Yehor commited on
Commit
342ccf8
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1 Parent(s): 396e691

Upload checkpoints epoch_0001_step_00002000

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Automatic checkpoint upload from train.py.

Report stem: epoch_0001_step_00002000
Epoch: 1
Global step: 2000

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- "val_random_example_0_hyp": "іс іс зс і зс іс і іс і сни іс іс іс іс іс іс іс іс іс іс іс іс і",
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  "val_random_example_2_ref": "Князь у всьому був залежний від хана.",
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  "val_hardest_example_2_speaker": "",
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  "val_random_example_2_ref": "Князь у всьому був залежний від хана.",
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+ "hardest_examples": [
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+ {
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+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/3364.wav",
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+ "speaker_id": "",
40
+ "reference": "Борітеся поборете?",
41
+ "hypothesis": "іча іс іс іс іча і"
42
+ },
43
+ {
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+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/2625.wav",
45
+ "speaker_id": "",
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+ "reference": "Андрій пішов і собі додому.",
47
+ "hypothesis": "імсм с іο іс іс іс іс іча і"
48
+ },
49
+ {
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+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/2189.wav",
51
+ "speaker_id": "",
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+ "reference": "До чорта в зуби потрапити?",
53
+ "hypothesis": "іс іс іс ісди іча ісм іс і"
54
+ },
55
+ {
56
+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/702.wav",
57
+ "speaker_id": "",
58
+ "reference": "Що там греки й латинці?",
59
+ "hypothesis": "іни іс вгус ікм іс іс і"
60
+ },
61
+ {
62
+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/3765.wav",
63
+ "speaker_id": "",
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+ "reference": "Де він є, той ваш князь?",
65
+ "hypothesis": "іс іс існи іс іс іс іс і"
66
+ }
67
+ ],
68
+ "random_examples": [
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+ {
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+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/375.wav",
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+ "speaker_id": "",
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+ "reference": "Читачі, гадаю, не забули про Сарайську єпархію, підлеглу митрополитові.",
73
+ "hypothesis": "с і іс і і іс і ісс ім іс і і іс с і і іс іс іс іс с іс іс іс іс"
74
+ },
75
+ {
76
+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/1367.wav",
77
+ "speaker_id": "",
78
+ "reference": "Стьогнув ще турна через лоб.",
79
+ "hypothesis": "сс і і с і с"
80
+ },
81
+ {
82
+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/849.wav",
83
+ "speaker_id": "",
84
+ "reference": "Князь у всьому був залежний від хана.",
85
+ "hypothesis": "іс іс і ім іс іс і"
86
+ },
87
+ {
88
+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/1003.wav",
89
+ "speaker_id": "",
90
+ "reference": "Дивуватися не варто бували вигадки і гидотніші, і брехливіші.",
91
+ "hypothesis": ""
92
+ },
93
+ {
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+ "utterance_id": "/home/yehor/squeezeformer/data/cv10-uk-testset-clean-punctuated/3232.wav",
95
+ "speaker_id": "",
96
+ "reference": "На редактора це вам буде дорого коштувати, коли я буду у вас редактором.",
97
+ "hypothesis": "с с"
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+ }
99
+ ],
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+ "speaker_metrics": {
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+ "speaker_count": 0,
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+ "speaker_macro_wer": 0.0,
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+ "speaker_id_available": false,
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+ "missing_speaker_id_samples": 3204,
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+ "per_speaker": {}
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+ "split_audit": {
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+ "counts": {
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+ "samples": 648240,
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+ "speakers": 0,
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+ "records_with_speaker_id": 0,
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+ "hours": 1264.353836267957
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+ "validation": {
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+ "samples": 3204,
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+ "speakers": 0,
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+ "records_with_speaker_id": 0,
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+ "hours": 4.629311440972232
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+ }
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+ "hours": {
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+ "validation": 4.629311440972232
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+ },
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+ "total_hours": 1268.9831477089292,
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+ "speaker_overlaps": {
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+ "train_vs_validation": 0
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+ },
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+ "speaker_balance_ratio": 1.0,
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+ "speaker_id_available": false
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+ }
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+ }
training_20260413_095925.log CHANGED
@@ -510,3 +510,109 @@
510
  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
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  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
512
  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'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
510
  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
511
  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
512
  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'
513
+ 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
514
+ 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
515
+ 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
516
+ 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
517
+ 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
518
+ 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
519
+ 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
520
+ 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
521
+ 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
522
+ 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
523
+ 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
524
+ 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
525
+ 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
526
+ 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
527
+ 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
528
+ 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
529
+ 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
530
+ 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
531
+ 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
532
+ 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
533
+ 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
534
+ 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
535
+ 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
536
+ 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
537
+ 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
538
+ 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
539
+ 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
540
+ 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
541
+ 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
542
+ 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
543
+ 2026-04-13 16:26:14,024 | INFO | rank=0 | train preview ref='Професійній російській армії вони ще більше демор��лізовані 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
544
+ 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
545
+ 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
546
+ 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
547
+ 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
548
+ 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
549
+ 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
550
+ 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
551
+ 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
552
+ 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
553
+ 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
554
+ 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
555
+ 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
556
+ 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
557
+ 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
558
+ 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
559
+ 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
560
+ 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
561
+ 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
562
+ 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
563
+ 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
564
+ 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
565
+ 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
566
+ 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
567
+ 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
568
+ 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
569
+ 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
570
+ 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
571
+ 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
572
+ 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
573
+ 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
574
+ 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
575
+ 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
576
+ 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
577
+ 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
578
+ 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
579
+ 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
580
+ 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
581
+ 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
582
+ 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
583
+ 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
584
+ 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
585
+ 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
586
+ 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
587
+ 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
588
+ 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
589
+ 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
590
+ 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
591
+ 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
592
+ 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
593
+ 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
594
+ 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
595
+ 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
596
+ 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
597
+ 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
598
+ 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
599
+ 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
600
+ 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
601
+ 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
602
+ 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
603
+ 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
604
+ 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
605
+ 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
606
+ 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
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+ 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
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+ 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
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+ 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
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+ 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
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+ 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
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+ 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
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+ 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
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+ 2026-04-13 16:50:31,852 | INFO | rank=0 | epoch 1 step=8000/249868 global_step=2000 reached validation interval; starting validation
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+ 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
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+ 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
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+ 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
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+ 2026-04-13 16:55:14,031 | INFO | rank=0 | validation preview hardest_ref='Борітеся поборете?' hardest_hyp='іча іс іс іс іча і'