a3-rl-DCAgent_code-contests-noblock-5-8B/training_logs/20260525_110326_metrics_job_485099.csv

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_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError	batch_errors/avg_AgentEnvironmentTimeoutError	batch_errors/total_AgentEnvironmentTimeoutError	batch_errors/avg_DaytonaNotFoundError	batch_errors/total_DaytonaNotFoundError	batch_errors/avg_VerifierRuntimeError	batch_errors/total_VerifierRuntimeError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_RuntimeError	batch_errors/total_RuntimeError	batch_errors/avg_DaytonaValidationError	batch_errors/total_DaytonaValidationError	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	timing/cleanup_old_checkpoints	timing/save_checkpoints	timing/save_hf_model	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError
2	0.0	0	64	512	0	0.0	0	0.0	147.9727	3584.3333	1.0	8768	1	798.0622	0.041	0.4413	0.4415	-0.0003	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0052	-0.0178	0.0	1.0	0.0	0.0083	0.1719	0.041	6.1133	79.7606	624.197	27.2	857.9676	233.7706	0.1201	1.388	9.9059	57.0489	67.2439	8192.8398	18.3161	57.2174	8105.8915	0	1	128	1024	55	128	732	1.625	208	5.6640625	725	0.046875	6	0.15625	20	0.0234375	3.0	0.015625	2.0	0.0078125	1.0	0.0078125	1.0	0.0234375	3.0
3	0.0	0	64	512	1	0.8438	0	0.8438	240.5703	3608.6471	1.0	11048	1	1028.2547	0.0664	0.3248	0.325	-0.0002	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0092	-0.0156	0.0	1.0	0.0	0.0059	0.2344	0.0664	6.7781	78.2899	614.3554	28.4	857.9676	243.6122	0.0338	1.6116	7.28	59.443	66.9312	7137.673	17.9631	59.6169	7051.1656	0	2	64	512	38	64	448	0.28125	18	6.875	440	0.03125	2	0.09375	6	0.03125	2.0							0.09375	6.0	18.2883	37.3028
4	0.0	0	64	512	2	1.0156	1	1.0	282.0371	3787.6053	1.0	9828	1	1115.4254	0.0742	0.1271	0.1271	-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	0.0101	-0.0065	0.0	1.0	0.0	0.003	0.2656	0.0742	7.0157	78.3694	616.362	28.2	857.9676	241.6056	0.0345	1.5826	6.4797	60.6694	67.4008	614.3507	19.0175	60.8861	526.3485	0	3	64	512	7	64	452	0.6875	44	7.0	448	0.015625	1	0.125	8							0.015625	1.0	0.046875	3.0
5	0.0	0	64	512	2	1.2031	0	0.6094	64.5625	4650.1429	1.0	10031	1	636.5514	0.0137	0.0703	0.0703	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0018	-0.002	0.0	1.0	0.0	0.0028	0.0938	0.0137	7.3373	78.4666	619.0092	27.9	857.9676	238.9584	0.0351	1.6766	4.2416	48.7129	53.1303	7011.6209	18.0381	48.8532	6938.7746	0	4	64	512	59	64	403	0.671875	43	6.203125	397	0.015625	1	0.09375	6	0.015625	1.0					0.015625	1.0	0.0625	4.0	0.0088	18.0874
6	0.0	0	64	512	1	1.0	1	1.0	278.7383	2411.2034	1.0	4957	1	815.5083	0.1152	0.0935	0.0935	-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	0.0131	-0.0088	0.0	1.0	0.0	0.0065	0.2344	0.1152	7.5183	78.4538	621.5787	27.6	857.9676	236.3889	0.0216	1.0094	6.7753	55.4016	62.3349	734.6954	18.4983	55.5375	652.851	0	5	30	240	9	30	205	0.6666666666666666	20	6.733333333333333	202	0.06666666666666667	2	0.1	3							0.1	3.0					10.5996	0.03333333333333333	1.0