ablation-pymethods2test-seqmean-arm0-tis-15-8B/training_logs/20260609_214045_metrics_job_653586.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	generate/tis/aligned_tokens	generate/tis/alignment_fail_count	generate/tis/exact_match_fraction	generate/tis/lcs_fallback_fraction	generate/tis/lcs_fallback_messages	generate/tis/unaligned_fraction	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	policy/rollout_train_prob_diff_mean	policy/rollout_train_prob_diff_std	policy/tis/imp_ratio_capped_fraction	policy/tis/imp_ratio_mean	policy/tis/log_ratio_abs_mean	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/save_hf_model	timing/step	timing/sync_weights	timing/train_critic_and_policy	timing/wait_for_generation_buffer	tis/batch_skipped_no_logprobs	tis/skipped_fraction	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_AgentTimeoutError	batch_errors/total_AgentTimeoutError	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_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError	batch_errors/avg_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError
2	0.0	0	64	512	4	0.4375	0	0.1875	4367.6348	4450.258	4236.6061	20102	1	3081.0821	1530592.0	25.0	0.9745	0.0	0.0	0.0255	0.6133	-0.0018	0.082	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0643	-0.0	0.0	1.0	0.0	0.0116	1005131.5625	1241936512.0	0.0	0.9556	0.021	0.65	0.6133	9.9297	50.2901	562.6478	34.4	857.9675	295.3198	0.0524	3.9222	32.4786	156.8412	189.5694	6.8707	4387.0719	37.9376	157.0373	4155.6423	0.0	0.0	0	15	54	432	390	20	41	0.7962962962962963	43	0.037037037037037035	2.0	0.09259259259259259	5.0	0.018518518518518517	1.0
3	0.0	0	64	512	1	0.9531	0	0.9531	5236.6426	4392.4831	5489.4619	31722	1	5068.1073	1953529.0	45.0	0.8724	0.0	0.0	0.1276	0.2305	0.008	0.0679	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0736	-0.0004	0.0	1.0	0.0	0.012	2.912904544507658e+18	4.067950672816252e+21	0.0	0.908	0.0255	0.3438	0.2305	13.9738	50.8674	555.7899	35.2	857.9675	302.1776	0.0685	6.0938	36.9697	235.7047	272.9919		940.3521	34.9952	235.9529	626.262	0.0	0.0	0	16	58	464	422	13	41	0.5517241379310345	32	0.1896551724137931	11.0	0.017241379310344827	1.0	0.017241379310344827	1.0	10.4479	18.917
4	0.0	0	64	512	2	1.6562	0	0.9531	4441.8926	4303.1646	4561.4509	31764	1	4231.7973	1624165.0	28.0	0.9089	0.0	0.0	0.0911	0.4629	-0.0268	0.1262	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0631	-0.0001	0.0	1.0	0.0	0.014	80980987609088.0	9.804779835568947e+16	0.0	0.919	0.0208	0.6094	0.4629	14.1574	51.0022	555.1819	35.3	857.9675	302.7856	0.8639	6.2006	35.3247	195.5062	231.9566		866.8196	41.0458	195.7672	587.611	0.0	0.0	0	17	63	504	479	13	24	0.2857142857142857	18	0.047619047619047616	3.0	0.047619047619047616	3.0	0.015873015873015872	1.0
5	0.0	0	64	512	3	1.9844	0	0.8438	4984.2539	4197.7163	5522.4112	31647	1	4678.7713	1808744.0	41.0	0.8809	0.0	0.0	0.1191	0.4062	-0.0087	0.1018	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0679	-0.0	0.0	1.0	0.0	0.0172	7.39416158020567e+16	9.942431530797027e+19	0.0	0.9589	0.0221	0.5312	0.4062	14.2903	51.1974	554.0929	35.4	857.9675	303.8746	0.0899	6.4232	37.3252	220.9561	258.6391		2168.7359	37.6553	221.2235	1866.0111	0.0	0.0	0	18	63	504	457	21	46	0.6190476190476191	39	0.047619047619047616	3.0	0.06349206349206349	4.0	0.015873015873015872	1.0	0.0074	8.3881
6	0.0	0	64	512	4	1.9062	0	0.8906	4700.6758	3937.2571	5231.5298	31734	1	4306.1606	1743000.0	35.0	0.9022	0.0	0.0	0.0978	0.4102	-0.02	0.1351	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0714	0.0	0.0	1.0	0.0	0.0168	6328167232962560.0	7.310935387570962e+18	0.0	0.9156	0.0245	0.5156	0.4102	14.5789	51.2928	552.8044	35.6	857.9675	305.1631	0.0891	6.021	34.5214	198.7713	233.6051		1196.6914	32.8597	198.9941	924.198	0.0	0.0	0	19	62	496	459	12	35	0.5483870967741935	34			0.03225806451612903	2.0	0.03225806451612903	2.0
7	0.0	0	64	512	4	1.6562	0	0.8281	4695.9609	4342.2462	4913.5457	31736	1	4065.4442	1681502.0	28.0	0.9544	0.0	0.0	0.0456	0.3809	0.0048	0.0503	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0696	-0.0005	0.0	1.0	0.0	0.0122	1080837378408448.0	1.4011869695511101e+18	0.0	0.9341	0.022	0.4531	0.3809	14.7026	51.4866	551.9064	35.7	857.9675	306.0612	0.0871	6.1017	31.5548	187.9218	219.7869	5.8852	1351.9719	33.9437	188.1445	1092.1314	0.0	0.0	0	20	56	448	403	15	42	0.6964285714285714	39	0.07142857142857142	4.0			0.10714285714285714	6.0	0.0088	8.1422
8	0.0	0	64	512	4	1.9844	0	0.8906	4777.4453	4620.9898	4874.4873	31826	1	4055.0244	1707389.0	27.0	0.9601	0.0	0.0	0.0399	0.3828	0.0103	0.1078	-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	0.0684	-0.0062	0.0	1.0	0.0	0.0144	20477047209984.0	2.673594378433331e+16	0.0	0.9125	0.0217	0.5	0.3828	14.9075	51.7109	624.8141	27.2	857.9675	233.1534	0.0882	7.6651	35.0631	196.5691	231.9387		1653.9283	32.7526	196.7865	1381.5656	0.0	0.0	0	21	56	448	403	15	44	0.9642857142857143	54			0.03571428571428571	2.0	0.017857142857142856	1.0
9	0.0	0	64	512	3	1.6406	0	0.8438	4256.166	4364.5684	4192.2019	19194	1	3380.6239	1525708.0	35.0	0.9617	0.0	0.0	0.0383	0.3711	0.0204	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	0.0682	-0.0021	0.0	1.0	0.0	0.0156	9.329387085443891e+16	1.1523618092078439e+20	0.0	0.8961	0.0225	0.5156	0.3711	14.5482	51.4926	619.0483	27.8	857.9675	238.9193	0.047	3.8528	29.6378	159.7489	189.6301		1708.2028	35.8861	159.9448	1478.8283	0.0	0.0	0	22	61	488	396	27	75	0.639344262295082	39	0.6229508196721312	38.0	0.04918032786885246	3.0	0.36065573770491804	22.0	0.0083	8.0671	0.03278688524590164	2.0	0.01639344262295082	1.0
10	0.0	0	64	512	3	1.2656	0	0.7969	3544.1543	3840.6749	3276.2937	28297	1	3722.3558	1252311.0	10.0	0.991	0.0	0.0	0.009	0.4746	0.0158	0.0979	-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	0.0518	-0.0098	0.0	1.0	0.0	0.0149	7758122496.0	8681794568192.0	0.0	0.8013	0.0161	0.5781	0.4746	15.0082	51.8909	612.8306	28.6	857.9675	245.137	0.0827	5.0234	30.5594	167.256	198.1548		2873.6125	18.8351	167.5122	2651.5938	0.0	0.0	0	23	63	504	245	58	161	0.6825396825396826	43	1.9841269841269842	125.0	0.015873015873015872	1.0	1.0952380952380953	69.0			0.4603174603174603	29.0
11	0.0	0	64	512	4	1.6875	0	0.9375	2838.584	5697.4839	2204.031	21845	1	4033.9811	998412.0	19.0	0.9595	0.0	0.0	0.0405	0.1816	0.0534	0.1319	-0.0005	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0375	-0.031	0.0	1.0	0.0	0.0176	796371091193856.0	7.9573848653457e+17	0.0	0.4832	0.012	0.375	0.1816	14.9013	51.7034	610.9744	28.8	857.9675	246.9931	0.0656	3.9288	26.3368	163.6413	190.2636		4553.1826	19.7707	163.8606	4339.2146	0.0	0.0	0	24	63	504	198	59	150	0.31746031746031744	20	2.015873015873016	127.0	0.031746031746031744	2.0	2.1904761904761907	138.0	0.0083	30.3375	0.30158730158730157	19.0	0.015873015873015872	1.0	0.015873015873015872	1.0
12	0.0	0	64	512	3	1.5469	0	0.9375	1484.3555	3727.4578	1050.3753	15945	1	2355.9005	540011.0	7.0	0.9765	0.0	0.0	0.0235	0.1621	0.0976	0.1584	-0.0006	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0251	-0.0401	0.0	1.0	0.0	0.0162	175853157744640.0	1.2922646919590707e+17	0.0	0.4014	0.0083	0.3906	0.1621	14.7827	51.591	611.105	28.8	857.9675	246.8625	0.0412	2.8411	14.0718	97.9816	112.2645	6.1145	2911.5013	20.8742	98.1511	2775.5178	0.0	0.0	0	25	60	480	239	50	62	0.16666666666666666	10	0.7833333333333333	47.0	0.06666666666666667	4.0	2.7	162.0			0.35	21.0	0.016666666666666666	1.0	0.016666666666666666	1.0
13	0.0	0	64	512	3	1.4688	0	0.9062	1762.2266	3276.9356	775.2226	14084	1	2254.5374	611382.0	7.0	0.9867	0.0	0.0	0.0133	0.3945	0.2088	0.2489	-0.0017	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.028	-0.1098	0.0	1.0	0.0	0.0301	78101203648512.0	6.106804833275085e+16	0.0	0.5056	0.0092	0.6875	0.3945	15.0391	51.8378	607.4099	29.2	857.9675	250.5576	0.0393	2.7152	16.2956	95.0195	111.5402		2183.5461	21.0421	95.2048	2048.2464	0.0	0.0	0	26	50	400	287	35	28	0.26	13	0.38	19.0	0.1	5.0	2.2	110.0	0.0076	18.4531	0.2	10.0
14	0.0	0	64	512	3	1.7344	0	0.9844	3225.4141	4233.3925	2501.5638	31725	1	3531.9698	1097953.0	6.0	0.9706	0.0	0.0	0.0294	0.418	0.0857	0.1298	-0.001	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0417	-0.064	0.0	1.0	0.0	0.0185	1.7051105289310222e+21	1.7866703500134324e+24	0.0	0.7126	0.0141	0.5938	0.418	15.2845	52.0295	607.246	29.2	857.9675	250.7216	0.0933	6.0684	24.9326	145.5165	170.7634		1456.934	22.7893	145.7369	1257.3089	0.0	0.0	0	27	63	504	327	51	68	0.3968253968253968	25	0.5396825396825397	34.0	0.12698412698412698	8.0	0.9523809523809523	60.0			0.7301587301587301	46.0			0.015873015873015872	1.0
15	0.0	0	64	512	4	2.0312	0	0.9062	3251.666	4554.6894	2653.9829	21699	1	3609.6329	1139572.0	15.0	0.9862	0.0	0.0	0.0138	0.3145	0.1116	0.1947	-0.0011	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0421	-0.0686	0.0	1.0	0.0	0.0196	3.3728	2506.6016	0.0	0.6563	0.0144	0.5312	0.3145	15.0491	51.7938	605.1166	29.5	857.9675	252.8509	0.0646	4.1197	22.7726	156.63	179.688		3692.4206	19.6838	156.8504	3488.9217	0.0	0.0	0	28	62	496	313	47	111	0.3870967741935484	24	1.3548387096774193	84.0	0.0967741935483871	6.0	0.967741935483871	60.0	0.0078	10.6979	0.24193548387096775	15.0			0.03225806451612903	2.0
16	0.0	0	64	512	4	1.6719	0	0.9375	2571.3672	3743.3082	2043.4958	15866	1	2671.8445	889053.0	7.0	0.9918	0.0	0.0	0.0082	0.3105	0.0625	0.1191	-0.0007	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.036	-0.0436	0.0	1.0	0.0	0.0144	2088775.625	1969496832.0	0.0	0.6323	0.0129	0.4375	0.3105	15.0667	51.8913	603.0693	29.7	857.9675	254.8982	0.0526	3.2231	19.9907	119.1558	139.374		2121.552	24.1526	119.3302	1954.7975	0.0	0.0	0	29	62	496	399	34	26	0.3064516129032258	19	0.1935483870967742	12.0	0.04838709677419355	3.0	1.032258064516129	64.0			0.16129032258064516	10.0
17	0.0	0	64	512	4	1.5938	0	0.8594	3329.0859	3448.2411	3212.6911	31752	1	3171.8807	1207059.0	16.0	0.9547	0.0	0.0	0.0453	0.4941	0.0633	0.1659	-0.0008	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0435	-0.0529	0.0	1.0	0.0	0.0237	166590859444224.0	1.8302711074127872e+17	0.0	0.7955	0.0163	0.7031	0.4941	15.2241	52.0995	601.8652	29.8	857.9675	256.1023	0.0917	5.5872	23.2574	143.9244	167.4704	6.1638	1800.873	28.7964	144.1208	1599.0148	0.0	0.0	0	30	61	488	408	28	51	0.7049180327868853	43	0.01639344262295082	1.0	0.11475409836065574	7.0	0.4426229508196721	27.0	0.0073	8.1466	0.01639344262295082	1.0	0.01639344262295082	1.0
18	0.0	0	64	512	4	1.7188	0	0.875	4176.25	4287.3301	4101.4706	22905	1	3442.4973	1477397.0	13.0	0.9695	0.0	0.0	0.0305	0.4023	0.0198	0.0959	-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	0.0487	-0.0138	0.0	1.0	0.0	0.0177	17930.9121	21793098.0	0.0	0.8509	0.0185	0.5312	0.4023	14.9604	51.8221	601.6973	29.9	857.9675	256.2702	0.0519	4.5315	30.1351	156.4327	186.8623		1635.6999	31.1503	156.6733	1413.1506	0.0	0.0	0	31	62	496	427	25	63	1.0483870967741935	65	0.016129032258064516	1.0	0.016129032258064516	1.0	0.0967741935483871	6.0							0.04838709677419355	3.0
19	0.0	0	64	512	5	1.7031	0	0.875	4112.8223	4007.204	4181.0836	31560	1	3957.1982	1471823.0	15.0	0.9631	0.0	0.0	0.0369	0.3926	0.0092	0.1152	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0462	-0.0013	0.0	1.0	0.0	0.0137	113758040.0	137789751296.0	0.0	0.8584	0.0187	0.5156	0.3926	15.251	52.1536	599.0416	30.2	857.9675	258.9259	0.0694	5.7857	28.8593	179.0917	208.2315		1896.1165	35.5573	179.3023	1646.5384	0.0	0.0	0	32	62	496	454	17	33	0.3870967741935484	24	0.08064516129032258	5.0	0.016129032258064516	1.0	0.14516129032258066	9.0	0.0086	11.4834					0.06451612903225806	4.0
20	0.0	0	64	512	3	1.6719	0	0.8906	3989.2363	3479.5046	4367.2007	23645	1	3195.8215	1377193.0	19.0	0.9806	0.0	0.0	0.0194	0.4258	0.0032	0.0398	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0433	-0.0003	0.0	1.0	0.0	0.0155	214550183936.0	251782945046528.0	0.0	0.9224	0.0178	0.4844	0.4258	15.0996	52.0021	598.8062	30.2	857.9675	259.1614	0.0535	4.9425	28.9784	147.4112	176.6704		1164.9656	31.3944	147.638	951.9529	0.0	0.0	0	33	64	512	443	16	69	1.046875	67	0.015625	1.0											0.015625	1.0
21	0.0	0	64	512	5	1.7812	0	0.875	3690.3398	3317.2692	3896.0939	20066	1	3147.0993	1351091.0	13.0	0.9855	0.0	0.0	0.0145	0.3555	-0.0158	0.1224	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0489	0.0	0.0	1.0	0.0	0.0231	4346809.0	4922826240.0	0.0	0.8724	0.0195	0.4844	0.3555	15.2644	52.2489	596.6576	30.5	857.9675	261.3099	0.0489	4.2274	24.6053	147.5165	172.3903		1643.8279	30.4621	147.7346	1436.743	0.0	0.0	0	34	18	144	123	6	21	1.0555555555555556	19			0.05555555555555555	1.0			0.0074	8.954					0.05555555555555555	1.0