ablation-pymethods2test-shaped-45-8B/training_logs/20260612_220132_metrics_job_628823.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_RuntimeError	batch_errors/total_RuntimeError	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	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError	timing/save_hf_model	batch_errors/avg_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError
2	0.0	0	64	512	0	0.0	0	0.0	4241.7871	4075.3858	4797.3983	23591	1316	2862.5754	0.7695	-0.0052	0.0794	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1166	0.0	0.0	1.0	0.0	0.011	0.8281	0.7695	9.7812	50.2029	557.7402	35.0	857.9676	300.2274	0.1582	3.54	30.8444	153.8172	185.0373	3057.5532	21.5959	154.0342	2847.3797	0	1	122	976	943	19	22	0.05737704918032787	7.0	0.03278688524590164	4.0	0.09016393442622951	11	0.09836065573770492	12	0.01639344262295082	2.0
3	0.0	0	64	512	1	0.7969	0	0.7969	5136.0195	4962.6652	5267.6735	31834	1	4862.5801	0.4316	0.0011	0.134	-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	0.131	-0.004	0.0	1.0	0.0	0.0187	0.5781	0.4316	12.7484	50.6157	552.2059	35.6	857.9676	305.7617	0.0781	4.6459	40.502	231.1003	271.9977	1974.5752	23.421	231.4172	1674.5086	0	2	57	456	406	20	41	0.03508771929824561	2.0	0.14035087719298245	8.0	0.40350877192982454	23	0.3684210526315789	21	0.03508771929824561	2.0	15.355	26.7429
4	0.0	0	64	512	2	1.7656	0	0.9844	5346.2324	5970.6364	5049.3256	31778	1	5290.9126	0.3223	0.0173	0.1254	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.135	-0.0022	0.0	1.0	0.0	0.0189	0.4375	0.3223	13.0774	50.9789	551.3358	35.7	857.9676	306.6318	0.0773	4.8038	38.0803	249.186	287.5805	764.5942	23.4573	249.4225	448.7478	0	3	63	504	479	12	20	0.015873015873015872	1.0	0.06349206349206349	4.0	0.031746031746031744	2	0.23809523809523808	15	0.047619047619047616	3.0
5	0.0	0	64	512	3	1.7188	0	0.8281	4813.1621	4440.1283	5107.9371	31784	1	3944.3059	0.4414	-0.0041	0.0914	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.132	-0.0011	0.0	1.0	0.0	0.0155	0.5625	0.4414	13.3076	51.1494	551.3209	35.7	857.9676	306.6467	0.0928	4.6191	33.0654	189.1437	222.5601	1688.5406	24.6375	189.4014	1436.7179	0	4	62	496	477	10	13	0.03225806451612903	2.0	0.08064516129032258	5.0	0.04838709677419355	3	0.16129032258064516	10	0.016129032258064516	1.0	0.0097	12.4636	0.016129032258064516	1.0
6	0.0	0	64	512	3	1.8438	0	0.9062	5021.8789	4977.0343	5051.5812	31762	1	4320.8043	0.3984	-0.0094	0.1029	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1328	-0.0003	0.0	1.0	0.0	0.0164	0.5	0.3984	13.339	51.142	550.5958	35.8	857.9676	307.3718	0.0931	4.6241	34.9145	208.2892	243.5698	1371.9939	23.0421	208.5618	1100.7494	0	5	62	496	458	21	23	0.16129032258064516	10.0	0.08064516129032258	5.0	0.1774193548387097	11	0.16129032258064516	10	0.04838709677419355	3.0			0.016129032258064516	1.0	6.5931
7	0.0	0	64	512	4	2.3438	0	0.9688	5018.002	5652.1322	4449.6333	31841	1	4784.8239	0.4727	0.0138	0.0894	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1342	0.0	0.0	1.0	0.0	0.0171	0.5781	0.4727	13.5079	51.2928	550.2794	35.9	857.9676	307.6882	0.0927	4.6639	34.121	232.6051	267.1017	1345.2906	24.546	232.8873	1048.9721	0	6	63	504	482	14	13	0.031746031746031744	2.0	0.1111111111111111	7.0	0.09523809523809523	6	0.07936507936507936	5	0.031746031746031744	2.0	0.0089	12.8392
8	0.0	0	64	512	3	1.8125	0	0.9531	4852.8496	4692.7007	5037.2227	31647	1	3900.6488	0.5352	-0.0007	0.0857	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1311	-0.0022	0.0	1.0	0.0	0.0132	0.625	0.5352	13.5188	51.2968	549.0931	36.0	857.9676	308.8745	0.0957	4.5759	33.3939	184.9605	218.7359	1358.4053	24.0379	185.2458	1111.0487	0	7	61	488	461	16	21			0.09836065573770492	6.0	0.16393442622950818	10	0.16393442622950818	10	0.01639344262295082	1.0
9	0.0	0	64	512	4	2.0	0	0.9219	5649.5059	5423.0472	5838.6272	31788	1	4651.1216	0.4551	0.0	0.0814	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1344	-0.0016	0.0	1.0	0.0	0.0117	0.5625	0.4551	15.4496	51.3726	547.1078	36.2	857.9676	310.8597	0.0999	4.7367	37.461	232.245	270.1439	1520.6114	21.4921	232.5826	1224.2314	0	8	63	504	471	21	23	0.06349206349206349	4.0	0.07936507936507936	5.0	0.12698412698412698	8	0.14285714285714285	9	0.09523809523809523	6.0	0.0097	10.0987	0.015873015873015872	1.0
10	0.0	0	64	512	4	2.0469	0	0.9531	4865.623	4560.4394	5058.0637	31693	1	3889.0343	0.3867	-0.0001	0.0981	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1351	-0.0025	0.0	1.0	0.0	0.0152	0.4844	0.3867	15.5833	51.5586	546.65	36.3	857.9676	311.3176	0.0664	4.7228	30.1827	183.2597	213.7875	1325.4585	23.4	183.538	1083.5439	0	9	64	512	477	22	28	0.078125	5.0	0.015625	1.0	0.15625	10	0.28125	18					0.015625	1.0
11	0.0	0	64	512	4	1.9531	0	0.9062	5185.9395	5227.2298	5150.9097	31844	1	4598.2853	0.459	0.0051	0.1075	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1325	-0.002	0.0	1.0	0.0	0.0144	0.5625	0.459	15.7477	51.6836	541.5659	36.9	857.9676	316.4017	0.0955	4.7965	34.9537	220.1504	255.492	1527.1207	22.9993	220.4423	1243.8262	0	10	62	496	471	15	20	0.08064516129032258	5.0			0.1774193548387097	11	0.16129032258064516	10			0.0086	10.0791			5.9651
12	0.0	0	64	512	4	1.8438	0	0.9219	4329.0117	4218.6929	4437.6202	31713	1	3790.1917	0.4961	0.0223	0.1593	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1335	-0.002	0.0	1.0	0.0	0.0183	0.6875	0.4961	15.8199	51.8009	540.3857	37.0	857.9676	317.5818	0.1027	4.575	31.1433	184.9552	216.4595	1372.1162	23.1094	185.213	1127.9659	0	11	64	512	473	18	32	0.109375	7.0			0.15625	10	0.234375	15	0.109375	7.0
13	0.0	0	64	512	4	1.9531	0	0.8906	5470.543	5430.5524	5498.351	31766	1	4969.3126	0.4102	0.0051	0.0633	0.0	0.0	0.0	0.0	0.0	0.0	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	0.0102	0.5	0.4102	15.836	51.9335	540.7026	37.0	857.9676	317.265	0.0636	4.7368	39.2476	233.302	272.9019	1553.8245	24.5439	233.5903	1251.6375	0	12	62	496	467	10	28	0.016129032258064516	1.0			0.03225806451612903	2	0.20967741935483872	13	0.1935483870967742	12.0	0.0086	10.2218
14	0.0	0	64	512	4	1.8594	0	0.8906	5487.1582	5010.1456	5808.2843	31729	1	4970.1199	0.4023	0.009	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	0.1277	-0.0	0.0	1.0	0.0	0.0177	0.5781	0.4023	15.8658	52.0009	539.8482	37.1	857.9676	318.1194	0.0751	4.7043	37.1381	239.7455	277.2487	1401.1367	22.7271	240.035	1096.4525	0	13	63	504	464	19	40					0.14285714285714285	9	0.36507936507936506	23	0.12698412698412698	8.0
15	0.0	0	64	512	4	1.9062	0	0.9531	4640.0664	4961.6479	4410.9799	31820	1	4384.7946	0.416	0.0148	0.163	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1246	-0.0	0.0	1.0	0.0	0.0193	0.5625	0.416	15.9154	52.0623	539.8487	37.1	857.9676	318.1189	0.1162	4.593	34.1775	207.9322	242.5469	1386.3317	25.7294	208.2527	1113.4543	0	14	62	496	467	13	26	0.04838709677419355	3.0			0.1935483870967742	12	0.20967741935483872	13	0.016129032258064516	1.0	0.0091	10.0526
16	0.0	0	64	512	4	1.8594	0	0.875	4959.9883	4604.0645	5294.3409	31749	1	4215.4661	0.4844	0.0001	0.0559	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1272	0.0	0.0	1.0	0.0	0.0127	0.5625	0.4844	16.1625	52.2504	538.8073	37.2	857.9676	319.1603	0.0636	4.6414	35.2075	192.5546	228.0862	1415.7002	22.3144	192.8148	1160.6533	0	15	64	512	477	15	27	0.125	8.0			0.140625	9	0.25	16	0.03125	2.0					5.9694
17	0.0	0	64	512	4	1.9531	0	0.9375	4935.9297	4670.6494	5154.0071	31688	1	4438.984	0.4512	-0.0031	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	0.1259	0.0	0.0	1.0	0.0	0.0216	0.5938	0.4512	16.0255	52.1877	538.5174	37.2	857.9676	319.4502	0.0869	4.7249	35.9695	214.2222	250.5637	1435.3243	23.4955	214.5068	1156.5324	0	16	60	480	439	15	41					0.16666666666666666	10	0.55	33	0.05	3.0	0.0083	10.2996
18	0.0	0	64	512	4	1.7969	0	0.9062	5206.5488	5225.9731	5195.4663	31786	1	5375.2695	0.3633	0.0198	0.1135	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1261	0.0	0.0	1.0	0.0	0.0167	0.5156	0.3633	16.2097	52.3779	538.9144	37.2	857.9676	319.0532	0.0687	4.7438	38.0638	241.4504	279.8938	1238.734	23.4055	241.761	930.6855	0	17	62	496	481	10	15					0.12903225806451613	8	0.11290322580645161	7	0.04838709677419355	3.0
19	0.0	0	64	512	4	1.9219	0	0.8594	4874.4434	4437.0435	5301.7104	31707	1	4182.0643	0.4941	-0.0129	0.1161	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1263	0.0	0.0	1.0	0.0	0.0157	0.6094	0.4941	16.2898	52.5652	539.6708	37.1	857.9676	318.2968	0.068	4.5999	33.8542	201.1248	235.3637	1604.4634	26.2847	201.4412	1338.2106	0	18	60	480	439	17	41					0.11666666666666667	7	0.5666666666666667	34	0.03333333333333333	2.0	0.009	9.9735
20	0.0	0	64	512	4	2.0781	0	0.875	5017.2695	4838.5484	5119.2393	31727	1	4684.6068	0.3633	-0.0111	0.1336	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1366	-0.0	0.0	1.0	0.0	0.0202	0.4844	0.3633	16.2083	52.4408	539.2532	37.1	857.9676	318.7144	0.1006	4.7377	35.1526	227.4842	263.0104	1704.6389	21.5753	227.7566	1415.308	0	19	63	504	466	14	36					0.06349206349206349	4	0.49206349206349204	31	0.031746031746031744	2.0			0.031746031746031744	2.0
21	0.0	0	64	512	3	1.6875	0	0.9219	4813.3398	4682.4186	4879.5706	31781	1	4023.4961	0.3359	-0.002	0.0598	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1335	-0.0005	0.0	1.0	0.0	0.0148	0.4219	0.3359	16.389	52.692	539.0041	37.2	857.9676	318.9635	0.0634	4.6853	31.7718	184.2284	216.3535	1243.9949	24.9441	184.518	998.0071	0	20	62	496	452	15	39	0.06451612903225806	4.0			0.08064516129032258	5	0.5483870967741935	34	0.016129032258064516	1.0	0.0082	10.7804	0.016129032258064516	1.0	5.7822
22	0.0	0	64	512	4	1.875	0	0.9219	4842.0918	4761.3186	4905.9196	31794	1	4212.6536	0.4414	0.0036	0.1383	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1256	-0.0013	0.0	1.0	0.0	0.0203	0.5781	0.4414	16.4531	52.6938	538.5048	37.2	857.9676	319.4628	0.0643	4.6969	34.2897	194.8264	229.4509	1850.931	22.0367	195.0966	1594.7419	0	21	65	520	474	20	46					0.09230769230769231	6	0.6153846153846154	40
23	0.0	0	64	512	3	1.4688	0	0.8281	4904.0176	4757.8386	5016.8131	31774	1	5193.9333	0.4355	0.0091	0.0904	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1243	-0.0	0.0	1.0	0.0	0.0108	0.5156	0.4355	16.7661	53.0065	538.0942	37.3	857.9676	319.8734	0.0718	4.7325	38.9414	247.2972	286.6118	1397.2504	25.3533	247.5984	1080.5473	0	22	64	512	461	16	49	0.015625	1.0			0.109375	7	0.609375	39	0.046875	3.0	0.0087	10.301	0.015625	1.0
24	0.0	0	64	512	3	1.7656	0	0.9531	4420.6699	4579.8023	4340.1676	31656	1	4118.4741	0.3359	0.0061	0.1162	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1221	-0.0006	0.0	1.0	0.0	0.0226	0.5	0.3359	17.1543	53.3796	536.8373	37.4	857.9676	321.1303	0.0927	4.5604	29.1154	184.7184	214.174	1504.7633	24.6211	184.9654	1261.4005	0	23	63	504	452	15	43	0.12698412698412698	8.0			0.06349206349206349	4	0.5714285714285714	36	0.047619047619047616	3.0			0.015873015873015872	1.0
25	0.0	0	64	512	3	1.7969	0	0.9531	4574.207	4892.4115	4286.7584	31701	1	3895.9681	0.4746	-0.001	0.1171	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1198	-0.0	0.0	1.0	0.0	0.0165	0.5625	0.4746	17.1777	53.3798	538.1989	37.3	857.9676	319.7687	0.094	4.6418	30.5187	182.2819	213.1498	1700.5271	21.8175	182.5366	1460.9109	0	24	61	488	423	25	55	0.14754098360655737	9.0			0.14754098360655737	9	0.5245901639344263	32	0.22950819672131148	14.0	0.0094	10.6318	0.01639344262295082	1.0
26	0.0	0	64	512	3	1.6719	0	0.9219	4631.207	5387.3656	4199.7791	31761	1	4549.8186	0.3633	0.0269	0.1247	-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	0.119	-0.0036	0.0	1.0	0.0	0.0181	0.5	0.3633	17.1838	53.3813	537.2989	37.4	857.9676	320.6687	0.0787	4.5345	32.4627	208.7999	241.6056	1624.9161	19.6067	209.0637	1359.1612	0	25	53	424	376	16	45	0.05660377358490566	3.0			0.37735849056603776	20	0.6415094339622641	34	0.03773584905660377	2.0					5.9782	0.018867924528301886	1.0
27	0.0	0	64	512	4	1.7344	0	0.9844	3893.377	3932.6115	3846.765	31762	1	3658.4465	0.543	0.0189	0.1012	-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	0.1126	-0.0039	0.0	1.0	0.0	0.0164	0.6719	0.543	17.183	53.3804	537.6219	37.3	857.9676	320.3456	0.0913	4.5212	25.6794	169.8466	195.8585	995.4217	21.6119	170.0873	773.4247	0	26	58	464	433	13	26	0.05172413793103448	3.0			0.13793103448275862	8	0.29310344827586204	17	0.034482758620689655	2.0	0.0086	10.3518	0.034482758620689655	2.0
28	0.0	0	64	512	4	2.0781	0	0.9375	4736.4414	5049.1301	4390.2963	20191	1	3483.9669	0.5254	0.0145	0.1444	-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	0.1249	-0.0042	0.0	1.0	0.0	0.0159	0.6406	0.5254	16.9689	53.1663	537.6146	37.3	857.9676	320.353	0.0664	3.2159	28.0361	184.7269	213.0974	1234.7892	24.6173	184.9943	993.8523	0	27	44	352	283	23	48	0.38636363636363635	17.0			0.3181818181818182	14	0.5909090909090909	26	0.9090909090909091	40.0			0.06818181818181818	3.0		0.022727272727272728	1.0