laion/ablation-pymethods2test-seqnorm-15-8B
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Model: laion/ablation-pymethods2test-seqnorm-15-8B
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2026-08-08 06:25:19 +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_ContextLengthExceededError,batch_errors/total_ContextLengthExceededError,batch_errors/avg_InvalidChatHistory,batch_errors/total_InvalidChatHistory,batch_errors/avg_VerifierTimeoutError,batch_errors/total_VerifierTimeoutError,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_AgentSetupTimeoutError,batch_errors/total_AgentSetupTimeoutError,timing/cleanup_old_checkpoints,timing/save_checkpoints,timing/save_hf_model,batch_errors/avg_DaytonaAuthenticationError,batch_errors/total_DaytonaAuthenticationError,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError
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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_ContextLengthExceededError batch_errors/total_ContextLengthExceededError batch_errors/avg_InvalidChatHistory batch_errors/total_InvalidChatHistory batch_errors/avg_VerifierTimeoutError batch_errors/total_VerifierTimeoutError batch_errors/avg_AgentTimeoutError batch_errors/total_AgentTimeoutError batch_errors/avg_AgentSetupTimeoutError batch_errors/total_AgentSetupTimeoutError timing/cleanup_old_checkpoints timing/save_checkpoints timing/save_hf_model batch_errors/avg_DaytonaAuthenticationError batch_errors/total_DaytonaAuthenticationError batch_errors/avg_DaytonaError batch_errors/total_DaytonaError
2 0.0 0 64 512 4 0.5312 0 0.2344 5278.6973 5088.7018 5517.2379 25239 1 3818.4836 0.5566 -0.004 0.1129 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 0.1241 0.0 0.0 1.0 0.0 0.0 0.6481 0.5566 10.4951 50.4392 584.3245 31.9 857.9675 273.643 0.1302 3.8894 37.1114 202.1707 239.6029 4371.2665 22.4624 202.3605 4105.3115 0 29 52 416 374 16 39 0.11538461538461539 6 0.7884615384615384 41 0.019230769230769232 1.0 0.019230769230769232 1.0 0.038461538461538464 2.0
3 0.0 0 64 512 1 0.9844 0 0.9844 4944.7676 5091.439 4875.6466 31704 1 4244.5182 0.3203 0.008 0.0845 -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 0.1335 -0.0 0.0 1.0 0.0 0.0 0.4219 0.3203 12.8603 50.865 578.3782 32.6 857.9675 279.5893 0.0666 4.6428 32.9006 192.3422 225.5807 695.9013 22.4198 192.613 443.2517 0 30 57 456 414 19 35 0.08771929824561403 5 0.7017543859649122 40 0.12280701754385964 7.0 0.05263157894736842 3.0 10.7945 19.7607 6.6515
4 0.0 0 64 512 2 1.7188 0 0.9844 4114.9512 3919.9412 4244.1136 31730 1 4194.079 0.3984 0.0198 0.0875 -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 0.125 -0.0 0.0 1.0 0.0 0.0 0.5312 0.3984 13.8393 50.8987 577.0171 32.7 857.9675 280.9504 0.0636 4.4873 29.5848 193.0235 222.9079 1107.8622 24.0469 193.259 856.417 0 31 64 512 493 10 15 0.03125 2 0.203125 13 0.046875 3.0 0.015625 1.0
5 0.0 0 64 512 3 1.7656 0 0.8594 5001.7891 4406.6449 5429.1745 31817 1 4145.4506 0.418 -0.0054 0.0829 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 0.14 0.0 0.0 1.0 0.0 0.0 0.5 0.418 14.1603 51.2707 576.1389 32.8 857.9675 281.8287 0.0622 4.6552 38.8123 204.3063 243.3941 2021.8598 23.3742 204.5192 1750.4335 0 32 61 488 437 20 46 0.08196721311475409 5 0.639344262295082 39 0.06557377049180328 4.0 0.04918032786885246 3.0 0.01639344262295082 1.0 0.0081 7.8836
6 0.0 0 64 512 4 2.0312 0 0.9375 4818.6543 4762.1027 4841.2131 31726 1 5036.9689 0.2852 0.0145 0.1036 -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 0.1325 -0.0 0.0 1.0 0.0 0.0 0.4062 0.2852 14.1077 51.196 575.3264 32.9 857.9675 282.6411 0.0656 4.6631 33.8051 229.0206 263.108 1289.5434 22.5459 229.237 999.2225 0 33 61 488 465 10 21 0.11475409836065574 7 0.22950819672131148 14 0.03278688524590164 2.0 0.03278688524590164 2.0
7 0.0 0 64 512 4 1.75 0 0.9375 4567.793 4373.0586 4762.5273 31639 1 3628.674 0.5 0.0075 0.1492 -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 0.1348 -0.0 0.0 1.0 0.0 0.0 0.6406 0.5 14.1472 51.2188 573.8872 33.1 857.9675 284.0803 0.0665 4.5609 28.5178 173.7767 202.5827 1301.8005 22.2062 173.9981 1072.4469 0 34 59 472 441 17 23 0.13559322033898305 8 0.2542372881355932 15 0.13559322033898305 8.0 0.0083 8.411
8 0.0 0 64 512 3 1.9688 0 0.8906 5203.1992 4785.8119 5475.1742 31726 1 4610.7692 0.3945 0.0015 0.1334 -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 0.1392 -0.0 0.0 1.0 0.0 0.0 0.5781 0.3945 14.2407 51.2979 572.6302 33.3 857.9675 285.3373 0.0655 4.7104 36.7892 210.5074 247.6007 1785.0733 22.4758 210.7457 1510.2823 0 35 61 488 460 13 27 0.11475409836065574 7 0.32786885245901637 20 0.01639344262295082 1.0 7.3123
9 0.0 0 64 512 4 1.9219 0 0.9219 5044.2012 5116.1058 4961.4202 31779 1 4480.1027 0.5352 -0.0054 0.0842 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 0.135 0.0 0.0 1.0 0.0 0.0 0.625 0.5352 14.2407 51.3575 572.3281 33.3 857.9675 285.6394 0.0627 4.8504 36.6108 213.1635 250.063 1218.0837 21.7718 213.3891 941.3942 0 36 60 480 441 17 39 0.18333333333333332 11 0.43333333333333335 26 0.03333333333333333 2.0 0.0077 8.4733
10 0.0 0 64 512 3 1.75 0 0.8906 4737.1152 4212.0859 5262.1445 30999 1 4007.6604 0.5 0.0051 0.1255 -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 0.1275 -0.0 0.0 1.0 0.0 0.0 0.625 0.5 14.3788 51.4694 571.8417 33.3 857.9675 286.1258 0.0673 4.553 31.2988 186.6306 218.2242 1048.2685 23.4353 186.8577 802.0521 0 37 64 512 479 17 31 0.15625 10 0.296875 19 0.015625 1.0 0.03125 2.0 0.015625 1.0
11 0.0 0 64 512 4 2.0781 0 0.9062 5100.459 5243.36 5008.8558 31758 1 4289.2275 0.3906 0.0276 0.1256 -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 0.1362 -0.0 0.0 1.0 0.0 0.0 0.5312 0.3906 14.4257 51.5521 570.7955 33.5 857.9675 287.172 0.0653 4.7056 32.7387 201.981 235.0431 1731.9565 21.626 202.2386 1470.5772 0 38 59 472 444 14 24 0.06779661016949153 4 0.3898305084745763 23 0.05084745762711865 3.0 0.03389830508474576 2.0 0.01694915254237288 1.0 0.0086 9.2793
12 0.0 0 64 512 4 1.7031 0 0.9531 5043.1562 4965.0356 5119.4672 31823 1 4607.3975 0.4941 0.0074 0.126 -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 0.1292 -0.0 0.0 1.0 0.0 0.0 0.625 0.4941 14.4556 51.6204 570.5818 33.5 857.9675 287.3857 0.0686 4.688 40.8057 219.6135 260.7417 1244.3571 27.5955 219.867 951.3271 0 39 61 488 452 14 36 0.08196721311475409 5 0.45901639344262296 28 0.04918032786885246 3.0
13 0.0 0 64 512 4 1.875 0 0.9219 4419.4766 4218.5217 4583.3759 31827 1 4168.3604 0.4492 0.0001 0.0823 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 0.1279 0.0 0.0 1.0 0.0 0.0 0.5625 0.4492 14.7014 51.8757 569.6165 33.6 857.9675 288.3511 0.0662 4.5612 30.5522 192.2327 223.0663 1248.4529 24.1425 192.4475 996.6791 0 40 61 488 466 11 17 0.08196721311475409 5 0.18032786885245902 11 0.08196721311475409 5.0 0.01639344262295082 1.0 0.0084 8.4746 6.1621
14 0.0 0 64 512 4 1.8281 0 0.875 4378.8047 4390.5302 4370.3165 20422 1 3374.562 0.4199 0.0026 0.1097 -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 0.1403 -0.0 0.0 1.0 0.0 0.0 0.5469 0.4199 14.6059 51.8282 569.7355 33.6 857.9675 288.2321 0.0477 3.2238 29.9727 163.6158 193.973 1448.2179 23.0063 163.9523 1228.0101 0 41 63 504 473 17 31 0.15873015873015872 10 0.3333333333333333 21
15 0.0 0 64 512 4 1.9688 0 0.8906 5440.5508 5273.5025 5545.0222 31794 1 4314.333 0.3848 -0.0019 0.0687 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 0.1387 0.0 0.0 1.0 0.0 0.0 0.4688 0.3848 14.9666 52.2508 569.2278 33.7 857.9675 288.7397 0.065 4.781 34.9912 208.4372 243.726 1518.1162 21.834 208.6693 1247.7718 0 42 60 480 440 14 32 0.16666666666666666 10 0.35 21 0.13333333333333333 8.0 0.016666666666666666 1.0 0.0078 8.9859
16 0.0 0 64 512 4 1.5469 0 0.7969 4309.9902 4170.6036 4471.7257 31730 1 3959.7796 0.5371 0.017 0.0942 -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 0.1249 -0.0 0.0 1.0 0.0 0.0 0.625 0.5371 15.3689 52.4981 568.5267 33.7 857.9675 289.4408 0.0633 4.577 30.0185 183.5674 213.8767 1281.3491 21.6632 183.7946 1041.2281 0 43 63 504 468 14 27 0.06349206349206349 4 0.31746031746031744 20 0.15873015873015872 10.0 0.047619047619047616 3.0
17 0.0 0 64 512 4 1.7969 0 0.9219 4686.1582 4334.2927 4921.1173 31718 1 4093.6999 0.4004 0.0024 0.0855 -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 0.1345 -0.0 0.0 1.0 0.0 0.0 0.5 0.4004 15.3116 52.6276 568.5529 33.7 857.9675 289.4147 0.0649 4.5947 33.5947 192.7301 226.6108 1070.9411 23.6635 192.9508 816.0677 0 44 64 512 404 33 66 0.03125 2 0.203125 13 0.25 16.0 0.796875 51.0 0.40625 26.0 0.0082 8.7248
18 0.0 0 64 512 4 2.1875 0 0.9062 4488.0605 4766.2674 4327.9846 31776 1 4643.8272 0.3652 0.0198 0.102 -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 0.115 -0.0 0.0 1.0 0.0 0.0 0.4688 0.3652 15.2923 52.5649 567.6223 33.8 857.9675 290.3453 0.0648 4.5433 38.2594 212.1464 250.6847 2427.0584 19.2772 212.3601 2152.5489 0 45 59 472 281 51 126 0.1016949152542373 6 0.0847457627118644 5 0.6949152542372882 41.0 2.2033898305084745 130.0 0.559322033898305 33.0 6.1293
19 0.0 0 64 512 4 2.1406 0 0.9844 2831.2832 4734.6768 1934.2816 19126 1 3422.9025 0.3203 0.0741 0.1736 -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 0.0819 -0.0 0.0 1.0 0.0 0.0 0.5156 0.3203 15.0547 52.2833 567.6797 33.8 857.9675 290.2878 0.0433 2.9003 21.3716 139.1872 160.9597 2780.6994 19.1556 139.5444 2597.6796 0 46 57 456 174 56 114 0.05263157894736842 3 0.17543859649122806 10 2.5789473684210527 147.0 1.9473684210526316 111.0 0.7192982456140351 41.0 0.0085 55.7189 0.03508771929824561 2.0
20 0.0 0 64 512 4 2.0 0 0.9531 1948.959 3929.527 1614.3425 20028 1 3361.197 0.1445 0.0796 0.2262 -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 0.057 -0.0 0.0 1.0 0.0 0.0 0.4375 0.1445 14.9425 52.2209 567.6288 33.8 857.9675 290.3387 0.0488 2.7631 25.3613 134.4423 160.065 4012.6647 18.8904 134.6545 3830.9431 0 47 60 480 251 53 87 0.06666666666666667 4 0.18333333333333332 11 1.8666666666666667 112.0 1.3333333333333333 80.0 0.6166666666666667 37.0 0.016666666666666666 1.0
21 0.0 0 64 512 3 1.5469 0 0.875 1713.2109 3120.7785 1084.9746 12999 1 2205.1024 0.3086 0.1337 0.1884 -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 0.0686 -0.0 0.0 1.0 0.0 0.0 0.5312 0.3086 14.818 52.0276 568.1573 33.8 857.9675 289.8102 0.0314 1.9562 15.2563 98.0173 113.4611 3641.5565 17.9428 98.173 3508.1929 0 48 64 512 309 57 117 0.171875 11 0.296875 19 1.34375 86.0 1.359375 87.0 0.09375 6.0 0.0082 8.6866 0.015625 1.0
22 0.0 0 64 512 7 1.625 0 0.9531 2370.7871 3573.7063 1978.1244 31763 1 3467.8194 0.2461 0.0916 0.1688 -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 0.0845 -0.0 0.0 1.0 0.0 0.0 0.4531 0.2461 15.1041 52.3137 567.8245 33.8 857.9675 290.143 0.065 4.2255 18.8418 139.4689 158.5744 3585.1599 19.0904 139.6672 3403.2676 0 49 39 312 191 35 70 0.07692307692307693 3 0.41025641025641024 16 1.1794871794871795 46.0 1.3076923076923077 51.0 0.10256410256410256 4.0 0.02564102564102564 1.0