a3-rl-DCAgent_code-contests-noblock-5-8B/training_logs/20260525_110326_metrics_job_496420.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_AgentEnvironmentTimeoutError	batch_errors/total_AgentEnvironmentTimeoutError	batch_errors/avg_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError	batch_errors/avg_VerifierRuntimeError	batch_errors/total_VerifierRuntimeError	batch_errors/avg_DaytonaNotFoundError	batch_errors/total_DaytonaNotFoundError	timing/cleanup_old_checkpoints	timing/save_checkpoints	timing/save_hf_model	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError	batch_errors/avg_EnvironmentStartTimeoutError	batch_errors/total_EnvironmentStartTimeoutError	batch_errors/avg_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	batch_errors/avg_OSError	batch_errors/total_OSError
2	0.0	0	64	512	1	0.0781	0	0.0781	653.5195	2983.9464	1.0	5734	1	1308.6167	0.2188	0.1993	0.1994	-0.0007	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0182	-0.0471	0.0	1.0	0.0	0.0159	0.4407	0.2188	5.3781	78.0601	578.2307	32.6	857.9687	279.738	0.1498	1.2614	15.3459	70.951	86.6201	8067.2067	17.8581	71.1238	7961.4669	0	19	64	512	41	63	350	5.46875	350	1.765625	113	0.109375	7.0	0.015625	1.0
3	0.0	0	64	512	1	0.9844	0	0.9844	239.9746	2985.2683	1.0	7404	1	907.8881	0.0801	0.189	0.1892	-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	0.0065	-0.0203	0.0	1.0	0.0	0.0128	0.2031	0.0801	6.1016	78.1429	575.9431	32.9	857.9687	282.0256	0.0214	1.1741	6.3743	55.4754	61.9992	3380.5934	20.0199	55.6031	3297.3986	0	20	64	512	51	64	338	5.25	336	1.65625	106	0.25	16.0	0.015625	1.0	14.3752	21.9845	6.5064	0.015625	1.0	0.015625	1.0
4	0.0	0	64	512	2	0.5156	0	0.3906	315.1094	3154.4118	1.0	9754	1	1083.8644	0.0996	0.2996	0.2998	-0.0005	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.008	-0.032	0.0	1.0	0.0	0.0127	0.3281	0.0996	7.1946	78.3005	574.6356	33.0	857.9687	283.3331	0.028	1.3808	8.0318	63.7157	71.9046	4118.8329	18.1954	63.8445	4027.3507	0	21	64	512	36	64	375	5.8125	372	1.375	88	0.203125	13.0								0.03125	2.0	0.015625	1.0
5	0.0	0	64	512	2	0.9375	0	0.8125	291.4688	4132.1111	1.0	9690	1	1175.4698	0.0703	0.3601	0.3603	-0.0004	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0069	-0.0247	0.0	1.0	0.0	0.0179	0.25	0.0703	7.7303	78.4548	578.4616	32.6	857.9687	279.5071	0.0229	1.429	6.5012	63.062	69.7119	5101.1025	18.1771	63.1874	5011.7831	0	22	64	512	48	64	397	6.09375	390	0.921875	59	0.125	8.0			0.0075	8.179				0.078125	5.0	0.03125	2.0
6	0.0	0	64	512	2	1.0469	0	0.9375	275.9121	2933.3958	1.0	6046	1	913.748	0.0938	0.2557	0.2558	-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	0.0063	-0.0223	0.0	1.0	0.0	0.0135	0.2656	0.0938	8.0687	78.5605	580.3864	32.4	857.9687	277.5823	0.0178	0.9376	6.7391	56.9606	63.8352	2467.0192	19.0252	57.0779	2383.2198	0	23	64	512	40	63	411	6.40625	410	0.671875	43	0.265625	17.0	0.015625	1.0						0.015625	1.0
7	0.0	0	64	512	2	1.0938	0	0.6562	288.5996	3682.275	1.0	12853	1	1174.4942	0.0781	0.0673	0.0674	-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	0.0057	-0.0049	0.0	1.0	0.0	0.0038	0.2344	0.0781	9.5992	78.8051	579.6128	32.4	857.9687	278.3559	0.0326	1.8242	7.2937	60.7161	68.1634	6306.534	19.4669	60.8368	6217.079	0	24	65	520	28	65	417	6.3538461538461535	413	0.9076923076923077	59	0.18461538461538463	12.0			0.0078	7.3895				0.03076923076923077	2.0	0.015384615384615385	1.0	0.06153846153846154	4.0	0.015384615384615385	1.0
8	0.0	0	64	512	1	1.0	1	1.0	246.5586	4491.2143	1.0	12979	1	1246.6552	0.0547	0.2752	0.2754	-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	0.0042	-0.0133	0.0	1.0	0.0	0.0082	0.2188	0.0547	11.0213	91.3057	577.4506	32.7	857.9687	280.5181	0.0334	187.2975	10.0277	62.1765	72.3976	4522.0533	18.6719	62.3361	4243.6845	0	25	69	552	29	68	458	6.594202898550725	455	0.7391304347826086	51	0.13043478260869565	9.0	0.014492753623188406	1.0			5.8497					0.043478260869565216	3.0	0.028985507246376812	2.0			0.014492753623188406	1.0	0.014492753623188406	1.0
9	0.0	0	64	512	2	1.0938	0	0.6406	164.248	3096.6667	1.0	12519	1	866.242	0.0527	0.0251	0.0252	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0035	-0.0026	0.0	1.0	0.0	0.0064	0.1875	0.0527	12.0359	94.4252	576.9232	32.8	857.9687	281.0455	0.0497	1.8339	5.7861	53.1165	59.0761	6927.7034	19.1025	53.24	6847.6862	0	26	10	80	1	10	74	7.4	74	0.5	5					0.0131	8.0356