a3-rl-DCAgent_code-contests-noblock-5-8B/training_logs/20260525_110326_metrics_job_485100.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/save_hf_model	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_VerifierRuntimeError	batch_errors/total_VerifierRuntimeError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_DaytonaNotFoundError	batch_errors/total_DaytonaNotFoundError	timing/cleanup_old_checkpoints	timing/save_checkpoints	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError
2	0.0	0	64	512	1	0.0938	0	0.0938	412.1523	2807.8	1.0	7118	1	1116.6463	0.1465	0.2626	0.2628	-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	0.017	-0.0348	0.0	1.0	0.0	0.0117	0.3276	0.1465	5.5805	78.1037	621.3371	27.6	857.9687	236.6316	0.0318	1.4004	10.3685	66.7561	77.3071	6.9408	8132.7122	17.8846	66.9061	8036.1198	0	5	64	512	17	64	376	1.6875	108	5.828125	373	0.125	8	0.046875	3.0	0.046875	3.0
3	0.0	0	64	512	1	0.9844	0	0.9844	122.9082	3672.5882	1.0	7301	1	700.1298	0.0332	0.4107	0.411	-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	0.0043	-0.016	0.0	1.0	0.0	0.0091	0.1562	0.0332	6.132	78.1099	617.5232	28.0	857.9687	240.4455	0.0258	1.1294	4.1778	49.7199	54.0518		3465.0549	19.1569	49.8478	3390.7157	0	6	64	512	12	64	390	1.53125	98	6.078125	389	0.171875	11			0.015625	1.0	14.3648	22.1469	0.015625	1.0
4	0.0	0	64	512	2	0.1719	0	0.1406	81.3242	3428.1667	1.0	8024	1	580.4928	0.0234	0.4151	0.4154	-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	0.003	-0.0109	0.0	1.0	0.0	0.0071	0.1406	0.0234	6.3622	78.2129	616.5064	28.1	857.9687	241.4623	0.022	1.147	4.0974	47.8918	52.1402		3987.006	18.7017	48.0205	3915.0159	0	7	64	512	9	64	412	1.3125	84	6.421875	411	0.09375	6	0.015625	1.0	0.015625	1.0
5	0.0	0	64	512	2	0.7969	0	0.7656	53.543	2990.1111	1.0	4963	1	409.6074	0.0176	0.401	0.4013	-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	0.002	-0.0074	0.0	1.0	0.0	0.0064	0.0938	0.0176	6.5256	78.4167	614.7823	28.3	857.9687	243.1863	0.0175	0.8755	3.0976	44.8012	48.0435		6656.3028	28.5894	44.928	6578.7926	0	8	64	512	12	64	429	1.0625	68	6.640625	425	0.03125	2	0.03125	2.0	0.015625	1.0	0.0078	44.8581	0.03125	2.0
6	0.0	0	64	512	2	1.0156	1	1.0	83.5977	3525.1667	1.0	7387	1	595.6285	0.0234	0.2611	0.2612	-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	0.0032	-0.0059	0.0	1.0	0.0	0.0055	0.125	0.0234	6.8361	78.5227	617.8079	28.0	857.9687	240.1608	0.0187	1.2451	4.908	48.4858	53.5378		1287.2347	18.8851	48.6107	1213.5661	0	9	64	512	42	64	369	1.515625	97	5.71875	366	0.03125	2			0.03125	2.0			0.046875	3.0
7	0.0	0	64	512	2	0.9688	0	0.5	318.5254	3871.7857	1.0	12427	1	1252.0624	0.082	0.403	0.4032	-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	0.0093	-0.0298	0.0	1.0	0.0	0.0096	0.2344	0.082	8.9127	78.948	613.9305	28.4	857.9687	244.0382	0.0353	1.8739	8.9165	64.647	73.728	6.0594	6403.6413	18.6729	64.7757	6309.3653	0	10	64	512	40	64	407	0.875	56	6.359375	407	0.140625	9					0.0087	8.1786
8	0.0	0	64	512	3	1.0312	1	1.0	350.1328	4469.9	1.0	31001	1	1779.2004	0.0781	0.213	0.2131	-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	0.008	-0.015	0.0	1.0	0.0	0.007	0.1719	0.0781	14.811	79.299	605.6735	29.4	857.9687	252.2952	0.0625	4.1888	10.3455	76.4064	86.9738		1527.2608	18.4561	76.5655	1417.6404	0	11	64	512	41	64	376	1.34375	86	5.828125	373	0.109375	7	0.015625	1.0	0.03125	2.0			0.03125	2.0
9	0.0	0	64	512	2	0.8125	0	0.4844	282.1934	3512.4878	1.0	12815	1	1173.8704	0.0801	0.2652	0.2654	-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	0.0088	-0.0229	0.0	1.0	0.0	0.0105	0.25	0.0801	14.8054	78.8495	604.8915	29.5	857.9687	253.0771	0.0379	1.7768	6.4211	60.7211	67.3241		6140.8745	18.7329	60.8648	6053.0375	0	12	64	512	33	64	421	0.734375	47	6.546875	419	0.125	8			0.046875	3.0	0.008	7.973	0.03125	2.0
10	0.0	0	64	512	3	1.1875	1	1.0	217.332	3357.4242	1.0	6149	1	875.1285	0.0645	0.1964	0.1965	-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	0.0069	-0.0111	0.0	1.0	0.0	0.0056	0.2344	0.0645	15.0007	78.8141	604.7684	29.5	857.9687	253.2003	0.0234	0.9449	4.7579	55.747	60.6653		2012.3998	19.4214	55.8837	1931.3665	0	13	19	152	22	18	102	1.368421052631579	26	5.368421052631579	102	0.10526315789473684	2