ablation-pymethods2test-seqnorm-15-8B/training_logs/20260608_210110_metrics_job_639470.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_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	batch_errors/avg_InvalidChatHistory	batch_errors/total_InvalidChatHistory	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError	timing/cleanup_old_checkpoints	timing/save_checkpoints	timing/save_hf_model	batch_errors/avg_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError	batch_errors/avg_RuntimeError	batch_errors/total_RuntimeError	batch_errors/avg_Timeout	batch_errors/total_Timeout
2	0.0	0	64	512	0	0.0	0	0.0	4204.6133	3980.0401	4997.5752	27880	1	2753.0192	0.7793	-0.0112	0.1056	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1167	0.0	0.0	1.0	0.0	0.0	0.8438	0.7793	12.2631	50.3984	585.1565	31.8	857.9676	272.8111	0.1765	4.0466	31.755	151.813	183.9451	2948.9375	21.9869	152.0133	2738.9586	0	1	125	1000	979	14	16	0.032	4.0	0.08	10	0.008	1.0	0.04	5	0.008	1.0
3	0.0	0	64	512	1	0.8125	0	0.8125	5306.6934	5657.698	4984.6105	31779	1	4492.8588	0.4785	0.0293	0.129	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1394	-0.0	0.0	1.0	0.0	0.0	0.625	0.4785	12.7607	50.6826	576.8641	32.8	857.9676	281.1035	0.0756	4.7377	39.2039	228.2368	267.76	1838.1447	22.259	228.4801	1543.3857	0	2	58	464	418	20	39	0.10344827586206896	6.0	0.1896551724137931	11	0.06896551724137931	4.0	0.5517241379310345	32	0.017241379310344827	1.0	11.9772	23.0244
4	0.0	0	64	512	2	1.6406	1	1.0	5116.0566	5485.2443	4989.1181	31748	1	5080.3634	0.2559	0.0172	0.1066	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1377	-0.0	0.0	1.0	0.0	0.0	0.3594	0.2559	12.9185	50.7878	575.0807	33.0	857.9676	282.8868	0.1134	4.8467	36.4005	233.6667	270.4372	828.5581	22.9816	233.9229	530.29	0	3	63	504	481	13	20	0.031746031746031744	2.0	0.12698412698412698	8	0.015873015873015872	1.0	0.1746031746031746	11	0.015873015873015872	1.0
5	0.0	0	64	512	3	1.7188	0	0.8594	4765.7383	4558.2788	4995.3951	31815	1	4154.9884	0.5254	-0.0022	0.0986	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1334	0.0	0.0	1.0	0.0	0.0	0.625	0.5254	13.0012	50.838	574.6276	33.0	857.9676	283.34	0.0786	4.6187	33.8366	202.053	236.1893	1643.3116	23.5376	202.2738	1378.9625	0	4	61	488	453	15	29	0.08196721311475409	5.0	0.14754098360655737	9	0.03278688524590164	2.0	0.29508196721311475	18	0.01639344262295082	1.0	0.007	11.8014
6	0.0	0	64	512	4	1.8594	0	0.8906	4864.7266	5293.4787	4615.9444	31633	1	4252.8392	0.3672	0.0121	0.1054	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1324	-0.0	0.0	1.0	0.0	0.0	0.4844	0.3672	13.094	50.8868	574.0699	33.1	857.9676	283.8977	0.0636	4.5964	36.9763	209.4955	246.7664	1591.9611	23.9136	209.726	1316.6818	0	5	58	464	442	15	22			0.22413793103448276	13	0.017241379310344827	1.0	0.1724137931034483	10					8.9801
7	0.0	0	64	512	4	2.125	0	0.9688	5790.6836	5796.5498	5785.0421	31796	1	5065.3921	0.4902	0.0026	0.1038	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1329	-0.0	0.0	1.0	0.0	0.0	0.5781	0.4902	13.1595	50.9821	573.3127	33.2	857.9676	284.6549	0.0652	4.8477	38.9466	242.4056	281.6225	968.7238	25.1848	242.6104	657.0663	0	6	62	496	464	15	21	0.1774193548387097	11.0	0.12903225806451613	8	0.06451612903225806	4.0	0.1774193548387097	11			0.0074	12.5554
8	0.0	0	64	512	4	1.8906	0	0.9219	5076.3281	4580.6522	5480.6028	31841	1	4655.3477	0.4492	-0.0017	0.0668	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1365	0.0	0.0	1.0	0.0	0.0	0.5625	0.4492	13.1735	50.9979	572.762	33.2	857.9676	285.2056	0.0629	4.6355	34.4	220.7394	255.4282	1394.3532	22.6359	220.965	1111.6508	0	7	63	504	478	15	25	0.015873015873015872	1.0	0.12698412698412698	8			0.2698412698412698	17
9	0.0	0	64	512	4	2.1094	0	0.8906	6032.8496	5776.6962	6253.6073	31766	1	5542.4923	0.4629	-0.0002	0.1325	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1434	0.0	0.0	1.0	0.0	0.0	0.625	0.4629	13.1891	51.0035	571.7978	33.4	857.9676	286.1698	0.0656	4.7759	41.5188	266.819	308.6626	1826.314	24.5452	267.0779	1488.327	0	8	62	496	461	18	32	0.04838709677419355	3.0	0.14516129032258066	9	0.08064516129032258	5.0	0.2903225806451613	18			0.0078	13.2713
10	0.0	0	64	512	4	1.9219	0	0.9062	5214.0684	4609.1528	5655.4932	31811	1	4602.8614	0.4219	-0.006	0.1127	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.138	0.0	0.0	1.0	0.0	0.0	0.5625	0.4219	13.1974	51.0071	571.1542	33.4	857.9676	286.8134	0.0623	4.7115	36.4913	219.5474	256.316	1383.5879	21.2289	219.762	1101.328	0	9	61	488	459	16	27	0.03278688524590164	2.0	0.13114754098360656	8	0.01639344262295082	1.0	0.29508196721311475	18
11	0.0	0	64	512	3	1.8438	0	0.9531	4883.5527	4809.5297	4946.8478	31765	1	4293.3557	0.4609	0.0117	0.1251	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1369	-0.0	0.0	1.0	0.0	0.0	0.5938	0.4609	14.1407	51.0665	564.7126	34.2	857.9676	293.255	0.0946	4.751	37.1062	205.8864	243.3256	1131.1312	24.7025	206.1244	858.3488	0	10	61	488	460	15	23	0.08196721311475409	5.0	0.09836065573770492	6	0.01639344262295082	1.0	0.26229508196721313	16			0.0075	12.9056	8.8306
12	0.0	0	64	512	3	1.7812	0	0.9062	4549.2324	4530.1362	4568.4784	31819	1	3818.3797	0.502	0.0195	0.157	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1388	-0.0	0.0	1.0	0.0	0.0	0.6719	0.502	14.1364	51.0617	563.7548	34.3	857.9676	294.2128	0.0871	4.7176	34.0193	184.8761	219.1954	1502.0577	23.6183	185.0886	1254.5217	0	11	63	504	474	17	29	0.015873015873015872	1.0	0.15873015873015872	10			0.30158730158730157	19
13	0.0	0	64	512	4	2.1562	0	0.875	5296.7969	4698.2873	5624.0785	31847	1	4178.7928	0.3535	0.0064	0.0936	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1414	-0.0	0.0	1.0	0.0	0.0	0.4375	0.3535	14.1368	51.059	563.1395	34.4	857.9676	294.8281	0.0852	4.7881	36.8212	203.0982	240.2245	1268.0385	21.8286	203.3178	1001.1932	0	12	63	504	453	20	42	0.14285714285714285	9.0	0.31746031746031744	20	0.1111111111111111	7.0	0.23809523809523808	15			0.0075	12.3179
14	0.0	0	64	512	4	1.9688	0	0.8438	4750.25	4750.5154	4750.0386	31807	1	4514.3945	0.4434	-0.0169	0.1051	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.124	0.0	0.0	1.0	0.0	0.0	0.5938	0.4434	14.1379	51.1242	562.4609	34.4	857.9676	295.5067	0.0878	4.6646	34.6581	200.5881	235.5732	1478.8349	21.9149	200.8269	1216.6776	0	13	64	512	461	19	42	0.125	8.0	0.109375	7	0.171875	11.0	0.375	24	0.015625	1.0
15	0.0	0	64	512	4	1.8281	0	0.9062	4798.502	4904.2	4721.9865	20821	1	4021.2985	0.4199	0.0107	0.1478	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1326	-0.0	0.0	1.0	0.0	0.0	0.6094	0.4199	13.9293	50.9799	562.1901	34.5	857.9676	295.7775	0.0499	3.3116	33.3015	194.2488	227.806	1529.1316	20.1055	194.4542	1277.9038	0	14	61	488	477	7	11			0.03278688524590164	2	0.03278688524590164	2.0	0.14754098360655737	9			0.0075	13.2883
16	0.0	0	64	512	4	1.7969	0	0.8906	5064.6367	4590.1661	5650.9913	31722	1	3612.7922	0.5527	0.0086	0.1079	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1393	-0.0	0.0	1.0	0.0	0.0	0.625	0.5527	14.5292	51.5609	560.838	34.6	857.9676	297.1296	0.1119	4.7729	30.2506	177.5966	208.1631	1397.2363	22.9002	177.8003	1161.3976	0	15	59	472	368	33	68	0.3559322033898305	21.0	0.2033898305084746	12	0.8135593220338984	48.0	0.2542372881355932	15	0.23728813559322035	14.0			8.7705	0.01694915254237288	1.0
17	0.0	0	64	512	4	2.125	0	0.8906	4274.1406	4573.4162	4121.413	31809	1	4387.0225	0.3379	0.0301	0.1177	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1111	-0.0	0.0	1.0	0.0	0.0	0.5	0.3379	14.5318	51.5632	560.3275	34.7	857.9676	297.6401	0.1121	4.5533	30.9684	197.875	229.1899	2136.448	25.0381	198.109	1877.6589	0	16	60	480	435	18	36	0.13333333333333333	8.0	0.35	21	0.016666666666666666	1.0	0.36666666666666664	22	0.016666666666666666	1.0	0.0077	13.2783
18	0.0	0	64	512	4	2.0	0	0.9688	4734.5156	5008.1053	4573.0807	20674	1	3774.2358	0.3711	0.0059	0.0758	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1229	-0.0	0.0	1.0	0.0	0.0	0.4531	0.3711	14.6272	51.7075	560.1359	34.7	857.9676	297.8317	0.081	3.4166	30.0522	179.5794	209.9197	1116.7953	19.6398	179.7862	883.8122	0	17	57	456	435	11	19	0.017543859649122806	1.0	0.15789473684210525	9	0.017543859649122806	1.0	0.24561403508771928	14	0.017543859649122806	1.0
19	0.0	0	64	512	4	1.7031	0	0.8281	4471.5098	4470.4851	4472.3791	31766	1	3869.9902	0.459	0.0336	0.1621	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1329	-0.0	0.0	1.0	0.0	0.0	0.6094	0.459	14.7954	51.8759	559.9256	34.7	857.9676	298.042	0.1127	4.6919	30.7942	184.653	215.7859	2036.849	23.8428	184.8787	1792.5224	0	18	58	464	419	26	40	0.08620689655172414	5.0	0.22413793103448276	13			0.4827586206896552	28			0.0073	13.3234
20	0.0	0	64	512	5	2.0312	0	0.9531	4740.6719	4578.8382	4823.2596	31842	1	4293.5827	0.3379	-0.002	0.1209	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1469	0.0	0.0	1.0	0.0	0.0	0.4688	0.3379	14.7972	51.8773	559.5532	34.8	857.9676	298.4144	0.1151	4.6856	35.8461	193.9452	230.1248	1344.6664	23.0847	194.1632	1086.7632	0	19	60	480	461	9	16	0.03333333333333333	2.0	0.016666666666666666	1	0.06666666666666667	4.0	0.23333333333333334	14								0.016666666666666666	1.0
21	0.0	0	64	512	4	1.7031	0	0.8594	4880.1914	4838.5936	4911.2833	31680	1	3718.5085	0.4277	0.0027	0.0566	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.142	-0.0	0.0	1.0	0.0	0.0	0.5	0.4277	14.8422	51.875	558.8903	34.9	857.9676	299.0773	0.1142	4.6474	32.816	178.6089	211.7893	1843.2328	20.1983	178.8585	1606.5913	0	20	64	512	471	19	41			0.171875	11			0.46875	30			0.0073	12.4239	8.7038
22	0.0	0	64	512	3	1.7969	0	0.9062	4588.334	4493.3441	4642.5307	31717	1	3962.6762	0.3633	0.0029	0.1589	0.0	0.0	0.0	0.0	0.0	0.0	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	0.0	0.5156	0.3633	14.8433	51.876	558.6581	34.9	857.9676	299.3095	0.1126	4.5229	33.0721	192.653	226.0719	1421.8711	21.8044	192.8868	1169.4651	0	21	57	456	428	15	26	0.017543859649122806	1.0	0.07017543859649122	4	0.017543859649122806	1.0	0.38596491228070173	22	0.017543859649122806	1.0
23	0.0	0	64	512	4	1.7656	0	0.875	4870.873	5241.0396	4629.6677	31739	1	4219.8385	0.3945	0.0013	0.1305	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1352	0.0	0.0	1.0	0.0	0.0	0.5312	0.3945	14.8431	51.9402	558.3341	34.9	857.9676	299.6335	0.1085	4.6972	33.7789	196.7163	230.8154	1494.0327	21.1779	196.9276	1237.3356	0	22	61	488	449	18	38	0.01639344262295082	1.0	0.13114754098360656	8			0.5245901639344263	32			0.0075	12.276
24	0.0	0	64	512	3	1.7344	0	0.875	4640.7969	4846.2115	4500.25	31768	1	4044.2257	0.4062	0.0139	0.096	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1285	-0.0	0.0	1.0	0.0	0.0	0.5156	0.4062	15.2382	52.3806	557.8073	35.0	857.9676	300.1603	0.1114	4.6277	30.466	192.71	223.5157	1293.9556	24.0146	192.938	1041.7923	0	23	63	504	445	19	46	0.1746031746031746	11.0	0.14285714285714285	9	0.06349206349206349	4.0	0.5238095238095238	33						0.015873015873015872	1.0			0.015873015873015872	1.0
25	0.0	0	64	512	5	2.0781	0	0.9219	4341.1699	5158.0	3913.3065	31757	1	4123.9554	0.3438	0.0106	0.1051	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1264	-0.0	0.0	1.0	0.0	0.0	0.4531	0.3438	15.2377	52.3799	556.5636	35.1	857.9676	301.404	0.1106	4.5859	32.4505	188.7186	221.4767	1641.4602	21.8273	188.9153	1393.5632	0	24	60	480	451	12	25	0.06666666666666667	4.0	0.16666666666666666	10	0.11666666666666667	7.0	0.15	9			0.0076	11.67
26	0.0	0	64	512	4	1.5625	0	0.8281	4450.6797	4570.1978	4319.4057	22934	1	3289.9179	0.5234	0.0061	0.096	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1266	-0.0	0.0	1.0	0.0	0.0	0.6406	0.5234	15.0594	52.2661	557.0922	35.1	857.9676	300.8754	0.0845	3.4762	30.0472	159.5092	189.8417	1090.4692	20.7836	159.7097	876.3605	0	25	62	496	455	15	26	0.24193548387096775	15.0	0.20967741935483872	13	0.06451612903225806	4.0	0.16129032258064516	10					8.7814
27	0.0	0	64	512	4	2.0	0	0.9375	5077.3633	4987.4731	5170.1071	31764	1	4875.2722	0.5078	0.0036	0.0731	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1211	-0.0	0.0	1.0	0.0	0.0	0.5781	0.5078	15.2418	52.4453	556.3601	35.2	857.9676	301.6075	0.1143	4.8282	36.5507	227.4206	264.3124	1169.9258	21.9494	227.6469	878.8315	0	26	63	504	483	12	19	0.031746031746031744	2.0	0.06349206349206349	4	0.031746031746031744	2.0	0.20634920634920634	13			0.0084	11.212
28	0.0	0	64	512	4	1.8281	0	0.875	4673.9082	4273.9848	5096.3173	31755	1	3635.6011	0.5137	0.0092	0.0966	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1351	-0.0	0.0	1.0	0.0	0.0	0.6406	0.5137	15.2407	52.4443	555.6974	35.2	857.9676	302.2701	0.1106	4.6972	30.1187	177.3769	207.8291	1096.7705	23.892	177.5995	860.3458	0	27	61	488	449	15	37	0.01639344262295082	1.0	0.19672131147540983	12	0.04918032786885246	3.0	0.3770491803278688	23						0.01639344262295082	1.0
29	0.0	0	64	512	4	1.9688	0	0.8594	4745.1426	4807.2651	4700.1717	31484	1	3794.1737	0.4199	-0.0062	0.1298	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1313	0.0	0.0	1.0	0.0	0.0	0.5469	0.4199	15.2377	52.5056	554.7346	35.3	857.9676	303.233	0.1099	4.5698	33.2127	183.796	217.3223	1415.0287	21.5982	183.9994	1171.5333	0	28	59	472	421	19	41	0.1694915254237288	10.0	0.11864406779661017	7	0.0847457627118644	5.0	0.5084745762711864	30			0.0085	13.2233