Instructions to use Shaer-AI-2/Shaer-adapters-grpo with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Shaer-AI-2/Shaer-adapters-grpo with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Shaer-AI-2/Shaer-adapters-grpo", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Training in progress, step 1450
Browse files- adapter_model.safetensors +1 -1
- all_generations.jsonl +2 -2
- checkpoint_events.jsonl +2 -0
- metrics.csv +51 -0
- metrics.jsonl +51 -0
- plots/arabic_gate_chain.png +2 -2
- plots/arabic_gate_run.png +2 -2
- plots/chain_metrics.jsonl +0 -0
- plots/meter_by_meter_chain.png +2 -2
- plots/meter_by_meter_run.png +2 -2
- plots/reward_panels_eval_chain.png +2 -2
- plots/reward_panels_eval_run.png +2 -2
- plots/reward_panels_train_chain.png +2 -2
- plots/reward_panels_train_run.png +2 -2
- plotter.log +100 -0
- reward_arabic_clean_debug.jsonl +2 -2
- reward_count_adherence_debug.jsonl +2 -2
- reward_meter_debug.jsonl +2 -2
- reward_total_composite_debug.jsonl +2 -2
- train.log +51 -0
- train_stdout.log +0 -0
adapter_model.safetensors
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all_generations.jsonl
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checkpoint_events.jsonl
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{"timestamp_utc": "2026-04-11T22:17:49Z", "event_type": "checkpoint_saved", "global_step": 1350, "local_checkpoint_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260411_192107/checkpoint-1350", "hub_model_id": "Shaer-AI/Shaer-adapters-grpo", "expected_hub_prefix": "last-checkpoint"}
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{"timestamp_utc": "2026-04-11T22:23:50Z", "event_type": "evaluation_completed", "global_step": 1400, "metrics": {"eval_loss": NaN, "eval_runtime": 82.0154, "eval_samples_per_second": 1.268, "eval_steps_per_second": 0.159}}
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{"timestamp_utc": "2026-04-11T22:23:55Z", "event_type": "checkpoint_saved", "global_step": 1400, "local_checkpoint_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260411_192107/checkpoint-1400", "hub_model_id": "Shaer-AI/Shaer-adapters-grpo", "expected_hub_prefix": "last-checkpoint"}
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{"timestamp_utc": "2026-04-11T22:17:49Z", "event_type": "checkpoint_saved", "global_step": 1350, "local_checkpoint_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260411_192107/checkpoint-1350", "hub_model_id": "Shaer-AI/Shaer-adapters-grpo", "expected_hub_prefix": "last-checkpoint"}
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{"timestamp_utc": "2026-04-11T22:23:50Z", "event_type": "evaluation_completed", "global_step": 1400, "metrics": {"eval_loss": NaN, "eval_runtime": 82.0154, "eval_samples_per_second": 1.268, "eval_steps_per_second": 0.159}}
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{"timestamp_utc": "2026-04-11T22:23:55Z", "event_type": "checkpoint_saved", "global_step": 1400, "local_checkpoint_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260411_192107/checkpoint-1400", "hub_model_id": "Shaer-AI/Shaer-adapters-grpo", "expected_hub_prefix": "last-checkpoint"}
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{"timestamp_utc": "2026-04-11T22:30:18Z", "event_type": "evaluation_completed", "global_step": 1450, "metrics": {"eval_loss": NaN, "eval_runtime": 87.9807, "eval_samples_per_second": 1.182, "eval_steps_per_second": 0.148}}
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{"timestamp_utc": "2026-04-11T22:30:20Z", "event_type": "checkpoint_saved", "global_step": 1450, "local_checkpoint_dir": "/root/workspace/Shaer/grpo/outputs/train/shaer_grpo_20260411_192107/checkpoint-1450", "hub_model_id": "Shaer-AI/Shaer-adapters-grpo", "expected_hub_prefix": "last-checkpoint"}
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metrics.csv
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| 1456 |
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| 1460 |
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| 1471 |
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| 1472 |
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| 1475 |
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| 1476 |
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| 1477 |
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| 1478 |
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|
| 1479 |
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|
| 1480 |
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|
| 1481 |
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|
metrics.jsonl
CHANGED
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@@ -1427,3 +1427,54 @@
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| 1427 |
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| 1428 |
{"timestamp_utc": "2026-04-11T22:23:50Z", "mode": "eval", "global_step": 1400, "epoch": 0.05406240345999382, "eval_loss": NaN, "eval_runtime": 82.0154, "eval_samples_per_second": 1.268, "eval_steps_per_second": 0.159, "eval_num_tokens": 3032594.0, "eval_completions/mean_length": 208.76923076923077, "eval_completions/min_length": 59.23076923076923, "eval_completions/max_length": 442.84615384615387, "eval_completions/clipped_ratio": 0.0673076923076923, "eval_completions/mean_terminated_length": 187.3232644888071, "eval_completions/min_terminated_length": 59.23076923076923, "eval_completions/max_terminated_length": 375.0769230769231, "eval_rewards/meter/mean": 0.7005750903716454, "eval_rewards/meter/std": 0.3497193742256898, "eval_rewards/count_adherence/mean": 0.757807025542626, "eval_rewards/count_adherence/std": 0.20436857268214226, "eval_rewards/arabic_clean/mean": 1.0, "eval_rewards/arabic_clean/std": 0.0, "eval_rewards/total_composite/mean": 0.5641365211743575, "eval_rewards/total_composite/std": 0.3036496341228485, "eval_reward": 0.5641365211743575, "eval_reward_std": NaN, "eval_frac_reward_zero_std": 0.0, "eval_sampling/sampling_logp_difference/mean": 0.0050584726357975835, "eval_sampling/sampling_logp_difference/max": 0.6686469912528992, "eval_sampling/importance_sampling_ratio/min": 0.5453932686493947, "eval_sampling/importance_sampling_ratio/mean": 1.0009340414634118, "eval_sampling/importance_sampling_ratio/max": 1.3240029720159678, "eval_entropy": 0.03806114311401661, "eval_clip_ratio/low_mean": 0.0, "eval_clip_ratio/low_min": 0.0, "eval_clip_ratio/high_mean": 0.0, "eval_clip_ratio/high_max": 0.0, "eval_clip_ratio/region_mean": 0.0, "eval_reward_total_mean": 0.5641365211743575, "eval_reward_meter_mean": 0.7005750903716454, "eval_reward_meter_std": 0.3497193742256898, "eval_reward_count_adherence_mean": 0.757807025542626, "eval_reward_count_adherence_std": 0.20436857268214226, "eval_reward_arabic_clean_mean": 1.0, "eval_reward_arabic_clean_std": 0.0, "eval_reward_total_composite_mean": 0.5641365211743575, "eval_reward_total_composite_std": 0.3036496341228485}
|
| 1429 |
{"timestamp_utc": "2026-04-11T22:24:00Z", "mode": "train", "global_step": 1401, "epoch": 0.05410101946246525, "loss": -0.0038, "grad_norm": 1.0778833627700806, "learning_rate": 5.7575757575757586e-06, "num_tokens": 3034554.0, "completions/mean_length": 77.0, "completions/min_length": 76.0, "completions/max_length": 78.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 77.0, "completions/min_terminated_length": 76.0, "completions/max_terminated_length": 78.0, "rewards/meter/mean": 0.9939175844192505, "rewards/meter/std": 0.000148229009937495, "rewards/count_adherence/mean": 1.0, "rewards/count_adherence/std": 0.0, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.9939175844192505, "rewards/total_composite/std": 0.000148229009937495, "reward": 0.9939175844192505, "reward_std": 0.00014822981029283255, "frac_reward_zero_std": 0.0, "sampling/sampling_logp_difference/mean": 0.009183553047478199, "sampling/sampling_logp_difference/max": 1.8037073612213135, "sampling/importance_sampling_ratio/min": 0.16468720138072968, "sampling/importance_sampling_ratio/mean": 0.9980778098106384, "sampling/importance_sampling_ratio/max": 1.225674033164978, "entropy": 0.023621314903721213, "clip_ratio/low_mean": 0.004912850330583751, "clip_ratio/low_min": 0.004912850330583751, "clip_ratio/high_mean": 0.004807692370377481, "clip_ratio/high_max": 0.004807692370377481, "clip_ratio/region_mean": 0.009720542700961232, "reward_total_mean": 0.9939175844192505, "reward_meter_mean": 0.9939175844192505, "reward_meter_std": 0.000148229009937495, "reward_count_adherence_mean": 1.0, "reward_count_adherence_std": 0.0, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.9939175844192505, "reward_total_composite_std": 0.000148229009937495}
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| 1427 |
{"timestamp_utc": "2026-04-11T22:22:27Z", "mode": "train", "global_step": 1400, "epoch": 0.05406240345999382, "loss": -0.0473, "grad_norm": 1.5132702589035034, "learning_rate": 5.760606060606061e-06, "num_tokens": 3032594.0, "completions/mean_length": 199.25, "completions/min_length": 175.0, "completions/max_length": 220.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 199.25, "completions/min_terminated_length": 175.0, "completions/max_terminated_length": 220.0, "rewards/meter/mean": 0.8474883437156677, "rewards/meter/std": 0.34002411365509033, "rewards/count_adherence/mean": 0.8392857313156128, "rewards/count_adherence/std": 0.05050762742757797, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.7260978817939758, "rewards/total_composite/std": 0.2923434376716614, "reward": 0.7260978817939758, "reward_std": 0.2923434376716614, "frac_reward_zero_std": 0.0, "sampling/sampling_logp_difference/mean": 0.013634543865919113, "sampling/sampling_logp_difference/max": 1.0964598655700684, "sampling/importance_sampling_ratio/min": 0.33405157923698425, "sampling/importance_sampling_ratio/mean": 0.9997726678848267, "sampling/importance_sampling_ratio/max": 2.0, "entropy": 0.057425904320552945, "clip_ratio/low_mean": 0.005651834304444492, "clip_ratio/low_min": 0.005651834304444492, "clip_ratio/high_mean": 0.008669710718095303, "clip_ratio/high_max": 0.008669710718095303, "clip_ratio/region_mean": 0.014321545022539794, "reward_total_mean": 0.7260978817939758, "reward_meter_mean": 0.8474883437156677, "reward_meter_std": 0.34002411365509033, "reward_count_adherence_mean": 0.8392857313156128, "reward_count_adherence_std": 0.05050762742757797, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.7260978817939758, "reward_total_composite_std": 0.2923434376716614}
|
| 1428 |
{"timestamp_utc": "2026-04-11T22:23:50Z", "mode": "eval", "global_step": 1400, "epoch": 0.05406240345999382, "eval_loss": NaN, "eval_runtime": 82.0154, "eval_samples_per_second": 1.268, "eval_steps_per_second": 0.159, "eval_num_tokens": 3032594.0, "eval_completions/mean_length": 208.76923076923077, "eval_completions/min_length": 59.23076923076923, "eval_completions/max_length": 442.84615384615387, "eval_completions/clipped_ratio": 0.0673076923076923, "eval_completions/mean_terminated_length": 187.3232644888071, "eval_completions/min_terminated_length": 59.23076923076923, "eval_completions/max_terminated_length": 375.0769230769231, "eval_rewards/meter/mean": 0.7005750903716454, "eval_rewards/meter/std": 0.3497193742256898, "eval_rewards/count_adherence/mean": 0.757807025542626, "eval_rewards/count_adherence/std": 0.20436857268214226, "eval_rewards/arabic_clean/mean": 1.0, "eval_rewards/arabic_clean/std": 0.0, "eval_rewards/total_composite/mean": 0.5641365211743575, "eval_rewards/total_composite/std": 0.3036496341228485, "eval_reward": 0.5641365211743575, "eval_reward_std": NaN, "eval_frac_reward_zero_std": 0.0, "eval_sampling/sampling_logp_difference/mean": 0.0050584726357975835, "eval_sampling/sampling_logp_difference/max": 0.6686469912528992, "eval_sampling/importance_sampling_ratio/min": 0.5453932686493947, "eval_sampling/importance_sampling_ratio/mean": 1.0009340414634118, "eval_sampling/importance_sampling_ratio/max": 1.3240029720159678, "eval_entropy": 0.03806114311401661, "eval_clip_ratio/low_mean": 0.0, "eval_clip_ratio/low_min": 0.0, "eval_clip_ratio/high_mean": 0.0, "eval_clip_ratio/high_max": 0.0, "eval_clip_ratio/region_mean": 0.0, "eval_reward_total_mean": 0.5641365211743575, "eval_reward_meter_mean": 0.7005750903716454, "eval_reward_meter_std": 0.3497193742256898, "eval_reward_count_adherence_mean": 0.757807025542626, "eval_reward_count_adherence_std": 0.20436857268214226, "eval_reward_arabic_clean_mean": 1.0, "eval_reward_arabic_clean_std": 0.0, "eval_reward_total_composite_mean": 0.5641365211743575, "eval_reward_total_composite_std": 0.3036496341228485}
|
| 1429 |
{"timestamp_utc": "2026-04-11T22:24:00Z", "mode": "train", "global_step": 1401, "epoch": 0.05410101946246525, "loss": -0.0038, "grad_norm": 1.0778833627700806, "learning_rate": 5.7575757575757586e-06, "num_tokens": 3034554.0, "completions/mean_length": 77.0, "completions/min_length": 76.0, "completions/max_length": 78.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 77.0, "completions/min_terminated_length": 76.0, "completions/max_terminated_length": 78.0, "rewards/meter/mean": 0.9939175844192505, "rewards/meter/std": 0.000148229009937495, "rewards/count_adherence/mean": 1.0, "rewards/count_adherence/std": 0.0, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.9939175844192505, "rewards/total_composite/std": 0.000148229009937495, "reward": 0.9939175844192505, "reward_std": 0.00014822981029283255, "frac_reward_zero_std": 0.0, "sampling/sampling_logp_difference/mean": 0.009183553047478199, "sampling/sampling_logp_difference/max": 1.8037073612213135, "sampling/importance_sampling_ratio/min": 0.16468720138072968, "sampling/importance_sampling_ratio/mean": 0.9980778098106384, "sampling/importance_sampling_ratio/max": 1.225674033164978, "entropy": 0.023621314903721213, "clip_ratio/low_mean": 0.004912850330583751, "clip_ratio/low_min": 0.004912850330583751, "clip_ratio/high_mean": 0.004807692370377481, "clip_ratio/high_max": 0.004807692370377481, "clip_ratio/region_mean": 0.009720542700961232, "reward_total_mean": 0.9939175844192505, "reward_meter_mean": 0.9939175844192505, "reward_meter_std": 0.000148229009937495, "reward_count_adherence_mean": 1.0, "reward_count_adherence_std": 0.0, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.9939175844192505, "reward_total_composite_std": 0.000148229009937495}
|
| 1430 |
+
{"timestamp_utc": "2026-04-11T22:24:05Z", "mode": "train", "global_step": 1402, "epoch": 0.05413963546493667, "loss": -0.0589, "grad_norm": 0.4459538161754608, "learning_rate": 5.754545454545455e-06, "num_tokens": 3036262.0, "completions/mean_length": 62.5, "completions/min_length": 61.0, "completions/max_length": 73.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 62.5, "completions/min_terminated_length": 61.0, "completions/max_terminated_length": 73.0, "rewards/meter/mean": 0.9313734173774719, "rewards/meter/std": 0.006508991122245789, "rewards/count_adherence/mean": 0.7083333730697632, "rewards/count_adherence/std": 0.11785111576318741, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.6596269607543945, "rewards/total_composite/std": 0.10895697772502899, "reward": 0.6596269607543945, "reward_std": 0.1089569702744484, "frac_reward_zero_std": 0.0, "sampling/sampling_logp_difference/mean": 0.005877028685063124, "sampling/sampling_logp_difference/max": 0.7637443542480469, "sampling/importance_sampling_ratio/min": 0.4659186005592346, "sampling/importance_sampling_ratio/mean": 0.9976125955581665, "sampling/importance_sampling_ratio/max": 1.1865988969802856, "entropy": 0.014842505101114511, "clip_ratio/low_mean": 0.004098360426723957, "clip_ratio/low_min": 0.004098360426723957, "clip_ratio/high_mean": 0.0017123287543654442, "clip_ratio/high_max": 0.0017123287543654442, "clip_ratio/region_mean": 0.005810689181089401, "reward_total_mean": 0.6596269607543945, "reward_meter_mean": 0.9313734173774719, "reward_meter_std": 0.006508991122245789, "reward_count_adherence_mean": 0.7083333730697632, "reward_count_adherence_std": 0.11785111576318741, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.6596269607543945, "reward_total_composite_std": 0.10895697772502899}
|
| 1431 |
+
{"timestamp_utc": "2026-04-11T22:24:10Z", "mode": "train", "global_step": 1403, "epoch": 0.054178251467408095, "loss": 0.053, "grad_norm": 4.730922698974609, "learning_rate": 5.751515151515152e-06, "num_tokens": 3038160.0, "completions/mean_length": 90.25, "completions/min_length": 83.0, "completions/max_length": 100.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 90.25, "completions/min_terminated_length": 83.0, "completions/max_terminated_length": 100.0, "rewards/meter/mean": 0.624970555305481, "rewards/meter/std": 0.3839372396469116, "rewards/count_adherence/mean": 1.0, "rewards/count_adherence/std": 0.0, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.624970555305481, "rewards/total_composite/std": 0.3839372396469116, "reward": 0.624970555305481, "reward_std": 0.38393720984458923, "frac_reward_zero_std": 0.0, "sampling/sampling_logp_difference/mean": 0.03412361070513725, "sampling/sampling_logp_difference/max": 2.2702224254608154, "sampling/importance_sampling_ratio/min": 0.10328920930624008, "sampling/importance_sampling_ratio/mean": 1.00449538230896, "sampling/importance_sampling_ratio/max": 2.0, "entropy": 0.1069687600247562, "clip_ratio/low_mean": 0.010557568981312215, "clip_ratio/low_min": 0.010557568981312215, "clip_ratio/high_mean": 0.018244944512844086, "clip_ratio/high_max": 0.018244944512844086, "clip_ratio/region_mean": 0.0288025134941563, "reward_total_mean": 0.624970555305481, "reward_meter_mean": 0.624970555305481, "reward_meter_std": 0.3839372396469116, "reward_count_adherence_mean": 1.0, "reward_count_adherence_std": 0.0, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.624970555305481, "reward_total_composite_std": 0.3839372396469116}
|
| 1432 |
+
{"timestamp_utc": "2026-04-11T22:24:15Z", "mode": "train", "global_step": 1404, "epoch": 0.05421686746987952, "loss": 0.0, "grad_norm": 0.0, "learning_rate": 5.748484848484849e-06, "num_tokens": 3039888.0, "completions/mean_length": 61.0, "completions/min_length": 61.0, "completions/max_length": 61.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 61.0, "completions/min_terminated_length": 61.0, "completions/max_terminated_length": 61.0, "rewards/meter/mean": 0.9974405169487, "rewards/meter/std": 0.0, "rewards/count_adherence/mean": 1.0, "rewards/count_adherence/std": 0.0, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.9974405169487, "rewards/total_composite/std": 0.0, "reward": 0.9974405169487, "reward_std": 0.0, "frac_reward_zero_std": 1.0, "sampling/sampling_logp_difference/mean": 0.0008566752658225596, "sampling/sampling_logp_difference/max": 0.03150223195552826, "sampling/importance_sampling_ratio/min": 0.973335325717926, "sampling/importance_sampling_ratio/mean": 1.0007158517837524, "sampling/importance_sampling_ratio/max": 1.03200364112854, "entropy": 0.008136454911436886, "clip_ratio/low_mean": 0.0, "clip_ratio/low_min": 0.0, "clip_ratio/high_mean": 0.0, "clip_ratio/high_max": 0.0, "clip_ratio/region_mean": 0.0, "reward_total_mean": 0.9974405169487, "reward_meter_mean": 0.9974405169487, "reward_meter_std": 0.0, "reward_count_adherence_mean": 1.0, "reward_count_adherence_std": 0.0, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.9974405169487, "reward_total_composite_std": 0.0}
|
| 1433 |
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| 1436 |
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| 1438 |
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| 1439 |
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| 1440 |
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| 1441 |
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| 1442 |
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| 1449 |
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| 1450 |
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| 1451 |
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| 1452 |
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| 1454 |
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| 1455 |
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| 1456 |
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| 1457 |
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| 1458 |
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| 1459 |
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| 1460 |
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| 1461 |
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| 1462 |
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| 1463 |
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| 1464 |
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| 1465 |
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| 1466 |
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| 1467 |
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| 1468 |
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| 1469 |
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| 1470 |
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| 1471 |
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| 1472 |
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| 1473 |
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|
| 1474 |
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| 1475 |
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{"timestamp_utc": "2026-04-11T22:28:33Z", "mode": "train", "global_step": 1447, "epoch": 0.055877355576150756, "loss": 0.0, "grad_norm": 0.0, "learning_rate": 5.618181818181818e-06, "num_tokens": 3154039.0, "completions/mean_length": 65.0, "completions/min_length": 65.0, "completions/max_length": 65.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 65.0, "completions/min_terminated_length": 65.0, "completions/max_terminated_length": 65.0, "rewards/meter/mean": 0.9946109652519226, "rewards/meter/std": 0.0, "rewards/count_adherence/mean": 1.0, "rewards/count_adherence/std": 0.0, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.9946109652519226, "rewards/total_composite/std": 0.0, "reward": 0.9946109652519226, "reward_std": 0.0, "frac_reward_zero_std": 1.0, "sampling/sampling_logp_difference/mean": 0.0004363986663520336, "sampling/sampling_logp_difference/max": 0.07490222156047821, "sampling/importance_sampling_ratio/min": 0.9278342127799988, "sampling/importance_sampling_ratio/mean": 0.9998361468315125, "sampling/importance_sampling_ratio/max": 1.0040090084075928, "entropy": 0.0026015231778728776, "clip_ratio/low_mean": 0.0, "clip_ratio/low_min": 0.0, "clip_ratio/high_mean": 0.0, "clip_ratio/high_max": 0.0, "clip_ratio/region_mean": 0.0, "reward_total_mean": 0.9946109652519226, "reward_meter_mean": 0.9946109652519226, "reward_meter_std": 0.0, "reward_count_adherence_mean": 1.0, "reward_count_adherence_std": 0.0, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.9946109652519226, "reward_total_composite_std": 0.0}
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| 1476 |
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{"timestamp_utc": "2026-04-11T22:28:38Z", "mode": "train", "global_step": 1448, "epoch": 0.05591597157862218, "loss": 0.0755, "grad_norm": 8.518555641174316, "learning_rate": 5.615151515151516e-06, "num_tokens": 3155586.0, "completions/mean_length": 35.375, "completions/min_length": 31.0, "completions/max_length": 42.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 35.375, "completions/min_terminated_length": 31.0, "completions/max_terminated_length": 42.0, "rewards/meter/mean": 0.9522101283073425, "rewards/meter/std": 0.04017549753189087, "rewards/count_adherence/mean": 1.0, "rewards/count_adherence/std": 0.0, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.9522101283073425, "rewards/total_composite/std": 0.04017549753189087, "reward": 0.9522101283073425, "reward_std": 0.04017549380660057, "frac_reward_zero_std": 0.0, "sampling/sampling_logp_difference/mean": 0.05455894395709038, "sampling/sampling_logp_difference/max": 2.4194202423095703, "sampling/importance_sampling_ratio/min": 0.08897318691015244, "sampling/importance_sampling_ratio/mean": 0.9952448606491089, "sampling/importance_sampling_ratio/max": 1.8271827697753906, "entropy": 0.2404468934983015, "clip_ratio/low_mean": 0.013591269962489605, "clip_ratio/low_min": 0.013591269962489605, "clip_ratio/high_mean": 0.01865279395133257, "clip_ratio/high_max": 0.01865279395133257, "clip_ratio/region_mean": 0.032244063913822174, "reward_total_mean": 0.9522101283073425, "reward_meter_mean": 0.9522101283073425, "reward_meter_std": 0.04017549753189087, "reward_count_adherence_mean": 1.0, "reward_count_adherence_std": 0.0, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.9522101283073425, "reward_total_composite_std": 0.04017549753189087}
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| 1477 |
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| 1478 |
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| 1479 |
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| 1480 |
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{"timestamp_utc": "2026-04-11T22:30:25Z", "mode": "train", "global_step": 1451, "epoch": 0.05603181958603645, "loss": 0.0, "grad_norm": 0.0, "learning_rate": 5.606060606060606e-06, "num_tokens": 3162907.0, "completions/mean_length": 91.0, "completions/min_length": 91.0, "completions/max_length": 91.0, "completions/clipped_ratio": 0.0, "completions/mean_terminated_length": 91.0, "completions/min_terminated_length": 91.0, "completions/max_terminated_length": 91.0, "rewards/meter/mean": 0.9806720614433289, "rewards/meter/std": 0.0, "rewards/count_adherence/mean": 1.0, "rewards/count_adherence/std": 0.0, "rewards/arabic_clean/mean": 1.0, "rewards/arabic_clean/std": 0.0, "rewards/total_composite/mean": 0.9806720614433289, "rewards/total_composite/std": 0.0, "reward": 0.9806720614433289, "reward_std": 0.0, "frac_reward_zero_std": 1.0, "sampling/sampling_logp_difference/mean": 0.001633047591894865, "sampling/sampling_logp_difference/max": 0.356443852186203, "sampling/importance_sampling_ratio/min": 0.7001618146896362, "sampling/importance_sampling_ratio/mean": 0.9994708299636841, "sampling/importance_sampling_ratio/max": 1.0457462072372437, "entropy": 0.007809586415532976, "clip_ratio/low_mean": 0.0, "clip_ratio/low_min": 0.0, "clip_ratio/high_mean": 0.0, "clip_ratio/high_max": 0.0, "clip_ratio/region_mean": 0.0, "reward_total_mean": 0.9806720614433289, "reward_meter_mean": 0.9806720614433289, "reward_meter_std": 0.0, "reward_count_adherence_mean": 1.0, "reward_count_adherence_std": 0.0, "reward_arabic_clean_mean": 1.0, "reward_arabic_clean_std": 0.0, "reward_total_composite_mean": 0.9806720614433289, "reward_total_composite_std": 0.0}
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2026-04-11 22:25:00,244 | INFO | train_grpo_train | metrics_logged mode=train step=1412
|
| 1452 |
+
2026-04-11 22:25:04,676 | INFO | train_grpo_train | metrics_logged mode=train step=1413
|
| 1453 |
+
2026-04-11 22:25:13,010 | INFO | train_grpo_train | metrics_logged mode=train step=1414
|
| 1454 |
+
2026-04-11 22:25:18,761 | INFO | train_grpo_train | metrics_logged mode=train step=1415
|
| 1455 |
+
2026-04-11 22:25:25,113 | INFO | train_grpo_train | metrics_logged mode=train step=1416
|
| 1456 |
+
2026-04-11 22:25:30,152 | INFO | train_grpo_train | metrics_logged mode=train step=1417
|
| 1457 |
+
2026-04-11 22:25:40,009 | INFO | train_grpo_train | metrics_logged mode=train step=1418
|
| 1458 |
+
2026-04-11 22:25:44,670 | INFO | train_grpo_train | metrics_logged mode=train step=1419
|
| 1459 |
+
2026-04-11 22:25:49,361 | INFO | train_grpo_train | metrics_logged mode=train step=1420
|
| 1460 |
+
2026-04-11 22:25:56,026 | INFO | train_grpo_train | metrics_logged mode=train step=1421
|
| 1461 |
+
2026-04-11 22:26:00,661 | INFO | train_grpo_train | metrics_logged mode=train step=1422
|
| 1462 |
+
2026-04-11 22:26:06,469 | INFO | train_grpo_train | metrics_logged mode=train step=1423
|
| 1463 |
+
2026-04-11 22:26:11,632 | INFO | train_grpo_train | metrics_logged mode=train step=1424
|
| 1464 |
+
2026-04-11 22:26:18,012 | INFO | train_grpo_train | metrics_logged mode=train step=1425
|
| 1465 |
+
2026-04-11 22:26:25,403 | INFO | train_grpo_train | metrics_logged mode=train step=1426
|
| 1466 |
+
2026-04-11 22:26:29,884 | INFO | train_grpo_train | metrics_logged mode=train step=1427
|
| 1467 |
+
2026-04-11 22:26:36,253 | INFO | train_grpo_train | metrics_logged mode=train step=1428
|
| 1468 |
+
2026-04-11 22:26:42,962 | INFO | train_grpo_train | metrics_logged mode=train step=1429
|
| 1469 |
+
2026-04-11 22:26:49,559 | INFO | train_grpo_train | metrics_logged mode=train step=1430
|
| 1470 |
+
2026-04-11 22:26:54,837 | INFO | train_grpo_train | metrics_logged mode=train step=1431
|
| 1471 |
+
2026-04-11 22:26:59,656 | INFO | train_grpo_train | metrics_logged mode=train step=1432
|
| 1472 |
+
2026-04-11 22:27:06,339 | INFO | train_grpo_train | metrics_logged mode=train step=1433
|
| 1473 |
+
2026-04-11 22:27:12,643 | INFO | train_grpo_train | metrics_logged mode=train step=1434
|
| 1474 |
+
2026-04-11 22:27:17,670 | INFO | train_grpo_train | metrics_logged mode=train step=1435
|
| 1475 |
+
2026-04-11 22:27:22,175 | INFO | train_grpo_train | metrics_logged mode=train step=1436
|
| 1476 |
+
2026-04-11 22:27:32,530 | INFO | train_grpo_train | metrics_logged mode=train step=1437
|
| 1477 |
+
2026-04-11 22:27:38,650 | INFO | train_grpo_train | metrics_logged mode=train step=1438
|
| 1478 |
+
2026-04-11 22:27:43,738 | INFO | train_grpo_train | metrics_logged mode=train step=1439
|
| 1479 |
+
2026-04-11 22:27:50,483 | INFO | train_grpo_train | metrics_logged mode=train step=1440
|
| 1480 |
+
2026-04-11 22:28:00,400 | INFO | train_grpo_train | metrics_logged mode=train step=1441
|
| 1481 |
+
2026-04-11 22:28:05,265 | INFO | train_grpo_train | metrics_logged mode=train step=1442
|
| 1482 |
+
2026-04-11 22:28:10,621 | INFO | train_grpo_train | metrics_logged mode=train step=1443
|
| 1483 |
+
2026-04-11 22:28:15,147 | INFO | train_grpo_train | metrics_logged mode=train step=1444
|
| 1484 |
+
2026-04-11 22:28:22,735 | INFO | train_grpo_train | metrics_logged mode=train step=1445
|
| 1485 |
+
2026-04-11 22:28:28,938 | INFO | train_grpo_train | metrics_logged mode=train step=1446
|
| 1486 |
+
2026-04-11 22:28:33,735 | INFO | train_grpo_train | metrics_logged mode=train step=1447
|
| 1487 |
+
2026-04-11 22:28:38,231 | INFO | train_grpo_train | metrics_logged mode=train step=1448
|
| 1488 |
+
2026-04-11 22:28:42,517 | INFO | train_grpo_train | metrics_logged mode=train step=1449
|
| 1489 |
+
2026-04-11 22:28:50,012 | INFO | train_grpo_train | metrics_logged mode=train step=1450
|
| 1490 |
+
2026-04-11 22:30:18,066 | INFO | train_grpo_train | metrics_logged mode=eval step=1450
|
| 1491 |
+
2026-04-11 22:30:25,352 | INFO | train_grpo_train | metrics_logged mode=train step=1451
|
train_stdout.log
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