a3-rl-DCAgent_code-contests-noblock-5-8B/training_logs/20260525_110326_metrics_job_485101.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_DaytonaAuthenticationError	batch_errors/total_DaytonaAuthenticationError	batch_errors/avg_AgentEnvironmentTimeoutError	batch_errors/total_AgentEnvironmentTimeoutError	batch_errors/avg_DaytonaNotFoundError	batch_errors/total_DaytonaNotFoundError	batch_errors/avg_DaytonaError	batch_errors/total_DaytonaError	batch_errors/avg_VerifierRuntimeError	batch_errors/total_VerifierRuntimeError	batch_errors/avg_AgentTimeoutError	batch_errors/total_AgentTimeoutError	timing/cleanup_old_checkpoints	timing/save_checkpoints	timing/save_hf_model
2	0.0	0	64	512	1	0.0312	0	0.0312	331.7969	2689.381	1.0	5793	1	965.9963	0.123	0.2187	0.2189	-0.0004	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0119	-0.0249	0.0	1.0	0.0	0.0124	0.2742	0.123	5.3837	78.0531	602.3064	29.8	857.9687	255.6623	0.1194	1.0144	12.9162	57.498	70.6558	8113.5248	18.1367	57.6196	8023.7177	0	13	64	512	19	64	381	1.5625	100	5.890625	377	0.015625	1.0	0.015625	1.0	0.171875	11	0.046875	3.0
3	0.0	0	64	512	1	0.9062	0	0.9062	97.1699	2592.5263	1.0	5692	1	535.645	0.0371	0.4498	0.4501	-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	0.0041	-0.0146	0.0	1.0	0.0	0.0075	0.125	0.0371	5.7223	78.1088	599.2325	30.2	857.9687	258.7362	0.0198	0.9137	4.3069	44.4851	48.9503	6886.3196	18.478	44.6233	6817.976	0	14	64	512	61	64	351	1.34375	86	5.25	336			0.046875	3.0	0.21875	14	0.1875	12.0	24.0683	41.284
4	0.0	0	64	512	2	1.0469	1	1.0	393.2031	3292.9344	1.0	10838	1	1198.2489	0.1191	0.2169	0.2171	-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	0.0124	-0.0307	0.0	1.0	0.0	0.0123	0.375	0.1191	7.4045	78.2452	598.44	30.2	857.9687	259.5287	0.0315	1.6347	7.3081	63.1214	70.5896	791.9402	18.239	63.2496	701.4743	0	15	64	512	61	63	356	1.296875	83	5.53125	354			0.015625	1.0	0.1875	12	0.015625	1.0			6.9084
5	0.0	0	64	512	2	1.5625	0	0.7812	346.5215	2901.1148	1.0	13177	1	1177.6427	0.1191	0.2065	0.2066	-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	0.0113	-0.0216	0.0	1.0	0.0	0.0089	0.3125	0.1191	8.5541	78.4775	596.4595	30.5	857.9687	261.5092	0.0308	1.904	7.6796	61.4263	69.2639	6575.7601	17.4986	61.5532	6487.0923	0	16	64	512	47	64	359	1.515625	97	5.53125	354	0.0625	4.0			0.078125	5	0.078125	5.0	0.0085	7.7753
6	0.0	0	64	512	3	1.0625	1	1.0	314.8184	3419.617	1.0	7961	1	1092.2585	0.0918	0.359	0.3591	-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	0.0084	-0.0295	0.0	1.0	0.0	0.0108	0.25	0.0918	8.6535	78.4467	598.0707	30.3	857.9687	259.898	0.0216	1.2139	6.2721	60.5518	66.9689	920.1572	17.1829	60.6749	834.7893	0	17	64	512	36	64	404	1.0625	68	6.265625	401	0.03125	2.0	0.015625	1.0	0.03125	2	0.03125	2.0
7	0.0	0	64	512	2	1.2031	0	0.6094	245.1484	3473.3333	1.0	11370	1	999.9222	0.0703	0.1244	0.1245	-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	0.0063	-0.0109	0.0	1.0	0.0	0.0061	0.2344	0.0703	9.0319	78.7547	600.501	30.0	857.9687	257.4677	0.029	1.7294	5.1895	52.9781	58.3217	6610.6145	17.2028	53.1029	6533.3592	0	18	64	512	53	63	421	0.5	32	6.484375	415	0.015625	1.0	0.03125	2.0	0.078125	5	0.0625	4.0	0.0079	7.9661
8	0.0	0	64	512	1	1.0	1	1.0	321.1836	3094.0943	1.0	8352	1	1061.5795	0.1035	0.0722	0.0722	-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	0.0086	-0.007	0.0	1.0	0.0	0.0041	0.2812	0.1035	9.3094	78.7746	599.7432	30.1	857.9687	258.2255	0.0369	1.3938	6.5872	58.4137	65.1632	1357.7171	17.8468	58.5387	1273.3116	0	19	25	200	21	25	158	0.68	17	6.32	158					0.16	4