ablation-pymethods2test-seqnorm-15-8B/training_logs/20260608_210110_metrics_job_639474.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/save_hf_model	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	batch_errors/avg_VerifierTimeoutError	batch_errors/total_VerifierTimeoutError	batch_errors/avg_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError	batch_errors/avg_AgentSetupTimeoutError	batch_errors/total_AgentSetupTimeoutError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError
2	0.0	0	64	512	4	0.5469	0	0.25	4862.9727	4513.1443	5350.1168	31704	1	3892.5586	0.582	0.0105	0.1354	-0.0	0.0	0.0	0.0	0.0	0.0	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	0.0	0.6727	0.582	12.6295	50.548	561.5298	34.6	857.9675	296.4377	0.1256	4.65	69.6756	200.9736	271.0452	36.4673	4741.4969	23.1178	201.2433	4442.6837	0	65	37	296	277	13	19	0.40540540540540543	15	0.8918918918918919	33	0.08108108108108109	3.0
3	0.0	0	64	512	1	1.0	1	1.0	5066.0879	4639.2486	5299.4955	31799	1	5073.213	0.3535	0.0067	0.1205	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1309	-0.0	0.0	1.0	0.0	0.0	0.5	0.3535	12.7806	50.6748	627.205	26.9	857.9675	230.7626	0.0762	4.6149	37.9156	235.294	273.5463		605.1264	24.0294	235.5538	302.928	0	66	60	480	440	16	29	0.15	9	0.25	15	0.13333333333333333	8.0	42.5487	50.8663	0.18333333333333332	11.0
4	0.0	0	64	512	2	1.6719	0	0.9531	4734.041	5337.0905	4314.702	31845	1	3896.281	0.4102	0.0173	0.1281	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1301	-0.0	0.0	1.0	0.0	0.0	0.5156	0.4102	13.7043	50.7106	622.134	27.5	857.9675	235.8336	0.0668	4.5589	29.9015	188.6862	218.8452		1183.017	23.4914	188.8764	936.117	0	67	63	504	355	47	91	0.1111111111111111	7	0.20634920634920634	13	1.1587301587301588	73.0			0.3333333333333333	21.0	0.031746031746031744	2.0	0.5555555555555556	35.0
5	0.0	0	64	512	3	2.2969	0	0.9219	4292.0527	5313.4359	3989.5165	31752	1	4965.0243	0.2285	0.0361	0.1284	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1007	-0.0	0.0	1.0	0.0	0.0	0.3594	0.2285	13.7788	50.7601	620.5532	27.7	857.9675	237.4144	0.0656	4.7095	31.3857	214.771	246.5058		5067.1626	19.1151	215.0541	4796.8269	0	68	61	488	276	57	125	0.04918032786885246	3	0.18032786885245902	11	1.8524590163934427	113.0	0.0088	8.3963	0.7868852459016393	48.0	0.03278688524590164	2.0	0.6065573770491803	37.0	0.01639344262295082	1.0
6	0.0	0	64	512	4	2.0312	0	0.9844	2689.0547	4481.0945	2097.9143	16225	1	3499.4794	0.248	0.064	0.1772	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.078	-0.0	0.0	1.0	0.0	0.0	0.5	0.248	13.5363	50.52	618.4584	27.9	857.9675	239.5091	0.0562	2.4372	19.9013	140.6377	160.7959		2845.5649	19.1755	140.8378	2663.1483	0	69	56	448	218	54	89	0.125	7	0.07142857142857142	4	1.8392857142857142	103.0			2.4464285714285716	137.0			0.30357142857142855	17.0
7	0.0	0	64	512	3	1.8125	0	0.9531	1819.6953	3456.2381	1285.487	16720	1	2446.8912	0.2461	0.1768	0.2232	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0662	-0.0	0.0	1.0	0.0	0.0	0.5469	0.2461	13.6124	50.5903	620.05	27.7	857.9675	237.9175	0.0369	2.372	14.1649	102.8323	117.1881	8.0763	2600.3087	18.8825	102.9859	2461.8638	0	70	58	464	355	32	36	0.08620689655172414	5	0.13793103448275862	8	0.39655172413793105	23.0	0.0078	17.8975	1.3620689655172413	79.0			0.05172413793103448	3.0	0.017241379310344827	1.0
8	0.0	0	64	512	3	1.4375	0	0.9219	3140.1328	3793.3929	2632.0417	31776	1	3649.7812	0.4375	0.0669	0.1491	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0942	-0.0	0.0	1.0	0.0	0.0	0.6094	0.4375	13.8658	50.8432	615.5933	28.2	857.9675	242.3742	0.0646	4.3413	26.1997	152.3269	178.7983		1848.2381	19.4477	152.5336	1645.6483	0	71	54	432	346	33	32	0.1111111111111111	6	0.2222222222222222	12	0.42592592592592593	23.0			0.7962962962962963	43.0	0.018518518518518517	1.0	0.3333333333333333	18.0	0.018518518518518517	1.0
9	0.0	0	64	512	4	1.7344	0	0.9062	3757.4688	3691.0625	3792.253	31727	1	3971.7082	0.3438	0.0297	0.0921	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1108	-0.0	0.0	1.0	0.0	0.0	0.4531	0.3438	13.8605	50.8377	617.5437	28.0	857.9675	240.4238	0.0696	4.3975	27.0854	166.2132	193.5822		3286.0053	18.9345	166.4269	3069.0865	0	72	64	512	326	56	112	0.171875	11	0.1875	12	1.421875	91.0	0.008	82.4332	0.5625	36.0	0.015625	1.0	0.578125	37.0	0.015625	1.0
10	0.0	0	64	512	4	1.9844	0	0.9375	3025.4746	4412.386	2628.2186	31668	1	3575.8498	0.2227	0.0329	0.1432	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0848	-0.0	0.0	1.0	0.0	0.0	0.3594	0.2227	13.8521	50.8289	615.4798	28.3	857.9675	242.4877	0.0891	4.3699	23.2891	149.6715	173.2579		2698.0374	18.0666	149.8792	2502.3368	0	73	60	480	337	49	48	0.03333333333333333	2	0.2	12	0.6166666666666667	37.0			1.4166666666666667	85.0	0.016666666666666666	1.0	0.15	9.0	0.016666666666666666	1.0
11	0.0	0	64	512	4	1.7031	0	0.9375	3082.4863	3622.4722	2871.1875	31787	1	3677.9858	0.2812	0.0609	0.1265	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0914	-0.0	0.0	1.0	0.0	0.0	0.4844	0.2812	13.8518	50.893	614.1329	28.4	857.9675	243.8346	0.0647	4.3386	23.0836	150.3708	173.7147		1731.4236	19.0162	150.566	1534.3491	0	74	60	480	414	31	29	0.06666666666666667	4	0.3	18	0.1	6.0	0.0081	8.0639	0.5666666666666667	34.0	0.016666666666666666	1.0	0.05	3.0	0.016666666666666666	1.0
12	0.0	0	64	512	4	1.8281	1	1.0	3949.6445	4464.3611	3450.7654	25386	1	3103.6693	0.4922	0.0245	0.1625	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1116	-0.0	0.0	1.0	0.0	0.0	0.6406	0.4922	13.816	50.7961	612.8476	28.6	857.9675	245.1199	0.0558	3.786	27.4207	148.2987	175.969	5.8565	1591.7732	20.678	148.4921	1391.3251	0	75	61	488	446	18	27	0.08196721311475409	5	0.32786885245901637	20					0.2459016393442623	15.0					0.03278688524590164	2.0
13	0.0	0	64	512	3	2.2344	2	1.0	4071.6719	3826.4317	4208.0821	31779	1	3359.4605	0.3574	0.0041	0.1367	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.122	-0.0	0.0	1.0	0.0	0.0	0.5312	0.3574	14.0157	51.0362	611.0781	28.8	857.9675	246.8895	0.0659	4.5298	25.7335	158.3383	184.3538		1915.8699	20.5904	158.5541	1706.3756	0	76	64	512	469	18	35	0.125	8	0.453125	29	0.046875	3.0	0.0081	8.0145	0.125	8.0					0.015625	1.0
14	0.0	0	64	512	3	3.0	3	1.0	4338.9863	4198.9942	4409.1877	31653	1	3668.1638	0.334	-0.002	0.0705	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1292	0.0	0.0	1.0	0.0	0.0	0.4375	0.334	14.2828	51.3484	609.1068	29.0	857.9675	248.8608	0.0664	4.5496	30.742	170.001	201.0159		1171.6576	21.017	170.2071	945.0538	0	77	64	512	430	36	63	0.640625	41	0.3125	20	0.03125	2.0			0.296875	19.0
15	0.0	0	64	512	4	4.0	4	1.0	4903.0371	5346.2614	4811.0472	23634	1	4141.1011	0.1719	0.0046	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	0.1267	-0.0	0.0	1.0	0.0	0.0	0.3438	0.1719	14.4365	51.4758	607.8784	29.1	857.9675	250.0891	0.0511	3.6578	32.3641	188.0312	220.6809		1996.031	19.1079	188.2653	1752.5626	0	78	93	744	701	23	38	0.2903225806451613	27	0.08602150537634409	8			0.0078	10.0346	0.043010752688172046	4.0			0.010752688172043012	1.0	0.03225806451612903	3.0
16	0.0	0	64	512	0	0.0	0	0.0	3705.6719	3357.3361	4578.8973	26629	1	2424.7377	0.7148	0.0124	0.095	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1105	-0.0	0.0	1.0	0.0	0.0	0.7812	0.7148	14.4194	51.4582	606.2361	29.3	857.9675	251.7314	0.0598	3.8365	25.5076	130.5443	156.312		3207.1053	20.9174	130.7441	3026.017	1	79	60	480	452	12	21	0.1	6	0.16666666666666666	10					0.11666666666666667	7.0					0.1	6.0
17	0.0	0	64	512	1	0.8281	0	0.8281	4801.8926	4507.3876	5101.0354	21141	1	3692.5927	0.5039	0.0145	0.122	-0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1225	-0.0	0.0	1.0	0.0	0.0	0.625	0.5039	14.3202	51.3997	605.6434	29.4	857.9675	252.3241	0.0464	3.3871	30.1146	181.7158	212.1128	5.9826	1758.6001	22.0893	181.9515	1521.007	1	80	64	512	455	31	55	0.078125	5	0.53125	34	0.09375	6.0	0.0078	11.1322	0.03125	2.0					0.171875	11.0