laion/ablation-pymethods2test-shaped-45-8B
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Model: laion/ablation-pymethods2test-shaped-45-8B
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2026-07-18 17:31:01 +08:00
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async/discard_rate,async/discarded_count,async/effective_batch_groups,async/effective_batch_samples,async/staleness_max,async/staleness_mean,async/staleness_min,async/staleness_ratio,generate/avg_num_tokens,generate/avg_tokens_non_zero_rewards,generate/avg_tokens_zero_rewards,generate/max_num_tokens,generate/min_num_tokens,generate/std_num_tokens,loss/avg_final_rewards,loss/avg_raw_advantages,loss/avg_raw_advantages_abs,policy/final_loss,policy/log_ratio_abs_max,policy/log_ratio_abs_mean,policy/log_ratio_abs_p99,policy/log_ratio_abs_pos00,policy/log_ratio_abs_pos10,policy/log_ratio_abs_pos20,policy/log_ratio_abs_pos30,policy/log_ratio_abs_pos40,policy/log_ratio_abs_pos50,policy/log_ratio_abs_pos60,policy/log_ratio_abs_pos70,policy/log_ratio_abs_pos80,policy/log_ratio_abs_pos90,policy/n_tokens_dp_gt_10pct,policy/n_tokens_dp_gt_1pct,policy/n_tokens_dp_gt_50pct,policy/policy_entropy,policy/policy_loss,policy/policy_lr,policy/policy_update_steps,policy/ppo_clip_ratio,policy/raw_grad_norm,reward/avg_pass_at_8,reward/avg_raw_reward,system/process_rss_gb,system/process_vms_gb,system/ram_available_gb,system/ram_percent,system/ram_total_gb,system/ram_used_gb,timing/compute_advantages_and_returns,timing/convert_to_training_input,timing/fwd_logprobs_values_reward,timing/policy_train,timing/run_training,timing/step,timing/sync_weights,timing/train_critic_and_policy,timing/wait_for_generation_buffer,trainer/epoch,trainer/global_step,batch_errors/total_batches,batch_errors/total_instances,batch_errors/total_successful,batch_errors/total_failed,batch_errors/total_masked,batch_errors/avg_VerifierTimeoutError,batch_errors/total_VerifierTimeoutError,batch_errors/avg_ContextLengthExceededError,batch_errors/total_ContextLengthExceededError,batch_errors/avg_InvalidChatHistory,batch_errors/total_InvalidChatHistory,timing/cleanup_old_checkpoints,timing/save_checkpoints,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError,timing/save_hf_model,batch_errors/avg_AgentSetupTimeoutError,batch_errors/total_AgentSetupTimeoutError,batch_errors/avg_DaytonaAuthenticationError,batch_errors/total_DaytonaAuthenticationError
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1 async/discard_rate async/discarded_count async/effective_batch_groups async/effective_batch_samples async/staleness_max async/staleness_mean async/staleness_min async/staleness_ratio generate/avg_num_tokens generate/avg_tokens_non_zero_rewards generate/avg_tokens_zero_rewards generate/max_num_tokens generate/min_num_tokens generate/std_num_tokens loss/avg_final_rewards loss/avg_raw_advantages loss/avg_raw_advantages_abs policy/final_loss policy/log_ratio_abs_max policy/log_ratio_abs_mean policy/log_ratio_abs_p99 policy/log_ratio_abs_pos00 policy/log_ratio_abs_pos10 policy/log_ratio_abs_pos20 policy/log_ratio_abs_pos30 policy/log_ratio_abs_pos40 policy/log_ratio_abs_pos50 policy/log_ratio_abs_pos60 policy/log_ratio_abs_pos70 policy/log_ratio_abs_pos80 policy/log_ratio_abs_pos90 policy/n_tokens_dp_gt_10pct policy/n_tokens_dp_gt_1pct policy/n_tokens_dp_gt_50pct policy/policy_entropy policy/policy_loss policy/policy_lr policy/policy_update_steps policy/ppo_clip_ratio policy/raw_grad_norm reward/avg_pass_at_8 reward/avg_raw_reward system/process_rss_gb system/process_vms_gb system/ram_available_gb system/ram_percent system/ram_total_gb system/ram_used_gb timing/compute_advantages_and_returns timing/convert_to_training_input timing/fwd_logprobs_values_reward timing/policy_train timing/run_training timing/step timing/sync_weights timing/train_critic_and_policy timing/wait_for_generation_buffer trainer/epoch trainer/global_step batch_errors/total_batches batch_errors/total_instances batch_errors/total_successful batch_errors/total_failed batch_errors/total_masked batch_errors/avg_VerifierTimeoutError batch_errors/total_VerifierTimeoutError batch_errors/avg_ContextLengthExceededError batch_errors/total_ContextLengthExceededError batch_errors/avg_InvalidChatHistory batch_errors/total_InvalidChatHistory timing/cleanup_old_checkpoints timing/save_checkpoints batch_errors/avg_AgentTimeoutError batch_errors/total_AgentTimeoutError batch_errors/avg_DaytonaError batch_errors/total_DaytonaError timing/save_hf_model batch_errors/avg_AgentSetupTimeoutError batch_errors/total_AgentSetupTimeoutError batch_errors/avg_DaytonaAuthenticationError batch_errors/total_DaytonaAuthenticationError
2 0.0 0 64 512 3 0.3125 0 0.1562 3212.9512 3060.2589 3599.4207 25987 1 2338.6713 0.7168 0.006 0.1066 -0.0002 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0976 -0.0106 0.0 1.0 0.0 0.0154 0.8136 0.7168 10.7443 50.2974 572.7775 33.2 857.9676 285.1901 0.2346 3.8459 30.3294 122.9738 153.7887 2578.924 24.1815 123.2241 2397.1075 0 63 65 520 503 10 16 0.015384615384615385 1.0 0.07692307692307693 5 0.16923076923076924 11
3 0.0 0 64 512 1 0.7969 0 0.7969 4535.9375 4288.981 4934.0918 31787 1 3261.3111 0.6172 0.0105 0.0579 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1193 -0.0 0.0 1.0 0.0 0.0124 0.6562 0.6172 12.7589 50.5271 567.3896 33.9 857.9676 290.5779 0.0738 5.7156 29.8831 163.5481 193.777 2364.0615 23.8467 163.8194 2140.7174 0 64 57 456 350 33 106 0.03508771929824561 2.0 0.14035087719298245 8 1.8070175438596492 103 13.7898 21.7901 0.17543859649122806 10.0 0.017543859649122806 1.0
4 0.0 0 64 512 2 1.5625 0 0.9844 3972.8203 4672.6544 3719.6888 31688 1 4306.1245 0.2656 0.0172 0.0813 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1093 0.0 0.0 1.0 0.0 0.0106 0.4062 0.2656 12.8392 50.6329 566.724 33.9 857.9676 291.2436 0.0933 4.7412 30.4057 181.6246 212.4095 710.5469 22.8651 181.9099 470.525 0 65 58 464 417 13 34 0.22413793103448276 13.0 0.06896551724137931 4 0.6206896551724138 36 0.017241379310344827 1.0 6.9862
5 0.0 0 64 512 3 1.7188 0 0.8906 4121.877 4062.4562 4190.2857 31735 1 3737.8543 0.5352 0.0191 0.1223 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1086 -0.0016 0.0 1.0 0.0 0.0189 0.6875 0.5352 12.9229 50.747 566.2948 34.0 857.9676 291.6728 0.082 4.6144 30.3875 177.256 208.0248 1419.1444 21.1494 177.5549 1185.3513 0 66 64 512 446 20 62 0.0625 4.0 0.09375 6 0.828125 53 0.0296 7.9612 0.03125 2.0 0.015625 1.0
6 0.0 0 64 512 4 1.7656 0 0.75 4548.4258 5085.392 4267.1577 31721 1 4466.4205 0.3438 0.0189 0.08 -0.0001 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.111 -0.0039 0.0 1.0 0.0 0.0106 0.4219 0.3438 13.1517 50.9762 565.8719 34.0 857.9676 292.0957 0.1053 4.6859 37.4981 207.9956 245.8996 2122.2256 28.164 208.2957 1843.4698 0 67 62 496 406 25 88 0.03225806451612903 2.0 0.06451612903225806 4 1.2580645161290323 78 0.11290322580645161 7.0
7 0.0 0 64 512 5 1.6875 0 0.9531 3900.3008 4422.9592 3576.1203 31728 1 3986.5011 0.3828 -0.0061 0.119 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1031 -0.0 0.0 1.0 0.0 0.0157 0.5 0.3828 13.1199 50.9385 564.5773 34.2 857.9676 293.3903 0.0729 4.6002 30.5859 176.2726 207.1868 1248.7385 22.7304 176.5273 1014.2161 0 68 64 512 456 17 53 0.046875 3.0 0.046875 3 0.734375 47 0.0101 8.9855 0.046875 3.0
8 0.0 0 64 512 3 1.6562 0 0.8906 3996.1523 3658.4788 4284.8877 31658 1 3365.4959 0.4609 0.0031 0.0935 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1101 -0.0 0.0 1.0 0.0 0.0154 0.5469 0.4609 13.989 51.1971 563.4398 34.3 857.9676 294.5278 0.0907 4.7091 25.5046 155.0343 180.9023 1332.3415 27.9054 155.3066 1118.8162 0 69 61 488 429 18 59 0.09836065573770492 6 0.9344262295081968 57 0.01639344262295082 1.0
9 0.0 0 64 512 3 1.5625 0 0.8594 3865.9531 3843.2096 3884.3569 31729 1 3913.163 0.4473 -0.0107 0.0938 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.103 0.0 0.0 1.0 0.0 0.0162 0.5469 0.4473 14.0488 51.2578 563.1133 34.4 857.9676 294.8543 0.0701 4.7381 27.9634 163.6438 191.9411 1573.6054 24.5297 163.9072 1352.3918 0 70 59 472 407 16 61 0.06779661016949153 4.0 0.03389830508474576 2 1.0677966101694916 63 0.0091 8.8785 0.03389830508474576 2.0 6.6827
10 0.0 0 64 512 4 1.5469 0 0.9375 4000.8145 4048.4398 3958.4613 19932 1 3429.9239 0.4707 -0.0016 0.1175 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1043 -0.0 0.0 1.0 0.0 0.0159 0.625 0.4707 13.827 51.1002 562.6223 34.4 857.9676 295.3453 0.0691 3.1795 25.4564 156.8136 182.6179 1325.101 24.226 157.0917 1115.0701 0 71 63 504 424 21 77 0.047619047619047616 3.0 0.031746031746031744 2 1.1746031746031746 74 0.015873015873015872 1.0
11 0.0 0 64 512 4 1.625 0 0.9062 3909.4648 3903.1875 3913.2312 21731 1 3487.2979 0.375 0.0049 0.1063 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1072 0.0 0.0 1.0 0.0 0.0127 0.4688 0.375 13.9503 51.2075 561.9954 34.5 857.9676 295.9722 0.0666 3.4426 27.267 163.5783 191.2401 1530.8972 24.8288 163.9058 1311.3809 0 72 61 488 392 26 96 0.03278688524590164 2 1.540983606557377 94 0.0082 8.5919
12 0.0 0 64 512 3 1.4531 0 0.8438 3892.7324 4250.0823 3598.968 31727 1 4215.9467 0.4512 -0.0032 0.054 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0979 0.0 0.0 1.0 0.0 0.016 0.5312 0.4512 14.2002 51.4395 562.7875 34.4 857.9676 295.1801 0.0663 4.6386 28.847 179.0119 208.2091 1586.4309 22.6523 179.2954 1350.9267 0 73 62 496 444 20 51 0.03225806451612903 2.0 0.04838709677419355 3 0.7741935483870968 48 0.0967741935483871 6.0
13 0.0 0 64 512 4 1.625 0 0.8281 4627.0781 4912.5607 4422.0671 31779 1 4396.9421 0.418 -0.0113 0.1153 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1037 0.0 0.0 1.0 0.0 0.0163 0.5469 0.418 14.2074 51.4462 562.0214 34.5 857.9676 295.9462 0.0676 4.8121 34.6294 197.6062 232.6055 1485.3391 22.7112 197.9081 1225.2061 0 74 61 488 400 21 69 0.36065573770491804 22.0 0.01639344262295082 1 1.0819672131147542 66 0.0101 8.716 0.01639344262295082 1.0
14 0.0 0 64 512 3 1.8594 1 1.0 3627.1289 3950.0 3361.7082 24803 1 3212.1194 0.4512 0.0103 0.0629 -0.0001 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1013 -0.0061 0.0 1.0 0.0 0.0148 0.5156 0.4512 14.2832 51.4595 562.0718 34.5 857.9676 295.8958 0.0741 3.8123 25.7174 144.2323 170.2738 1332.0754 26.5799 144.4819 1131.3878 0 75 60 480 401 23 79 0.06666666666666667 4 1.35 81 0.05 3.0 7.0029
15 0.0 0 64 512 3 2.3438 2 1.0 3952.7734 4178.1104 3855.8408 31737 1 3643.2581 0.3008 -0.0053 0.1026 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0974 0.0 0.0 1.0 0.0 0.0257 0.4062 0.3008 14.4194 51.6903 561.2421 34.6 857.9676 296.7255 0.082 4.6294 28.9629 162.0516 191.402 1875.4162 24.6133 162.3568 1654.7496 0 76 61 488 410 21 77 0.01639344262295082 1.0 0.03278688524590164 2 1.4098360655737705 86 0.0086 8.2613 0.01639344262295082 1.0
16 0.0 0 64 512 3 3.0 3 1.0 3720.1211 3738.1695 3710.5851 31683 1 3286.5665 0.3457 0.0014 0.0701 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.1044 -0.0 0.0 1.0 0.0 0.0163 0.4219 0.3457 14.4559 51.6895 560.5397 34.7 857.9676 297.4279 0.0904 4.6185 24.9949 150.9842 176.3639 1368.0435 24.1864 151.2781 1162.8469 0 77 63 504 382 33 113 0.14285714285714285 9.0 0.14285714285714285 9 1.619047619047619 102 0.031746031746031744 2.0
17 0.0 0 64 512 4 4.0 4 1.0 3750.1133 3737.0709 3755.0701 31752 1 3546.4326 0.2754 0.0005 0.0538 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0972 -0.0 0.0 1.0 0.0 0.0103 0.3594 0.2754 14.777 52.0029 559.1461 34.8 857.9676 298.8215 0.0904 4.5998 26.0086 154.5381 180.9664 1663.0565 20.6241 154.8668 1456.8378 0 78 96 768 677 28 87 0.041666666666666664 4.0 0.23958333333333334 23 0.7083333333333334 68 0.0084 8.9896 0.03125 3.0
18 0.0 0 64 512 0 0.0 0 0.0 3445.207 3148.4329 4447.1368 16283 1246 2094.0951 0.7715 -0.0007 0.0106 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0922 0.0 0.0 1.0 0.0 0.008 0.7812 0.7715 14.3432 51.7614 559.8598 34.7 857.9676 298.1078 0.0389 2.652 23.5649 113.9723 137.7901 3065.3214 22.3426 114.1859 2902.5137 1 79 69 552 295 54 198 0.43478260869565216 30.0 0.08695652173913043 6 0.34782608695652173 24 2.4347826086956523 168.0 0.5072463768115942 35.0
19 0.0 0 64 512 1 0.7812 0 0.7812 2892.1074 4823.0845 2151.0297 31540 1 3993.9597 0.2773 0.0169 0.1069 -0.0001 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0661 -0.0053 0.0 1.0 0.0 0.0132 0.4375 0.2773 14.7557 52.215 560.3083 34.7 857.9676 297.6592 0.0847 4.3929 23.704 158.7652 182.8215 3331.0036 18.6838 159.0324 3125.1035 1 80 16 128 86 14 21 0.8125 13.0 0.0625 1 0.3125 5 0.0078 29.8329 0.9375 15.0 7.9827 0.4375 7.0 0.0625 1.0