ablation-pymethods2test-seqmean-arm0-30-8B/training_logs/20260612_220124_metrics_job_661735.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_InvalidChatHistory	batch_errors/total_InvalidChatHistory	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	batch_errors/avg_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	timing/cleanup_old_checkpoints	timing/save_checkpoints	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	timing/save_hf_model	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError
2	0.0	0	64	512	3	0.3281	0	0.2188	4521.9473	4333.5193	4758.5198	31663	1	3365.2785	0.5566	0.0074	0.094	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0996	-0.0	0.0	1.0	0.0	0.0131	0.5965	0.5566	12.5978	50.5919	579.345	32.5	857.9676	278.6226	0.1569	4.5133	32.1738	167.8055	200.36	3675.9345	21.9439	168.0287	3449.1169	0	71	58	464	375	29	88	1.4137931034482758	82	0.20689655172413793	12	0.017241379310344827	1.0
3	0.0	0	64	512	1	0.9375	0	0.9375	5361.2598	5767.993	5205.1622	31699	1	5207.4533	0.2773	-0.013	0.1323	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1151	0.0	0.0	1.0	0.0	0.017	0.4219	0.2773	12.8662	50.7994	576.8029	32.8	857.9676	281.1647	0.0648	4.6437	37.3367	229.2593	266.8776	1642.3033	25.4393	229.4755	1345.3366	0	72	56	448	364	24	80	1.3392857142857142	75	0.16071428571428573	9	0.07142857142857142	4.0	11.424	21.2849	0.16071428571428573	9.0	0.05357142857142857	3.0
4	0.0	0	64	512	2	1.6406	1	1.0	4303.7402	4841.9941	4036.1871	31778	1	4623.5614	0.332	0.0023	0.0825	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0977	0.0	0.0	1.0	0.0	0.0095	0.4062	0.332	13.201	51.0858	576.4416	32.8	857.9676	281.526	0.0649	4.6475	32.7604	195.3408	228.4104	875.421	23.4598	195.5846	618.8995	0	73	63	504	471	12	33	0.47619047619047616	30	0.07936507936507936	5					0.047619047619047616	3.0
5	0.0	0	64	512	3	1.6406	0	0.8906	5242.7773	4926.2055	5552.0154	31761	1	4678.9952	0.4941	0.0138	0.1243	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1009	-0.0	0.0	1.0	0.0	0.0145	0.5938	0.4941	13.4431	51.3293	575.8802	32.9	857.9676	282.0874	0.062	4.6498	37.0456	231.3918	268.7201	1733.9771	23.6881	231.6122	1436.9161	0	74	59	472	401	23	56	0.847457627118644	50	0.1864406779661017	11	0.2542372881355932	15.0	0.007	10.013	0.03389830508474576	2.0	0.05084745762711865	3.0
6	0.0	0	64	512	4	1.9844	1	1.0	4678.0137	4390.89	4862.0673	31720	1	4446.3943	0.3906	-0.0162	0.1412	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1014	-0.002	0.0	1.0	0.0	0.0143	0.5625	0.3906	13.5915	51.5202	575.6154	32.9	857.9676	282.3522	0.0636	4.5241	34.8828	208.4871	243.6766	1567.8023	22.6625	208.7299	1296.9223	0	75	61	488	422	25	66	0.7704918032786885	47	0.21311475409836064	13					0.06557377049180328	4.0	0.09836065573770492	6.0	6.424
7	0.0	0	64	512	4	2.4219	2	1.0	4572.6895	4582.679	4568.0657	31799	1	4302.6602	0.3164	-0.0023	0.112	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.103	0.0	0.0	1.0	0.0	0.0129	0.4531	0.3164	13.6858	51.5748	574.5665	33.0	857.9676	283.4011	0.0663	4.6913	30.5968	200.2044	231.0996	1415.5476	24.2091	200.4362	1155.5266	0	76	61	488	415	22	64	0.7868852459016393	48	0.21311475409836064	13	0.14754098360655737	9.0	0.0074	9.8798	0.04918032786885246	3.0	0.11475409836065574	7.0
8	0.0	0	64	512	4	3.0312	3	1.0	4597.7812	4086.6667	4944.6689	31759	1	4559.7375	0.4043	0.0013	0.0431	-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	0.0996	-0.0033	0.0	1.0	0.0	0.0068	0.4688	0.4043	14.3994	51.5634	573.7055	33.1	857.9676	284.2621	0.0642	4.5039	32.7244	196.2376	229.2847	1161.9454	21.4738	196.4958	906.6629	0	77	63	504	414	32	86	0.8095238095238095	51	0.4603174603174603	29	0.15873015873015872	10.0					0.09523809523809523	6.0		0.015873015873015872	1.0
9	0.0	0	64	512	4	4.0	4	1.0	5291.9141	6195.0086	5027.3712	28898	1	4117.8095	0.2266	0.0072	0.1052	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1143	0.0	0.0	1.0	0.0	0.0105	0.375	0.2266	14.2961	51.5109	573.1121	33.2	857.9676	284.8555	0.1485	4.4428	33.4904	188.476	222.3217	1837.7946	17.1266	188.6825	1593.8676	0	78	67	536	466	24	64	0.6567164179104478	44	0.23880597014925373	16	0.08955223880597014	6.0	0.0588	10.9374	0.029850746268656716	2.0	0.029850746268656716	2.0