a3-rl-DCAgent_code-contests-noblock-5-8B/training_logs/20260525_110326_metrics_job_496421.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_VerifierRuntimeError	batch_errors/total_VerifierRuntimeError	batch_errors/avg_DaytonaNotFoundError	batch_errors/total_DaytonaNotFoundError	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	timing/cleanup_old_checkpoints	timing/save_checkpoints	timing/save_hf_model	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError
2	0.0	0	64	512	3	0.2656	0	0.2344	621.6914	2563.8548	1.0	10562	1	1338.5955	0.2422	0.2196	0.2197	-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	0.0148	-0.0466	0.0	1.0	0.0	0.0201	0.4898	0.2422	7.1583	79.2762	627.8784	26.8	857.9687	230.0903	0.0496	1.7229	14.7315	75.4634	90.3725	8113.4798	18.0581	75.5904	8003.326	0	27	64	512	30	64	383	1.34375	86	5.96875	382	0.171875	11.0	0.03125	2.0	0.015625	1.0
3	0.0	0	64	512	1	1.0	1	1.0	180.2852	3060.8	1.0	7383	1	805.1102	0.0586	0.4541	0.4545	-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	0.0039	-0.0311	0.0	1.0	0.0	0.0178	0.25	0.0586	7.4612	79.269	624.4182	27.2	857.9687	233.5505	0.0232	1.1905	4.8432	55.2708	60.2711	351.8545	18.7774	55.4044	271.6141	0	28	64	512	62	63	357	1.328125	85	5.53125	354	0.125	8.0			0.046875	3.0	8.3981	16.1295
4	0.0	0	64	512	2	0.6562	0	0.3281	337.166	2777.0806	1.0	8959	1	1036.1541	0.1211	0.1954	0.1956	-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	0.0066	-0.0229	0.0	1.0	0.0	0.0141	0.2656	0.1211	7.748	78.3633	621.6158	27.5	857.9687	236.3529	0.0248	1.4652	6.745	58.8652	65.844	7096.5807	19.6954	59.074	7009.5751	0	29	64	512	27	64	394	1.109375	71	6.109375	391	0.296875	19.0	0.015625	1.0	0.046875	3.0
5	0.0	0	64	512	3	1.0312	0	0.9844	217.6387	4109.1111	1.0	6682	1	963.5862	0.0527	0.0823	0.0823	-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	0.0039	-0.0059	0.0	1.0	0.0	0.0063	0.1875	0.0527	8.0195	78.3764	619.7124	27.8	857.9687	238.2563	0.0198	1.1139	4.882	56.4058	61.4598	2113.6889	19.3704	56.5577	2031.7437	0	30	64	512	86	62	347	0.859375	55	5.40625	346	0.359375	23.0	0.015625	1.0	0.015625	1.0	0.0098	7.9489	6.8782
6	0.0	0	64	512	2	0.6562	0	0.4531	504.793	3000.3256	1.0	11279	1	1347.108	0.168	0.1493	0.1494	-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	0.0084	-0.0258	0.0	1.0	0.0	0.0125	0.375	0.168	8.424	78.5074	623.5744	27.3	857.9687	234.3943	0.0293	1.8483	9.6408	69.6522	79.4454	5328.8946	18.0982	69.775	5229.501	0	31	64	512	53	63	402	0.59375	38	6.25	400	0.28125	18.0	0.015625	1.0						0.015625	1.0	0.015625	1.0
7	0.0	0	64	512	2	1.0625	0	0.9219	344.2148	3316.5849	1.0	7996	1	1130.5575	0.1035	0.1403	0.1404	-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	0.0058	-0.0129	0.0	1.0	0.0	0.0071	0.2031	0.1035	8.5488	78.4227	623.5724	27.3	857.9687	234.3962	0.0352	1.2686	7.9241	64.4317	72.5126	3341.1264	18.3456	64.5529	3248.9975	0	32	64	512	91	61	363	0.609375	39	5.671875	363	0.296875	19.0					0.0095	8.5021
8	0.0	0	64	512	2	0.6406	0	0.4844	463.8789	2605.3297	1.0	12112	1	1252.9052	0.1777	0.1535	0.1536	-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	0.0086	-0.0228	0.0	1.0	0.0	0.0137	0.3438	0.1777	9.5261	78.5966	620.8518	27.6	857.9687	237.1169	0.0312	1.9241	9.2013	67.0619	76.4287	4248.8256	18.1481	67.1959	4152.3235	0	33	64	512	47	62	386	0.828125	53	5.984375	383	0.390625	25.0	0.015625	1.0	0.015625	1.0						0.03125	2.0
9	0.0	0	64	512	2	0.9531	0	0.8438	253.4688	2751.2979	1.0	5515	1	896.1226	0.0918	0.1853	0.1854	-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	0.0046	-0.0141	0.0	1.0	0.0	0.0094	0.1875	0.0918	9.5989	78.382	619.3303	27.8	857.9687	238.6384	0.0193	1.0688	6.365	56.4504	62.9483	3744.8018	19.1478	56.5637	3661.6347	0	34	64	512	58	63	393	0.734375	47	6.140625	393	0.21875	14.0					0.0091	7.552
10	0.0	0	64	512	2	0.6562	0	0.4844	274.5176	2415.5	1.0	6569	1	839.2308	0.1133	0.1238	0.1239	-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	0.0051	-0.014	0.0	1.0	0.0	0.0095	0.2188	0.1133	9.9454	78.6008	617.927	28.0	857.9687	240.0417	0.0192	3.6935	5.8429	55.357	61.337	3951.6497	18.6576	55.4746	3867.9608	0	35	64	512	93	59	356	0.5625	36	5.5625	356	0.421875	27.0							6.1902
11	0.0	0	64	512	2	1.0156	0	0.7812	376.7695	2069.7527	1.0	4538	1	846.2868	0.1816	0.1047	0.1048	-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	0.0082	-0.0196	0.0	1.0	0.0	0.0177	0.2969	0.1816	9.9318	78.4766	616.9151	28.1	857.9687	241.0536	0.018	0.8756	7.5627	54.475	62.1755	4009.2705	18.3501	54.5945	3927.8682	0	36	2	16	0	2	15	0.5	1	7.5	15							0.0083	7.8228