ablation-pymethods2test-seqmean-arm0-30-8B/training_logs/20260612_220124_metrics_job_630124.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_RuntimeError	batch_errors/total_RuntimeError	batch_errors/avg_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	batch_errors/avg_InvalidChatHistory	batch_errors/total_InvalidChatHistory	batch_errors/avg_ContextLengthExceededError	batch_errors/total_ContextLengthExceededError	timing/cleanup_old_checkpoints	timing/save_checkpoints	timing/save_hf_model	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError	batch_errors/avg_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError
2	0.0	0	64	512	0	0.0	0	0.0	4169.1133	3891.7792	5095.1271	29264	1263	2914.3086	0.7695	-0.0069	0.0744	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1189	0.0	0.0	1.0	0.0	0.0105	0.8125	0.7695	11.6896	50.3563	578.7643	32.5	857.9675	279.2032	0.1941	4.3043	30.7211	146.6405	177.747	3371.9765	22.9409	146.8314	3166.9842	0	1	119	952	918	22	26	0.04201680672268908	5.0	0.025210084033613446	3.0	0.008403361344537815	1.0	0.10084033613445378	12	0.14285714285714285	17
3	0.0	0	64	512	1	0.8594	0	0.8594	5688.084	5824.2419	5589.5185	31885	1	5477.7731	0.4199	0.0464	0.1255	-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	0.1361	-0.005	0.0	1.0	0.0	0.0161	0.5781	0.4199	12.6834	50.5541	574.2212	33.1	857.9675	283.7463	0.0641	4.8042	39.1437	260.9703	300.4542	1718.0337	24.4369	261.2461	1388.3356	0	2	63	504	454	24	37	0.15873015873015872	10.0	0.047619047619047616	3.0	0.06349206349206349	4.0	0.36507936507936506	23	0.15873015873015872	10	14.2681	24.8089
4	0.0	0	64	512	2	1.5625	0	0.9375	5287.3867	5200.8475	5333.1104	31817	1	5758.917	0.3457	0.0073	0.0951	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1283	-0.0021	0.0	1.0	0.0	0.0171	0.4688	0.3457	12.9334	50.6717	572.7552	33.2	857.9675	285.2123	0.1003	4.7883	38.0045	267.5741	305.9524	1220.661	24.4652	267.8472	885.4504	0	3	62	496	468	14	23	0.08064516129032258	5.0					0.3064516129032258	19	0.0967741935483871	6
5	0.0	0	64	512	3	1.8438	0	0.875	5684.4512	4907.0708	6233.8	31815	1	5008.2154	0.4141	-0.0061	0.0833	-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	0.1411	-0.004	0.0	1.0	0.0	0.0121	0.4844	0.4141	13.7453	50.795	563.5295	34.3	857.9675	294.438	0.0673	4.9105	37.4051	234.7096	272.4655	1357.8902	20.825	234.9927	1059.6856	0	4	62	496	451	21	36	0.0967741935483871	6.0	0.04838709677419355	3.0			0.3709677419354839	23	0.22580645161290322	14	0.008	12.7181
6	0.0	0	64	512	4	1.875	0	0.9219	5039.3906	5546.9962	4499.0363	31714	1	4334.7369	0.5156	0.0318	0.1173	-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	0.1279	-0.0036	0.0	1.0	0.0	0.0141	0.625	0.5156	13.8122	50.8325	562.6003	34.4	857.9675	295.3672	0.0989	4.6928	39.1023	199.9551	239.4905	1224.4331	24.7234	200.2888	955.52	0	5	62	496	449	22	32	0.11290322580645161	7.0	0.12903225806451613	8.0			0.3387096774193548	21	0.1935483870967742	12			8.2216
7	0.0	0	64	512	4	2.1719	0	0.9375	5591.9941	5830.8641	5431.1863	31798	1	4994.2618	0.4023	0.0066	0.0843	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1286	-0.0004	0.0	1.0	0.0	0.0111	0.4844	0.4023	13.8712	50.9265	561.6264	34.5	857.9675	296.3411	0.0653	4.9236	37.4489	233.3771	271.219	1281.0159	22.6774	233.7045	982.1918	0	6	62	496	435	23	51	0.12903225806451613	8.0	0.03225806451612903	2.0	0.04838709677419355	3.0	0.5161290322580645	32	0.25806451612903225	16	0.0067	13.924		0.016129032258064516	1.0
8	0.0	0	64	512	4	2.1094	0	0.9062	4851.3477	5205.5652	4562.4468	31817	1	4336.985	0.4492	0.0059	0.0777	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1271	-0.0014	0.0	1.0	0.0	0.0139	0.5469	0.4492	13.9109	50.9409	561.0771	34.6	857.9675	296.8904	0.0644	4.6898	33.9517	197.6421	231.9494	1559.2848	23.4677	197.9329	1299.1744	0	7	63	504	457	15	42			0.07936507936507936	5.0	0.031746031746031744	2.0	0.5555555555555556	35	0.07936507936507936	5
9	0.0	0	64	512	4	2.1094	0	0.9219	5596.0137	5715.5123	5487.2164	31840	1	5416.4656	0.4766	0.0199	0.145	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1283	0.0	0.0	1.0	0.0	0.0136	0.625	0.4766	13.9023	50.9439	561.6647	34.5	857.9675	296.3028	0.0672	4.797	43.3436	268.6347	312.3633	1610.273	22.6954	268.9523	1270.4134	0	8	62	496	457	18	38					0.016129032258064516	1.0	0.4032258064516129	25	0.20967741935483872	13	0.0071	12.1975				0.016129032258064516	1.0
10	0.0	0	64	512	4	1.9844	0	0.9531	5326.7715	5167.9342	5454.2887	31758	1	4691.8758	0.4453	0.0119	0.0971	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1268	0.0	0.0	1.0	0.0	0.0137	0.5469	0.4453	13.8936	50.9354	559.6754	34.8	857.9675	298.2921	0.0782	4.7117	38.0949	222.0535	260.5136	1321.2856	23.5801	222.3401	1032.476	0	9	61	488	449	18	38			0.01639344262295082	1.0	0.03278688524590164	2.0	0.4426229508196721	27	0.22950819672131148	14
11	0.0	0	64	512	3	1.8906	0	0.9062	4968.5547	4853.8377	5036.8131	31768	1	4721.9898	0.373	0.0139	0.118	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1359	0.0	0.0	1.0	0.0	0.0144	0.5312	0.373	13.9257	51.0073	560.3441	34.7	857.9675	297.6235	0.0714	4.8344	33.5456	220.0195	253.8928	1294.919	24.3901	220.2753	1011.7949	0	10	62	496	442	18	46			0.12903225806451613	8.0	0.016129032258064516	1.0	0.6451612903225806	40	0.12903225806451613	8	0.0084	14.0711	8.8277
12	0.0	0	64	512	4	1.7812	0	0.9219	4462.5332	4532.996	4394.2385	31762	1	4298.9711	0.4922	0.0008	0.1662	-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	0.1254	-0.0056	0.0	1.0	0.0	0.0183	0.6562	0.4922	14.0333	51.1276	559.0244	34.8	857.9675	298.9431	0.0938	4.6549	32.2602	198.6454	231.2913	1475.0347	24.5599	198.9368	1214.5237	0	11	64	512	471	16	33			0.125	8.0	0.046875	3.0	0.328125	21	0.140625	9
13	0.0	0	64	512	4	2.0938	0	0.8906	5849.1094	5035.9944	6282.4461	31797	1	4813.1067	0.3477	-0.0072	0.0606	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1327	0.0	0.0	1.0	0.0	0.013	0.4219	0.3477	14.0347	51.1288	558.5858	34.9	857.9675	299.3817	0.0732	5.2651	38.6448	224.9423	263.9456	1559.3505	25.6632	225.2273	1264.4721	0	12	57	456	426	14	30					0.07017543859649122	4.0	0.42105263157894735	24	0.14035087719298245	8	0.0084	14.0752
14	0.0	0	64	512	4	1.8125	0	0.875	4866.082	5038.6537	4692.1569	31760	1	4066.2403	0.502	-0.0034	0.1269	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1255	-0.0	0.0	1.0	0.0	0.0186	0.625	0.502	14.0677	51.1943	557.1813	35.1	857.9675	300.7862	0.0704	4.6745	31.6351	183.7078	215.6617	1431.9056	23.0843	183.9558	1188.48	0	13	64	512	450	21	49			0.203125	13.0	0.25	16.0	0.46875	30	0.09375	6
15	0.0	0	64	512	4	2.0469	0	0.9375	4926.5117	4839.1749	4993.9031	31751	1	4266.9039	0.4355	0.0028	0.0804	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1228	-0.0013	0.0	1.0	0.0	0.0162	0.5469	0.4355	14.322	51.506	557.3558	35.0	857.9675	300.6118	0.0972	4.7529	33.9188	193.7138	228.0319	1142.7788	24.0818	194.0154	885.9041	0	14	63	504	473	18	30							0.3333333333333333	21	0.14285714285714285	9	0.0084	13.3568						0.015873015873015872	1.0
16	0.0	0	64	512	4	2.0312	0	0.9219	5025.9766	4558.8924	5475.1648	31707	1	4544.2113	0.4902	0.0047	0.108	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1336	-0.0	0.0	1.0	0.0	0.0154	0.6094	0.4902	14.6948	51.8791	556.9661	35.1	857.9675	301.0014	0.0749	4.7275	31.8001	218.695	250.8643	1313.9526	22.5691	218.989	1035.7868	0	15	64	512	477	18	28			0.109375	7.0			0.296875	19	0.1875	12			8.2163
17	0.0	0	64	512	4	1.9375	0	0.8906	5304.2988	4924.3203	5616.6655	31702	1	4477.752	0.4512	0.0092	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	0.1249	-0.0	0.0	1.0	0.0	0.0148	0.5781	0.4512	14.4315	51.6356	556.9907	35.1	857.9675	300.9769	0.1006	4.7795	36.8211	219.4484	256.6458	1308.8006	22.9796	219.7236	1024.3882	0	16	61	488	421	21	66					0.09836065573770492	6.0	0.8360655737704918	51	0.16393442622950818	10	0.0077	14.8915				0.01639344262295082	1.0
18	0.0	0	64	512	4	2.3594	0	0.9375	5391.4434	6104.0653	4938.3706	31758	1	5320.6865	0.3887	0.0223	0.0896	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1221	-0.002	0.0	1.0	0.0	0.0108	0.5156	0.3887	14.5796	51.7618	556.1977	35.2	857.9675	301.7698	0.0974	5.3524	38.0588	253.8113	292.2721	1220.8525	24.0951	254.1154	899.1259	0	17	57	456	419	17	35			0.017543859649122806	1.0	0.03508771929824561	2.0	0.38596491228070173	22	0.24561403508771928	14						0.017543859649122806	1.0
19	0.0	0	64	512	4	1.7188	0	0.875	5066.6953	5047.4764	5082.7455	31770	1	4672.0163	0.4551	0.0005	0.1098	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1223	-0.0028	0.0	1.0	0.0	0.0154	0.5625	0.4551	14.7728	51.9543	556.2234	35.2	857.9675	301.7441	0.0991	4.843	39.5878	215.8858	255.888	1582.6579	22.1364	216.2007	1299.7832	0	18	60	480	437	18	41			0.03333333333333333	2.0	0.016666666666666666	1.0	0.5333333333333333	32	0.16666666666666666	10	0.0075	16.3173
20	0.0	0	64	512	4	1.8281	0	0.8906	5320.7246	4968.5291	5526.808	31825	1	4635.3488	0.3691	-0.0052	0.097	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1408	-0.0	0.0	1.0	0.0	0.0136	0.4531	0.3691	14.7764	51.9575	554.7101	35.3	857.9675	303.2574	0.0666	4.8474	33.322	217.0675	250.7206	1533.2708	23.3393	217.3317	1254.3583	0	19	62	496	453	17	43							0.6129032258064516	38	0.0967741935483871	6
21	0.0	0	64	512	4	1.6875	0	0.8906	4981.0215	5122.7233	4885.6275	31734	1	4443.4633	0.4023	-0.0006	0.0906	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1347	0.0	0.0	1.0	0.0	0.0168	0.5156	0.4023	14.7832	52.0205	554.9844	35.3	857.9675	302.9831	0.0665	4.7337	34.0494	210.2643	244.6153	1501.26	23.3047	210.499	1228.6018	0	20	63	504	461	18	38			0.047619047619047616	3.0	0.06349206349206349	4.0	0.5396825396825397	34	0.06349206349206349	4	0.0078	13.3388	8.0322			0.031746031746031744	2.0
22	0.0	0	64	512	4	1.7969	0	0.8906	5089.5234	5337.2258	4948.1963	31834	1	4103.7515	0.3633	-0.0098	0.0985	-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	0.1382	-0.0055	0.0	1.0	0.0	0.0123	0.4688	0.3633	14.7559	51.9613	554.3621	35.4	857.9675	303.6055	0.0721	4.8151	32.0319	197.6414	230.0275	1384.6688	23.9344	197.9232	1125.887	0	21	61	488	432	21	46			0.13114754098360656	8.0			0.6229508196721312	38	0.13114754098360656	8						0.03278688524590164	2.0
23	0.0	0	64	512	3	1.5156	0	0.8281	4888.4629	4445.7686	5246.6855	31774	1	4638.3152	0.4473	0.0144	0.0967	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1277	0.0	0.0	1.0	0.0	0.0135	0.5781	0.4473	15.1406	52.3359	554.3356	35.4	857.9675	303.6319	0.0672	4.8409	37.4714	213.0209	250.8158	1341.0965	22.4572	213.2768	1062.9785	0	22	64	512	452	21	60					0.046875	3.0	0.734375	47	0.15625	10	0.0085	14.204
24	0.0	0	64	512	4	1.6094	0	0.8594	5010.1426	5339.5915	4775.4515	31738	1	5125.7203	0.416	0.0029	0.123	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1269	-0.0	0.0	1.0	0.0	0.0161	0.5781	0.416	15.1399	52.3352	554.2477	35.4	857.9675	303.7198	0.0666	4.7525	38.7094	241.3185	280.3783	1636.7829	23.2267	241.602	1328.421	0	23	61	488	423	17	65					0.04918032786885246	3.0	0.639344262295082	39	0.3770491803278688	23
25	0.0	0	64	512	3	1.5156	0	0.8281	4957.0039	5145.7238	4853.8066	31744	1	4792.2542	0.3535	-0.005	0.139	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1197	0.0	0.0	1.0	0.0	0.0118	0.4531	0.3535	15.2222	52.591	552.66	35.6	857.9675	305.3075	0.0667	4.8036	34.8997	225.7814	261.0063	1813.0727	21.5017	226.0394	1525.7569	0	24	53	424	405	10	17			0.1509433962264151	8.0	0.09433962264150944	5.0	0.1320754716981132	7	0.24528301886792453	13	0.0085	13.7903
26	0.0	0	64	512	4	1.8281	0	0.9062	4999.9961	4608.5735	5274.3821	31665	1	3727.2595	0.4121	0.0076	0.0996	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1278	-0.0	0.0	1.0	0.0	0.0129	0.4844	0.4121	15.4929	52.9026	551.8461	35.7	857.9675	306.1215	0.0644	4.6949	29.2144	181.8811	211.389	988.3901	25.1751	182.1098	747.1268	0	25	54	432	406	12	19			0.12962962962962962	7.0	0.07407407407407407	4.0	0.2777777777777778	15	0.1111111111111111	6			8.7088
27	0.0	0	64	512	4	1.7344	0	0.875	4801.6133	4766.3344	4852.3476	31766	1	3813.5277	0.5898	-0.0032	0.1052	-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	0.1273	-0.0035	0.0	1.0	0.0	0.0164	0.6875	0.5898	15.8889	53.344	552.8224	35.6	857.9675	305.1451	0.0946	4.7486	31.8278	188.1649	220.5231	1031.4949	22.9306	188.6001	783.2847	0	26	59	472	410	26	50			0.11864406779661017	7.0	0.3050847457627119	18.0	0.3220338983050847	19	0.23728813559322035	14	0.009	12.6671				0.288135593220339	17.0
28	0.0	0	64	512	4	2.1875	0	0.9688	5055.6387	4951.9907	5130.67	31763	1	4942.405	0.4199	0.0045	0.1012	-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	0.1162	-0.01	0.0	1.0	0.0	0.0135	0.5469	0.4199	16.046	53.4671	552.5507	35.6	857.9675	305.4168	0.0766	4.8488	33.5052	219.951	253.8289	2130.9697	18.5315	220.2467	1853.7559	0	27	52	416	390	13	6			0.28846153846153844	15.0			0.2692307692307692	14	0.057692307692307696	3						0.19230769230769232	10.0	0.019230769230769232	1.0
29	0.0	0	64	512	4	1.6719	0	0.8281	4799.998	4474.8537	5214.7378	21478	1	3336.6768	0.5605	0.0081	0.0474	-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	0.1169	-0.0193	0.0	1.0	0.0	0.0089	0.625	0.5605	15.7877	53.2084	552.8907	35.6	857.9675	305.0768	0.0486	3.4809	28.5303	161.7902	190.6488	998.4337	25.9964	162.0695	778.3023	0	28	44	352	335	11	15			0.13636363636363635	6.0	0.022727272727272728	1.0	0.4772727272727273	21	0.45454545454545453	20	0.0082	11.9058				0.022727272727272728	1.0