a3-rl-DCAgent_code-contests-noblock-5-8B/training_logs/20260525_110326_metrics_job_496422.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	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError	batch_errors/avg_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	timing/save_hf_model	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError
2	0.0	0	64	512	1	0.0156	0	0.0156	513.5391	2625.2	1.0	26236	1	1588.8893	0.1953	0.1608	0.1609	-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	0.0083	-0.0291	0.0	1.0	0.0	0.0178	0.4444	0.1953	12.0642	78.6154	606.7097	29.3	857.9687	251.259	0.1923	3.5931	15.4184	73.4268	89.2021	8145.718	17.602	73.591	8035.3206	0	37	64	512	40	63	367	5.734375	367	1.46875	94	0.15625	10	0.015625	1.0
3	0.0	0	64	512	1	0.9844	0	0.9844	256.4102	3270.25	1.0	8312	1	1017.874	0.0781	0.3646	0.3647	-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	0.0034	-0.0217	0.0	1.0	0.0	0.0125	0.2344	0.0781	12.0077	78.1334	605.2178	29.5	857.9687	252.7509	0.0239	1.3387	7.0582	59.3834	66.5873	3328.8664	18.4202	59.5048	3242.5172	0	38	64	512	86	64	312	4.828125	309	1.0	64	0.5625	36	0.09375	6.0	11.4426	19.0624	0.078125	5.0	0.046875	3.0	0.015625	1.0	0.03125	2.0
4	0.0	0	64	512	2	0.7656	0	0.5312	408.6738	2428.0814	1.0	8101	1	1031.8913	0.168	0.3035	0.3037	-0.0008	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0079	-0.0498	0.0	1.0	0.0	0.0244	0.4375	0.168	13.3047	91.9354	606.3735	29.3	857.9687	251.5952	0.0241	1.2992	6.9572	60.9637	68.0737	6397.0696	17.4018	61.092	6310.2938	0	39	68	544	61	67	381	5.573529411764706	379	1.1764705882352942	80	0.25	17					0.014705882352941176	1.0	0.058823529411764705	4.0	0.014705882352941176	1.0	0.014705882352941176	1.0
5	0.0	0	64	512	3	1.2344	0	0.9688	383.9883	3215.5902	1.0	9054	1	1172.8826	0.1191	0.181	0.1811	-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	0.0055	-0.0256	0.0	1.0	0.0	0.0197	0.3281	0.1191	14.0406	92.0868	605.7397	29.4	857.9687	252.229	0.0354	1.6468	7.3746	62.4563	69.9967	5420.0066	17.7311	62.5862	5330.6236	0	40	64	512	64	64	399	6.234375	399	0.546875	35	0.203125	13	0.015625	1.0	0.0079	8.9118									6.6659
6	0.0	0	64	512	4	1.0781	0	0.8281	315.2949	2596.4677	1.0	6019	1	911.6647	0.1211	0.075	0.0751	-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	0.006	-0.0107	0.0	1.0	0.0	0.01	0.2812	0.1211	14.3649	92.0377	605.8729	29.4	857.9687	252.0958	0.0196	1.2515	6.8124	57.2361	64.2337	2226.1873	17.7717	57.4013	2142.928	0	41	60	480	76	57	352	5.866666666666666	352	0.55	33	0.3	18	0.016666666666666666	1.0
7	0.0	0	64	512	2	1.1562	0	0.8594	350.4609	2294.8974	1.0	6096	1	918.4495	0.1523	0.156	0.1561	-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	0.007	-0.0193	0.0	1.0	0.0	0.0108	0.3281	0.1523	16.0237	92.0465	604.1669	29.6	857.9687	253.8018	0.0281	1.007	6.8732	58.1443	65.1695	4730.9187	18.9548	58.2679	4645.7861	0	42	65	520	117	60	320	4.923076923076923	320	0.7846153846153846	51	0.4461538461538462	29	0.03076923076923077	2.0	0.0079	7.5503	0.015384615384615385	1.0
8	0.0	0	64	512	3	1.1562	0	0.8594	506.7285	2214.1026	1.0	9784	1	1181.084	0.2285	0.1962	0.1963	-0.0006	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0097	-0.0374	0.0	1.0	0.0	0.02	0.4688	0.2285	16.5446	92.2373	608.1587	29.1	857.9687	249.81	0.0281	1.6023	8.6365	65.3044	74.2194	3828.8954	19.3517	65.5544	3733.7211	0	43	63	504	57	63	380	6.0	378	0.7619047619047619	48	0.2857142857142857	18	0.015873015873015872	1.0									0.031746031746031744	2.0
9	0.0	0	64	512	3	1.2812	0	0.875	384.8477	3448.8947	1.0	11922	1	1321.23	0.1113	0.1286	0.1287	-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	0.0052	-0.0139	0.0	1.0	0.0	0.0125	0.2656	0.1113	16.9448	92.2662	606.6965	29.3	857.9687	251.2722	0.0323	1.7789	8.0712	63.9146	72.1439	4075.9496	19.0722	64.0401	3982.9522	0	44	67	536	61	66	393	5.82089552238806	390	0.7761194029850746	52	0.43283582089552236	29	0.014925373134328358	1.0	0.0083	7.3633					0.014925373134328358	1.0				0.029850746268656716	2.0
10	0.0	0	64	512	3	1.0625	0	0.7344	289.7832	2550.2586	1.0	9971	1	1016.4986	0.1133	0.148	0.1481	-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	0.0047	-0.0191	0.0	1.0	0.0	0.0151	0.2344	0.1133	17.2552	92.2487	605.9093	29.4	857.9687	252.0594	0.0283	2.2306	6.986	57.0132	64.3289	4079.3376	19.0583	57.3142	3993.7175	0	45	18	144	27	18	97	5.333333333333333	96	0.6111111111111112	11	0.5	9													5.9741	0.05555555555555555	1.0