy="Своєомурці в кожній родині, кожній сім'ї. Враховуючи даний режим військвий, то проведу із сином, так як в мене в повн..." hyp_beam="Своєомурці в кожній родині, кожній сім'ї. Враховуючи даний режим військовий, то проведу із сином, так як в мене в пов..." avg_output_frames=308.0 avg_target_tokens=79.0 top_tokens=<blank>:0.698, м:0.016, ,:0.013, ▁:0.013, .:0.010
2026-04-14 18:43:25,701 | INFO | rank=0 | batch_timing epoch=1 batch=46900/249868 global_step=11725 data_wait=0.0s step_compute=6.2s batch_size=1 effective_frames=615 max_feature_frames=615 target_tokens=76
2026-04-14 18:43:49,609 | INFO | rank=0 | epoch=1 step=46920/249868 global_step=11730 train_loss=0.5124 train_main_ctc_loss=0.5124 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=4.3161 max_feature_frames=615 train_avg_blank_prob=0.6202 train_argmax_blank_frac=0.6429 train_avg_top_nonblank_prob=0.3418 train_target_tokens_per_frame=0.2922 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4026 train_avg_top_logit=14.9610 train_avg_top2_margin=4.8052 train_avg_blank_nonblank_margin=1.9740 train_avg_entropy=0.3117 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=2.6142 train_nonblank_weight_grad_norm_mean=0.0469 train_blank_bias_grad=-0.0426 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0772 train_encoder_std=3.3914 train_encoder_token_l2_norm=107.4109 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.25984e-06
2026-04-14 18:43:49,925 | INFO | rank=0 | train preview ref="Волеміробота педагога в останні п'ятнадцять місяців була шаленою. Ми різними способами підтримували дітей і сім'ї. Та..." hyp_greedy="влемі ро Робота педагога в останні п'ятнадцять місяців була шаленою. ми різними способами підтримували дітей із сім'ї..." hyp_beam="евлемі ро Робота педагога в останні п'ятнадцять місяців була шаленою. ми різними способами підтримували дітей із сім'..." avg_output_frames=308.0 avg_target_tokens=90.0 top_tokens=<blank>:0.643, ▁:0.016, три:0.013, га:0.013, в:0.013
2026-04-14 18:44:49,093 | INFO | rank=0 | epoch=1 step=46960/249868 global_step=11740 train_loss=0.8090 train_main_ctc_loss=0.8090 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=7.7015 max_feature_frames=615 train_avg_blank_prob=0.5669 train_argmax_blank_frac=0.5714 train_avg_top_nonblank_prob=0.3896 train_target_tokens_per_frame=0.3929 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.2987 train_avg_top_logit=14.8571 train_avg_top2_margin=4.4675 train_avg_blank_nonblank_margin=1.5455 train_avg_entropy=0.3782 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=3.1050 train_nonblank_weight_grad_norm_mean=0.0457 train_blank_bias_grad=0.0490 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0778 train_encoder_std=3.4295 train_encoder_token_l2_norm=108.5880 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.26517e-06
2026-04-14 18:44:49,417 | INFO | rank=0 | train preview ref='Стали справжньою красою нашого міста. Ці автобуси. Вартість проїзду в автобусах цього маршруту ⁇ дванадцять гривень. ...' hyp_greedy='Такали справжньогокраз нашше місто ці автобуси Вартість приїзду в автобусах цього маршрутунадця гривень. Ніна каже, о...' hyp_beam='Такали справжньогокраз нашше місто ці автобуси. Вартість приїзду в автобусах цього маршрутунадця гривень. Ніна каже, ...' avg_output_frames=308.0 avg_target_tokens=121.0 top_tokens=<blank>:0.571, ▁:0.026, на:0.013, т:0.013, с:0.013
2026-04-14 18:45:57,057 | INFO | rank=0 | epoch=1 step=47000/249868 global_step=11750 train_loss=0.3241 train_main_ctc_loss=0.3241 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=4.4285 max_feature_frames=614 train_avg_blank_prob=0.7092 train_argmax_blank_frac=0.7134 train_avg_top_nonblank_prob=0.2721 train_target_tokens_per_frame=0.2573 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.3225 train_avg_top_logit=16.3648 train_avg_top2_margin=5.8371 train_avg_blank_nonblank_margin=3.7785 train_avg_entropy=0.1987 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=1.9354 train_nonblank_weight_grad_norm_mean=0.0416 train_blank_bias_grad=0.0312 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0911 train_encoder_std=3.4964 train_encoder_token_l2_norm=110.5636 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.27051e-06
2026-04-14 18:45:57,369 | INFO | rank=0 | train preview ref='А також Віктор пише нам питає, чому демократи не зацікавлені допомагати Україні. Вікторе, це не вірне формулювання за...' hyp_greedy='Аж Віктор пише нам питає,чому демократи не зацікавлені допомагати Україні. Вікторе це невірне формувування запит пита...' hyp_beam='А Такж Віктор пише нам питає, чому демократи не зацікавлені допомагати Україні. Вікторе це невірне формувування запит...' avg_output_frames=307.0 avg_target_tokens=79.0 top_tokens=<blank>:0.713, к:0.020, пи:0.013, ти:0.010, ▁:0.010
2026-04-14 18:46:58,020 | INFO | rank=0 | epoch=1 step=47040/249868 global_step=11760 train_loss=1.2381 train_main_ctc_loss=1.2381 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=4.3444 max_feature_frames=614 train_avg_blank_prob=0.7175 train_argmax_blank_frac=0.7296 train_avg_top_nonblank_prob=0.2612 train_target_tokens_per_frame=0.2248 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.9674 train_avg_top_logit=15.1140 train_avg_top2_margin=5.2378 train_avg_blank_nonblank_margin=3.2182 train_avg_entropy=0.2378 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=2.1362 train_nonblank_weight_grad_norm_mean=0.0444 train_blank_bias_grad=-0.0277 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.0978 train_encoder_std=3.2619 train_encoder_token_l2_norm=103.0980 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.27585e-06
2026-04-14 18:46:58,365 | INFO | rank=0 | train preview ref='Якщо люди приїхали без коштів, то вони надіються на те, що це якісь кошти трошки більше будуть ніж за місяць. І вони ...' hyp_greedy='Якщо люди приїхали без коштів, то вони надіються на те, що це якісь кошти трошки більше, будуть а ніж за місяць. І во...' hyp_beam='Якщо люди приїхали без коштів, то вони надіються на те, що це якісь кошти трошки більше, будуть а ніж за місяць. І во...' avg_output_frames=307.0 avg_target_tokens=69.0 top_tokens=<blank>:0.730, ,:0.016, ▁:0.016, д:0.013, .:0.013
2026-04-14 18:48:06,903 | INFO | rank=0 | epoch=1 step=47080/249868 global_step=11770 train_loss=0.4592 train_main_ctc_loss=0.4592 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=3.2973 max_feature_frames=614 train_avg_blank_prob=0.5745 train_argmax_blank_frac=0.5765 train_avg_top_nonblank_prob=0.3909 train_target_tokens_per_frame=0.3779 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7590 train_avg_top_logit=15.5309 train_avg_top2_margin=4.6384 train_avg_blank_nonblank_margin=1.3811 train_avg_entropy=0.2997 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=1.3258 train_nonblank_weight_grad_norm_mean=0.0371 train_blank_bias_grad=0.0152 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0685 train_encoder_std=3.6069 train_encoder_token_l2_norm=114.2597 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.28118e-06
2026-04-14 18:48:07,240 | INFO | rank=0 | train preview ref='Резидент Байденми дали чітко зрозуміти. Президент Байден ще раз повторив, що санкції, які запровадили проти Росії чер...' hyp_greedy='Президен Байдевій ми дали чітко зрозуміти, пре президент Байден ще повторив, що санкції, які запровадили проти Росії ...' hyp_beam='Президен Байдевій ми дали чітко зрозуміти, пре президент Байден ще повторив, що санкції, які запровадили проти Росії ...' avg_output_frames=307.0 avg_target_tokens=116.0 top_tokens=<blank>:0.577, ї:0.016, ▁:0.016, ,:0.016, н:0.013
2026-04-14 18:49:15,742 | INFO | rank=0 | epoch=1 step=47120/249868 global_step=11780 train_loss=0.6564 train_main_ctc_loss=0.6564 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=3.4807 max_feature_frames=613 train_avg_blank_prob=0.6928 train_argmax_blank_frac=0.7134 train_avg_top_nonblank_prob=0.2842 train_target_tokens_per_frame=0.2638 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.6971 train_avg_top_logit=15.9479 train_avg_top2_margin=5.5505 train_avg_blank_nonblank_margin=3.3094 train_avg_entropy=0.2134 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5873 train_blank_weight_grad_norm=1.7926 train_nonblank_weight_grad_norm_mean=0.0369 train_blank_bias_grad=0.0239 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0958 train_encoder_std=3.4502 train_encoder_token_l2_norm=109.4503 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.28652e-06
2026-04-14 18:49:16,061 | INFO | rank=0 | train preview ref='Наступний принцип раціональне використання, воно передбачає пріоритет внутрішнього споживання ресурсу перед його експ...' hyp_greedy='Наступний принцип раціональне використування вонопередбачає пріоритет внутрішньогопоживування ресурсу перед його експ...' hyp_beam='Наступний принцип раціональне використування воно передбачає пріоритет внутрішньогопоживування ресурсу перед його екс...' avg_output_frames=307.0 avg_target_tokens=81.0 top_tokens=<blank>:0.713, ▁:0.020, о:0.013, ко:0.010, р:0.010
2026-04-14 18:50:12,829 | INFO | rank=0 | epoch=1 step=47160/249868 global_step=11790 train_loss=1.3882 train_main_ctc_loss=1.3882 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=7.1168 max_feature_frames=612 train_avg_blank_prob=0.8384 train_argmax_blank_frac=0.8922 train_avg_top_nonblank_prob=0.1051 train_target_tokens_per_frame=0.1503 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.1242 train_avg_top_logit=13.3856 train_avg_top2_margin=5.7516 train_avg_blank_nonblank_margin=5.2810 train_avg_entropy=0.4804 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=2.7054 train_nonblank_weight_grad_norm_mean=0.0598 train_blank_bias_grad=-0.0404 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1022 train_encoder_std=2.7609 train_encoder_token_l2_norm=86.2331 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.29186e-06
2026-04-14 18:50:13,117 | INFO | rank=0 | train preview ref='Ну, тоді треба пришвидшувати ваш процес виздоровлювання. Пішне? Да, давайте. Тихо тільки.' hyp_greedy='Ну, тоді треба пришвидчвати ваш процесздороввування.. мене.' hyp_beam='Ну, тоді треба пришвидчвати ваш процесздоровлювування.. мене.' avg_output_frames=306.0 avg_target_tokens=46.0 top_tokens=<blank>:0.892, .:0.010, с:0.007, в:0.007, ▁:0.007
2026-04-14 18:51:14,078 | INFO | rank=0 | epoch=1 step=47200/249868 global_step=11800 train_loss=0.6861 train_main_ctc_loss=0.6861 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=4.8611 max_feature_frames=612 train_avg_blank_prob=0.6681 train_argmax_blank_frac=0.6863 train_avg_top_nonblank_prob=0.2948 train_target_tokens_per_frame=0.3072 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5359 train_avg_top_logit=15.5817 train_avg_top2_margin=4.7320 train_avg_blank_nonblank_margin=2.8497 train_avg_entropy=0.3186 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=2.2256 train_nonblank_weight_grad_norm_mean=0.0411 train_blank_bias_grad=0.0342 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0837 train_encoder_std=3.5113 train_encoder_token_l2_norm=111.1213 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.29719e-06
2026-04-14 18:51:14,386 | INFO | rank=0 | train preview ref="Асаблеї працюють мої колеги зараз з нами на прямому зв'язку з Нюйорка. Ірина Соломко. Ірину вітаю. Отже, президент не..." hyp_greedy="Самлею працюють мої колеги зараз з нами на прямому зв'язку з юйорка Ірина Сломко Ірино, Ввітаю. Отже президент не від..." hyp_beam="Самлею працюють мої колеги зараз з нами на прямому зв'язку з юйорка Ірина Сломко Ірино, Ввітаю. Отже президент не від..." avg_output_frames=306.0 avg_target_tokens=94.0 top_tokens=<blank>:0.686, з:0.016, є:0.013, р:0.013, м:0.013
2026-04-14 18:52:21,780 | INFO | rank=0 | epoch=1 step=47240/249868 global_step=11810 train_loss=0.3666 train_main_ctc_loss=0.3666 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.82 grad_norm=2.8579 max_feature_frames=612 train_avg_blank_prob=0.5353 train_argmax_blank_frac=0.5425 train_avg_top_nonblank_prob=0.4287 train_target_tokens_per_frame=0.3824 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.9673 train_avg_top_logit=14.7451 train_avg_top2_margin=4.3922 train_avg_blank_nonblank_margin=0.9673 train_avg_entropy=0.3235 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=0.6628 train_nonblank_weight_grad_norm_mean=0.0340 train_blank_bias_grad=-0.0006 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0896 train_encoder_std=3.4535 train_encoder_token_l2_norm=109.2065 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.30253e-06
2026-04-14 18:52:22,189 | INFO | rank=0 | train preview ref='Окрім культурного, громада має активне політичне життя. У Нійорку функціонує меджліс, членом якого є Рустем. Після ок...' hyp_greedy='Окрім культурного,  Ггромада має активне політичне життя. У  Нійорку функціонує меджліс, членом якого є ростем. Псля ...' hyp_beam='Окрім культурного, громада має активне політичне життя. У Нійорку функціонує меджліс, членом якого є Ростем. Псля оку...' avg_output_frames=306.0 avg_target_tokens=117.0 top_tokens=<blank>:0.542, ▁:0.029, м:0.016, с:0.016, н:0.016
2026-04-14 18:53:21,633 | INFO | rank=0 | epoch=1 step=47280/249868 global_step=11820 train_loss=0.7028 train_main_ctc_loss=0.7028 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.4148 max_feature_frames=611 train_avg_blank_prob=0.7376 train_argmax_blank_frac=0.7451 train_avg_top_nonblank_prob=0.2500 train_target_tokens_per_frame=0.2157 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.2680 train_avg_top_logit=16.4183 train_avg_top2_margin=6.3007 train_avg_blank_nonblank_margin=4.1569 train_avg_entropy=0.1520 train_blank_bias=0.0006 train_blank_weight_norm=0.5852 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=1.7491 train_nonblank_weight_grad_norm_mean=0.0316 train_blank_bias_grad=0.0182 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0873 train_encoder_std=3.4408 train_encoder_token_l2_norm=108.9947 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.30786e-06
2026-04-14 18:53:21,938 | INFO | rank=0 | train preview ref='Другий великий напрямок, коли почали вже російські пропагандистські ресурси висвітлювати, що відбувається на захоплен...' hyp_greedy='Друий великий напрямок, коли почали вже російські пропагандистські ресурси висвітлюувати, що відбувються на захоплени...' hyp_beam='Друий великий напрямок, коли почали вже російські пропагандистські ресурси висвітлюувати, що відбувються на захоплени...' avg_output_frames=306.0 avg_target_tokens=66.0 top_tokens=<blank>:0.745, й:0.013, п:0.010, х:0.010, р:0.010
2026-04-14 18:54:11,958 | INFO | rank=0 | batch_timing epoch=1 batch=47312/249868 global_step=11828 data_wait=0.0s step_compute=7.2s batch_size=1 effective_frames=611 max_feature_frames=611 target_tokens=118
2026-04-14 18:54:20,960 | INFO | rank=0 | epoch=1 step=47320/249868 global_step=11830 train_loss=0.6488 train_main_ctc_loss=0.6488 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=4.7003 max_feature_frames=611 train_avg_blank_prob=0.6316 train_argmax_blank_frac=0.6471 train_avg_top_nonblank_prob=0.3370 train_target_tokens_per_frame=0.3301 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5948 train_avg_top_logit=14.8497 train_avg_top2_margin=4.3660 train_avg_blank_nonblank_margin=1.9739 train_avg_entropy=0.3333 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=0.9036 train_nonblank_weight_grad_norm_mean=0.0371 train_blank_bias_grad=0.0042 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0911 train_encoder_std=3.3157 train_encoder_token_l2_norm=105.1187 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.3132e-06
2026-04-14 18:54:21,265 | INFO | rank=0 | train preview ref='Слідчого управління поліції Київщини відкрили кримінальне провадження за частиною другої статі триста шістдесят чотир...' hyp_greedy='лі чого управління поліції Київщини відкрили кримінальне провадження за частиною другої статтіста шістдесятч кримінал...' hyp_beam='лі чого управління поліції Київщини відкрили кримінальне провадження за частиною другої статті ста шістдесятч криміна...' avg_output_frames=306.0 avg_target_tokens=101.0 top_tokens=<blank>:0.647, к:0.020, в:0.016, ю:0.013, ▁:0.013
2026-04-14 18:55:19,603 | INFO | rank=0 | epoch=1 step=47360/249868 global_step=11840 train_loss=0.5350 train_main_ctc_loss=0.5350 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=4.2872 max_feature_frames=610 train_avg_blank_prob=0.7461 train_argmax_blank_frac=0.7639 train_avg_top_nonblank_prob=0.2299 train_target_tokens_per_frame=0.2426 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.5836 train_avg_top_logit=15.4230 train_avg_top2_margin=5.4820 train_avg_blank_nonblank_margin=3.8820 train_avg_entropy=0.2377 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=1.2058 train_nonblank_weight_grad_norm_mean=0.0427 train_blank_bias_grad=0.0043 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0934 train_encoder_std=3.2676 train_encoder_token_l2_norm=103.4207 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.31854e-06
2026-04-14 18:55:19,877 | INFO | rank=0 | train preview ref='Ну і стрижка, перука перекоря, послуги. От щось ми хочемо тут таке. Ну на на наразі ми зараз над цим працюємо. Тут ум...' hyp_greedy='і стришкапекоря послуги. от щось ми хочемо, тут таке,ну наразі ми зараз над цим працюємо. Ту умови всі є, вода підвед...' hyp_beam='і стришкапекоря послуги. от щось ми хочемо, тут таке,ну наразі ми зараз над цим працюємо. Ту умови всі є, вода, підве...' avg_output_frames=305.0 avg_target_tokens=74.0 top_tokens=<blank>:0.764, .:0.010, ,:0.010, с:0.007, ▁:0.007
2026-04-14 18:56:18,836 | INFO | rank=0 | epoch=1 step=47400/249868 global_step=11850 train_loss=0.7287 train_main_ctc_loss=0.7287 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.3345 max_feature_frames=610 train_avg_blank_prob=0.5725 train_argmax_blank_frac=0.5770 train_avg_top_nonblank_prob=0.3944 train_target_tokens_per_frame=0.3443 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8492 train_avg_top_logit=15.7377 train_avg_top2_margin=4.9049 train_avg_blank_nonblank_margin=1.5213 train_avg_entropy=0.2639 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=0.9581 train_nonblank_weight_grad_norm_mean=0.0407 train_blank_bias_grad=-0.0104 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0837 train_encoder_std=3.5381 train_encoder_token_l2_norm=112.3692 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.32387e-06
2026-04-14 18:56:19,180 | INFO | rank=0 | train preview ref='Планах волонтерів розширювати парк D-принтерів, аби робити більше, оскільки іноді одну деталь доводиться виготовляти ...' hyp_greedy='Планах волонтерів розширувати парк Ттридепринтерів, аби робити більше, оскільки іноді одну деталь доводиться виготовл...' hyp_beam='Планах волонтерів розширувати парк тридепринтерів, аби робити більше, оскільки іноді одну деталь доводиться виготовля...' avg_output_frames=305.0 avg_target_tokens=105.0 top_tokens=<blank>:0.577, в:0.020, с:0.016, ▁:0.016, ,:0.013
2026-04-14 18:56:51,666 | INFO | rank=0 | batch_timing epoch=1 batch=47416/249868 global_step=11854 data_wait=0.0s step_compute=5.3s batch_size=1 effective_frames=610 max_feature_frames=610 target_tokens=97
2026-04-14 18:57:32,115 | INFO | rank=0 | epoch=1 step=47440/249868 global_step=11860 train_loss=0.4842 train_main_ctc_loss=0.4842 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.2556 max_feature_frames=610 train_avg_blank_prob=0.5636 train_argmax_blank_frac=0.5934 train_avg_top_nonblank_prob=0.3900 train_target_tokens_per_frame=0.3672 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.0623 train_avg_top_logit=14.8984 train_avg_top2_margin=4.3803 train_avg_blank_nonblank_margin=1.1148 train_avg_entropy=0.3639 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5874 train_blank_weight_grad_norm=0.7164 train_nonblank_weight_grad_norm_mean=0.0375 train_blank_bias_grad=0.0036 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0767 train_encoder_std=3.4306 train_encoder_token_l2_norm=108.5350 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.32921e-06
2026-04-14 18:57:32,454 | INFO | rank=0 | train preview ref="Езінвінарістейс, президент Сполучених Штатів став на бік заколотників, виправдав їхню атаку. Він сказав їм: запам'ята..." hyp_greedy="іновінастес президент сполучених штатів став на бік заколотників, виправдав їхню атаку. він сказав їм, запам'ятайте ц..." hyp_beam="іновінастейс президент сполучених штатів став на бік заколотників, виправдав їхню атаку. він сказав їм, запам'ятайте ..." avg_output_frames=305.0 avg_target_tokens=112.0 top_tokens=<blank>:0.593, в:0.026, ▁:0.023, та:0.016, .:0.013
2026-04-14 18:57:50,389 | INFO | rank=0 | batch_timing epoch=1 batch=47452/249868 global_step=11863 data_wait=0.0s step_compute=6.6s batch_size=1 effective_frames=609 max_feature_frames=609 target_tokens=32
2026-04-14 18:58:30,716 | INFO | rank=0 | epoch=1 step=47480/249868 global_step=11870 train_loss=0.8349 train_main_ctc_loss=0.8349 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=6.2511 max_feature_frames=609 train_avg_blank_prob=0.7616 train_argmax_blank_frac=0.7803 train_avg_top_nonblank_prob=0.1980 train_target_tokens_per_frame=0.2328 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.4787 train_avg_top_logit=15.1082 train_avg_top2_margin=5.5344 train_avg_blank_nonblank_margin=4.4590 train_avg_entropy=0.3197 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=3.9689 train_nonblank_weight_grad_norm_mean=0.0549 train_blank_bias_grad=0.0696 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.1063 train_encoder_std=3.1171 train_encoder_token_l2_norm=99.0137 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.33454e-06
2026-04-14 18:58:30,982 | INFO | rank=0 | train preview ref='Криче на всю Україну, якщо ви будете десь у Карпатах, сало Квасе, полонена щесу, заходіть попити нашої джерельної вод...' hyp_greedy='Кріче насюкраїну. якщобе буде те десь у карпатах, Салоквасе полоне нащсу заходить попити нашої джеральї водечії крапл...' hyp_beam='Кріче на всюкраїну. якщобе буде те десь у карпатах, Салоквасе полоне на щсу заходить попити нашої джеральї водечії кр...' avg_output_frames=305.0 avg_target_tokens=71.0 top_tokens=<blank>:0.780, на:0.013, ра:0.010, к:0.010, ▁:0.010
2026-04-14 18:59:36,077 | INFO | rank=0 | epoch=1 step=47520/249868 global_step=11880 train_loss=0.6716 train_main_ctc_loss=0.6716 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.8858 max_feature_frames=609 train_avg_blank_prob=0.6284 train_argmax_blank_frac=0.6328 train_avg_top_nonblank_prob=0.3407 train_target_tokens_per_frame=0.3049 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5344 train_avg_top_logit=14.8984 train_avg_top2_margin=4.9049 train_avg_blank_nonblank_margin=2.3475 train_avg_entropy=0.3082 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=1.9039 train_nonblank_weight_grad_norm_mean=0.0365 train_blank_bias_grad=0.0305 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0906 train_encoder_std=3.2328 train_encoder_token_l2_norm=102.4599 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.33988e-06
2026-04-14 18:59:36,410 | INFO | rank=0 | train preview ref='Макро фінаншого стабілітіофарканмакрофінансова стабільність нашої країни дуже важлива для всіх наших партнерів, тому ...' hyp_greedy='Макроффінаншол стабілітіфаркан макрофінансова стабільність нашої країни дуже важлива для всіх наших партнерів. тому щ...' hyp_beam='Макрофінаншол стабілітіфаркан макрофінансова стабільність нашої країни дуже важлива для всіх наших партнерів. тому що...' avg_output_frames=305.0 avg_target_tokens=93.0 top_tokens=<blank>:0.633, ▁:0.033, н:0.020, на:0.016, к:0.013
2026-04-14 19:00:38,084 | INFO | rank=0 | epoch=1 step=47560/249868 global_step=11890 train_loss=1.5658 train_main_ctc_loss=1.5658 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=5.0950 max_feature_frames=609 train_avg_blank_prob=0.6003 train_argmax_blank_frac=0.6230 train_avg_top_nonblank_prob=0.3561 train_target_tokens_per_frame=0.3410 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5344 train_avg_top_logit=15.2131 train_avg_top2_margin=4.6164 train_avg_blank_nonblank_margin=1.7574 train_avg_entropy=0.3410 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=1.8043 train_nonblank_weight_grad_norm_mean=0.0454 train_blank_bias_grad=0.0313 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0763 train_encoder_std=3.4972 train_encoder_token_l2_norm=110.4602 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.34522e-06
2026-04-14 19:00:38,387 | INFO | rank=0 | train preview ref='Осагавла є величезна кількість професіоналів, бугалтерів, юристів, агентів з нерухомості, які радо допомагають корумп...' hyp_greedy='за єеличезна кількість професіоналів богалтерірів юристів агентів з нерухомості, які раду допомагають корумпованим та...' hyp_beam='заг єеличезна кількість професіоналів богалтерірів юристів агентів з нерухомості, які раду допомагають корумпованим т...' avg_output_frames=305.0 avg_target_tokens=104.0 top_tokens=<blank>:0.623, м:0.020, по:0.013, в:0.010, ▁:0.010
2026-04-14 19:01:33,482 | INFO | rank=0 | epoch=1 step=47600/249868 global_step=11900 train_loss=0.7330 train_main_ctc_loss=0.7330 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=4.5068 max_feature_frames=608 train_avg_blank_prob=0.7551 train_argmax_blank_frac=0.7763 train_avg_top_nonblank_prob=0.2123 train_target_tokens_per_frame=0.1908 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.3158 train_avg_top_logit=15.1579 train_avg_top2_margin=5.6842 train_avg_blank_nonblank_margin=4.1842 train_avg_entropy=0.2763 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=1.9818 train_nonblank_weight_grad_norm_mean=0.0505 train_blank_bias_grad=-0.0323 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1043 train_encoder_std=3.1302 train_encoder_token_l2_norm=99.0557 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.35055e-06
2026-04-14 19:01:33,798 | INFO | rank=0 | train preview ref="Цивілізовано зміни влади можна порахувати на пальцях одної руки. З Радянського Союзу я пам'ятаю тільки одного, про що?" hyp_greedy="циивілізовано зміни влади можна порахувати там на пальцях одної руки. я за радянськ союзу пам'ятаю тільки од хрущ." hyp_beam="циивілізовано зміни влади можна порахувати там на пальцях одної руки. я за радянськ союзу пам'ятаю тільки од хрущ." avg_output_frames=304.0 avg_target_tokens=58.0 top_tokens=<blank>:0.776, х:0.013, ▁:0.013, д:0.010, .:0.010
2026-04-14 19:02:42,227 | INFO | rank=0 | epoch=1 step=47640/249868 global_step=11910 train_loss=0.3790 train_main_ctc_loss=0.3790 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.3897 max_feature_frames=608 train_avg_blank_prob=0.5984 train_argmax_blank_frac=0.6020 train_avg_top_nonblank_prob=0.3602 train_target_tokens_per_frame=0.3388 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.6842 train_avg_top_logit=15.2632 train_avg_top2_margin=4.7632 train_avg_blank_nonblank_margin=1.9474 train_avg_entropy=0.3174 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=1.5672 train_nonblank_weight_grad_norm_mean=0.0369 train_blank_bias_grad=0.0201 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0870 train_encoder_std=3.3486 train_encoder_token_l2_norm=106.2521 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.35589e-06
2026-04-14 19:02:42,551 | INFO | rank=0 | train preview ref='Власними зусиллями розміновував поля фермер з Новогригорівки Віталій. Чоловік дістав снаряди, міни та нерозірвані боє...' hyp_greedy='Власними зусиллями розміноввав поля Фермер з нових григорірівки Вталій. Чоловік дістав снарядміни та нерозірвані боєп...' hyp_beam='Власними зусиллями розміновував поля Фермер з нових григорірівки Вталій. Чоловік дістав снаряд міни та нерозірвані бо...' avg_output_frames=304.0 avg_target_tokens=103.0 top_tokens=<blank>:0.602, в:0.020, ▁:0.020, ля:0.013, .:0.010
2026-04-14 19:02:59,759 | INFO | rank=0 | batch_timing epoch=1 batch=47652/249868 global_step=11913 data_wait=0.0s step_compute=5.0s batch_size=1 effective_frames=608 max_feature_frames=608 target_tokens=122
2026-04-14 19:03:11,485 | INFO | rank=0 | batch_timing epoch=1 batch=47660/249868 global_step=11915 data_wait=0.0s step_compute=5.1s batch_size=1 effective_frames=608 max_feature_frames=608 target_tokens=118
2026-04-14 19:03:45,361 | INFO | rank=0 | epoch=1 step=47680/249868 global_step=11920 train_loss=0.2990 train_main_ctc_loss=0.2990 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=5.0495 max_feature_frames=607 train_avg_blank_prob=0.6978 train_argmax_blank_frac=0.7007 train_avg_top_nonblank_prob=0.2751 train_target_tokens_per_frame=0.2336 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.8421 train_avg_top_logit=16.0000 train_avg_top2_margin=5.7895 train_avg_blank_nonblank_margin=3.7368 train_avg_entropy=0.2303 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=1.8986 train_nonblank_weight_grad_norm_mean=0.0493 train_blank_bias_grad=-0.0081 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0837 train_encoder_std=3.4088 train_encoder_token_l2_norm=107.9087 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.36123e-06
2026-04-14 19:03:45,645 | INFO | rank=0 | train preview ref='Фігура спрощена, вона стилізована, і цим вона вже зацікавлює саме тим, як скульптор вирішив спростити форму, бо її мо...' hyp_greedy='фіігура сппрощена вона стилізована, і цим вона вже зацікавлює, саме тим, як скульптор вирішив спростити форму, Б її м...' hyp_beam='фіігура сппрощена, вона стилізована, і цим вона вже зацікавлює, саме тим, як скульптор вирішив спростити форму, бо її...' avg_output_frames=304.0 avg_target_tokens=71.0 top_tokens=<blank>:0.701, ▁:0.026, с:0.023, з:0.013, ,:0.013
2026-04-14 19:04:47,533 | INFO | rank=0 | epoch=1 step=47720/249868 global_step=11930 train_loss=0.4595 train_main_ctc_loss=0.4595 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.3241 max_feature_frames=607 train_avg_blank_prob=0.6487 train_argmax_blank_frac=0.6513 train_avg_top_nonblank_prob=0.3214 train_target_tokens_per_frame=0.2928 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=14.2105 train_avg_top_logit=15.5789 train_avg_top2_margin=4.9737 train_avg_blank_nonblank_margin=2.5526 train_avg_entropy=0.2681 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=0.7384 train_nonblank_weight_grad_norm_mean=0.0389 train_blank_bias_grad=0.0001 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0946 train_encoder_std=3.4079 train_encoder_token_l2_norm=107.9313 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.36656e-06
2026-04-14 19:04:47,868 | INFO | rank=0 | train preview ref='І це місце виглядає настільки незнайомим, тому що зараз тут ростуть дерева. Тут зараз вся та вулиця засаджена каштана...' hyp_greedy='І це місце виглядає настільки не знайомим, тому що зараз тут роступть дерева, Ту заразссяята вулиця засадженакаштанам...' hyp_beam='І це місце виглядає настільки не знайомим, тому що зараз тут роступть дерева, Ту зараз вссяята вулиця засадженакаштан...' avg_output_frames=304.0 avg_target_tokens=89.0 top_tokens=<blank>:0.651, ,:0.020, а:0.016, й:0.013, ▁:0.013
2026-04-14 19:05:47,983 | INFO | rank=0 | epoch=1 step=47760/249868 global_step=11940 train_loss=1.1091 train_main_ctc_loss=1.1091 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.3484 max_feature_frames=607 train_avg_blank_prob=0.6257 train_argmax_blank_frac=0.6382 train_avg_top_nonblank_prob=0.3230 train_target_tokens_per_frame=0.3158 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.3158 train_avg_top_logit=14.6316 train_avg_top2_margin=4.6842 train_avg_blank_nonblank_margin=2.3026 train_avg_entropy=0.3766 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=0.8675 train_nonblank_weight_grad_norm_mean=0.0408 train_blank_bias_grad=-0.0119 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0958 train_encoder_std=3.2474 train_encoder_token_l2_norm=103.0301 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.3719e-06
2026-04-14 19:05:48,315 | INFO | rank=0 | train preview ref='Хочуть газовних напоїв, вони більше фруктів беруть, більше булочки, хочуть власної випечки. Таке як чіпси, в нас ніко...' hyp_greedy='Хочуть газви на полі, вони  більше фрукти беруть, більш булочкиків хочуть, власної випички. Т Таке як чіпці нас нікол...' hyp_beam='Хочуть газови на полі, вони  більше фрукти беруть, більше булочкиків хочуть, власної випички. Т Таке як чіпці нас нік...' avg_output_frames=304.0 avg_target_tokens=96.0 top_tokens=<blank>:0.638, ▁:0.036, ,:0.013, ть:0.013, з:0.010
2026-04-14 19:06:51,351 | INFO | rank=0 | epoch=1 step=47800/249868 global_step=11950 train_loss=0.7962 train_main_ctc_loss=0.7962 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=4.8031 max_feature_frames=606 train_avg_blank_prob=0.6441 train_argmax_blank_frac=0.6502 train_avg_top_nonblank_prob=0.3077 train_target_tokens_per_frame=0.3201 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.7294 train_avg_top_logit=14.6799 train_avg_top2_margin=4.6205 train_avg_blank_nonblank_margin=2.7327 train_avg_entropy=0.3894 train_blank_bias=0.0006 train_blank_weight_norm=0.5851 train_nonblank_weight_norm_mean=0.5875 train_blank_weight_grad_norm=2.6201 train_nonblank_weight_grad_norm_mean=0.0460 train_blank_bias_grad=0.0459 train_nonblank_bias_grad_mean=-0.0001 train_encoder_mean=-0.0904 train_encoder_std=3.1854 train_encoder_token_l2_norm=101.0762 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.37723e-06
2026-04-14 19:06:51,641 | INFO | rank=0 | train preview ref='Юлю ша закликали Росію виключи світ виключити Росію з Ради з питань прав людини. Цю вимогу на засіданні Радбезу емоці...' hyp_greedy='Юю шШ закликали ро Росію виключи в виключитисію з ради зпинь прав люди цюю вимогу на засіднні рад безу емоційного зуч...' hyp_beam='Юрію шШ закликали ро Росію виключи вт виключитисію з ради зпинь прав люди цюю вимогу на засіднні рад безу емоційного ...' avg_output_frames=303.0 avg_target_tokens=97.0 top_tokens=<blank>:0.650, ▁:0.030, сі:0.020, к:0.013, н:0.013
2026-04-14 19:07:58,560 | INFO | rank=0 | epoch=1 step=47840/249868 global_step=11960 train_loss=0.5319 train_main_ctc_loss=0.5319 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.2412 max_feature_frames=606 train_avg_blank_prob=0.6313 train_argmax_blank_frac=0.6370 train_avg_top_nonblank_prob=0.3275 train_target_tokens_per_frame=0.3069 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.5182 train_avg_top_logit=15.1023 train_avg_top2_margin=5.0693 train_avg_blank_nonblank_margin=2.3894 train_avg_entropy=0.2970 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5876 train_blank_weight_grad_norm=1.3083 train_nonblank_weight_grad_norm_mean=0.0365 train_blank_bias_grad=-0.0193 train_nonblank_bias_grad_mean=0.0000 train_encoder_mean=-0.0824 train_encoder_std=3.3460 train_encoder_token_l2_norm=106.0439 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.38257e-06
2026-04-14 19:07:58,889 | INFO | rank=0 | train preview ref='Прошло тарифну комісію зауважень після оприлюднення протоколу. Не було з детальним порядком денним та прийнятими ріше...' hyp_greedy='Пройшло тотну комісію, зауважень післяля оприлюдення протоколу не було, з детальним порядком  денним та прийнятим ріш...' hyp_beam='Пройшло тотну комісію, зауважень післяля оприлюдення протоколу не було, з детальним порядком  денним та прийнятим ріш...' avg_output_frames=303.0 avg_target_tokens=93.0 top_tokens=<blank>:0.637, ко:0.017, й:0.017, м:0.017, ▁:0.010
2026-04-14 19:09:00,125 | INFO | rank=0 | epoch=1 step=47880/249868 global_step=11970 train_loss=2.2897 train_main_ctc_loss=2.2897 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=7.5438 max_feature_frames=605 train_avg_blank_prob=0.6841 train_argmax_blank_frac=0.6997 train_avg_top_nonblank_prob=0.2882 train_target_tokens_per_frame=0.1848 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.8350 train_avg_top_logit=14.8911 train_avg_top2_margin=4.9637 train_avg_blank_nonblank_margin=2.9571 train_avg_entropy=0.2822 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5876 train_blank_weight_grad_norm=4.7384 train_nonblank_weight_grad_norm_mean=0.0618 train_blank_bias_grad=-0.0772 train_nonblank_bias_grad_mean=0.0002 train_encoder_mean=-0.0948 train_encoder_std=3.2107 train_encoder_token_l2_norm=101.9024 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.38791e-06
2026-04-14 19:09:00,416 | INFO | rank=0 | train preview ref='Фундамент вважається балка на опругому основа. Тому виходить так, що там йдуть такі розрахунки, що йде у нас балка.' hyp_greedy='начить, фундамент вважться балка на опругоому основанні, да на опругій основі. Тому виходить так, що там йдуть такі р...' hyp_beam='начить, фундамент вважться балка на опругоому основанні, да на опругій основі. Тому виходить так, що там йдуть такі р...' avg_output_frames=303.0 avg_target_tokens=56.0 top_tokens=<blank>:0.700, ,:0.020, ▁:0.017, у:0.013, н:0.013
2026-04-14 19:10:01,602 | INFO | rank=0 | epoch=1 step=47920/249868 global_step=11980 train_loss=0.7671 train_main_ctc_loss=0.7671 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=4.0696 max_feature_frames=605 train_avg_blank_prob=0.6762 train_argmax_blank_frac=0.6832 train_avg_top_nonblank_prob=0.2913 train_target_tokens_per_frame=0.2904 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=13.4125 train_avg_top_logit=14.3630 train_avg_top2_margin=4.6733 train_avg_blank_nonblank_margin=2.8515 train_avg_entropy=0.3350 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5876 train_blank_weight_grad_norm=1.4919 train_nonblank_weight_grad_norm_mean=0.0472 train_blank_bias_grad=0.0226 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0987 train_encoder_std=3.1359 train_encoder_token_l2_norm=99.2099 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.39324e-06
2026-04-14 19:10:01,892 | INFO | rank=0 | train preview ref='Останньому ДБНу вам потрібно двойне хлопці, не одинарне вже перехресне, а двойне перехресне утеплення. Тобто спочатку...' hyp_greedy='Останньому дебену вам потрібно двайне хлопці не один арне вже перехресне, авойне перехресне утепення. Тобто спочатку ...' hyp_beam='Останньому дебену вам потрібно двайне хлопці не один арне вже перехресне, авойне перехресне утепення. Тобто спочатку ...' avg_output_frames=303.0 avg_target_tokens=88.0 top_tokens=<blank>:0.683, не:0.017, п:0.017, с:0.013, ▁:0.013
2026-04-14 19:10:17,726 | INFO | rank=0 | batch_timing epoch=1 batch=47928/249868 global_step=11982 data_wait=0.0s step_compute=6.5s batch_size=1 effective_frames=605 max_feature_frames=605 target_tokens=88
2026-04-14 19:11:05,232 | INFO | rank=0 | epoch=1 step=47960/249868 global_step=11990 train_loss=1.0946 train_main_ctc_loss=1.0946 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=5.4746 max_feature_frames=604 train_avg_blank_prob=0.7582 train_argmax_blank_frac=0.7881 train_avg_top_nonblank_prob=0.1809 train_target_tokens_per_frame=0.2417 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=12.6623 train_avg_top_logit=13.1921 train_avg_top2_margin=5.0596 train_avg_blank_nonblank_margin=4.1325 train_avg_entropy=0.4189 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5876 train_blank_weight_grad_norm=2.5965 train_nonblank_weight_grad_norm_mean=0.0566 train_blank_bias_grad=-0.0291 train_nonblank_bias_grad_mean=0.0001 train_encoder_mean=-0.1123 train_encoder_std=2.8160 train_encoder_token_l2_norm=89.5149 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.39858e-06
2026-04-14 19:11:05,541 | INFO | rank=0 | train preview ref='Потерпи, пожалуйста, ты же Машу хотела. Мы тебе обещаем, что вот у тебя внучка, Маша. Ты же Машу хотела, ты только живи.' hyp_greedy='Потерпи пожалста, ти же маутела, ми тебе оббещам, что у тебя внучка маш,ти же машу хол. Тти только живи..' hyp_beam='Потерпи пожалста, ти же машутела, ми тебе оббещаем, что у тебя внучка маша, ти же машу хол. Тти только живи..' avg_output_frames=302.0 avg_target_tokens=73.0 top_tokens=<blank>:0.788, ,:0.017, ▁:0.013, а:0.010, .:0.010
2026-04-14 19:12:03,670 | INFO | rank=0 | epoch=1 step=48000/249868 global_step=12000 train_loss=0.3260 train_main_ctc_loss=0.3260 train_aed_loss=0.0000 train_liberta_distill_loss=0.0000 train_audio_teacher_loss=0.0000 batch_audio_minutes=0.81 grad_norm=3.6561 max_feature_frames=604 train_avg_blank_prob=0.6190 train_argmax_blank_frac=0.6225 train_avg_top_nonblank_prob=0.3661 train_target_tokens_per_frame=0.3212 train_ctc_impossible_frac=0.0000 train_ctc_tight_frac=0.0000 train_avg_blank_logit=15.1523 train_avg_top_logit=16.8477 train_avg_top2_margin=5.6424 train_avg_blank_nonblank_margin=2.3974 train_avg_entropy=0.1829 train_blank_bias=0.0006 train_blank_weight_norm=0.5850 train_nonblank_weight_norm_mean=0.5876 train_blank_weight_grad_norm=1.6830 train_nonblank_weight_grad_norm_mean=0.0377 train_blank_bias_grad=0.0206 train_nonblank_bias_grad_mean=-0.0000 train_encoder_mean=-0.0914 train_encoder_std=3.6530 train_encoder_token_l2_norm=115.6305 cpu_rss=25.2GiB cpu_peak_rss=26.5GiB cuda_allocated=9.1GiB cuda_reserved=15.0GiB cuda_peak_allocated=13.6GiB cuda_peak_reserved=15.0GiB learning_rate_adamw=6.40391e-06
2026-04-14 19:12:04,014 | INFO | rank=0 | train preview ref='Допоможе Україні протистояти наступній жорстокій фазі цієї війни і не дасть Путіну поширити свою зловісну війну на ін...' hyp_greedy='Допоможе Україні протистояти наступній жорстокій фазі цієї війни, і не дасістьутіну поширити с вою зловісну війну на ...' hyp_beam='Допоможе Україні протистояти наступній жорстокій фазі цієї війни, і не дасістьутіну поширити с вою зловісну війну на ...' avg_output_frames=302.0 avg_target_tokens=97.0 top_tokens=<blank>:0.623, ▁:0.040, й:0.017, ти:0.017, .:0.010
2026-04-14 19:12:04,054 | INFO | rank=0 | epoch 1 step=48000/249868 global_step=12000 reached validation interval; starting validation
2026-04-14 19:24:16,168 | INFO | rank=0 | epoch_0001_step_00012000 complete train_loss=4.9417 val_loss=2.1858 val_main_ctc_loss=2.1858 val_aed_loss=0.0000 val_liberta_distill_loss=0.0000 val_audio_teacher_loss=0.0000 val_cer=0.0972 val_wer=0.4044 val_avg_blank_prob=0.7491 val_argmax_blank_frac=0.7662 val_avg_top_nonblank_prob=0.2140 val_target_tokens_per_frame=0.1918 val_ctc_impossible_frac=0.0000 val_ctc_tight_frac=0.0000 val_empty_hyp_frac=0.0006 val_avg_hyp_chars=46.43 val_avg_hyp_words=7.27 val_model_source=raw best_val_wer=0.4044 timing_forward=319.41s timing_teacher=0.00s timing_decode=1.02s timing_gather=0.03s timing_checkpoint_export=561.74s report=artifacts/w2v-bert-test2-full/eval_reports/epoch_0001_step_00012000.json latest=artifacts/w2v-bert-test2-full/checkpoint_step_last.pt best=artifacts/w2v-bert-test2-full/checkpoint_best.pt averaged=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.pt
2026-04-14 19:24:16,171 | INFO | rank=0 | epoch_0001_step_00012000 timing detail report_write=0.00s checkpoint_build=0.01s latest_export=82.21s best_export=135.74s topk_update=113.20s topk_average=230.57s
2026-04-14 19:24:16,172 | INFO | rank=0 | exported inference artifacts latest_safe=artifacts/w2v-bert-test2-full/checkpoint_step_last.safetensors best_safe=artifacts/w2v-bert-test2-full/checkpoint_best.safetensors averaged_safe=artifacts/w2v-bert-test2-full/checkpoint_topk_avg.safetensors
2026-04-14 19:24:16,172 | INFO | rank=0 | validation preview hardest_ref='Який є сенс поспішати?' hardest_hyp='Який є  сенс поспішати'