初始化项目，由ModelHub XC社区提供模型

Model: laion/a3-rl-DCAgent_mix_h4_binary_easy-50-8B
Source: Original Platform

training_logs/20260605_113340_metrics_job_573271.csv

@@ -0,0 +1,47 @@
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training_logs/20260605_113340_metrics_job_573272.csv

@@ -0,0 +1,17 @@
+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_DaytonaError,batch_errors/total_DaytonaError,batch_errors/avg_VerifierTimeoutError,batch_errors/total_VerifierTimeoutError,batch_errors/avg_RuntimeError,batch_errors/total_RuntimeError,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,timing/cleanup_old_checkpoints,timing/save_checkpoints,batch_errors/avg_InvalidChatHistory,batch_errors/total_InvalidChatHistory,timing/save_hf_model,batch_errors/avg_DaytonaValidationError,batch_errors/total_DaytonaValidationError
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training_logs/20260605_113340_metrics_report.md

@@ -0,0 +1,279 @@
+# SkyRL Training Metrics Analysis
+
+Generated from 2 log files
+
+## Overview
+
+| Log File | Total Steps | Metric Blocks | Final Reward (mean) | Final Reward (max) | Total Time (s) |
+|----------|-------------|---------------|---------------------|-------------------|----------------|
+| job_573271 | 46 | 46 | 0.4141 | 0.6504 | 42145.2 |
+| job_573272 | 62 | 16 | 0.4429 | 0.5898 | 24454.4 |
+
+## Async Metrics
+
+|                               |       Mean |      Std |   Min |   Max |   Count |
+|:------------------------------|-----------:|---------:|------:|------:|--------:|
+| async/discard_rate            |   0        | 0        |     0 |     0 |      62 |
+| async/discarded_count         |   0        | 0        |     0 |     0 |      62 |
+| async/effective_batch_groups  |  64        | 0        |    64 |    64 |      62 |
+| async/effective_batch_samples | 512        | 0        |   512 |   512 |      62 |
+| async/staleness_max           |   5.14516  | 2.1717   |     0 |     8 |      62 |
+| async/staleness_mean          |   2.31829  | 0.890912 |     0 |     5 |      62 |
+| async/staleness_min           |   0.693548 | 1.23592  |     0 |     5 |      62 |
+| async/staleness_ratio         |   0.925408 | 0.18437  |     0 |     1 |      62 |
+
+## Generate Metrics
+
+|                                      |       Mean |      Std |      Min |      Max |   Count |
+|:-------------------------------------|-----------:|---------:|---------:|---------:|--------:|
+| generate/avg_num_tokens              |  7087.21   |  758.446 |  5424.64 |  8852.52 |      62 |
+| generate/avg_tokens_non_zero_rewards |  7506.21   | 2150.89  |  4378.16 | 14609.2  |      62 |
+| generate/avg_tokens_zero_rewards     |  6843.57   | 1249.41  |  3794.99 |  9372.62 |      62 |
+| generate/max_num_tokens              | 30011.1    | 1082.45  | 26429    | 31788    |      62 |
+| generate/min_num_tokens              |    23.6935 |  178.689 |     1    |  1408    |      62 |
+| generate/std_num_tokens              |  6556.06   | 1256.7   |  3714.03 |  9078.69 |      62 |
+
+## Loss Metrics
+
+|                             |      Mean |        Std |     Min |    Max |   Count |
+|:----------------------------|----------:|-----------:|--------:|-------:|--------:|
+| loss/avg_final_rewards      | 0.421494  | 0.0801837  |  0.168  | 0.6504 |      62 |
+| loss/avg_raw_advantages     | 0.0104129 | 0.00876177 | -0.0073 | 0.0326 |      62 |
+| loss/avg_raw_advantages_abs | 0.0982258 | 0.0338442  |  0.0383 | 0.2055 |      62 |
+
+## Policy Metrics
+
+|                             |         Mean |         Std |     Min |    Max |   Count |
+|:----------------------------|-------------:|------------:|--------:|-------:|--------:|
+| policy/final_loss           | -4.67742e-05 | 6.70643e-05 | -0.0003 | 0      |      62 |
+| policy/log_ratio_abs_max    |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_mean   |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_p99    |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos00  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos10  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos20  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos30  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos40  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos50  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos60  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos70  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos80  |  0           | 0           |  0      | 0      |      62 |
+| policy/log_ratio_abs_pos90  |  0           | 0           |  0      | 0      |      62 |
+| policy/n_tokens_dp_gt_10pct |  0           | 0           |  0      | 0      |      62 |
+| policy/n_tokens_dp_gt_1pct  |  0           | 0           |  0      | 0      |      62 |
+| policy/n_tokens_dp_gt_50pct |  0           | 0           |  0      | 0      |      62 |
+| policy/policy_entropy       |  0.0922032   | 0.0140714   |  0.0673 | 0.1222 |      62 |
+| policy/policy_loss          | -0.00298065  | 0.00371094  | -0.0165 | 0      |      62 |
+| policy/policy_lr            |  0           | 0           |  0      | 0      |      62 |
+| policy/policy_update_steps  |  1           | 0           |  1      | 1      |      62 |
+| policy/ppo_clip_ratio       |  0           | 0           |  0      | 0      |      62 |
+| policy/raw_grad_norm        |  0.0110661   | 0.00242723  |  0.0068 | 0.0194 |      62 |
+
+## Reward Metrics
+
+|                       |     Mean |       Std |    Min |    Max |   Count |
+|:----------------------|---------:|----------:|-------:|-------:|--------:|
+| reward/avg_pass_at_8  | 0.541603 | 0.0828673 | 0.3125 | 0.72   |      62 |
+| reward/avg_raw_reward | 0.421494 | 0.0801837 | 0.168  | 0.6504 |      62 |
+
+## System Metrics
+
+|                         |     Mean |          Std |      Min |      Max |   Count |
+|:------------------------|---------:|-------------:|---------:|---------:|--------:|
+| system/process_rss_gb   |  16.0576 |  1.78838     |  11.9901 |  19.4693 |      62 |
+| system/process_vms_gb   |  53.3132 |  1.65813     |  50.5174 |  56.7018 |      62 |
+| system/ram_available_gb | 600.74   | 14.848       | 576.492  | 634.317  |      62 |
+| system/ram_percent      |  29.979  |  1.72695     |  26.1    |  32.8    |      62 |
+| system/ram_total_gb     | 857.968  |  3.43845e-13 | 857.968  | 857.968  |      62 |
+| system/ram_used_gb      | 257.228  | 14.848       | 223.651  | 281.476  |      62 |
+
+## Timing Metrics
+
+|                                       |         Mean |         Std |      Min |       Max |   Count |
+|:--------------------------------------|-------------:|------------:|---------:|----------:|--------:|
+| timing/compute_advantages_and_returns |    0.0847774 |   0.0645158 |   0.0567 |    0.5463 |      62 |
+| timing/convert_to_training_input      |    4.86253   |   0.238016  |   4.3419 |    5.3437 |      62 |
+| timing/fwd_logprobs_values_reward     |   56.3358    |   8.69585   |  37.5314 |   79.2726 |      62 |
+| timing/policy_train                   |  324.484     |  51.6031    | 195.685  |  424.42   |      62 |
+| timing/run_training                   |  381.155     |  59.4412    | 237.906  |  497.925  |      62 |
+| timing/step                           | 1074.19      | 661.299     | 508.055  | 4323.24   |      62 |
+| timing/sync_weights                   |   20.1326    |   1.21648   |  17.2302 |   25.2902 |      62 |
+| timing/train_critic_and_policy        |  324.734     |  51.6204    | 195.894  |  424.73   |      62 |
+| timing/wait_for_generation_buffer     |  668.027     | 641.786     | 129.675  | 3904.9    |      62 |
+| timing/cleanup_old_checkpoints        |    1.24959   |   5.27799   |   0.0055 |   27.6863 |      31 |
+| timing/save_checkpoints               |   11.2317    |   5.7024    |   8.5168 |   37.3594 |      31 |
+| timing/save_hf_model                  |    6.27227   |   0.779989  |   5.7038 |    7.8971 |      12 |
+
+## Trainer Metrics
+
+|                     |   Mean |       Std |   Min |   Max |   Count |
+|:--------------------|-------:|----------:|------:|------:|--------:|
+| trainer/epoch       |    0.5 |  0.504082 |     0 |     1 |      62 |
+| trainer/global_step |   31.5 | 18.0416   |     1 |    62 |      62 |
+
+## Batch_Errors Metrics
+
+|                                               |        Mean |         Std |        Min |        Max |   Count |
+|:----------------------------------------------|------------:|------------:|-----------:|-----------:|--------:|
+| batch_errors/total_batches                    |  60.8387    | 10.0885     |  15        | 118        |      62 |
+| batch_errors/total_instances                  | 486.71      | 80.7076     | 120        | 944        |      62 |
+| batch_errors/total_successful                 | 405.903     | 92.5344     |  46        | 917        |      62 |
+| batch_errors/total_failed                     |  21.4032    |  9.83213    |   0        |  50        |      62 |
+| batch_errors/total_masked                     |  75.5161    | 49.6878     |   0        | 190        |      62 |
+| batch_errors/avg_VerifierTimeoutError         |   0.0646817 |  0.0660225  |   0.015625 |   0.29661  |      51 |
+| batch_errors/total_VerifierTimeoutError       |   4.11765   |  5.53407    |   1        |  35        |      51 |
+| batch_errors/avg_ContextLengthExceededError   |   1.19489   |  0.622558   |   0.293103 |   2.93333  |      58 |
+| batch_errors/total_ContextLengthExceededError |  70.931     | 37.6003     |  17        | 150        |      58 |
+| batch_errors/avg_InvalidChatHistory           |   0.141421  |  0.148637   |   0.015873 |   0.8      |      47 |
+| batch_errors/total_InvalidChatHistory         |   7.93617   |  7.03224    |   1        |  27        |      47 |
+| batch_errors/avg_AgentTimeoutError            |   0.0552462 |  0.0467761  |   0.015873 |   0.266667 |      36 |
+| batch_errors/total_AgentTimeoutError          |   3.08333   |  1.88793    |   1        |   8        |      36 |
+| batch_errors/avg_DaytonaError                 |   0.130479  |  0.135677   |   0.015625 |   0.666667 |      34 |
+| batch_errors/total_DaytonaError               |   7.20588   |  6.19276    |   1        |  24        |      34 |
+| batch_errors/avg_DaytonaValidationError       |   0.0236255 |  0.00880462 |   0.015873 |   0.03125  |       4 |
+| batch_errors/total_DaytonaValidationError     |   1.5       |  0.57735    |   1        |   2        |       4 |
+| batch_errors/avg_RuntimeError                 |   0.0778937 |  0.0782286  |   0.015873 |   0.265625 |      29 |
+| batch_errors/total_RuntimeError               |   4.55172   |  4.71007    |   1        |  17        |      29 |
+
+## Training Progression by Log
+
+### job_573271
+
+| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
+|------|--------|--------|-----|------|---------------|-------------|
+| 1 | 0.4316 | 0.4844 | 0.000000 | -0.0003 | 1551.3 | 1289.8 |
+| 2 | 0.4570 | 0.5156 | 0.000000 | -0.0002 | 680.6 | 369.8 |
+| 3 | 0.4258 | 0.5156 | 0.000000 | -0.0002 | 1011.2 | 704.0 |
+| 4 | 0.4199 | 0.5000 | 0.000000 | -0.0001 | 771.0 | 399.8 |
+| 5 | 0.3125 | 0.3906 | 0.000000 | -0.0001 | 699.0 | 367.2 |
+| 6 | 0.3125 | 0.4219 | 0.000000 | -0.0001 | 508.1 | 129.7 |
+| 7 | 0.4062 | 0.5156 | 0.000000 | -0.0001 | 544.2 | 239.2 |
+| 8 | 0.3730 | 0.4688 | 0.000000 | -0.0001 | 594.7 | 309.1 |
+| 9 | 0.3203 | 0.3906 | 0.000000 | -0.0000 | 766.7 | 388.3 |
+| 10 | 0.4805 | 0.5625 | 0.000000 | -0.0002 | 568.1 | 225.5 |
+| 11 | 0.3652 | 0.4844 | 0.000000 | -0.0001 | 750.7 | 377.0 |
+| 12 | 0.4316 | 0.5156 | 0.000000 | -0.0001 | 723.9 | 371.0 |
+| 13 | 0.4238 | 0.4844 | 0.000000 | -0.0001 | 569.6 | 202.2 |
+| 14 | 0.4102 | 0.4688 | 0.000000 | -0.0001 | 666.0 | 281.4 |
+| 15 | 0.3477 | 0.4531 | 0.000000 | -0.0001 | 545.9 | 177.9 |
+| 16 | 0.3418 | 0.4531 | 0.000000 | -0.0000 | 586.9 | 276.1 |
+| 17 | 0.3672 | 0.4688 | 0.000000 | -0.0000 | 607.3 | 237.3 |
+| 18 | 0.3809 | 0.4375 | 0.000000 | -0.0000 | 623.5 | 270.0 |
+| 19 | 0.4805 | 0.6094 | 0.000000 | -0.0000 | 650.8 | 286.6 |
+| 20 | 0.4277 | 0.5781 | 0.000000 | -0.0000 | 753.1 | 375.8 |
+| 21 | 0.4219 | 0.5156 | 0.000000 | -0.0000 | 686.8 | 312.6 |
+| 22 | 0.3496 | 0.4531 | 0.000000 | 0.0000 | 779.0 | 390.6 |
+| 23 | 0.4531 | 0.5469 | 0.000000 | -0.0000 | 532.1 | 136.6 |
+| 24 | 0.4590 | 0.5938 | 0.000000 | 0.0000 | 726.6 | 317.6 |
+| 25 | 0.4180 | 0.5469 | 0.000000 | -0.0000 | 669.0 | 318.9 |
+| 26 | 0.3613 | 0.5000 | 0.000000 | -0.0000 | 892.8 | 473.2 |
+| 27 | 0.2910 | 0.5000 | 0.000000 | -0.0000 | 985.3 | 554.1 |
+| 28 | 0.2520 | 0.5000 | 0.000000 | 0.0000 | 1124.6 | 707.9 |
+| 29 | 0.4238 | 0.5938 | 0.000000 | -0.0000 | 957.9 | 567.0 |
+| 30 | 0.3398 | 0.4688 | 0.000000 | -0.0000 | 1103.1 | 700.5 |
+| 31 | 0.1680 | 0.3125 | 0.000000 | -0.0000 | 4323.2 | 3904.9 |
+| 32 | 0.6504 | 0.7188 | 0.000000 | 0.0000 | 2299.7 | 1983.0 |
+| 33 | 0.5410 | 0.6406 | 0.000000 | -0.0000 | 888.2 | 516.3 |
+| 34 | 0.4316 | 0.5469 | 0.000000 | -0.0000 | 1396.3 | 932.9 |
+| 35 | 0.4805 | 0.6562 | 0.000000 | 0.0000 | 696.0 | 287.7 |
+| 36 | 0.3789 | 0.5000 | 0.000000 | -0.0000 | 821.8 | 388.5 |
+| 37 | 0.5039 | 0.6406 | 0.000000 | -0.0000 | 770.0 | 340.6 |
+| 38 | 0.5039 | 0.6719 | 0.000000 | -0.0000 | 781.5 | 332.4 |
+| 39 | 0.4863 | 0.6094 | 0.000000 | -0.0000 | 938.6 | 492.7 |
+| 40 | 0.4023 | 0.5469 | 0.000000 | -0.0001 | 823.3 | 370.7 |
+| 41 | 0.4531 | 0.5781 | 0.000000 | 0.0000 | 848.9 | 402.5 |
+| 42 | 0.4980 | 0.6406 | 0.000000 | -0.0001 | 908.5 | 418.2 |
+| 43 | 0.4863 | 0.6094 | 0.000000 | -0.0000 | 894.5 | 463.5 |
+| 44 | 0.3711 | 0.4531 | 0.000000 | -0.0001 | 1328.1 | 833.3 |
+| 45 | 0.4629 | 0.5625 | 0.000000 | 0.0000 | 827.7 | 394.6 |
+| 46 | 0.5430 | 0.7031 | 0.000000 | -0.0000 | 969.2 | 554.1 |
+
+### job_573272
+
+| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
+|------|--------|--------|-----|------|---------------|-------------|
+| 47 | 0.5898 | 0.7200 | 0.000000 | -0.0001 | 3628.6 | 3127.1 |
+| 48 | 0.4746 | 0.5938 | 0.000000 | -0.0001 | 1244.8 | 790.9 |
+| 49 | 0.4473 | 0.6094 | 0.000000 | -0.0000 | 992.5 | 539.0 |
+| 50 | 0.5293 | 0.6719 | 0.000000 | -0.0000 | 1332.3 | 922.2 |
+| 51 | 0.4023 | 0.5312 | 0.000000 | -0.0000 | 1379.3 | 857.5 |
+| 52 | 0.4355 | 0.5781 | 0.000000 | -0.0001 | 1170.3 | 731.9 |
+| 53 | 0.5020 | 0.6094 | 0.000000 | -0.0001 | 1194.4 | 739.6 |
+| 54 | 0.4375 | 0.5312 | 0.000000 | -0.0001 | 1309.3 | 849.6 |
+| 55 | 0.3809 | 0.5156 | 0.000000 | -0.0000 | 1386.3 | 950.9 |
+| 56 | 0.4277 | 0.5781 | 0.000000 | 0.0000 | 1252.5 | 784.4 |
+| 57 | 0.4004 | 0.5156 | 0.000000 | 0.0000 | 1368.6 | 911.4 |
+| 58 | 0.4297 | 0.5781 | 0.000000 | -0.0001 | 1750.4 | 1226.5 |
+| 59 | 0.3477 | 0.5156 | 0.000000 | 0.0000 | 1578.7 | 1066.1 |
+| 60 | 0.5332 | 0.6406 | 0.000000 | 0.0000 | 1127.5 | 708.0 |
+| 61 | 0.4180 | 0.5781 | 0.000000 | 0.0000 | 1531.3 | 1120.7 |
+| 62 | 0.3301 | 0.4844 | 0.000000 | -0.0001 | 2207.6 | 1719.2 |
+
+## Timing Analysis
+
+### Average Time Breakdown (% of step time)
+
+| Component | Avg % of Step Time |
+|-----------|-------------------|
+| wait_for_generation_buffer | 55.3% |
+| run_training | 41.9% |
+| train_critic_and_policy | 35.6% |
+| policy_train | 35.6% |
+| fwd_logprobs_values_reward | 6.2% |
+| sync_weights | 2.3% |
+| save_checkpoints | 1.2% |
+| save_hf_model | 0.8% |
+| convert_to_training_input | 0.5% |
+| cleanup_old_checkpoints | 0.1% |
+| compute_advantages_and_returns | 0.0% |
+
+## Cross-Log Comparison
+
+| Log | Avg Reward | Pass@8 | Step Time (s) | Gen Wait Time (s) | Avg Tokens | Staleness |
+|-----|------|------|------|------|------|------|
+| job_573271 | 0.4141 | 0.5289 | 916.1996 | 529.8411 | 6962.5541 | 2.3580 |
+| job_573272 | 0.4429 | 0.5782 | 1528.3972 | 1065.3125 | 7445.5944 | 2.2041 |
+
+## vLLM Inference Engine Analysis
+
+Metrics from vLLM stat loggers (V1LoggingStatLoggerFixed).
+
+> **Note**: Ray deduplicates similar log messages with `[repeated Nx across cluster]`,
+> so we typically capture stats from one engine per timestamp. The stats shown are
+> **per-engine** values. Multiply by num_inference_engines for cluster-wide estimates.
+
+### Summary by Log (Per-Engine Stats)
+
+| Log | Avg Running/Engine | Avg Waiting/Engine | Avg Gen Throughput/Engine | Avg KV Cache % | Avg Prefix Hit % |
+|-----|-------------------|-------------------|--------------------------|----------------|------------------|
+| job_573271 | 8.3 | 0.0 | 373.4 tok/s | 36.3% | 90.2% |
+| job_573272 | 7.6 | 0.0 | 343.7 tok/s | 34.0% | 91.7% |
+
+### Utilization Analysis (Per-Engine)
+
+Key indicators of inference engine utilization:
+
+- **Running requests/engine**: Concurrent requests being processed by each engine
+- **Waiting requests**: Requests queued (0 = engine not saturated, has spare capacity)
+- **Generation throughput**: Decode tokens/sec per engine
+  - 8B model on H100 can do **1000+ tok/s** when saturated
+  - If seeing <300 tok/s with 0 waiting, engine is **starved for requests**
+
+#### job_573271
+
+- **Running requests/engine**: avg=8.3, max=24
+- **Waiting requests**: avg=0.0, max=10
+- **Generation throughput/engine**: avg=373.4 tok/s, max=923.9 tok/s
+- **KV cache usage**: avg=36.3%
+- **Prefix cache hit rate**: avg=90.2%
+- ✅ **Well-utilized**: Engines saturated (waiting > 0)
+
+#### job_573272
+
+- **Running requests/engine**: avg=7.6, max=23
+- **Waiting requests**: avg=0.0, max=3
+- **Generation throughput/engine**: avg=343.7 tok/s, max=820.8 tok/s
+- **KV cache usage**: avg=34.0%
+- **Prefix cache hit rate**: avg=91.7%
+- ✅ **Well-utilized**: Engines saturated (waiting > 0)
+

training_logs/20260605_113340_metrics_table.csv

@@ -0,0 +1,63 @@
+log_file,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,timing/cleanup_old_checkpoints,timing/save_checkpoints,batch_errors/avg_ContextLengthExceededError,batch_errors/total_ContextLengthExceededError,timing/save_hf_model,batch_errors/avg_InvalidChatHistory,batch_errors/total_InvalidChatHistory,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError,batch_errors/avg_DaytonaValidationError,batch_errors/total_DaytonaValidationError,batch_errors/avg_RuntimeError,batch_errors/total_RuntimeError,global_step
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