ablation-pymethods2test-seqmean-arm0-30-8B/training_logs/20260612_220124_metrics_job_630127.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_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	batch_errors/avg_InvalidChatHistory	batch_errors/total_InvalidChatHistory	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	timing/cleanup_old_checkpoints	timing/save_checkpoints	timing/save_hf_model	batch_errors/avg_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError
2	0.0	0	64	512	5	0.8125	0	0.2031	5219.4023	5279.0935	5148.4872	24019	1	3593.1869	0.543	0.0174	0.1093	-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	0.127	-0.0059	0.0	1.0	0.0	0.0136	0.661	0.543	9.9914	50.291	594.6118	30.7	857.9675	263.3557	0.2443	3.7877	34.8635	181.2173	216.5936	3907.0864	25.2212	181.4851	3661.4836	0	29	54	432	397	20	35	0.18518518518518517	10	0.48148148148148145	26	0.05555555555555555	3.0
3	0.0	0	64	512	1	0.875	0	0.875	6119.2617	5371.9608	6614.2273	31787	1	5360.732	0.3984	0.0066	0.11	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1391	-0.0	0.0	1.0	0.0	0.0133	0.5156	0.3984	12.6683	50.5745	589.7981	31.3	857.9675	268.1694	0.0668	4.853	45.3325	249.4957	295.1659	1561.0798	22.8392	249.7659	1238.2155	0	30	51	408	360	18	48	0.19607843137254902	10	0.9803921568627451	50	0.0784313725490196	4.0	17.6986	25.6657	6.5413	0.0784313725490196	4.0
4	0.0	0	64	512	2	1.7031	1	1.0	5416.0312	5191.9848	5493.8579	31782	1	5258.8542	0.2578	0.0188	0.1227	-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	0.1224	-0.0045	0.0	1.0	0.0	0.0132	0.3906	0.2578	13.0473	50.9899	588.6119	31.4	857.9675	269.3556	0.0915	4.9642	38.9391	242.4843	281.7563	558.6231	24.3077	242.7249	247.5902	0	31	62	496	450	16	38	0.03225806451612903	2	0.5806451612903226	36						0.06451612903225806	4.0
5	0.0	0	64	512	3	1.8438	0	0.8438	4876.5957	4321.0181	5298.5292	31788	1	4349.0068	0.4316	0.008	0.1024	-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	0.1299	-0.0033	0.0	1.0	0.0	0.0147	0.5469	0.4316	13.3226	51.1669	587.694	31.5	857.9675	270.2736	0.0969	4.6902	32.9398	184.8866	218.1917	1881.6998	22.4991	185.1545	1636.313	0	32	61	488	435	20	50	0.26229508196721313	16	0.5245901639344263	32	0.04918032786885246	3.0	0.0086	8.4163		0.04918032786885246	3.0
6	0.0	0	64	512	4	1.9688	0	0.8906	5456.2109	4808.7673	5878.0935	31806	1	4961.1718	0.3945	0.0083	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	0.1254	0.0	0.0	1.0	0.0	0.0126	0.5469	0.3945	13.4299	51.223	587.0558	31.6	857.9675	270.9117	0.067	4.9084	36.655	238.8678	275.8322	1516.0964	23.2669	239.1098	1212.085	0	33	62	496	436	21	55	0.27419354838709675	17	0.5806451612903226	36	0.03225806451612903	2.0				0.08064516129032258	5.0
7	0.0	0	64	512	4	2.125	0	0.9844	5502.4434	5212.8122	5708.7692	31765	1	5396.2041	0.416	-0.004	0.0835	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1286	-0.0	0.0	1.0	0.0	0.0137	0.5156	0.416	13.5508	51.3198	587.3987	31.5	857.9675	270.5688	0.0691	5.493	44.4908	256.2057	301.0644	1068.5266	22.5088	256.5041	739.4567	0	34	63	504	462	14	41	0.23809523809523808	15	0.3968253968253968	25	0.015873015873015872	1.0	0.0088	8.3216		0.015873015873015872	1.0
8	0.0	0	64	512	3	1.8594	0	0.9219	5384.9941	5343.019	5414.1821	31664	1	4412.7671	0.4102	0.0025	0.0519	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1331	-0.002	0.0	1.0	0.0	0.0142	0.5	0.4102	13.7969	51.3292	586.7628	31.6	857.9675	271.2047	0.0906	4.7764	33.1627	211.1102	244.5902	1384.0633	22.1442	211.3362	1112.5444	0	35	61	488	463	8	17	0.04918032786885246	3	0.26229508196721313	16					5.8995	0.13114754098360656	8.0
9	0.0	0	64	512	4	1.9219	0	0.9062	5825.4473	5333.0212	6246.5072	31794	1	4498.7568	0.4609	0.0027	0.1742	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1384	-0.0	0.0	1.0	0.0	0.0171	0.6406	0.4609	13.8943	51.4631	586.2767	31.7	857.9675	271.6909	0.5695	4.8349	37.7488	223.605	262.1992	1464.7075	20.515	223.8804	1177.1535	0	36	64	512	471	15	40	0.109375	7	0.515625	33			0.009	7.9437		0.015625	1.0
10	0.0	0	64	512	4	1.8438	0	0.9062	5148.5137	4631.637	5834.55	31764	1	4648.1595	0.5703	-0.0029	0.1133	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1253	-0.0011	0.0	1.0	0.0	0.0167	0.6875	0.5703	14.5586	51.6496	584.9858	31.8	857.9675	272.9817	0.0919	4.8241	38.277	222.4597	261.0628	1077.7825	26.2516	222.6934	785.6361	0	37	61	488	451	15	35	0.14754098360655737	9	0.4262295081967213	26	0.09836065573770492	6.0				0.03278688524590164	2.0
11	0.0	0	64	512	4	2.1875	0	0.9375	5691.4238	5458.8718	5887.1691	31763	1	4985.511	0.457	0.0025	0.1314	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1239	-0.0	0.0	1.0	0.0	0.0158	0.6094	0.457	14.4333	51.5906	584.4034	31.9	857.9675	273.5641	0.8661	4.8087	37.1183	229.9869	268.1954	1281.4976	24.0319	230.2106	984.4536	0	38	63	504	457	20	44	0.1111111111111111	7	0.5238095238095238	33			0.0082	8.3888		0.047619047619047616	3.0
12	0.0	0	64	512	4	1.875	0	0.9219	4852.4375	4700.9213	4963.0034	31721	1	3852.6075	0.4219	-0.0118	0.1369	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1297	-0.0025	0.0	1.0	0.0	0.0151	0.5625	0.4219	14.8096	51.9002	584.34	31.9	857.9675	273.6276	0.1019	4.7148	35.3281	188.2665	223.9309	1220.1543	22.2426	188.5005	969.2585	0	39	63	504	446	22	48	0.09523809523809523	6	0.6666666666666666	42	0.031746031746031744	2.0				0.15873015873015872	10.0
13	0.0	0	64	512	4	1.8906	0	0.8438	4717.9707	4944.8443	4511.4142	31770	1	4317.3591	0.4766	0.0072	0.086	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1232	0.0	0.0	1.0	0.0	0.0143	0.5938	0.4766	14.7138	51.7721	583.8667	31.9	857.9675	274.1008	0.0992	4.8622	31.9697	193.9941	226.3482	1608.4681	22.3175	194.2789	1354.9332	0	40	60	480	456	10	24	0.05	3	0.36666666666666664	22	0.03333333333333333	2.0	0.0074	8.3081	6.0239
14	0.0	0	64	512	4	1.6875	0	0.9531	5037.7695	5312.8784	4764.8016	27138	1	3679.8466	0.498	-0.0001	0.0849	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1349	-0.0	0.0	1.0	0.0	0.0122	0.5781	0.498	14.5892	51.6475	583.7137	32.0	857.9675	274.2538	0.0824	4.1919	29.9247	176.4747	206.7121	1037.8229	24.3689	176.7045	802.5427	0	41	60	480	441	19	37	0.18333333333333332	11	0.43333333333333335	26						0.016666666666666666	1.0	0.016666666666666666	1.0
15	0.0	0	64	512	4	1.9844	0	0.8906	5756.3848	5835.0311	5708.8025	31761	1	4473.6908	0.377	0.0069	0.1087	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1346	0.0	0.0	1.0	0.0	0.013	0.4531	0.377	14.9636	52.1455	583.6249	32.0	857.9675	274.3426	0.0719	4.8088	36.9135	222.7902	260.0054	1385.1388	21.7016	223.0196	1098.6195	0	42	61	488	424	20	50	0.22950819672131148	14	0.5573770491803278	34	0.03278688524590164	2.0	0.0076	7.9965		0.22950819672131148	14.0
16	0.0	0	64	512	4	1.5781	0	0.8281	4886.5996	4211.4396	5344.823	31794	1	4658.4948	0.4043	0.003	0.0477	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.119	-0.0014	0.0	1.0	0.0	0.0109	0.4844	0.4043	14.9648	52.146	583.4162	32.0	857.9675	274.5513	0.0932	4.8883	35.3553	210.4627	246.1689	1473.9582	23.9821	210.7199	1198.9132	0	43	61	488	441	16	45	0.16393442622950818	10	0.5081967213114754	31	0.06557377049180328	4.0				0.03278688524590164	2.0
17	0.0	0	64	512	4	1.9375	0	0.9844	5006.252	5006.7137	5005.7938	31832	1	4198.283	0.498	0.0058	0.1318	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1302	-0.0013	0.0	1.0	0.0	0.0142	0.625	0.498	15.1405	52.1464	582.1508	32.1	857.9675	275.8167	0.0701	4.8376	37.1394	204.9028	242.3402	995.3073	21.6574	205.1302	726.4685	0	44	63	504	464	15	40	0.2698412698412698	17	0.3492063492063492	22	0.015873015873015872	1.0	0.0087	8.5306
18	0.0	0	64	512	4	1.9688	0	0.9531	5307.5059	4945.0996	5629.7934	31811	1	4502.6994	0.4707	0.0034	0.0645	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1244	0.0	0.0	1.0	0.0	0.0087	0.5156	0.4707	15.2917	52.3331	581.6784	32.2	857.9675	276.2891	0.0713	4.8688	35.6411	219.1314	255.1244	1030.1018	22.2906	219.4115	747.8149	0	45	57	456	419	11	20	0.07017543859649122	4	0.3508771929824561	20	0.03508771929824561	2.0			7.1117	0.2982456140350877	17.0
19	0.0	0	64	512	4	2.3281	0	0.9531	5162.7871	4802.6639	5490.6604	31759	1	4252.9044	0.4766	-0.0039	0.0939	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1296	0.0	0.0	1.0	0.0	0.0135	0.5625	0.4766	15.655	52.6444	580.4724	32.3	857.9675	277.4952	0.1001	4.9649	38.1605	200.0621	238.5392	1116.6096	24.6502	200.2781	848.4495	0	46	62	496	452	18	44	0.14516129032258066	9	0.5483870967741935	34	0.016129032258064516	1.0	0.0077	8.5628
20	0.0	0	64	512	4	2.1094	0	0.9375	5453.8691	5448.0192	5459.9522	31779	1	4423.535	0.5098	0.01	0.1256	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1244	0.0	0.0	1.0	0.0	0.0129	0.625	0.5098	15.5344	52.5839	580.0443	32.4	857.9675	277.9232	0.0896	4.8374	35.3367	219.7689	255.4572	1436.5679	22.4966	220.0305	1153.7719	0	47	61	488	451	18	36	0.16393442622950818	10	0.3770491803278688	23	0.04918032786885246	3.0				0.01639344262295082	1.0
21	0.0	0	64	512	4	1.875	0	0.875	5230.4609	4627.1281	5626.8252	31716	1	4361.9157	0.3965	-0.0025	0.057	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1316	-0.0	0.0	1.0	0.0	0.0113	0.5	0.3965	15.6175	52.7105	579.3495	32.5	857.9675	278.618	0.0831	4.8056	35.7289	205.2303	241.3389	1388.9346	24.246	205.5265	1118.5394	0	48	63	504	448	25	55	0.1746031746031746	11	0.6666666666666666	42	0.031746031746031744	2.0	0.0078	8.0292		0.015873015873015872	1.0
22	0.0	0	64	512	4	1.9688	0	0.9062	5567.3223	3973.2919	6469.1437	31784	1	5829.7172	0.3613	-0.0074	0.1077	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1253	0.0	0.0	1.0	0.0	0.0168	0.4844	0.3613	15.5988	52.7747	578.7762	32.5	857.9675	279.1913	0.1107	4.8687	41.1551	269.7094	311.286	1674.2094	22.9805	270.0198	1335.0696	0	49	60	480	440	17	39	0.13333333333333333	8	0.5166666666666667	31						0.016666666666666666	1.0
23	0.0	0	64	512	3	1.6875	0	0.9375	5274.1113	4738.0175	5707.9117	31829	1	4398.882	0.4473	0.008	0.0793	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1253	0.0	0.0	1.0	0.0	0.0132	0.5469	0.4473	15.6793	52.8362	578.3136	32.6	857.9675	279.6539	0.0972	4.7852	34.4386	207.8657	242.6571	1060.2084	23.4244	208.1209	789.3372	0	50	65	520	431	21	76	0.12307692307692308	8	0.9538461538461539	62	0.09230769230769231	6.0	0.0081	9.1305	5.9495	0.18461538461538463	12.0	0.015384615384615385	1.0
24	0.0	0	64	512	4	1.9219	0	0.8906	5243.7461	5174.6447	5286.9619	31743	1	5188.684	0.3848	-0.0033	0.0945	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1207	0.0	0.0	1.0	0.0	0.0967	0.4531	0.3848	15.6188	52.7762	577.5959	32.7	857.9675	280.3716	0.076	4.7495	40.1813	238.4651	278.9729	1686.7408	24.1315	238.7151	1378.8824	0	51	62	496	446	22	49	0.20967741935483872	13	0.5645161290322581	35	0.016129032258064516	1.0				0.016129032258064516	1.0
25	0.0	0	64	512	4	1.7812	0	0.8438	5252.4961	5411.8429	5141.6921	31823	1	4683.711	0.4102	0.0062	0.0796	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.133	-0.002	0.0	1.0	0.0	0.0124	0.5312	0.4102	15.7651	52.9658	577.1581	32.7	857.9675	280.8094	0.0944	4.7678	38.5332	214.205	253.0737	1600.439	23.268	214.4456	1319.3232	0	52	61	488	451	14	37	0.08196721311475409	5	0.4918032786885246	30	0.03278688524590164	2.0	0.0082	8.7241
26	0.0	0	64	512	3	1.8125	0	0.9531	5107.9043	4684.3886	5450.6078	31689	1	4035.9699	0.4473	-0.0001	0.0667	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.132	0.0	0.0	1.0	0.0	0.0132	0.5312	0.4473	15.7054	52.9061	577.4001	32.7	857.9675	280.5674	0.097	4.8708	33.9418	188.7929	223.0849	1082.9166	25.281	189.0458	829.6739	0	53	63	504	454	17	47	0.015873015873015872	1	0.6984126984126984	44	0.031746031746031744	2.0				0.047619047619047616	3.0
27	0.0	0	64	512	3	1.7969	0	0.875	5634.0664	5882.4221	5476.1661	31801	1	5198.4542	0.3887	0.0101	0.0932	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1305	0.0	0.0	1.0	0.0	0.0144	0.5156	0.3887	15.8018	52.9791	576.4988	32.8	857.9675	281.4687	0.0964	4.9065	40.1938	233.8941	274.5002	1827.1928	24.3101	234.2096	1523.4687	0	54	61	488	434	19	52	0.13114754098360656	8	0.6557377049180327	40	0.08196721311475409	5.0	0.0084	8.6128		0.03278688524590164	2.0
28	0.0	0	64	512	4	1.9375	0	0.9531	5371.4082	5022.761	5604.2182	31785	1	4782.3049	0.4004	-0.0082	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	0.1222	-0.0007	0.0	1.0	0.0	0.0128	0.5156	0.4004	15.8948	53.0398	576.6206	32.8	857.9675	281.3469	0.0653	4.8129	41.537	228.2535	270.096	1483.9509	23.783	228.4932	1185.2547	0	55	62	496	429	19	64	0.0967741935483871	6	0.9032258064516129	56	0.04838709677419355	3.0			6.0259	0.04838709677419355	3.0
29	0.0	0	64	512	4	1.6094	0	0.9062	4940.75	4904.8341	4965.9269	31836	1	4570.0348	0.4121	-0.0024	0.1498	-0.0	0.0	0.0	0.0	0.0	0.0	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	0.0148	0.5156	0.4121	16.2064	53.3552	575.7253	32.9	857.9675	282.2422	0.0989	4.7645	34.0253	209.3135	243.7093	1375.7686	22.7461	209.5845	1104.5439	0	56	59	472	390	33	69	0.288135593220339	17	0.5084745762711864	30	0.3728813559322034	22.0	0.0075	15.5646		0.22033898305084745	13.0