a3-rl-DCAgent_selfinstruct-naive-sandboxes-2-verified-70-8B/training_logs/20260604_123153_metrics_job_567548.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_RewardFileNotFoundError	batch_errors/total_RewardFileNotFoundError	timing/cleanup_old_checkpoints	timing/save_checkpoints	batch_errors/avg_DaytonaValidationError	batch_errors/total_DaytonaValidationError	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	batch_errors/avg_RuntimeError	batch_errors/total_RuntimeError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	batch_errors/avg_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	timing/save_hf_model	batch_errors/avg_VerifierOutputParseError	batch_errors/total_VerifierOutputParseError	batch_errors/avg_DaytonaNotFoundError	batch_errors/total_DaytonaNotFoundError
2	0.0	0	64	512	0	0.0	0	0.0	3631.0469	3316.3012	3953.2569	25303	1	3243.0733	0.5059	-0.0087	0.0861	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.154	-0.0	0.0	1.0	0.0	0.0146	0.625	0.5059	10.7936	50.364	633.8085	26.1	857.9676	224.1591	0.1114	3.6373	28.9658	151.5911	180.8148	1358.0963	18.6186	151.7373	1155.0253	0	1	121	968	939	6	29	0.30578512396694213	37
3	0.0	0	64	512	1	0.7969	0	0.7969	4822.3672	4358.4062	5286.3281	25740	1	3816.7518	0.5	-0.0131	0.1439	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1522	0.0	0.0	1.0	0.0	0.0203	0.6719	0.5	11.4775	50.4393	624.6882	27.2	857.9676	233.2794	0.0519	4.284	32.9178	189.316	222.548	833.5217	19.8811	189.578	586.8065	0	2	58	464	439	5	25	0.43103448275862066	25	38.5904	48.4066
4	0.0	0	64	512	2	1.3438	0	0.875	6234.4707	5933.786	6452.138	29898	1	5603.3019	0.4199	0.0118	0.1815	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1483	0.0	0.0	1.0	0.0	0.019	0.5938	0.4199	13.2484	50.647	630.5422	26.5	857.9676	227.4254	0.0614	4.581	59.1585	286.7886	346.2501	703.0723	19.4633	287.0298	332.7757	0	3	62	496	461	8	28	0.2903225806451613	18			0.11290322580645161	7.0	0.16129032258064516	10.0
5	0.0	0	64	512	3	1.7031	0	0.8438	6754.2012	6667.6059	6828.2464	30918	1	6199.201	0.4609	-0.0051	0.1719	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1546	0.0	0.0	1.0	0.0	0.0208	0.6406	0.4609	13.3757	50.8519	626.7498	26.9	857.9676	231.2178	0.0647	4.8313	51.8113	299.0531	351.1909	923.9643	19.7377	299.3145	548.2019	0	4	54	432	310	24	117	1.4259259259259258	77	0.0067	11.238	0.018518518518518517	1.0	1.0555555555555556	57.0	0.018518518518518517	1.0	0.07407407407407407	4.0	0.018518518518518517	1.0	0.05555555555555555	3.0
6	0.0	0	64	512	4	2.6406	1	1.0	6037.8184	7489.2791	5303.55	31319	1	7148.2511	0.3359	0.0173	0.1494	-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	0.1177	-0.0041	0.0	1.0	0.0	0.0141	0.4531	0.3359	13.5831	51.1094	624.3487	27.2	857.9676	233.6189	0.0632	4.8082	51.5733	303.1749	355.0612	609.8127	19.9157	303.4245	230.0243	0	5	58	464	389	20	75	0.3793103448275862	22					1.0	58.0					0.05172413793103448	3.0			7.5975	0.13793103448275862	8.0
7	0.0	0	64	512	5	3.0469	1	1.0	6446.5898	7161.3189	6042.2324	31463	1	6726.1259	0.3613	0.0237	0.1225	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1422	-0.0	0.0	1.0	0.0	0.0174	0.5	0.3613	14.5126	51.5042	634.199	26.1	857.9676	223.7686	0.0641	4.8218	47.3073	311.2799	358.8908	528.5257	19.4415	311.5191	145.3683	0	6	55	440	378	14	46	0.2909090909090909	16	0.0069	9.3271			0.43636363636363634	24.0			0.10909090909090909	6.0	0.03636363636363636	2.0	0.14545454545454545	8.0				0.14545454545454545	8.0
8	0.0	0	64	512	6	2.8438	1	1.0	5989.127	6446.3918	5759.824	30379	1	5927.6954	0.334	0.0071	0.2061	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1469	-0.0028	0.0	1.0	0.0	0.0169	0.4844	0.334	14.6947	51.7031	630.6147	26.5	857.9676	227.3529	0.0656	4.6023	46.2763	268.8931	315.4526	589.5032	20.6408	269.1104	248.8046	0	7	53	424	336	15	87	1.3018867924528301	69					0.4339622641509434	23.0	0.018867924528301886	1.0	0.018867924528301886	1.0	0.03773584905660377	2.0
9	0.0	0	64	512	7	2.8125	0	0.9375	5809.7773	6972.8086	5007.5545	30602	1	6322.6044	0.4082	0.0127	0.1764	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1395	-0.0	0.0	1.0	0.0	0.0182	0.5312	0.4082	14.9265	51.8948	629.9464	26.6	857.9676	228.0212	0.0612	5.115	50.7488	301.5099	352.5549	605.9063	19.7309	301.7446	228.5022	0	8	60	480	417	18	63	0.3	18	0.0077	9.0045			0.6333333333333333	38.0					0.11666666666666667	7.0
10	0.0	0	64	512	7	2.9688	0	0.9688	5550.0059	5062.7014	5740.6902	27434	1	5458.1306	0.2812	0.0007	0.1828	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.147	0.0	0.0	1.0	0.0	0.0205	0.4844	0.2812	14.893	51.924	626.8531	26.9	857.9676	231.1145	0.0634	4.1708	43.4535	247.6858	291.4212	687.7597	19.8574	247.9039	372.3071	0	9	57	456	384	18	70	0.5789473684210527	33					0.6491228070175439	37.0					0.10526315789473684	6.0	0.12280701754385964	7.0