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Model: penfever/a3-rl-SankalpKJ_swesmith-oracle-filtered-40-8B
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2026-08-08 03:17:19 +08:00
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---
license: apache-2.0
base_model: laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink
tags:
- reinforcement-learning
- rl
- swe
- agent
- skyrl
datasets:
- SankalpKJ/swesmith-oracle-filtered
---
# a3-rl-SankalpKJ_swesmith-oracle-filtered-40-8B
RL-tuned (SkyRL) agentic SWE model. This is the **global_step 40** checkpoint,
selected as the best checkpoint by EMA reward (EMA reward 0.0877).
- **Base model:** [laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink](https://huggingface.co/laion/GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink) (a Qwen3-8B SFT)
- **Training dataset:** [SankalpKJ/swesmith-oracle-filtered](https://huggingface.co/datasets/SankalpKJ/swesmith-oracle-filtered)
- **Architecture:** Qwen3-8B
- **Training framework:** SkyRL (agentic RL, a3 series)
The RL training configuration is included in this repo as `rl_config.yaml`.
Parsed training metrics and the raw training logs are in `training_logs/`.
## Training Traces
The full agentic rollout traces from this RL run are published as a dataset:
- **Traces:** [penfever/a3-rl-SankalpKJ_swesmith-oracle-filtered](https://huggingface.co/datasets/penfever/a3-rl-SankalpKJ_swesmith-oracle-filtered)
## Note
Published to the `penfever/` namespace pending a `laion/` write-role bump
(may be re-homed to `laion/` later).

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{%- if tools %}
{{- '<|im_start|>system\n' }}
{%- if messages[0].role == 'system' %}
{{- messages[0].content + '\n\n' }}
{%- endif %}
{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
{%- for tool in tools %}
{{- "\n" }}
{{- tool | tojson }}
{%- endfor %}
{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
{%- else %}
{%- if messages[0].role == 'system' %}
{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
{%- for message in messages[::-1] %}
{%- set index = (messages|length - 1) - loop.index0 %}
{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
{%- set ns.multi_step_tool = false %}
{%- set ns.last_query_index = index %}
{%- endif %}
{%- endfor %}
{%- for message in messages %}
{%- if message.content is string %}
{%- set content = message.content %}
{%- else %}
{%- set content = '' %}
{%- endif %}
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
{%- elif message.role == "assistant" %}
{%- set reasoning_content = '' %}
{%- if message.reasoning_content is string %}
{%- set reasoning_content = message.reasoning_content %}
{%- else %}
{%- if '</think>' in content %}
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
{%- endif %}
{%- endif %}
{%- if loop.index0 > ns.last_query_index %}
{%- if loop.last or (not loop.last and reasoning_content) %}
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
{%- else %}
{{- '<|im_start|>' + message.role + '\n' + content }}
{%- endif %}
{%- else %}
{{- '<|im_start|>' + message.role + '\n' + content }}
{%- endif %}
{%- if message.tool_calls %}
{%- for tool_call in message.tool_calls %}
{%- if (loop.first and content) or (not loop.first) %}
{{- '\n' }}
{%- endif %}
{%- if tool_call.function %}
{%- set tool_call = tool_call.function %}
{%- endif %}
{{- '<tool_call>\n{"name": "' }}
{{- tool_call.name }}
{{- '", "arguments": ' }}
{%- if tool_call.arguments is string %}
{{- tool_call.arguments }}
{%- else %}
{{- tool_call.arguments | tojson }}
{%- endif %}
{{- '}\n</tool_call>' }}
{%- endfor %}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- elif message.role == "tool" %}
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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{%- endif %}
{{- '\n<tool_response>\n' }}
{{- content }}
{{- '\n</tool_response>' }}
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- if add_generation_prompt %}
{{- '<|im_start|>assistant\n' }}
{%- if enable_thinking is defined and enable_thinking is false %}
{{- '<think>\n\n</think>\n\n' }}
{%- endif %}
{%- endif %}

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rl_config.yaml Normal file
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{
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special_tokens_map.json Normal file
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tokenizer_config.json Normal file
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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_DaytonaError,batch_errors/total_DaytonaError,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_DaytonaValidationError,batch_errors/total_DaytonaValidationError,timing/cleanup_old_checkpoints,timing/save_checkpoints,timing/save_hf_model,batch_errors/avg_DaytonaAuthenticationError,batch_errors/total_DaytonaAuthenticationError,batch_errors/avg_RuntimeError,batch_errors/total_RuntimeError
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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_DaytonaError batch_errors/total_DaytonaError batch_errors/avg_AgentTimeoutError batch_errors/total_AgentTimeoutError batch_errors/avg_DaytonaValidationError batch_errors/total_DaytonaValidationError timing/cleanup_old_checkpoints timing/save_checkpoints timing/save_hf_model batch_errors/avg_DaytonaAuthenticationError batch_errors/total_DaytonaAuthenticationError batch_errors/avg_RuntimeError batch_errors/total_RuntimeError
2 0.0 0 64 512 0 0.0 0 0.0 11349.9688 22580.7742 10626.1538 30811 1 11492.5734 0.0605 0.0059 0.1379 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.074 0.0 0.0 1.0 0.0 0.0087 0.3125 0.0605 12.6198 50.7038 629.8245 26.6 857.9675 228.143 0.1719 5.8266 95.3526 522.8761 618.6733 5196.8333 18.3245 523.1484 4554.0085 0 1 126 1008 543 110 464 2.6031746031746033 328 1.119047619047619 141 0.015873015873015872 2.0 0.007936507936507936 1.0
3 0.0 0 64 512 1 0.9844 0 0.9844 11598.0488 23352.6071 10918.0331 31129 1 11634.256 0.0547 0.0019 0.104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0748 0.0 0.0 1.0 0.0 0.0075 0.25 0.0547 13.7325 50.9559 625.2936 27.1 857.9675 232.6739 0.0713 5.7945 93.5595 504.3783 598.3009 2571.1786 18.8207 504.6697 1948.26 0 2 62 496 222 57 274 3.3548387096774195 208 1.1129032258064515 69 0.04838709677419355 3.0 72.3958 83.1661
4 0.0 0 64 512 2 1.6875 1 1.0 9616.832 23228.3871 8739.58 31095 1 11337.0222 0.0605 0.005 0.1221 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0647 0.0 0.0 1.0 0.0 0.0074 0.3125 0.0605 14.3281 51.0302 618.9982 27.9 857.9675 238.9693 0.072 5.266 81.9794 485.583 567.9016 1492.9544 18.2728 485.8498 901.5112 0 3 63 504 188 62 316 3.5873015873015874 226 1.507936507936508 95
5 0.0 0 64 512 3 1.75 1 1.0 8344.4121 21399.1556 7086.4604 31383 1 11438.0109 0.0879 -0.0103 0.1777 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0548 0.0 0.0 1.0 0.0 0.0093 0.4062 0.0879 14.506 51.261 614.4324 28.4 857.9675 243.5351 0.0742 5.254 75.7532 482.7177 558.8002 2604.307 17.6001 482.9725 2022.6498 0 4 62 496 202 60 294 2.774193548387097 172 2.0483870967741935 127 0.04838709677419355 3.0 0.0089 12.4763
6 0.0 0 64 512 3 1.5312 1 1.0 9046.1094 21562.6481 7570.3603 31325 1 11605.7658 0.1055 -0.0012 0.1564 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0612 0.0 0.0 1.0 0.0 0.008 0.4375 0.1055 14.6636 51.4144 610.7278 28.8 857.9675 247.2397 0.0742 5.3358 76.8331 494.4498 571.6047 2193.9348 18.0363 494.6971 1598.9545 0 5 62 496 141 61 348 3.532258064516129 219 2.370967741935484 147 0.016129032258064516 1.0 9.0806 0.11290322580645161 7.0
7 0.0 0 64 512 2 1.4219 1 1.0 6122.6758 20356.6604 4479.1002 31353 1 10363.1029 0.1035 0.0073 0.184 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0426 -0.002 0.0 1.0 0.0 0.007 0.3438 0.1035 15.0129 51.3718 607.0053 29.3 857.9675 250.9622 0.0705 4.9823 67.0112 449.3728 516.7236 2005.3759 17.9401 449.6414 1465.7263 0 6 64 512 140 64 353 2.8125 180 2.671875 171 0.03125 2.0 0.0089 8.5757 0.296875 19.0
8 0.0 0 64 512 3 1.5312 1 1.0 5639.3535 20543.9556 4203.1499 31125 1 9774.0402 0.0879 0.0147 0.1893 -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 0.0426 -0.0034 0.0 1.0 0.0 0.0136 0.3906 0.0879 14.9615 51.363 603.5803 29.6 857.9675 254.3873 0.0697 4.66 52.0849 398.0136 450.4269 2106.1877 22.0007 398.272 1629.0969 0 7 63 504 75 63 429 6.158730158730159 388 0.7142857142857143 45 0.031746031746031744 2.0
9 0.0 0 64 512 2 1.5312 1 1.0 3320.0449 25125.6923 2751.9619 31029 1 8287.569 0.0254 -0.0009 0.0917 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.022 -0.0 0.0 1.0 0.0 0.0037 0.1562 0.0254 14.8983 51.2988 605.2846 29.5 857.9675 252.6829 0.0665 4.4222 37.9972 334.0714 372.3853 1636.3839 20.0642 334.3211 1239.5085 0 8 62 496 104 60 392 6.290322580645161 390 0.12903225806451613 8 0.0089 8.5925
10 0.0 0 64 512 2 1.4219 0 0.9219 4733.4922 20816.8929 3803.0475 30692 1 9672.5683 0.0547 -0.0003 0.0654 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0286 0.0 0.0 1.0 0.0 0.0036 0.2344 0.0547 14.8563 51.3198 602.4516 29.8 857.9675 255.5159 0.0649 4.5125 56.4992 420.1371 476.9557 1936.8703 18.4296 420.3912 1436.9688 0 9 65 520 105 64 414 6.292307692307692 409 0.07692307692307693 5 0.015384615384615385 1.0
11 0.0 0 64 512 3 1.2969 0 0.9688 4541.293 22735.3846 3567.9465 30723 1 9361.45 0.0508 0.0059 0.0708 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0294 -0.0 0.0 1.0 0.0 0.0038 0.1719 0.0508 14.8421 51.3412 624.4957 27.2 857.9675 233.4719 0.0644 4.4072 59.7586 406.8498 466.9292 1774.4441 18.6093 407.1058 1284.4944 0 10 63 504 90 63 414 6.4603174603174605 407 0.1111111111111111 7 0.0086 9.0343 6.9689
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17 0.0 0 64 512 2 1.2812 0 0.9531 4289.8574 22854.8077 3296.6708 31292 1 9569.7061 0.0508 -0.0026 0.1121 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0242 0.0 0.0 1.0 0.0 0.0041 0.2344 0.0508 15.1272 51.7703 616.1652 28.2 857.9675 241.8024 0.0666 4.624 60.7552 426.8336 487.9325 1964.7559 19.134 427.1104 1453.0604 0 16 64 512 94 64 418 6.515625 417 0.015625 1 0.0093 8.6404
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19 0.0 0 64 512 3 1.1094 0 0.9062 3694.9473 20101.1053 2379.6857 31220 1 8633.844 0.0742 0.0185 0.1882 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0271 0.0 0.0 1.0 0.0 0.0061 0.2969 0.0742 15.1888 51.8959 607.5901 29.2 857.9675 250.3774 0.0644 4.4667 49.5139 338.9372 388.7806 2029.453 19.3153 339.2019 1616.886 0 18 62 496 55 62 441 7.17741935483871 445 0.06451612903225806 4 0.0101 8.498
20 0.0 0 64 512 3 1.1562 0 0.9062 2383.0566 23984.7 1504.9411 31350 1 7274.8501 0.0391 0.0024 0.1832 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0149 0.0 0.0 1.0 0.0 0.0032 0.1719 0.0391 15.341 52.0204 604.2086 29.6 857.9675 253.759 0.0633 4.2026 38.1289 293.2502 331.6945 1965.399 18.4552 293.502 1611.0432 0 19 33 264 77 32 187 6.03030303030303 199 0.12121212121212122 4

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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_DaytonaError,batch_errors/total_DaytonaError,batch_errors/avg_RuntimeError,batch_errors/total_RuntimeError,timing/cleanup_old_checkpoints,timing/save_checkpoints,timing/save_hf_model,batch_errors/avg_DaytonaValidationError,batch_errors/total_DaytonaValidationError,batch_errors/avg_BadRequestError,batch_errors/total_BadRequestError
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0.0,0,64,512,2,1.2188,0,0.9688,3080.7031,18103.9032,2112.4719,30682,1,7689.1389,0.0605,-0.0081,0.0685,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0239,0.0,0.0,1.0,0.0,0.0026,0.3125,0.0605,15.1851,52.2018,592.6693,30.9,857.9676,265.2983,0.0706,4.344,37.8148,304.6191,342.7822,2032.1933,21.4183,304.8963,1663.6431,0,31,65,520,69,65,451,6.938461538461539,451,,,,,,,,,,,
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0.0,0,64,512,3,1.2031,0,0.9375,2973.4863,22900.6111,1466.3929,31035,1,7813.7646,0.0703,-0.0086,0.1611,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0216,0.0,0.0,1.0,0.0,0.0039,0.3125,0.0703,15.3817,52.5188,587.3306,31.5,857.9676,270.637,0.095,4.4646,42.5818,338.4778,381.4496,2037.4334,21.7785,338.7721,1629.7359,0,33,63,504,97,63,407,6.4603174603174605,407,,,,,,,,,,,
0.0,0,64,512,2,1.2656,0,0.9688,3865.0098,22052.9545,2155.0321,31394,1,8598.5383,0.0859,0.0022,0.083,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0266,0.0,0.0,1.0,0.0,0.0036,0.2812,0.0859,15.3569,52.457,585.365,31.8,857.9676,272.6026,0.0733,4.5461,48.1633,363.6179,412.1646,2066.1355,25.7698,363.9272,1623.65,0,34,64,512,94,64,417,6.515625,417,,,0.015625,1.0,0.0086,8.6415,,,,,
0.0,0,64,512,3,1.0625,0,0.8438,3385.8906,19282.4857,2219.4738,30976,1,7882.3298,0.0684,0.004,0.0497,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0283,0.0,0.0,1.0,0.0,0.003,0.3125,0.0684,15.4366,52.5654,583.2695,32.0,857.9676,274.6981,0.0964,4.5272,41.7149,294.8022,336.9157,2075.7662,27.2687,295.1037,1707.0507,0,35,62,496,103,61,393,6.338709677419355,393,,,,,,,7.2214,,,,
0.0,0,64,512,2,1.1875,0,0.9375,4324.877,22049.9231,2321.1761,30678,1,8858.8066,0.1016,0.0046,0.155,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0324,0.0,0.0,1.0,0.0,0.005,0.3281,0.1016,15.4926,52.6221,638.7303,25.6,857.9676,219.2373,0.105,5.0488,56.6453,374.4842,431.4993,2465.1235,23.9408,374.7484,2004.63,0,36,63,504,88,63,416,6.571428571428571,414,0.031746031746031744,2.0,,,0.0086,9.2812,,,,,
0.0,0,64,512,2,1.125,0,0.9219,3393.8008,19400.5143,2219.304,30734,1,7995.2371,0.0684,-0.0075,0.0638,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0239,0.0,0.0,1.0,0.0,0.0027,0.4219,0.0684,15.3723,52.5737,631.1822,26.4,857.9676,226.7854,0.097,4.4162,39.207,318.2496,357.8584,2026.5443,20.4635,318.5539,1643.8015,0,37,16,128,21,16,107,6.0625,97,0.625,10.0,,,,,,,,,
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_DaytonaError batch_errors/total_DaytonaError batch_errors/avg_RuntimeError batch_errors/total_RuntimeError timing/cleanup_old_checkpoints timing/save_checkpoints timing/save_hf_model batch_errors/avg_DaytonaValidationError batch_errors/total_DaytonaValidationError batch_errors/avg_BadRequestError batch_errors/total_BadRequestError
2 0.0 0 64 512 3 0.2969 0 0.2031 3022.0449 22315.9 2237.7419 31165 1 7996.9892 0.0391 0.0031 0.0794 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0193 -0.0 0.0 1.0 0.0 0.0025 0.1667 0.0391 12.3074 50.4413 646.5037 24.6 857.9676 211.4639 0.1937 4.3836 44.3156 318.3362 363.1298 4563.2206 27.4975 318.619 4168.2093 0 19 63 504 114 63 389 6.0476190476190474 381 0.12698412698412698 8.0 0.015873015873015872 1.0
3 0.0 0 64 512 1 0.8125 0 0.8125 4230.1367 19613.1224 2602.1317 30906 1 8827.526 0.0957 0.0009 0.0974 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0321 -0.0 0.0 1.0 0.0 0.0041 0.3281 0.0957 12.5155 50.6252 635.8582 25.9 857.9676 222.1094 0.0746 4.5471 49.3255 368.1026 417.799 2729.1254 22.4617 368.3983 2284.3116 0 20 62 496 106 62 390 6.209677419354839 385 0.08064516129032258 5.0 57.2769 66.1821 6.5415
4 0.0 0 64 512 2 1.25 0 0.9844 4219.9961 20052.2075 2391.8758 30440 1 8988.1183 0.1035 -0.0052 0.1336 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0288 -0.0 0.0 1.0 0.0 0.0041 0.4844 0.1035 12.7537 50.898 644.9331 24.8 857.9676 213.0345 0.0768 4.5436 47.9568 380.8666 429.2084 1786.6399 19.8241 381.1743 1333.0593 0 21 65 520 96 64 421 6.338461538461538 412 0.13846153846153847 9.0 0.046153846153846156 3.0
5 0.0 0 64 512 2 1.3281 0 0.9844 4372.1699 24130.0789 2788.2025 30885 1 9441.7563 0.0742 -0.0074 0.207 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0252 -0.0 0.0 1.0 0.0 0.0052 0.25 0.0742 14.2454 51.0239 633.0668 26.2 857.9676 224.9008 0.0921 4.5941 60.8765 413.3934 474.6959 1801.2744 22.7048 413.7268 1299.2727 0 22 62 496 77 62 419 6.709677419354839 416 0.04838709677419355 3.0 0.0107 9.0301
6 0.0 0 64 512 3 1.25 0 0.9062 3215.9902 21851.5 2056.1037 30955 1 8045.2464 0.0586 0.001 0.064 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0222 0.0 0.0 1.0 0.0 0.0023 0.2812 0.0586 14.4943 51.246 625.9828 27.0 857.9676 231.9848 0.0911 4.5094 41.2756 320.365 362.0259 2312.7157 22.3457 320.6588 1923.8274 0 23 62 496 79 61 412 6.596774193548387 409 0.04838709677419355 3.0 0.06451612903225806 4.0 0.016129032258064516 1.0
7 0.0 0 64 512 2 1.2344 0 0.9531 3154.5469 23362.32 2117.1869 31010 1 8107.5049 0.0488 0.0051 0.0922 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0208 0.0 0.0 1.0 0.0 0.003 0.2656 0.0488 14.6713 51.4477 620.8464 27.6 857.9676 237.1212 0.0711 4.4954 58.7083 341.94 401.0182 1958.7534 23.8914 342.2355 1529.3403 0 24 63 504 72 63 432 6.857142857142857 432 0.0106 8.6578
8 0.0 0 64 512 2 1.0781 0 0.9531 2907.0625 21687.931 1779.4327 31250 1 7636.6044 0.0566 -0.0094 0.0978 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0193 0.0 0.0 1.0 0.0 0.0031 0.2656 0.0566 14.7885 51.5618 616.0342 28.2 857.9676 241.9334 0.0993 4.4024 38.8754 289.1906 328.471 1989.6963 24.4896 289.4959 1632.3275 0 25 64 512 99 63 413 6.453125 413 6.2536
9 0.0 0 64 512 2 1.2344 0 0.9375 3729.0488 21425.7838 2350.5663 31470 1 8410.0012 0.0723 0.0097 0.0629 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0279 0.0 0.0 1.0 0.0 0.0047 0.2656 0.0723 14.6334 51.5005 611.8091 28.7 857.9676 246.1584 0.0724 4.5488 54.3068 363.9403 418.6124 2378.7009 23.3033 364.2328 1932.2312 0 26 64 512 81 64 430 6.71875 430 0.015625 1.0 0.0106 8.6989
10 0.0 0 64 512 2 1.1562 0 0.9375 2768.5215 19034.7407 1862.9794 31316 1 7084.0848 0.0527 -0.007 0.0706 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0241 0.0 0.0 1.0 0.0 0.0033 0.3125 0.0527 14.639 51.476 606.791 29.3 857.9676 251.1766 0.0967 4.3642 38.7391 265.2822 304.404 1956.0438 22.7867 265.5676 1624.4803 0 27 64 512 104 64 406 6.328125 405 0.015625 1.0 0.03125 2.0
11 0.0 0 64 512 2 1.1562 0 0.9062 3543.5586 16543.7941 2618.8556 31037 1 7945.2767 0.0664 -0.034 0.1257 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0301 -0.0 0.0 1.0 0.0 0.0066 0.3125 0.0664 14.9626 51.8556 601.9171 29.8 857.9676 256.0505 0.0968 4.514 42.3834 329.7107 372.5014 2185.9777 23.2048 330.0208 1785.752 0 28 63 504 130 62 372 5.888888888888889 371 0.015873015873015872 1.0 0.015873015873015872 1.0 0.0114 8.8621 0.015873015873015872 1.0
12 0.0 0 64 512 3 1.3594 0 0.9688 5395.25 21022.9091 3514.4595 30429 1 9793.3681 0.1074 -0.0042 0.0913 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0358 0.0 0.0 1.0 0.0 0.0037 0.375 0.1074 15.0327 51.9991 598.9776 30.2 857.9676 258.99 0.073 4.672 65.2871 400.398 466.0685 2020.9027 22.9964 400.708 1527.1586 0 29 64 512 88 64 424 6.609375 423 0.015625 1.0
13 0.0 0 64 512 2 1.2812 0 0.9375 3439.0098 21578.2895 1984.8059 31430 1 8243.3078 0.0742 -0.0041 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 0.0245 0.0 0.0 1.0 0.0 0.0037 0.375 0.0742 15.2515 52.2041 595.3509 30.6 857.9676 262.6167 0.073 4.5383 41.9493 327.7638 370.0848 1990.2611 23.8074 328.0617 1591.8244 0 30 63 504 84 63 420 6.666666666666667 420 0.0094 8.8468 7.2216
14 0.0 0 64 512 2 1.2188 0 0.9688 3080.7031 18103.9032 2112.4719 30682 1 7689.1389 0.0605 -0.0081 0.0685 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0239 0.0 0.0 1.0 0.0 0.0026 0.3125 0.0605 15.1851 52.2018 592.6693 30.9 857.9676 265.2983 0.0706 4.344 37.8148 304.6191 342.7822 2032.1933 21.4183 304.8963 1663.6431 0 31 65 520 69 65 451 6.938461538461539 451
15 0.0 0 64 512 2 1.1094 0 0.9219 2563.5566 20302.4333 1459.4772 30461 1 7192.4905 0.0586 -0.0031 0.0958 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0182 0.0 0.0 1.0 0.0 0.0024 0.2812 0.0586 15.3267 52.3829 589.8547 31.2 857.9676 268.1129 0.0907 4.3146 39.5432 286.4901 326.4528 1954.6703 21.1101 286.8183 1602.7878 0 32 64 512 77 64 435 6.796875 435 0.0096 8.9937
16 0.0 0 64 512 3 1.2031 0 0.9375 2973.4863 22900.6111 1466.3929 31035 1 7813.7646 0.0703 -0.0086 0.1611 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0216 0.0 0.0 1.0 0.0 0.0039 0.3125 0.0703 15.3817 52.5188 587.3306 31.5 857.9676 270.637 0.095 4.4646 42.5818 338.4778 381.4496 2037.4334 21.7785 338.7721 1629.7359 0 33 63 504 97 63 407 6.4603174603174605 407
17 0.0 0 64 512 2 1.2656 0 0.9688 3865.0098 22052.9545 2155.0321 31394 1 8598.5383 0.0859 0.0022 0.083 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0266 0.0 0.0 1.0 0.0 0.0036 0.2812 0.0859 15.3569 52.457 585.365 31.8 857.9676 272.6026 0.0733 4.5461 48.1633 363.6179 412.1646 2066.1355 25.7698 363.9272 1623.65 0 34 64 512 94 64 417 6.515625 417 0.015625 1.0 0.0086 8.6415
18 0.0 0 64 512 3 1.0625 0 0.8438 3385.8906 19282.4857 2219.4738 30976 1 7882.3298 0.0684 0.004 0.0497 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0283 0.0 0.0 1.0 0.0 0.003 0.3125 0.0684 15.4366 52.5654 583.2695 32.0 857.9676 274.6981 0.0964 4.5272 41.7149 294.8022 336.9157 2075.7662 27.2687 295.1037 1707.0507 0 35 62 496 103 61 393 6.338709677419355 393 7.2214
19 0.0 0 64 512 2 1.1875 0 0.9375 4324.877 22049.9231 2321.1761 30678 1 8858.8066 0.1016 0.0046 0.155 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0324 0.0 0.0 1.0 0.0 0.005 0.3281 0.1016 15.4926 52.6221 638.7303 25.6 857.9676 219.2373 0.105 5.0488 56.6453 374.4842 431.4993 2465.1235 23.9408 374.7484 2004.63 0 36 63 504 88 63 416 6.571428571428571 414 0.031746031746031744 2.0 0.0086 9.2812
20 0.0 0 64 512 2 1.125 0 0.9219 3393.8008 19400.5143 2219.304 30734 1 7995.2371 0.0684 -0.0075 0.0638 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0239 0.0 0.0 1.0 0.0 0.0027 0.4219 0.0684 15.3723 52.5737 631.1822 26.4 857.9676 226.7854 0.097 4.4162 39.207 318.2496 357.8584 2026.5443 20.4635 318.5539 1643.8015 0 37 16 128 21 16 107 6.0625 97 0.625 10.0

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@@ -0,0 +1,20 @@
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,timing/cleanup_old_checkpoints,timing/save_checkpoints,batch_errors/avg_RuntimeError,batch_errors/total_RuntimeError,batch_errors/avg_EnvironmentStartTimeoutError,batch_errors/total_EnvironmentStartTimeoutError,timing/save_hf_model,batch_errors/avg_DaytonaValidationError,batch_errors/total_DaytonaValidationError,batch_errors/avg_VerifierTimeoutError,batch_errors/total_VerifierTimeoutError
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0.0,0,64,512,2,1.2031,0,0.9688,4057.9336,20640.4583,2342.5,31296,1,8672.1578,0.0938,-0.0074,0.1057,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0288,0.0,0.0,1.0,0.0,0.0036,0.2969,0.0938,15.4248,52.9057,563.0505,34.4,857.9676,294.9171,0.0922,4.633,55.8487,379.3597,435.5265,2030.4286,24.1291,379.585,1566.1321,0,55,63,504,74,63,429,6.809523809523809,429,,,,,,,,,6.3546,,,0.015873015873015872,1.0
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_DaytonaError batch_errors/total_DaytonaError timing/cleanup_old_checkpoints timing/save_checkpoints batch_errors/avg_RuntimeError batch_errors/total_RuntimeError batch_errors/avg_EnvironmentStartTimeoutError batch_errors/total_EnvironmentStartTimeoutError timing/save_hf_model batch_errors/avg_DaytonaValidationError batch_errors/total_DaytonaValidationError batch_errors/avg_VerifierTimeoutError batch_errors/total_VerifierTimeoutError
2 0.0 0 64 512 2 0.3906 0 0.2656 3568.8223 21907.375 2014.7076 30407 1 8511.6759 0.0781 0.0064 0.1634 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0225 0.0 0.0 1.0 0.0 0.0057 0.4615 0.0781 13.1506 50.6884 595.8149 30.6 857.9676 262.1526 0.1993 4.4228 47.6739 348.1637 396.2853 4273.6039 21.8023 348.411 3851.0932 0 37 64 512 93 62 419 6.515625 417 0.03125 2.0
3 0.0 0 64 512 1 0.7969 0 0.7969 3505.293 19578.125 1842.5862 30440 1 8178.2537 0.0938 -0.005 0.0693 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0252 -0.0 0.0 1.0 0.0 0.0031 0.3906 0.0938 13.3729 50.9678 592.067 31.0 857.9676 265.9006 0.0741 4.7716 39.8009 285.4323 325.5524 2002.5702 22.0107 285.6765 1650.2284 0 38 60 480 87 59 392 6.516666666666667 391 11.067 19.6408 0.016666666666666666 1.0 0.016666666666666666 1.0
4 0.0 0 64 512 2 1.2656 1 1.0 3434.6777 19201.2703 2206.5432 30799 1 8150.2939 0.0723 0.0149 0.0915 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0261 -0.0015 0.0 1.0 0.0 0.0044 0.2656 0.0723 13.4437 51.0087 589.7198 31.3 857.9676 268.2477 0.0988 4.5332 42.6766 320.8587 363.9235 1968.0577 21.1464 321.1474 1578.4515 0 39 65 520 108 63 412 6.323076923076923 411 0.015384615384615385 1.0
5 0.0 0 64 512 2 1.25 0 0.9688 4040.6562 20375.0652 2428.2468 30911 1 8528.7211 0.0898 0.0048 0.0217 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0286 0.0 0.0 1.0 0.0 0.0019 0.2656 0.0898 13.5471 51.202 586.9761 31.6 857.9676 270.9915 0.098 4.4569 55.8701 358.8919 415.1705 2163.5657 21.276 359.202 1722.6557 0 40 64 512 79 61 432 6.734375 431 0.015625 1.0 0.0091 8.3809 0.015625 1.0 7.1735
6 0.0 0 64 512 2 1.2812 1 1.0 2970.6348 20093.5676 1636.8484 30923 1 7516.3108 0.0723 0.0064 0.1391 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0219 0.0 0.0 1.0 0.0 0.0039 0.2812 0.0723 13.4956 51.2211 584.994 31.8 857.9676 272.9736 0.0953 4.41 36.7656 283.113 320.2793 1606.033 22.9696 283.4176 1258.3687 0 41 63 504 44 63 459 7.333333333333333 462 0.07936507936507936 5.0 0.015873015873015872 1.0
7 0.0 0 64 512 2 1.1094 0 0.875 1634.5039 21094.6296 551.1567 30676 1 5948.5119 0.0527 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.012 0.0 0.0 1.0 0.0 0.0 0.1875 0.0527 13.5087 51.3518 582.3663 32.1 857.9676 275.6013 0.089 4.191 26.4419 202.4572 229.1957 2187.2531 27.9916 202.6644 1925.8702 0 42 62 496 93 62 403 6.5 403 0.0862 8.3963
8 0.0 0 64 512 3 1.1562 0 0.9531 3687.9473 21659.9787 1871.4194 31193 1 8273.0941 0.0918 0.0168 0.1209 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0287 0.0 0.0 1.0 0.0 0.0048 0.375 0.0918 14.9308 51.7346 578.3634 32.6 857.9676 279.6042 0.0956 4.4952 41.1548 304.5746 346.1633 2201.8784 22.719 304.9124 1828.4937 0 43 64 512 99 63 413 6.421875 411 0.03125 2.0
9 0.0 0 64 512 2 1.125 0 0.9688 3553.6445 22041.7308 2564.57 31011 1 8173.3769 0.0508 0.0086 0.0768 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0285 0.0 0.0 1.0 0.0 0.0033 0.25 0.0508 14.9455 51.8056 576.2864 32.8 857.9676 281.6812 0.0946 4.4365 48.5577 340.6085 389.5569 2153.5102 21.1603 340.9042 1738.3506 0 44 62 496 83 60 413 6.661290322580645 413 0.0088 8.5905
10 0.0 0 64 512 2 1.2031 0 0.9219 3265.6094 21753.6061 1991.9061 31046 1 7954.943 0.0645 0.0059 0.0779 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0234 0.0 0.0 1.0 0.0 0.0028 0.2656 0.0645 14.9641 51.8647 575.2365 33.0 857.9676 282.7311 0.084 4.3381 52.0341 323.9391 376.3528 1721.3545 21.9444 324.2342 1318.7133 0 45 64 512 75 62 437 6.828125 437 5.9288
11 0.0 0 64 512 3 1.2812 0 0.9375 3055.5059 20803.6905 1469.4979 30660 1 7938.0939 0.082 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0215 0.0 0.0 1.0 0.0 0.0 0.3125 0.082 15.0172 51.9069 572.0082 33.3 857.9676 285.9594 0.0835 4.4024 49.0487 304.4824 353.9057 2110.5882 23.6305 304.7727 1728.645 0 46 64 512 84 64 428 6.6875 428 0.0086 8.8655
12 0.0 0 64 512 2 1.0938 0 0.9062 3168.8477 20393.0222 1509.1306 31277 1 7799.7708 0.0879 -0.0057 0.0317 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0239 -0.0 0.0 1.0 0.0 0.0016 0.3125 0.0879 15.0454 51.9489 571.0099 33.4 857.9676 286.9576 0.0723 4.5105 38.3069 301.5151 340.1996 1938.5631 20.5692 301.8199 1573.2792 0 47 62 496 70 62 426 6.854838709677419 425 0.016129032258064516 1.0
13 0.0 0 64 512 3 1.2344 0 0.8906 2789.0898 22593.3125 1468.8083 30387 1 7499.7521 0.0625 0.0054 0.0705 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0205 0.0 0.0 1.0 0.0 0.0024 0.2812 0.0625 15.1748 52.1106 569.3416 33.6 857.9676 288.626 0.0694 4.2181 44.0702 284.2664 328.6084 1934.7623 21.3574 284.4683 1580.5732 0 48 63 504 72 61 432 6.857142857142857 432 0.0082 8.8011
14 0.0 0 64 512 2 1.1094 0 0.875 2950.2188 22200.0571 1537.7568 30187 1 7764.5758 0.0684 -0.0038 0.0896 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0195 0.0 0.0 1.0 0.0 0.003 0.1875 0.0684 14.8967 52.1049 567.3762 33.9 857.9676 290.5914 0.109 4.5224 38.8775 267.5912 306.8889 1990.0106 24.6606 267.9018 1653.9126 0 49 64 512 74 63 438 6.84375 438
15 0.0 0 64 512 2 1.0 0 0.9062 2849.5039 20867.0 1846.468 30412 1 7502.0696 0.0527 0.0135 0.1585 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0201 0.0 0.0 1.0 0.0 0.0036 0.2812 0.0527 14.9523 52.1703 565.6843 34.1 857.9676 292.2833 0.0959 4.4261 47.8666 291.3579 339.5654 2067.6726 20.7362 291.6023 1702.9395 0 50 64 512 71 63 440 6.859375 439 0.015625 1.0 0.0085 8.1311 0.015625 1.0 6.4196
16 0.0 0 64 512 2 1.0781 0 0.9219 2999.1387 23140.8261 2051.7791 30773 1 7861.7815 0.0449 0.0053 0.0746 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0196 0.0 0.0 1.0 0.0 0.0036 0.25 0.0449 15.1374 52.4918 564.2138 34.2 857.9676 293.7538 0.0765 4.3451 55.9953 320.3913 376.787 2055.8264 22.1486 320.7136 1652.5417 0 51 64 512 81 64 431 6.734375 431
17 0.0 0 64 512 2 1.2969 0 0.9688 3029.0996 18844.75 1974.7229 30513 1 7642.7286 0.0625 -0.0001 0.0309 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0222 0.0 0.0 1.0 0.0 0.002 0.2969 0.0625 15.1295 52.4838 563.5904 34.3 857.9676 294.3772 0.0858 4.4522 48.0109 302.477 350.8653 1952.0873 22.0891 302.768 1574.6726 0 52 63 504 104 61 400 6.349206349206349 400 0.008 8.1584
18 0.0 0 64 512 3 1.2812 0 0.9375 4303.8984 21060.6667 2328.2096 30373 1 9028.9972 0.1055 -0.0004 0.1114 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0283 0.0 0.0 1.0 0.0 0.004 0.3906 0.1055 15.2133 52.6156 565.0471 34.1 857.9676 292.9205 0.0674 4.6788 54.0249 372.0372 426.4382 1895.8166 20.0 372.3455 1444.6942 0 53 64 512 107 62 405 6.328125 405
19 0.0 0 64 512 3 1.2656 0 0.9531 4038.2031 20528.7193 1972.3582 30709 1 8486.9036 0.1113 -0.0066 0.1182 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0284 0.0 0.0 1.0 0.0 0.0041 0.4062 0.1113 15.3165 52.8245 563.9276 34.3 857.9676 294.04 0.0763 4.518 51.3008 338.4849 390.1408 2121.6477 22.5942 338.7631 1704.39 0 54 64 512 102 62 404 6.296875 403 0.015625 1.0 0.0089 8.1862 0.09375 6.0
20 0.0 0 64 512 2 1.2031 0 0.9688 4057.9336 20640.4583 2342.5 31296 1 8672.1578 0.0938 -0.0074 0.1057 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0288 0.0 0.0 1.0 0.0 0.0036 0.2969 0.0938 15.4248 52.9057 563.0505 34.4 857.9676 294.9171 0.0922 4.633 55.8487 379.3597 435.5265 2030.4286 24.1291 379.585 1566.1321 0 55 63 504 74 63 429 6.809523809523809 429 6.3546 0.015873015873015872 1.0

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# SkyRL Training Metrics Analysis
Generated from 3 log files
## Overview
| Log File | Total Steps | Metric Blocks | Final Reward (mean) | Final Reward (max) | Total Time (s) |
|----------|-------------|---------------|---------------------|-------------------|----------------|
| job_665437 | 19 | 19 | 0.0648 | 0.1055 | 41319.2 |
| job_665440 | 37 | 19 | 0.0717 | 0.1074 | 42331.2 |
| job_665442 | 55 | 19 | 0.0757 | 0.1113 | 40375.2 |
## Async Metrics
| | Mean | Std | Min | Max | Count |
|:------------------------------|-----------:|---------:|------:|-------:|--------:|
| async/discard_rate | 0 | 0 | 0 | 0 | 57 |
| async/discarded_count | 0 | 0 | 0 | 0 | 57 |
| async/effective_batch_groups | 64 | 0 | 64 | 64 | 57 |
| async/effective_batch_samples | 512 | 0 | 512 | 512 | 57 |
| async/staleness_max | 2.24561 | 0.63473 | 0 | 3 | 57 |
| async/staleness_mean | 1.17982 | 0.28367 | 0 | 1.75 | 57 |
| async/staleness_min | 0.140351 | 0.350438 | 0 | 1 | 57 |
| async/staleness_ratio | 0.899949 | 0.184242 | 0 | 1 | 57 |
## Generate Metrics
| | Mean | Std | Min | Max | Count |
|:-------------------------------------|---------:|---------:|----------:|--------:|--------:|
| generate/avg_num_tokens | 4239.45 | 2014.21 | 1634.5 | 11598 | 57 |
| generate/avg_tokens_non_zero_rewards | 21330.3 | 1584.74 | 16543.8 | 25125.7 | 57 |
| generate/avg_tokens_zero_rewards | 2950.57 | 2085.81 | 551.157 | 10918 | 57 |
| generate/max_num_tokens | 30915.4 | 340.183 | 30184 | 31470 | 57 |
| generate/min_num_tokens | 1 | 0 | 1 | 1 | 57 |
| generate/std_num_tokens | 8670.65 | 1208.44 | 5948.51 | 11634.3 | 57 |
## Loss Metrics
| | Mean | Std | Min | Max | Count |
|:----------------------------|----------:|-----------:|--------:|-------:|--------:|
| loss/avg_final_rewards | 0.0707246 | 0.0209058 | 0.0254 | 0.1113 | 57 |
| loss/avg_raw_advantages | 0.0005 | 0.00822275 | -0.034 | 0.0185 | 57 |
| loss/avg_raw_advantages_abs | 0.104714 | 0.047809 | 0 | 0.207 | 57 |
## Policy Metrics
| | Mean | Std | Min | Max | Count |
|:----------------------------|-------------:|------------:|--------:|-------:|--------:|
| policy/final_loss | -1.75439e-06 | 1.32453e-05 | -0.0001 | 0 | 57 |
| policy/log_ratio_abs_max | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_mean | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_p99 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos00 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos10 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos20 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos30 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos40 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos50 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos60 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos70 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos80 | 0 | 0 | 0 | 0 | 57 |
| policy/log_ratio_abs_pos90 | 0 | 0 | 0 | 0 | 57 |
| policy/n_tokens_dp_gt_10pct | 0 | 0 | 0 | 0 | 57 |
| policy/n_tokens_dp_gt_1pct | 0 | 0 | 0 | 0 | 57 |
| policy/n_tokens_dp_gt_50pct | 0 | 0 | 0 | 0 | 57 |
| policy/policy_entropy | 0.0292228 | 0.0129584 | 0.012 | 0.0748 | 57 |
| policy/policy_loss | -0.000121053 | 0.000550564 | -0.0034 | 0 | 57 |
| policy/policy_lr | 0 | 0 | 0 | 0 | 57 |
| policy/policy_update_steps | 1 | 0 | 1 | 1 | 57 |
| policy/ppo_clip_ratio | 0 | 0 | 0 | 0 | 57 |
| policy/raw_grad_norm | 0.00433158 | 0.00227134 | 0 | 0.0136 | 57 |
## Reward Metrics
| | Mean | Std | Min | Max | Count |
|:----------------------|----------:|----------:|-------:|-------:|--------:|
| reward/avg_pass_at_8 | 0.296921 | 0.075816 | 0.1562 | 0.4844 | 57 |
| reward/avg_raw_reward | 0.0707246 | 0.0209058 | 0.0254 | 0.1113 | 57 |
## System Metrics
| | Mean | Std | Min | Max | Count |
|:------------------------|---------:|-------------:|---------:|---------:|--------:|
| system/process_rss_gb | 14.6472 | 0.81941 | 12.3074 | 15.4926 | 57 |
| system/process_vms_gb | 51.6898 | 0.603303 | 50.4413 | 52.9057 | 57 |
| system/ram_available_gb | 600.626 | 23.2068 | 563.051 | 646.504 | 57 |
| system/ram_percent | 29.993 | 2.70488 | 24.6 | 34.4 | 57 |
| system/ram_total_gb | 857.968 | 4.75595e-05 | 857.967 | 857.968 | 57 |
| system/ram_used_gb | 257.341 | 23.2068 | 211.464 | 294.917 | 57 |
## Timing Metrics
| | Mean | Std | Min | Max | Count |
|:--------------------------------------|------------:|------------:|----------:|----------:|--------:|
| timing/compute_advantages_and_returns | 0.085607 | 0.0277791 | 0.0623 | 0.1993 | 57 |
| timing/convert_to_training_input | 4.59077 | 0.330639 | 4.191 | 5.8266 | 57 |
| timing/fwd_logprobs_values_reward | 51.6811 | 13.6812 | 26.4419 | 95.3526 | 57 |
| timing/policy_train | 354.974 | 66.1806 | 202.457 | 522.876 | 57 |
| timing/run_training | 407.023 | 78.9918 | 229.196 | 618.673 | 57 |
| timing/step | 2175.89 | 641.095 | 1492.95 | 5196.83 | 57 |
| timing/sync_weights | 21.644 | 2.43342 | 17.6001 | 27.9916 | 57 |
| timing/train_critic_and_policy | 355.255 | 66.178 | 202.664 | 523.148 | 57 |
| timing/wait_for_generation_buffer | 1742.62 | 626.373 | 901.511 | 4554.01 | 57 |
| timing/cleanup_old_checkpoints | 5.22361 | 17.4395 | 0.008 | 72.3958 | 27 |
| timing/save_checkpoints | 14.0929 | 17.7591 | 8.1311 | 83.1661 | 27 |
| timing/save_hf_model | 6.83909 | 0.878296 | 5.9288 | 9.0806 | 11 |
## Trainer Metrics
| | Mean | Std | Min | Max | Count |
|:--------------------|-------:|--------:|------:|------:|--------:|
| trainer/epoch | 0 | 0 | 0 | 0 | 57 |
| trainer/global_step | 28 | 15.8238 | 1 | 55 | 57 |
## Batch_Errors Metrics
| | Mean | Std | Min | Max | Count |
|:------------------------------------------------|------------:|--------------:|-------------:|-------------:|--------:|
| batch_errors/total_batches | 63.0351 | 11.2931 | 16 | 126 | 57 |
| batch_errors/total_instances | 504.281 | 90.3449 | 128 | 1008 | 57 |
| batch_errors/total_successful | 103.825 | 67.826 | 21 | 543 | 57 |
| batch_errors/total_failed | 61.8947 | 9.8664 | 16 | 110 | 57 |
| batch_errors/total_masked | 399.491 | 60.3052 | 107 | 464 | 57 |
| batch_errors/avg_ContextLengthExceededError | 6.16236 | 1.10149 | 2.60317 | 7.33333 | 57 |
| batch_errors/total_ContextLengthExceededError | 384.86 | 79.3519 | 97 | 462 | 57 |
| batch_errors/avg_DaytonaError | 0.374391 | 0.699578 | 0.0153846 | 2.67188 | 37 |
| batch_errors/total_DaytonaError | 24.5405 | 47.4884 | 1 | 171 | 37 |
| batch_errors/avg_AgentTimeoutError | 0.0296636 | 0.0145576 | 0.015873 | 0.0483871 | 7 |
| batch_errors/total_AgentTimeoutError | 2 | 0.816497 | 1 | 3 | 7 |
| batch_errors/avg_DaytonaValidationError | 0.0363421 | 0.0299898 | 0.00793651 | 0.09375 | 8 |
| batch_errors/total_DaytonaValidationError | 2.375 | 1.84681 | 1 | 6 | 8 |
| batch_errors/avg_DaytonaAuthenticationError | 0.204889 | 0.130088 | 0.112903 | 0.296875 | 2 |
| batch_errors/total_DaytonaAuthenticationError | 13 | 8.48528 | 7 | 19 | 2 |
| batch_errors/avg_RuntimeError | 0.0158482 | 0.000352746 | 0.015625 | 0.0166667 | 8 |
| batch_errors/total_RuntimeError | 1 | 0 | 1 | 1 | 8 |
| batch_errors/avg_BadRequestError | 0.016129 | nan | 0.016129 | 0.016129 | 1 |
| batch_errors/total_BadRequestError | 1 | nan | 1 | 1 | 1 |
| batch_errors/avg_EnvironmentStartTimeoutError | 0.0166667 | nan | 0.0166667 | 0.0166667 | 1 |
| batch_errors/total_EnvironmentStartTimeoutError | 1 | nan | 1 | 1 | 1 |
| batch_errors/avg_VerifierTimeoutError | 0.015873 | nan | 0.015873 | 0.015873 | 1 |
| batch_errors/total_VerifierTimeoutError | 1 | nan | 1 | 1 | 1 |
## Training Progression by Log
### job_665437
| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
|------|--------|--------|-----|------|---------------|-------------|
| 1 | 0.0605 | 0.3125 | 0.000000 | 0.0000 | 5196.8 | 4554.0 |
| 2 | 0.0547 | 0.2500 | 0.000000 | 0.0000 | 2571.2 | 1948.3 |
| 3 | 0.0605 | 0.3125 | 0.000000 | 0.0000 | 1493.0 | 901.5 |
| 4 | 0.0879 | 0.4062 | 0.000000 | 0.0000 | 2604.3 | 2022.6 |
| 5 | 0.1055 | 0.4375 | 0.000000 | 0.0000 | 2193.9 | 1599.0 |
| 6 | 0.1035 | 0.3438 | 0.000000 | -0.0000 | 2005.4 | 1465.7 |
| 7 | 0.0879 | 0.3906 | 0.000000 | -0.0001 | 2106.2 | 1629.1 |
| 8 | 0.0254 | 0.1562 | 0.000000 | -0.0000 | 1636.4 | 1239.5 |
| 9 | 0.0547 | 0.2344 | 0.000000 | 0.0000 | 1936.9 | 1437.0 |
| 10 | 0.0508 | 0.1719 | 0.000000 | -0.0000 | 1774.4 | 1284.5 |
| 11 | 0.0371 | 0.1562 | 0.000000 | 0.0000 | 1815.6 | 1371.3 |
| 12 | 0.0332 | 0.1875 | 0.000000 | 0.0000 | 1963.8 | 1496.2 |
| 13 | 0.0898 | 0.2656 | 0.000000 | -0.0000 | 2030.8 | 1482.7 |
| 14 | 0.0586 | 0.3125 | 0.000000 | 0.0000 | 1839.4 | 1405.4 |
| 15 | 0.0840 | 0.3125 | 0.000000 | 0.0000 | 2154.4 | 1671.3 |
| 16 | 0.0508 | 0.2344 | 0.000000 | 0.0000 | 1964.8 | 1453.1 |
| 17 | 0.0723 | 0.2812 | 0.000000 | 0.0000 | 2037.1 | 1579.5 |
| 18 | 0.0742 | 0.2969 | 0.000000 | 0.0000 | 2029.5 | 1616.9 |
| 19 | 0.0391 | 0.1719 | 0.000000 | 0.0000 | 1965.4 | 1611.0 |
### job_665440
| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
|------|--------|--------|-----|------|---------------|-------------|
| 19 | 0.0391 | 0.1667 | 0.000000 | -0.0000 | 4563.2 | 4168.2 |
| 20 | 0.0957 | 0.3281 | 0.000000 | -0.0000 | 2729.1 | 2284.3 |
| 21 | 0.1035 | 0.4844 | 0.000000 | -0.0000 | 1786.6 | 1333.1 |
| 22 | 0.0742 | 0.2500 | 0.000000 | -0.0000 | 1801.3 | 1299.3 |
| 23 | 0.0586 | 0.2812 | 0.000000 | 0.0000 | 2312.7 | 1923.8 |
| 24 | 0.0488 | 0.2656 | 0.000000 | 0.0000 | 1958.8 | 1529.3 |
| 25 | 0.0566 | 0.2656 | 0.000000 | 0.0000 | 1989.7 | 1632.3 |
| 26 | 0.0723 | 0.2656 | 0.000000 | 0.0000 | 2378.7 | 1932.2 |
| 27 | 0.0527 | 0.3125 | 0.000000 | 0.0000 | 1956.0 | 1624.5 |
| 28 | 0.0664 | 0.3125 | 0.000000 | -0.0000 | 2186.0 | 1785.8 |
| 29 | 0.1074 | 0.3750 | 0.000000 | 0.0000 | 2020.9 | 1527.2 |
| 30 | 0.0742 | 0.3750 | 0.000000 | 0.0000 | 1990.3 | 1591.8 |
| 31 | 0.0605 | 0.3125 | 0.000000 | 0.0000 | 2032.2 | 1663.6 |
| 32 | 0.0586 | 0.2812 | 0.000000 | 0.0000 | 1954.7 | 1602.8 |
| 33 | 0.0703 | 0.3125 | 0.000000 | 0.0000 | 2037.4 | 1629.7 |
| 34 | 0.0859 | 0.2812 | 0.000000 | 0.0000 | 2066.1 | 1623.7 |
| 35 | 0.0684 | 0.3125 | 0.000000 | 0.0000 | 2075.8 | 1707.1 |
| 36 | 0.1016 | 0.3281 | 0.000000 | 0.0000 | 2465.1 | 2004.6 |
| 37 | 0.0684 | 0.4219 | 0.000000 | 0.0000 | 2026.5 | 1643.8 |
### job_665442
| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
|------|--------|--------|-----|------|---------------|-------------|
| 37 | 0.0781 | 0.4615 | 0.000000 | 0.0000 | 4273.6 | 3851.1 |
| 38 | 0.0938 | 0.3906 | 0.000000 | -0.0000 | 2002.6 | 1650.2 |
| 39 | 0.0723 | 0.2656 | 0.000000 | -0.0000 | 1968.1 | 1578.5 |
| 40 | 0.0898 | 0.2656 | 0.000000 | 0.0000 | 2163.6 | 1722.7 |
| 41 | 0.0723 | 0.2812 | 0.000000 | 0.0000 | 1606.0 | 1258.4 |
| 42 | 0.0527 | 0.1875 | 0.000000 | 0.0000 | 2187.3 | 1925.9 |
| 43 | 0.0918 | 0.3750 | 0.000000 | 0.0000 | 2201.9 | 1828.5 |
| 44 | 0.0508 | 0.2500 | 0.000000 | 0.0000 | 2153.5 | 1738.4 |
| 45 | 0.0645 | 0.2656 | 0.000000 | 0.0000 | 1721.4 | 1318.7 |
| 46 | 0.0820 | 0.3125 | 0.000000 | 0.0000 | 2110.6 | 1728.6 |
| 47 | 0.0879 | 0.3125 | 0.000000 | -0.0000 | 1938.6 | 1573.3 |
| 48 | 0.0625 | 0.2812 | 0.000000 | 0.0000 | 1934.8 | 1580.6 |
| 49 | 0.0684 | 0.1875 | 0.000000 | 0.0000 | 1990.0 | 1653.9 |
| 50 | 0.0527 | 0.2812 | 0.000000 | 0.0000 | 2067.7 | 1702.9 |
| 51 | 0.0449 | 0.2500 | 0.000000 | 0.0000 | 2055.8 | 1652.5 |
| 52 | 0.0625 | 0.2969 | 0.000000 | 0.0000 | 1952.1 | 1574.7 |
| 53 | 0.1055 | 0.3906 | 0.000000 | 0.0000 | 1895.8 | 1444.7 |
| 54 | 0.1113 | 0.4062 | 0.000000 | 0.0000 | 2121.6 | 1704.4 |
| 55 | 0.0938 | 0.2969 | 0.000000 | 0.0000 | 2030.4 | 1566.1 |
## Timing Analysis
### Average Time Breakdown (% of step time)
| Component | Avg % of Step Time |
|-----------|-------------------|
| wait_for_generation_buffer | 79.2% |
| run_training | 19.5% |
| train_critic_and_policy | 17.0% |
| policy_train | 17.0% |
| fwd_logprobs_values_reward | 2.5% |
| sync_weights | 1.0% |
| save_checkpoints | 0.6% |
| save_hf_model | 0.3% |
| convert_to_training_input | 0.2% |
| cleanup_old_checkpoints | 0.2% |
| 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_665437 | 0.0648 | 0.2755 | 2174.6925 | 1672.0259 | 5850.5668 | 1.2747 |
| job_665440 | 0.0717 | 0.3122 | 2227.9568 | 1816.1628 | 3557.0874 | 1.1373 |
| job_665442 | 0.0757 | 0.3031 | 2125.0121 | 1739.6845 | 3310.6962 | 1.1275 |
## 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_665437 | 6.4 | 0.0 | 282.8 tok/s | 32.9% | 92.7% |
| job_665440 | 7.9 | 0.1 | 340.1 tok/s | 41.0% | 87.9% |
| job_665442 | 8.0 | 0.1 | 346.4 tok/s | 41.4% | 88.4% |
### 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_665437
- **Running requests/engine**: avg=6.4, max=23
- **Waiting requests**: avg=0.0, max=9
- **Generation throughput/engine**: avg=282.8 tok/s, max=779.1 tok/s
- **KV cache usage**: avg=32.9%
- **Prefix cache hit rate**: avg=92.7%
- ✅ **Well-utilized**: Engines saturated (waiting > 0)
#### job_665440
- **Running requests/engine**: avg=7.9, max=24
- **Waiting requests**: avg=0.1, max=19
- **Generation throughput/engine**: avg=340.1 tok/s, max=741.5 tok/s
- **KV cache usage**: avg=41.0%
- **Prefix cache hit rate**: avg=87.9%
- ✅ **Well-utilized**: Engines saturated (waiting > 0)
#### job_665442
- **Running requests/engine**: avg=8.0, max=24
- **Waiting requests**: avg=0.1, max=20
- **Generation throughput/engine**: avg=346.4 tok/s, max=826.3 tok/s
- **KV cache usage**: avg=41.4%
- **Prefix cache hit rate**: avg=88.4%
- ✅ **Well-utilized**: Engines saturated (waiting > 0)
## Trial-Level Analysis (from result.json)
Total trials parsed: 30520
### Turn Count Statistics
| Metric | Value |
|--------|-------|
| Mean | 27.6 |
| Median | 26.0 |
| Std | 14.8 |
| Min | 1 |
| Max | 149 |
| Count | 30459 |
### Exception Distribution
| Exception Type | Count | % |
|---------------|-------|---|
| ContextLengthExceededError | 23182 | 76.0% |
| No exception | 3900 | 12.8% |
| AgentTimeoutError | 2448 | 8.0% |
| DaytonaError | 934 | 3.1% |
| DaytonaAuthenticationError | 26 | 0.1% |
| DaytonaValidationError | 19 | 0.1% |
| RuntimeError | 8 | 0.0% |
| VerifierTimeoutError | 1 | 0.0% |
| BadRequestError | 1 | 0.0% |
| EnvironmentStartTimeoutError | 1 | 0.0% |
### Turn Count by Exception Type
| Exception Type | Mean Turns | Median Turns | Count |
|---------------|-----------|-------------|-------|
| BadRequestError | 51.0 | 51.0 | 1 |
| VerifierTimeoutError | 38.0 | 38.0 | 1 |
| No exception | 30.0 | 30.0 | 3900 |
| RuntimeError | 28.9 | 30.5 | 8 |
| ContextLengthExceededError | 27.9 | 26.0 | 23182 |
| AgentTimeoutError | 26.9 | 23.0 | 2448 |
| DaytonaValidationError | 20.2 | 19.0 | 19 |
| DaytonaAuthenticationError | 13.7 | 8.0 | 26 |
| DaytonaError | 13.7 | 11.0 | 874 |
### Turn Count by Outcome
| Outcome | Mean Turns | Median Turns | Count |
|---------|-----------|-------------|-------|
| Success | 28.7 | 28.0 | 2214 |
| Failure | 28.8 | 28.0 | 4120 |
### Reward Summary
- Mean reward: 0.3495
- Success rate: 35.0%
- Trials with reward data: 6334

View File

@@ -0,0 +1,58 @@
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_ContextLengthExceededError,batch_errors/total_ContextLengthExceededError,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_DaytonaValidationError,batch_errors/total_DaytonaValidationError,timing/cleanup_old_checkpoints,timing/save_checkpoints,timing/save_hf_model,batch_errors/avg_DaytonaAuthenticationError,batch_errors/total_DaytonaAuthenticationError,batch_errors/avg_RuntimeError,batch_errors/total_RuntimeError,batch_errors/avg_BadRequestError,batch_errors/total_BadRequestError,batch_errors/avg_EnvironmentStartTimeoutError,batch_errors/total_EnvironmentStartTimeoutError,batch_errors/avg_VerifierTimeoutError,batch_errors/total_VerifierTimeoutError,global_step
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job_665442,0.0,0,64,512,2,1.25,0,0.9688,4040.6562,20375.0652,2428.2468,30911,1,8528.7211,0.0898,0.0048,0.0217,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0286,0.0,0.0,1.0,0.0,0.0019,0.2656,0.0898,13.5471,51.202,586.9761,31.6,857.9676,270.9915,0.098,4.4569,55.8701,358.8919,415.1705,2163.5657,21.276,359.202,1722.6557,0,40,64,512,79,61,432,6.734375,431,0.015625,1.0,,,,,0.0091,8.3809,7.1735,,,0.015625,1.0,,,,,,,40
job_665442,0.0,0,64,512,2,1.2812,1,1.0,2970.6348,20093.5676,1636.8484,30923,1,7516.3108,0.0723,0.0064,0.1391,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0219,0.0,0.0,1.0,0.0,0.0039,0.2812,0.0723,13.4956,51.2211,584.994,31.8,857.9676,272.9736,0.0953,4.41,36.7656,283.113,320.2793,1606.033,22.9696,283.4176,1258.3687,0,41,63,504,44,63,459,7.333333333333333,462,0.07936507936507936,5.0,,,0.015873015873015872,1.0,,,,,,,,,,,,,,41
job_665442,0.0,0,64,512,2,1.1094,0,0.875,1634.5039,21094.6296,551.1567,30676,1,5948.5119,0.0527,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.012,0.0,0.0,1.0,0.0,0.0,0.1875,0.0527,13.5087,51.3518,582.3663,32.1,857.9676,275.6013,0.089,4.191,26.4419,202.4572,229.1957,2187.2531,27.9916,202.6644,1925.8702,0,42,62,496,93,62,403,6.5,403,,,,,,,0.0862,8.3963,,,,,,,,,,,,42
job_665442,0.0,0,64,512,3,1.1562,0,0.9531,3687.9473,21659.9787,1871.4194,31193,1,8273.0941,0.0918,0.0168,0.1209,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0287,0.0,0.0,1.0,0.0,0.0048,0.375,0.0918,14.9308,51.7346,578.3634,32.6,857.9676,279.6042,0.0956,4.4952,41.1548,304.5746,346.1633,2201.8784,22.719,304.9124,1828.4937,0,43,64,512,99,63,413,6.421875,411,0.03125,2.0,,,,,,,,,,,,,,,,,,43
job_665442,0.0,0,64,512,2,1.125,0,0.9688,3553.6445,22041.7308,2564.57,31011,1,8173.3769,0.0508,0.0086,0.0768,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0285,0.0,0.0,1.0,0.0,0.0033,0.25,0.0508,14.9455,51.8056,576.2864,32.8,857.9676,281.6812,0.0946,4.4365,48.5577,340.6085,389.5569,2153.5102,21.1603,340.9042,1738.3506,0,44,62,496,83,60,413,6.661290322580645,413,,,,,,,0.0088,8.5905,,,,,,,,,,,,44
job_665442,0.0,0,64,512,2,1.2031,0,0.9219,3265.6094,21753.6061,1991.9061,31046,1,7954.943,0.0645,0.0059,0.0779,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0234,0.0,0.0,1.0,0.0,0.0028,0.2656,0.0645,14.9641,51.8647,575.2365,33.0,857.9676,282.7311,0.084,4.3381,52.0341,323.9391,376.3528,1721.3545,21.9444,324.2342,1318.7133,0,45,64,512,75,62,437,6.828125,437,,,,,,,,,5.9288,,,,,,,,,,,45
job_665442,0.0,0,64,512,3,1.2812,0,0.9375,3055.5059,20803.6905,1469.4979,30660,1,7938.0939,0.082,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0215,0.0,0.0,1.0,0.0,0.0,0.3125,0.082,15.0172,51.9069,572.0082,33.3,857.9676,285.9594,0.0835,4.4024,49.0487,304.4824,353.9057,2110.5882,23.6305,304.7727,1728.645,0,46,64,512,84,64,428,6.6875,428,,,,,,,0.0086,8.8655,,,,,,,,,,,,46
job_665442,0.0,0,64,512,2,1.0938,0,0.9062,3168.8477,20393.0222,1509.1306,31277,1,7799.7708,0.0879,-0.0057,0.0317,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0239,-0.0,0.0,1.0,0.0,0.0016,0.3125,0.0879,15.0454,51.9489,571.0099,33.4,857.9676,286.9576,0.0723,4.5105,38.3069,301.5151,340.1996,1938.5631,20.5692,301.8199,1573.2792,0,47,62,496,70,62,426,6.854838709677419,425,0.016129032258064516,1.0,,,,,,,,,,,,,,,,,,47
job_665442,0.0,0,64,512,3,1.2344,0,0.8906,2789.0898,22593.3125,1468.8083,30387,1,7499.7521,0.0625,0.0054,0.0705,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0205,0.0,0.0,1.0,0.0,0.0024,0.2812,0.0625,15.1748,52.1106,569.3416,33.6,857.9676,288.626,0.0694,4.2181,44.0702,284.2664,328.6084,1934.7623,21.3574,284.4683,1580.5732,0,48,63,504,72,61,432,6.857142857142857,432,,,,,,,0.0082,8.8011,,,,,,,,,,,,48
job_665442,0.0,0,64,512,2,1.1094,0,0.875,2950.2188,22200.0571,1537.7568,30187,1,7764.5758,0.0684,-0.0038,0.0896,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0195,0.0,0.0,1.0,0.0,0.003,0.1875,0.0684,14.8967,52.1049,567.3762,33.9,857.9676,290.5914,0.109,4.5224,38.8775,267.5912,306.8889,1990.0106,24.6606,267.9018,1653.9126,0,49,64,512,74,63,438,6.84375,438,,,,,,,,,,,,,,,,,,,,49
job_665442,0.0,0,64,512,2,1.0,0,0.9062,2849.5039,20867.0,1846.468,30412,1,7502.0696,0.0527,0.0135,0.1585,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0201,0.0,0.0,1.0,0.0,0.0036,0.2812,0.0527,14.9523,52.1703,565.6843,34.1,857.9676,292.2833,0.0959,4.4261,47.8666,291.3579,339.5654,2067.6726,20.7362,291.6023,1702.9395,0,50,64,512,71,63,440,6.859375,439,0.015625,1.0,,,,,0.0085,8.1311,6.4196,,,0.015625,1.0,,,,,,,50
job_665442,0.0,0,64,512,2,1.0781,0,0.9219,2999.1387,23140.8261,2051.7791,30773,1,7861.7815,0.0449,0.0053,0.0746,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0196,0.0,0.0,1.0,0.0,0.0036,0.25,0.0449,15.1374,52.4918,564.2138,34.2,857.9676,293.7538,0.0765,4.3451,55.9953,320.3913,376.787,2055.8264,22.1486,320.7136,1652.5417,0,51,64,512,81,64,431,6.734375,431,,,,,,,,,,,,,,,,,,,,51
job_665442,0.0,0,64,512,2,1.2969,0,0.9688,3029.0996,18844.75,1974.7229,30513,1,7642.7286,0.0625,-0.0001,0.0309,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0222,0.0,0.0,1.0,0.0,0.002,0.2969,0.0625,15.1295,52.4838,563.5904,34.3,857.9676,294.3772,0.0858,4.4522,48.0109,302.477,350.8653,1952.0873,22.0891,302.768,1574.6726,0,52,63,504,104,61,400,6.349206349206349,400,,,,,,,0.008,8.1584,,,,,,,,,,,,52
job_665442,0.0,0,64,512,3,1.2812,0,0.9375,4303.8984,21060.6667,2328.2096,30373,1,9028.9972,0.1055,-0.0004,0.1114,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0283,0.0,0.0,1.0,0.0,0.004,0.3906,0.1055,15.2133,52.6156,565.0471,34.1,857.9676,292.9205,0.0674,4.6788,54.0249,372.0372,426.4382,1895.8166,20.0,372.3455,1444.6942,0,53,64,512,107,62,405,6.328125,405,,,,,,,,,,,,,,,,,,,,53
job_665442,0.0,0,64,512,3,1.2656,0,0.9531,4038.2031,20528.7193,1972.3582,30709,1,8486.9036,0.1113,-0.0066,0.1182,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0284,0.0,0.0,1.0,0.0,0.0041,0.4062,0.1113,15.3165,52.8245,563.9276,34.3,857.9676,294.04,0.0763,4.518,51.3008,338.4849,390.1408,2121.6477,22.5942,338.7631,1704.39,0,54,64,512,102,62,404,6.296875,403,0.015625,1.0,,,0.09375,6.0,0.0089,8.1862,,,,,,,,,,,,54
job_665442,0.0,0,64,512,2,1.2031,0,0.9688,4057.9336,20640.4583,2342.5,31296,1,8672.1578,0.0938,-0.0074,0.1057,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0288,0.0,0.0,1.0,0.0,0.0036,0.2969,0.0938,15.4248,52.9057,563.0505,34.4,857.9676,294.9171,0.0922,4.633,55.8487,379.3597,435.5265,2030.4286,24.1291,379.585,1566.1321,0,55,63,504,74,63,429,6.809523809523809,429,,,,,,,,,6.3546,,,,,,,,,0.015873015873015872,1.0,55
1 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_ContextLengthExceededError batch_errors/total_ContextLengthExceededError batch_errors/avg_DaytonaError batch_errors/total_DaytonaError batch_errors/avg_AgentTimeoutError batch_errors/total_AgentTimeoutError batch_errors/avg_DaytonaValidationError batch_errors/total_DaytonaValidationError timing/cleanup_old_checkpoints timing/save_checkpoints timing/save_hf_model batch_errors/avg_DaytonaAuthenticationError batch_errors/total_DaytonaAuthenticationError batch_errors/avg_RuntimeError batch_errors/total_RuntimeError batch_errors/avg_BadRequestError batch_errors/total_BadRequestError batch_errors/avg_EnvironmentStartTimeoutError batch_errors/total_EnvironmentStartTimeoutError batch_errors/avg_VerifierTimeoutError batch_errors/total_VerifierTimeoutError global_step
2 job_665437 0.0 0 64 512 0 0.0 0 0.0 11349.9688 22580.7742 10626.1538 30811 1 11492.5734 0.0605 0.0059 0.1379 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.074 0.0 0.0 1.0 0.0 0.0087 0.3125 0.0605 12.6198 50.7038 629.8245 26.6 857.9675 228.143 0.1719 5.8266 95.3526 522.8761 618.6733 5196.8333 18.3245 523.1484 4554.0085 0 1 126 1008 543 110 464 2.6031746031746033 328 1.119047619047619 141.0 0.015873015873015872 2.0 0.007936507936507936 1.0 1
3 job_665437 0.0 0 64 512 1 0.9844 0 0.9844 11598.0488 23352.6071 10918.0331 31129 1 11634.256 0.0547 0.0019 0.104 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0748 0.0 0.0 1.0 0.0 0.0075 0.25 0.0547 13.7325 50.9559 625.2936 27.1 857.9675 232.6739 0.0713 5.7945 93.5595 504.3783 598.3009 2571.1786 18.8207 504.6697 1948.26 0 2 62 496 222 57 274 3.3548387096774195 208 1.1129032258064515 69.0 0.04838709677419355 3.0 72.3958 83.1661 2
4 job_665437 0.0 0 64 512 2 1.6875 1 1.0 9616.832 23228.3871 8739.58 31095 1 11337.0222 0.0605 0.005 0.1221 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0647 0.0 0.0 1.0 0.0 0.0074 0.3125 0.0605 14.3281 51.0302 618.9982 27.9 857.9675 238.9693 0.072 5.266 81.9794 485.583 567.9016 1492.9544 18.2728 485.8498 901.5112 0 3 63 504 188 62 316 3.5873015873015874 226 1.507936507936508 95.0 3
5 job_665437 0.0 0 64 512 3 1.75 1 1.0 8344.4121 21399.1556 7086.4604 31383 1 11438.0109 0.0879 -0.0103 0.1777 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0548 0.0 0.0 1.0 0.0 0.0093 0.4062 0.0879 14.506 51.261 614.4324 28.4 857.9675 243.5351 0.0742 5.254 75.7532 482.7177 558.8002 2604.307 17.6001 482.9725 2022.6498 0 4 62 496 202 60 294 2.774193548387097 172 2.0483870967741935 127.0 0.04838709677419355 3.0 0.0089 12.4763 4
6 job_665437 0.0 0 64 512 3 1.5312 1 1.0 9046.1094 21562.6481 7570.3603 31325 1 11605.7658 0.1055 -0.0012 0.1564 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0612 0.0 0.0 1.0 0.0 0.008 0.4375 0.1055 14.6636 51.4144 610.7278 28.8 857.9675 247.2397 0.0742 5.3358 76.8331 494.4498 571.6047 2193.9348 18.0363 494.6971 1598.9545 0 5 62 496 141 61 348 3.532258064516129 219 2.370967741935484 147.0 0.016129032258064516 1.0 9.0806 0.11290322580645161 7.0 5
7 job_665437 0.0 0 64 512 2 1.4219 1 1.0 6122.6758 20356.6604 4479.1002 31353 1 10363.1029 0.1035 0.0073 0.184 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0426 -0.002 0.0 1.0 0.0 0.007 0.3438 0.1035 15.0129 51.3718 607.0053 29.3 857.9675 250.9622 0.0705 4.9823 67.0112 449.3728 516.7236 2005.3759 17.9401 449.6414 1465.7263 0 6 64 512 140 64 353 2.8125 180 2.671875 171.0 0.03125 2.0 0.0089 8.5757 0.296875 19.0 6
8 job_665437 0.0 0 64 512 3 1.5312 1 1.0 5639.3535 20543.9556 4203.1499 31125 1 9774.0402 0.0879 0.0147 0.1893 -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 0.0426 -0.0034 0.0 1.0 0.0 0.0136 0.3906 0.0879 14.9615 51.363 603.5803 29.6 857.9675 254.3873 0.0697 4.66 52.0849 398.0136 450.4269 2106.1877 22.0007 398.272 1629.0969 0 7 63 504 75 63 429 6.158730158730159 388 0.7142857142857143 45.0 0.031746031746031744 2.0 7
9 job_665437 0.0 0 64 512 2 1.5312 1 1.0 3320.0449 25125.6923 2751.9619 31029 1 8287.569 0.0254 -0.0009 0.0917 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.022 -0.0 0.0 1.0 0.0 0.0037 0.1562 0.0254 14.8983 51.2988 605.2846 29.5 857.9675 252.6829 0.0665 4.4222 37.9972 334.0714 372.3853 1636.3839 20.0642 334.3211 1239.5085 0 8 62 496 104 60 392 6.290322580645161 390 0.12903225806451613 8.0 0.0089 8.5925 8
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57 job_665442 0.0 0 64 512 3 1.2656 0 0.9531 4038.2031 20528.7193 1972.3582 30709 1 8486.9036 0.1113 -0.0066 0.1182 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0284 0.0 0.0 1.0 0.0 0.0041 0.4062 0.1113 15.3165 52.8245 563.9276 34.3 857.9676 294.04 0.0763 4.518 51.3008 338.4849 390.1408 2121.6477 22.5942 338.7631 1704.39 0 54 64 512 102 62 404 6.296875 403 0.015625 1.0 0.09375 6.0 0.0089 8.1862 54
58 job_665442 0.0 0 64 512 2 1.2031 0 0.9688 4057.9336 20640.4583 2342.5 31296 1 8672.1578 0.0938 -0.0074 0.1057 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0288 0.0 0.0 1.0 0.0 0.0036 0.2969 0.0938 15.4248 52.9057 563.0505 34.4 857.9676 294.9171 0.0922 4.633 55.8487 379.3597 435.5265 2030.4286 24.1291 379.585 1566.1321 0 55 63 504 74 63 429 6.809523809523809 429 6.3546 0.015873015873015872 1.0 55

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The following have been reloaded with a version change:
1) GCCcore/.14.3.0 => GCCcore/14.3.0
Lmod is automatically replacing "GCC/14.3.0" with
"nvidia-compilers/25.9-CUDA-13".
Deactivating conda environment: /e/scratch/jureap59/feuer1/miniforge3/envs/otagent
Activating RL environment: /e/scratch/jureap59/feuer1/OpenThoughts-Agent/envs/rl
Python executable: /e/scratch/jureap59/feuer1/OpenThoughts-Agent/envs/rl/bin/python
Python path check: /e/scratch/jureap59/feuer1/OpenThoughts-Agent/envs/rl/bin/python
[ray] RAY_TMPDIR=/tmp/ray/ray_665438
[triton_cache] Triton cache: /tmp/triton_cache_feuer1_665438
[triton_cache] TorchInductor cache: /tmp/torchinductor_cache_feuer1_665438
[proxy] ✓ Found proxychains binary at /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4
[proxy] Setting up SSH tunnel to jpbl-s01-01
[proxy] SSH key: /e/home/jusers/feuer1/jupiter/.ssh/authorized_keys/id_ed25519_jsc
[proxy] Tunnel port: 7003
[proxy] Node IP: 10.128.32.1 (workers will connect here)
[proxy] ✓ SSH tunnel started successfully
[proxy] ✓ Generated proxychains config at /e/home/jusers/feuer1/jupiter/.proxychains/proxychains_665438.conf
[proxy] - Internal traffic (10.x.x.x, 172.x.x.x, 169.254.x.x) → DIRECT
[proxy] - External traffic (internet) → PROXY via tunnel
[proxy] ✓ Daytona timeout settings configured
[proxy] Testing proxy connectivity...
[proxychains] config file found: /e/home/jusers/feuer1/jupiter/.proxychains/proxychains_665438.conf
[proxychains] preloading /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/lib/libproxychains4.so
[proxychains] DLL init: proxychains-ng 4.17-git-9-g78ead0e
[proxy] ✓ Proxy connectivity test passed (huggingface.co reachable via wrapped binary)
[proxy] ⚠ Tunnel not accessible at 10.128.32.1:7003 (workers may fail)
[proxy] ✓ Proxy setup complete (using wrapped binary for Ray workers)
[container_runtime] Using cloud backend: daytona (no local container setup)
=== Universal RL Training Runner ===
Config: /e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/configs/a3-rl-SankalpKJ_swesmith-oracle-filtered_rl_config.json
Working directory: /e/scratch/jureap59/feuer1/OpenThoughts-Agent
Python: /e/scratch/jureap59/feuer1/OpenThoughts-Agent/envs/rl/bin/python
Python version: Python 3.12.12
UV_USE_IO_URING: 0
Proxy: DISABLED (direct internet or not configured)
========================================
=== RLJobRunner: a3-rl-SankalpKJ_swesmith-oracle-filtered ===
[wandb_utils] Fixing permissions on: /e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/wandb
[wandb_utils] WandB directory ready: /e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/wandb
HF_TOKEN=****pDbg
HF_HUB_CACHE=/e/data1/datasets/playground/ot-baf/hf_hub
SUPABASE_URL=https://rpzmyuapoqilpghynmza.s... (direct Supabase config)
Environment configured:
TENSOR_PARALLEL_SIZE=1
NUM_INFERENCE_ENGINES=56
POLICY_NUM_NODES=14
WANDB_DIR=/e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/wandb
Starting Ray cluster with 14 nodes, 4 GPUs/node
Cleaning up existing Ray instances...
=== Starting Ray Cluster ===
Nodes: 14
GPUs per node: 4
CPUs per node: 288
Head node: jpbo-041-01 (10.128.32.1)
Ray port: 6379
============================
Starting Ray head on jpbo-041-01 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_head_jpbo-041-01.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.1 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-041-01 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --head --node-ip-address=10.128.32.1 --port=6379 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray head on jpbo-041-01
Starting Ray worker on jpbo-041-05 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-041-05.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.5 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-041-05 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.5 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 1 on jpbo-041-05
Starting Ray worker on jpbo-041-06 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-041-06.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.6 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-041-06 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.6 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 2 on jpbo-041-06
Starting Ray worker on jpbo-041-07 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-041-07.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.7 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-041-07 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.7 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 3 on jpbo-041-07
Starting Ray worker on jpbo-042-01 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-01.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.49 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-01 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.49 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 4 on jpbo-042-01
Starting Ray worker on jpbo-042-02 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-02.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.50 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-02 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.50 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 5 on jpbo-042-02
Starting Ray worker on jpbo-042-03 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-03.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.51 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-03 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.51 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 6 on jpbo-042-03
Starting Ray worker on jpbo-042-06 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-06.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.54 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-06 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.54 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 7 on jpbo-042-06
Starting Ray worker on jpbo-042-08 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-08.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.56 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-08 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.56 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 8 on jpbo-042-08
Starting Ray worker on jpbo-042-11 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-11.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.59 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-11 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.59 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 9 on jpbo-042-11
Starting Ray worker on jpbo-042-12 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-12.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.60 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-12 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.60 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 10 on jpbo-042-12
Starting Ray worker on jpbo-042-13 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-13.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.61 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-13 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.61 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 11 on jpbo-042-13
Starting Ray worker on jpbo-042-15 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-15.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.63 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-15 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.63 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 12 on jpbo-042-15
Starting Ray worker on jpbo-042-16 (logging to /e/data1/datasets/playground/ot-baf/experiments/_ray_logs/ray_worker_jpbo-042-16.log)...
Command: srun --export=ALL,VLLM_HOST_IP=10.128.32.64 --nodes=1 --ntasks=1 --gres=gpu:4 --gpu-bind=none --overlap --cpu-bind=none -w jpbo-042-16 bash -c /e/scratch/jureap59/feuer1/proxychains-ng-aarch64/bin/proxychains4 -f "$PROXYCHAINS_CONF_FILE" ray start --address=10.128.32.1:6379 --node-ip-address=10.128.32.64 --num-gpus=4 --num-cpus=288 --block --object-store-memory=42949672960
Started Ray worker 13 on jpbo-042-16
Waiting for cluster (56 GPUs, 14 nodes)...
Connecting to Ray at 10.128.32.1:6379 (expecting 14 nodes, 56.0 GPUs)
[Ray wait] Connection attempt failed:
[Ray wait] Retrying in 10s...
srun stderr: 2026-06-09 10:05:27,649 INFO worker.py:1821 -- Connecting to existing Ray cluster at address: 10.128.32.1:6379...
[2026-06-09 10:05:32,654 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:06:02,655 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:06:08,659 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:06:38,659 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:06:44,662 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:07:14,663 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:07:20,666 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:07:50,667 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:07:56,669 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:08:26,670 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:08:32,673 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:09:02,673 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:09:08,676 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:09:38,677 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:09:44,679 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:10:14,680 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:10:20,684 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:10:50,685 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:10:56,687 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:11:26,688 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:11:32,690 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:12:02,691 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:12:08,694 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:12:38,694 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:12:44,696 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:13:14,697 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:13:20,700 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:13:50,701 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:13:56,704 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:14:26,704 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:14:32,708 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:15:02,709 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:15:08,711 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:15:38,712 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:15:44,715 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:16:14,715 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:16:20,718 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:16:50,719 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
[2026-06-09 10:16:56,722 W 314444 314444] rpc_client.h:153: Failed to connect to GCS at address 10.128.32.1:6379 within 5 seconds.
[2026-06-09 10:17:26,722 W 314444 314444] gcs_client.cc:205: Failed to get cluster ID from GCS server: TimedOut: Timed out while waiting for GCS to become available.
Traceback (most recent call last):
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/scripts/ray/wait_for_cluster.py", line 116, in <module>
main()
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/scripts/ray/wait_for_cluster.py", line 106, in main
wait_for_cluster(
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/scripts/ray/wait_for_cluster.py", line 73, in wait_for_cluster
raise TimeoutError(
TimeoutError: Could not connect to Ray cluster at 10.128.32.1:6379 within 600 seconds
srun: error: jpbo-041-01: task 0: Exited with exit code 1
RL job failed: Ray cluster failed to start within 600s (last error: Command '['srun', '--export=ALL,WANDB_MODE=offline,GLOO_USE_IPV6=0,NCCL_SOCKET_FAMILY=AF_INET,VLLM_FORCE_IPV4=1,VLLM_SKIP_FLAG_DISCOVERY=1,SKYRL_ENABLE_NUMA_AFFINITY=1,DISABLE_AIOHTTP_TRANSPORT=True,VLLM_ALLREDUCE_USE_SYMM_MEM=0,TORCH_CUDNN_SDPA_ENABLED=0,PYTHONFAULTHANDLER=1,TORCH_NCCL_ASYNC_ERROR_HANDLING=1,TORCH_NCCL_HEARTBEAT_TIMEOUT_SEC=1800,TORCH_NCCL_BLOCKING_WAIT_TIMEOUT_MS=1800000,VLLM_MQ_MAX_CHUNKS=240,OT_AGENT_RAY_LOG_DIR=/e/data1/datasets/playground/ot-baf/experiments/_ray_logs', '--nodes=1', '--ntasks=1', '--overlap', '--cpu-bind=none', '-w', 'jpbo-041-01', 'bash', '-c', 'unset LD_PRELOAD PROXYCHAINS_CONF_FILE 2>/dev/null; /e/scratch/jureap59/feuer1/OpenThoughts-Agent/envs/rl/bin/python scripts/ray/wait_for_cluster.py --address 10.128.32.1:6379 --expected-gpus 56 --expected-nodes 14 --timeout 600 --poll-interval 10']' returned non-zero exit status 1.)
Traceback (most recent call last):
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/hpc/ray_utils.py", line 651, in _wait_for_cluster
result = subprocess.run(
^^^^^^^^^^^^^^^
File "/e/scratch/jureap59/feuer1/miniforge3/lib/python3.12/subprocess.py", line 571, in run
raise CalledProcessError(retcode, process.args,
subprocess.CalledProcessError: Command '['srun', '--export=ALL,WANDB_MODE=offline,GLOO_USE_IPV6=0,NCCL_SOCKET_FAMILY=AF_INET,VLLM_FORCE_IPV4=1,VLLM_SKIP_FLAG_DISCOVERY=1,SKYRL_ENABLE_NUMA_AFFINITY=1,DISABLE_AIOHTTP_TRANSPORT=True,VLLM_ALLREDUCE_USE_SYMM_MEM=0,TORCH_CUDNN_SDPA_ENABLED=0,PYTHONFAULTHANDLER=1,TORCH_NCCL_ASYNC_ERROR_HANDLING=1,TORCH_NCCL_HEARTBEAT_TIMEOUT_SEC=1800,TORCH_NCCL_BLOCKING_WAIT_TIMEOUT_MS=1800000,VLLM_MQ_MAX_CHUNKS=240,OT_AGENT_RAY_LOG_DIR=/e/data1/datasets/playground/ot-baf/experiments/_ray_logs', '--nodes=1', '--ntasks=1', '--overlap', '--cpu-bind=none', '-w', 'jpbo-041-01', 'bash', '-c', 'unset LD_PRELOAD PROXYCHAINS_CONF_FILE 2>/dev/null; /e/scratch/jureap59/feuer1/OpenThoughts-Agent/envs/rl/bin/python scripts/ray/wait_for_cluster.py --address 10.128.32.1:6379 --expected-gpus 56 --expected-nodes 14 --timeout 600 --poll-interval 10']' returned non-zero exit status 1.
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/hpc/rl_launch_utils.py", line 1346, in run
training_exit_code = self._run_with_ray()
^^^^^^^^^^^^^^^^^^^^
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/hpc/rl_launch_utils.py", line 1593, in _run_with_ray
with RayCluster.from_slurm(ray_cfg) as ray_cluster:
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/hpc/ray_utils.py", line 888, in __enter__
self.start()
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/hpc/ray_utils.py", line 377, in start
self._wait_for_cluster()
File "/e/scratch/jureap59/feuer1/OpenThoughts-Agent/hpc/ray_utils.py", line 679, in _wait_for_cluster
raise RuntimeError(
RuntimeError: Ray cluster failed to start within 600s (last error: Command '['srun', '--export=ALL,WANDB_MODE=offline,GLOO_USE_IPV6=0,NCCL_SOCKET_FAMILY=AF_INET,VLLM_FORCE_IPV4=1,VLLM_SKIP_FLAG_DISCOVERY=1,SKYRL_ENABLE_NUMA_AFFINITY=1,DISABLE_AIOHTTP_TRANSPORT=True,VLLM_ALLREDUCE_USE_SYMM_MEM=0,TORCH_CUDNN_SDPA_ENABLED=0,PYTHONFAULTHANDLER=1,TORCH_NCCL_ASYNC_ERROR_HANDLING=1,TORCH_NCCL_HEARTBEAT_TIMEOUT_SEC=1800,TORCH_NCCL_BLOCKING_WAIT_TIMEOUT_MS=1800000,VLLM_MQ_MAX_CHUNKS=240,OT_AGENT_RAY_LOG_DIR=/e/data1/datasets/playground/ot-baf/experiments/_ray_logs', '--nodes=1', '--ntasks=1', '--overlap', '--cpu-bind=none', '-w', 'jpbo-041-01', 'bash', '-c', 'unset LD_PRELOAD PROXYCHAINS_CONF_FILE 2>/dev/null; /e/scratch/jureap59/feuer1/OpenThoughts-Agent/envs/rl/bin/python scripts/ray/wait_for_cluster.py --address 10.128.32.1:6379 --expected-gpus 56 --expected-nodes 14 --timeout 600 --poll-interval 10']' returned non-zero exit status 1.)
[RLJobRunner] Crash detected (exit!=0) — preserving Ray logs to /e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/a3-rl-SankalpKJ_swesmith-oracle-filtered/ray_logs BEFORE trace upload (so a wall-clock kill can't lose crash evidence)...
Collecting Ray logs from worker jpbo-041-05...
Collecting Ray logs from worker jpbo-041-06...
Collecting Ray logs from worker jpbo-041-07...
Collecting Ray logs from worker jpbo-042-01...
Collecting Ray logs from worker jpbo-042-02...
Collecting Ray logs from worker jpbo-042-03...
Collecting Ray logs from worker jpbo-042-06...
WARNING: Failed to collect logs from jpbo-042-06
Collecting Ray logs from worker jpbo-042-08...
WARNING: Failed to collect logs from jpbo-042-08
Collecting Ray logs from worker jpbo-042-11...
WARNING: Failed to collect logs from jpbo-042-11
Collecting Ray logs from worker jpbo-042-12...
WARNING: Failed to collect logs from jpbo-042-12
Collecting Ray logs from worker jpbo-042-13...
WARNING: Failed to collect logs from jpbo-042-13
Collecting Ray logs from worker jpbo-042-15...
WARNING: Failed to collect logs from jpbo-042-15
Collecting Ray logs from worker jpbo-042-16...
WARNING: Failed to collect logs from jpbo-042-16
[RLJobRunner] Crash-time Ray log preservation complete.
[RLJobRunner] Launching trace upload (training exit code: 1):
repo_id: DCAgent/a3-rl-SankalpKJ_swesmith-oracle-filtered
job_dir: /e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/a3-rl-SankalpKJ_swesmith-oracle-filtered
episodes: last
log: /e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/logs/a3-rl-SankalpKJ_swesmith-oracle-filtered_trace_upload.log
[RLJobRunner] Waiting for trace upload to complete...
[RLJobRunner] Trace upload failed with exit code 1.
Preserving Ray logs to /e/data1/datasets/playground/ot-baf/a3-rl-SankalpKJ_swesmith-oracle-filtered/ray_logs/
Collecting Ray logs from worker jpbo-041-05...
Collecting Ray logs from worker jpbo-041-06...
Collecting Ray logs from worker jpbo-041-07...
Collecting Ray logs from worker jpbo-042-01...
Collecting Ray logs from worker jpbo-042-02...
Collecting Ray logs from worker jpbo-042-03...
Collecting Ray logs from worker jpbo-042-06...
WARNING: Failed to collect logs from jpbo-042-06
Collecting Ray logs from worker jpbo-042-08...
WARNING: Failed to collect logs from jpbo-042-08
Collecting Ray logs from worker jpbo-042-11...
WARNING: Failed to collect logs from jpbo-042-11
Collecting Ray logs from worker jpbo-042-12...
WARNING: Failed to collect logs from jpbo-042-12
Collecting Ray logs from worker jpbo-042-13...
WARNING: Failed to collect logs from jpbo-042-13
Collecting Ray logs from worker jpbo-042-15...
WARNING: Failed to collect logs from jpbo-042-15
Collecting Ray logs from worker jpbo-042-16...
WARNING: Failed to collect logs from jpbo-042-16
Ray log preservation complete

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The following have been reloaded with a version change:
1) GCCcore/.14.3.0 => GCCcore/14.3.0
Lmod is automatically replacing "GCC/14.3.0" with
"nvidia-compilers/25.9-CUDA-13".
Deactivating conda environment: /e/scratch/jureap59/feuer1/miniforge3/envs/otagent
Warning: RL environment not found at /e/home/jusers/feuer1/jupiter/envs/rl
Run ./hpc/setup_rl_env.sh to create it, or set DCFT_RL_ENV
/usr/bin/which: no python in (/e/software/default/stages/2026/software/nvidia-compilers/25.9-CUDA-13/Linux_aarch64/25.9/compilers/bin:/e/software/default/stages/2026/software/numactl/2.0.19-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/GCCcore/14.3.0/bin:/e/software/default/stages/2026/software/CUDA/13/nvvm/bin:/e/software/default/stages/2026/software/CUDA/13/bin:/e/scratch/jureap59/feuer1/miniforge3/condabin:/e/software/default/stages/2026/software/make/4.4.1-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/binutils/2.44-GCCcore-14.3.0/bin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/opt/jsc/bin:/usr/local/jsc/bin:/opt/parastation/bin:/e/software/default/bin)
Python executable:
/var/spool/slurmd/job735237/slurm_script: line 128: python: command not found
Python path check:
[ray] RAY_TMPDIR=/tmp/ray/ray_735237
/var/spool/slurmd/job735237/slurm_script: line 257: /e/home/jusers/feuer1/jupiter/hpc/shell_utils/triton_cache.sh: No such file or directory

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The following have been reloaded with a version change:
1) GCCcore/.14.3.0 => GCCcore/14.3.0
Lmod is automatically replacing "GCC/14.3.0" with
"nvidia-compilers/25.9-CUDA-13".
Deactivating conda environment: /e/scratch/jureap59/feuer1/miniforge3/envs/otagent
Warning: RL environment not found at /e/home/jusers/feuer1/jupiter/envs/rl
Run ./hpc/setup_rl_env.sh to create it, or set DCFT_RL_ENV
/usr/bin/which: no python in (/e/software/default/stages/2026/software/nvidia-compilers/25.9-CUDA-13/Linux_aarch64/25.9/compilers/bin:/e/software/default/stages/2026/software/numactl/2.0.19-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/GCCcore/14.3.0/bin:/e/software/default/stages/2026/software/CUDA/13/nvvm/bin:/e/software/default/stages/2026/software/CUDA/13/bin:/e/scratch/jureap59/feuer1/miniforge3/condabin:/e/software/default/stages/2026/software/make/4.4.1-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/binutils/2.44-GCCcore-14.3.0/bin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/opt/jsc/bin:/usr/local/jsc/bin:/opt/parastation/bin:/e/software/default/bin)
Python executable:
/var/spool/slurmd/job735238/slurm_script: line 128: python: command not found
Python path check:
[ray] RAY_TMPDIR=/tmp/ray/ray_735238
/var/spool/slurmd/job735238/slurm_script: line 257: /e/home/jusers/feuer1/jupiter/hpc/shell_utils/triton_cache.sh: No such file or directory

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@@ -0,0 +1,17 @@
The following have been reloaded with a version change:
1) GCCcore/.14.3.0 => GCCcore/14.3.0
Lmod is automatically replacing "GCC/14.3.0" with
"nvidia-compilers/25.9-CUDA-13".
Deactivating conda environment: /e/scratch/jureap59/feuer1/miniforge3/envs/otagent
Warning: RL environment not found at /e/home/jusers/feuer1/jupiter/envs/rl
Run ./hpc/setup_rl_env.sh to create it, or set DCFT_RL_ENV
/usr/bin/which: no python in (/e/software/default/stages/2026/software/nvidia-compilers/25.9-CUDA-13/Linux_aarch64/25.9/compilers/bin:/e/software/default/stages/2026/software/numactl/2.0.19-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/GCCcore/14.3.0/bin:/e/software/default/stages/2026/software/CUDA/13/nvvm/bin:/e/software/default/stages/2026/software/CUDA/13/bin:/e/scratch/jureap59/feuer1/miniforge3/condabin:/e/software/default/stages/2026/software/make/4.4.1-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/binutils/2.44-GCCcore-14.3.0/bin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/opt/jsc/bin:/usr/local/jsc/bin:/opt/parastation/bin:/e/software/default/bin)
Python executable:
/var/spool/slurmd/job735239/slurm_script: line 128: python: command not found
Python path check:
[ray] RAY_TMPDIR=/tmp/ray/ray_735239
/var/spool/slurmd/job735239/slurm_script: line 257: /e/home/jusers/feuer1/jupiter/hpc/shell_utils/triton_cache.sh: No such file or directory

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@@ -0,0 +1,17 @@
The following have been reloaded with a version change:
1) GCCcore/.14.3.0 => GCCcore/14.3.0
Lmod is automatically replacing "GCC/14.3.0" with
"nvidia-compilers/25.9-CUDA-13".
Deactivating conda environment: /e/scratch/jureap59/feuer1/miniforge3/envs/otagent
Warning: RL environment not found at /e/home/jusers/feuer1/jupiter/envs/rl
Run ./hpc/setup_rl_env.sh to create it, or set DCFT_RL_ENV
/usr/bin/which: no python in (/e/software/default/stages/2026/software/nvidia-compilers/25.9-CUDA-13/Linux_aarch64/25.9/compilers/bin:/e/software/default/stages/2026/software/numactl/2.0.19-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/GCCcore/14.3.0/bin:/e/software/default/stages/2026/software/CUDA/13/nvvm/bin:/e/software/default/stages/2026/software/CUDA/13/bin:/e/scratch/jureap59/feuer1/miniforge3/condabin:/e/software/default/stages/2026/software/make/4.4.1-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/binutils/2.44-GCCcore-14.3.0/bin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/opt/jsc/bin:/usr/local/jsc/bin:/opt/parastation/bin:/e/software/default/bin)
Python executable:
/var/spool/slurmd/job735240/slurm_script: line 128: python: command not found
Python path check:
[ray] RAY_TMPDIR=/tmp/ray/ray_735240
/var/spool/slurmd/job735240/slurm_script: line 257: /e/home/jusers/feuer1/jupiter/hpc/shell_utils/triton_cache.sh: No such file or directory

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@@ -0,0 +1,17 @@
The following have been reloaded with a version change:
1) GCCcore/.14.3.0 => GCCcore/14.3.0
Lmod is automatically replacing "GCC/14.3.0" with
"nvidia-compilers/25.9-CUDA-13".
Deactivating conda environment: /e/scratch/jureap59/feuer1/miniforge3/envs/otagent
Warning: RL environment not found at /e/home/jusers/feuer1/jupiter/envs/rl
Run ./hpc/setup_rl_env.sh to create it, or set DCFT_RL_ENV
/usr/bin/which: no python in (/e/software/default/stages/2026/software/nvidia-compilers/25.9-CUDA-13/Linux_aarch64/25.9/compilers/bin:/e/software/default/stages/2026/software/numactl/2.0.19-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/GCCcore/14.3.0/bin:/e/software/default/stages/2026/software/CUDA/13/nvvm/bin:/e/software/default/stages/2026/software/CUDA/13/bin:/e/scratch/jureap59/feuer1/miniforge3/condabin:/e/software/default/stages/2026/software/make/4.4.1-GCCcore-14.3.0/bin:/e/software/default/stages/2026/software/binutils/2.44-GCCcore-14.3.0/bin:/usr/local/bin:/usr/bin:/usr/local/sbin:/usr/sbin:/opt/jsc/bin:/usr/local/jsc/bin:/opt/parastation/bin:/e/software/default/bin)
Python executable:
/var/spool/slurmd/job735241/slurm_script: line 128: python: command not found
Python path check:
[ray] RAY_TMPDIR=/tmp/ray/ray_735241
/var/spool/slurmd/job735241/slurm_script: line 257: /e/home/jusers/feuer1/jupiter/hpc/shell_utils/triton_cache.sh: No such file or directory

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