ablation-pymethods2test-shaped-45-8B/training_logs/20260612_220132_metrics_job_628824.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_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	timing/save_hf_model	batch_errors/avg_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError	batch_errors/avg_DaytonaNotFoundError	batch_errors/total_DaytonaNotFoundError	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError
2	0.0	0	64	512	4	0.875	0	0.3438	4767.7715	4795.1262	4728.7488	25222	1	3182.1526	0.5879	0.0092	0.1088	-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	0.1199	-0.0056	0.0	1.0	0.0	0.013	0.625	0.5879	10.536	50.3104	626.3275	27.0	857.9676	231.6401	0.2023	3.92	34.2457	174.2058	208.9411	4078.6541	22.8866	174.4925	3842.9061	0	27	53	424	388	18	33	0.6226415094339622	33	0.03773584905660377	2.0	0.16981132075471697	9.0	0.05660377358490566	3.0
3	0.0	0	64	512	1	0.9219	0	0.9219	4983.4746	5436.399	4709.4483	31754	1	4133.7783	0.377	0.0227	0.1274	-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	0.1345	-0.0042	0.0	1.0	0.0	0.0185	0.5	0.377	13.5033	50.54	618.0227	28.0	857.9676	239.9449	0.0639	4.7884	32.7876	194.5012	227.5803	1263.0117	21.7204	194.7281	1008.9141	0	28	56	448	407	14	36	0.6964285714285714	39	0.03571428571428571	2.0	0.125	7.0	0.08928571428571429	5.0	12.171	20.1752
4	0.0	0	64	512	2	1.625	0	0.9375	4671.3027	5053.6712	4385.5051	31822	1	4728.8661	0.4277	0.0211	0.0979	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1248	0.0	0.0	1.0	0.0	0.0199	0.5469	0.4277	13.6422	50.7001	613.7819	28.5	857.9676	244.1857	0.0632	4.7469	34.1954	213.2039	247.7078	1068.7568	23.7909	213.4484	792.5078	0	29	60	480	418	17	56	0.8	48	0.03333333333333333	2.0	0.1	6.0	0.1	6.0
5	0.0	0	64	512	3	1.7969	0	0.8594	4280.7344	4076.9107	4439.2639	31798	1	3580.8473	0.4375	0.0025	0.0887	-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	0.1155	-0.0042	0.0	1.0	0.0	0.0155	0.5156	0.4375	13.777	50.8871	612.502	28.6	857.9676	245.4656	0.0913	4.6547	28.7012	169.1447	198.1744	1539.4904	20.8891	169.3814	1315.7664	0	30	61	488	437	18	51	0.7704918032786885	47			0.08196721311475409	5.0			0.009	8.6111	6.395
6	0.0	0	64	512	4	2.1406	0	0.9375	5000.9766	5222.5862	4817.3571	31737	1	4371.6949	0.4531	0.016	0.088	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1205	0.0	0.0	1.0	0.0	0.0168	0.5312	0.4531	14.216	51.3028	608.8709	29.0	857.9676	249.0967	0.0647	4.7976	32.6722	201.0971	234.1363	1535.0765	21.6286	201.399	1274.5101	0	31	62	496	382	30	106	1.5806451612903225	98	0.04838709677419355	3.0	0.0967741935483871	6.0	0.0967741935483871	6.0				0.016129032258064516	1.0	0.016129032258064516	1.0
7	0.0	0	64	512	5	1.9688	0	0.9219	3795.5312	4476.6118	3456.9825	31804	1	4323.2735	0.332	0.0128	0.1017	-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	0.1108	-0.0064	0.0	1.0	0.0	0.0172	0.4844	0.332	14.2689	51.3345	607.3277	29.2	857.9676	250.6399	0.0644	4.6435	28.605	177.2897	206.2082	1701.0639	23.5775	177.5384	1466.6314	0	32	62	496	430	20	62	0.9354838709677419	58			0.08064516129032258	5.0	0.06451612903225806	4.0	0.0098	7.957
8	0.0	0	64	512	5	1.8281	0	0.9062	4426.4102	4337.7767	4486.0784	31776	1	4189.8754	0.4023	0.02	0.084	0.0	0.0	0.0	0.0	0.0	0.0	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	0.0162	0.4844	0.4023	14.2714	51.3339	605.3755	29.4	857.9676	252.5921	0.0989	4.7055	30.6605	192.3827	223.4015	1469.9716	21.125	192.6417	1220.734	0	33	62	496	445	19	46	0.6129032258064516	38	0.016129032258064516	1.0	0.11290322580645161	7.0	0.06451612903225806	4.0								0.016129032258064516	1.0
9	0.0	0	64	512	4	1.8594	0	0.8906	4549.4668	4319.729	4714.4463	31620	1	3895.5488	0.418	-0.0026	0.1007	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1269	-0.002	0.0	1.0	0.0	0.0154	0.4844	0.418	14.2645	51.3268	603.5889	29.6	857.9676	254.3787	0.0836	4.6898	28.9795	187.0802	216.4045	1363.6601	23.3237	187.3409	1119.2363	0	34	62	496	423	24	73	1.032258064516129	64	0.016129032258064516	1.0	0.12903225806451613	8.0			0.0095	8.3515
10	0.0	0	64	512	6	1.9219	0	0.9219	3946.0859	4376.362	3619.3127	31808	1	3948.408	0.4316	0.0053	0.1214	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1186	0.0	0.0	1.0	0.0	0.0191	0.5781	0.4316	14.2697	51.332	602.1526	29.8	857.9676	255.815	0.0941	4.6209	31.141	176.3125	207.7997	1421.4447	22.28	176.5642	1186.7383	0	35	64	512	454	20	49	0.75	48			0.015625	1.0	0.125	8.0			5.9666					0.015625	1.0
11	0.0	0	64	512	4	1.9844	0	0.8438	4738.3516	4627.5896	4816.6233	31838	1	4336.9944	0.4141	0.0016	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	0.1313	-0.002	0.0	1.0	0.0	0.0214	0.5469	0.4141	14.2961	51.3983	600.9323	30.0	857.9676	257.0353	0.077	4.82	30.3179	188.5618	219.2099	1686.9542	23.188	188.8147	1439.7332	0	36	62	496	429	23	66	0.9838709677419355	61	0.016129032258064516	1.0	0.06451612903225806	4.0	0.016129032258064516	1.0	0.0087	8.22
12	0.0	0	64	512	3	1.75	0	0.875	4288.6914	4517.4416	4100.6441	31765	1	3993.4464	0.4512	0.0038	0.1186	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1252	-0.0	0.0	1.0	0.0	0.0137	0.5469	0.4512	14.4357	51.5209	598.8259	30.2	857.9676	259.1417	0.0654	5.1265	29.5529	183.3451	213.2355	1634.9331	22.0702	183.617	1394.4971	0	37	63	504	462	16	41	0.49206349206349204	31	0.07936507936507936	5.0	0.07936507936507936	5.0										0.015873015873015872	1.0
13	0.0	0	64	512	3	1.7812	0	0.8906	4378.4395	4279.6997	4521.5885	31750	1	3800.9451	0.5918	0.0122	0.1617	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1219	0.0	0.0	1.0	0.0	0.0233	0.7344	0.5918	14.3297	51.4598	597.5809	30.3	857.9676	260.3867	0.0842	4.6513	29.0723	176.8748	206.3067	1204.9325	22.4098	177.1498	971.5582	0	38	62	496	441	16	55	0.8709677419354839	54	0.03225806451612903	2.0	0.016129032258064516	1.0			0.008	7.9801
14	0.0	0	64	512	3	1.7188	0	0.9062	4493.166	4310.5861	4659.3955	31795	1	4271.0567	0.4766	0.0119	0.069	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1184	0.0	0.0	1.0	0.0	0.0179	0.5469	0.4766	14.348	51.4611	594.5972	30.7	857.9676	263.3704	0.066	4.684	33.4072	192.1783	225.9165	1350.158	22.8675	192.4429	1096.6861	0	39	62	496	412	24	83	1.2419354838709677	77			0.0967741935483871	6.0										0.016129032258064516	1.0
15	0.0	0	64	512	4	1.8438	0	0.8594	4353.3359	4784.3178	4043.8389	31733	1	4145.6711	0.418	-0.0101	0.1282	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1206	-0.0	0.0	1.0	0.0	0.0197	0.5625	0.418	14.3591	51.4605	593.515	30.8	857.9676	264.4526	0.0744	4.6433	30.6768	189.7995	220.7957	1518.609	21.7842	190.0441	1271.3814	0	40	63	504	413	26	83	1.3333333333333333	84			0.07936507936507936	5.0	0.1111111111111111	7.0	0.0077	7.892	5.8373					0.015873015873015872	1.0
16	0.0	0	64	512	4	1.8125	0	0.8594	4279.4121	4658.495	4036.4103	31818	1	4537.4143	0.3906	-0.0052	0.0972	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1165	-0.0	0.0	1.0	0.0	0.0168	0.5156	0.3906	14.3004	51.4662	590.7932	31.1	857.9676	267.1744	0.0921	4.759	31.7989	206.607	238.7776	1695.7901	25.1666	206.8861	1427.0803	0	41	60	480	437	15	42	0.5833333333333334	35	0.016666666666666666	1.0	0.13333333333333333	8.0										0.016666666666666666	1.0
17	0.0	0	64	512	3	1.7656	0	0.9219	4644.3555	4575.2611	4689.7476	31835	1	4068.353	0.3965	0.0012	0.1321	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1297	0.0	0.0	1.0	0.0	0.0199	0.5469	0.3965	14.7131	51.9086	588.8904	31.4	857.9676	269.0772	0.0651	5.5301	32.9529	196.4083	229.7064	1185.9686	24.4624	196.688	926.2659	0	42	63	504	458	16	43	0.6031746031746031	38	0.015873015873015872	1.0	0.06349206349206349	4.0	0.047619047619047616	3.0	0.0087	8.1946
18	0.0	0	64	512	3	1.7656	0	0.9062	4732.2559	4411.7404	5004.1733	31630	1	4031.9761	0.459	0.0033	0.0733	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1225	-0.0015	0.0	1.0	0.0	0.0144	0.5312	0.459	14.5299	51.6583	587.3705	31.5	857.9676	270.5971	0.067	4.679	36.5302	193.1197	229.9798	1288.4443	25.7912	193.3823	1027.9897	0	43	64	512	463	16	41	0.546875	35	0.015625	1.0	0.078125	5.0	0.125	8.0
19	0.0	0	64	512	4	1.7344	0	0.9062	3914.7676	3964.692	3850.0673	31821	1	3815.7786	0.5645	0.0015	0.0715	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1238	-0.0	0.0	1.0	0.0	0.0195	0.6406	0.5645	14.7441	51.9109	587.1451	31.6	857.9676	270.8224	0.0883	4.6642	27.8516	169.9297	198.1197	1113.2438	22.3695	170.1792	888.0849	0	44	58	464	399	17	57	0.8620689655172413	50	0.06896551724137931	4.0	0.06896551724137931	4.0	0.15517241379310345	9.0	0.0093	8.4633
20	0.0	0	64	512	4	2.1094	0	0.875	4301.2285	3804.0427	4719.723	31776	1	4255.9316	0.457	-0.0	0.0722	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1162	0.0	0.0	1.0	0.0	0.0154	0.5625	0.457	14.9178	52.0336	584.7567	31.8	857.9676	273.2109	0.0679	4.6617	30.6844	188.2174	219.2604	1357.3257	22.0089	188.5077	1111.3908	0	45	62	496	447	13	47	0.7419354838709677	46	0.016129032258064516	1.0			0.016129032258064516	1.0			6.2322					0.016129032258064516	1.0
21	0.0	0	64	512	4	1.8281	0	0.875	4070.9902	4041.1	4099.5115	31688	1	3373.0068	0.4883	0.0004	0.1013	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1194	0.0	0.0	1.0	0.0	0.0536	0.5625	0.4883	15.1863	52.3452	585.3444	31.8	857.9676	272.6232	0.0926	4.6418	28.428	166.7965	195.5772	1268.2115	23.6294	167.0562	1044.3556	0	46	62	496	436	18	52	0.7903225806451613	49			0.04838709677419355	3.0	0.12903225806451613	8.0	0.0087	8.1314
22	0.0	0	64	512	4	2.3438	0	0.9531	4738.4648	5245.1542	4334.8912	31750	1	4459.8261	0.4434	0.002	0.1073	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1235	0.0	0.0	1.0	0.0	0.0205	0.5781	0.4434	14.8623	51.9712	585.1224	31.8	857.9676	272.8452	0.0679	4.772	36.545	205.0078	241.8901	1544.9845	25.2698	205.2769	1273.0488	0	47	62	496	436	22	60	0.8709677419354839	54	0.04838709677419355	3.0	0.04838709677419355	3.0
23	0.0	0	64	512	4	1.8438	0	0.8906	4116.1836	3927.0762	4262.1038	31786	1	3948.7686	0.4355	0.0076	0.1357	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1231	-0.0	0.0	1.0	0.0	0.021	0.5938	0.4355	14.7819	51.9097	583.8033	32.0	857.9676	274.1643	0.0638	4.5769	29.1074	177.2445	206.6741	1623.8625	23.6393	177.5024	1388.9681	0	48	62	496	434	21	62	0.9354838709677419	58	0.03225806451612903	2.0	0.03225806451612903	2.0			0.0097	8.1153
24	0.0	0	64	512	3	1.6719	0	0.9219	4220.3594	3816.7342	4529.3414	31767	1	4322.0974	0.4336	-0.011	0.06	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1171	0.0	0.0	1.0	0.0	0.0148	0.5156	0.4336	14.782	51.9094	582.043	32.2	857.9676	275.9246	0.0953	4.8001	29.5038	190.42	220.266	1295.397	22.6579	190.6665	1047.6658	0	49	63	504	443	18	61	0.9365079365079365	59	0.015873015873015872	1.0	0.015873015873015872	1.0
25	0.0	0	64	512	3	1.7656	0	0.9219	4165.8223	3780.6132	4438.0367	31807	1	3811.0311	0.4141	-0.0123	0.079	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1203	-0.0	0.0	1.0	0.0	0.015	0.5	0.4141	14.7839	51.9753	581.3082	32.2	857.9676	276.6594	0.0972	4.6738	27.3101	174.4772	202.1804	1512.647	23.5038	174.7725	1282.2827	0	50	62	496	438	18	50	0.7096774193548387	44	0.03225806451612903	2.0	0.06451612903225806	4.0	0.12903225806451613	8.0	0.0088	8.4124	6.613
26	0.0	0	64	512	3	1.5312	0	0.8125	3720.3535	3495.7536	3877.7973	20957	1	3256.5953	0.4121	0.0004	0.0987	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1222	-0.0023	0.0	1.0	0.0	0.0173	0.5312	0.4121	14.6185	51.8736	580.6026	32.3	857.9676	277.365	0.0439	3.2715	24.9104	154.876	180.0568	1530.0051	23.5918	155.1023	1323.0806	0	51	63	504	402	26	100	1.492063492063492	94	0.031746031746031744	2.0	0.06349206349206349	4.0	0.031746031746031744	2.0
27	0.0	0	64	512	5	1.7188	0	0.9531	3783.1348	4544.0099	3287.3387	31784	1	3783.8372	0.3945	-0.0001	0.1475	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1173	-0.0014	0.0	1.0	0.0	0.0226	0.5312	0.3945	15.0491	52.4155	580.1515	32.4	857.9676	277.8161	0.0633	4.6164	25.5189	170.3928	196.2659	1451.3636	23.7931	170.6833	1226.6852	0	52	64	512	458	17	54	0.78125	50			0.0625	4.0			0.0092	7.8929
28	0.0	0	64	512	3	1.6719	0	0.8438	4142.5859	4016.5782	4230.9169	31731	1	4001.5179	0.4121	0.0013	0.0487	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1236	0.0	0.0	1.0	0.0	0.0124	0.4844	0.4121	15.0288	52.348	578.971	32.5	857.9676	278.9966	0.0891	4.6754	31.7101	181.196	213.3246	1666.3496	25.0736	181.5249	1423.2691	0	53	60	480	406	19	70	1.0333333333333334	62	0.06666666666666667	4.0	0.08333333333333333	5.0	0.06666666666666667	4.0