ablation-pymethods2test-seqmean-arm0-30-8B/training_logs/20260612_220124_metrics_job_630124.csv

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_RuntimeError,batch_errors/total_RuntimeError,batch_errors/avg_VerifierTimeoutError,batch_errors/total_VerifierTimeoutError,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_InvalidChatHistory,batch_errors/total_InvalidChatHistory,batch_errors/avg_ContextLengthExceededError,batch_errors/total_ContextLengthExceededError,timing/cleanup_old_checkpoints,timing/save_checkpoints,timing/save_hf_model,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError,batch_errors/avg_AgentSetupTimeoutError,batch_errors/total_AgentSetupTimeoutError,batch_errors/avg_DaytonaAuthenticationError,batch_errors/total_DaytonaAuthenticationError
0.0,0,64,512,0,0.0,0,0.0,4169.1133,3891.7792,5095.1271,29264,1263,2914.3086,0.7695,-0.0069,0.0744,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1189,0.0,0.0,1.0,0.0,0.0105,0.8125,0.7695,11.6896,50.3563,578.7643,32.5,857.9675,279.2032,0.1941,4.3043,30.7211,146.6405,177.747,3371.9765,22.9409,146.8314,3166.9842,0,1,119,952,918,22,26,0.04201680672268908,5.0,0.025210084033613446,3.0,0.008403361344537815,1.0,0.10084033613445378,12,0.14285714285714285,17,,,,,,,,,
0.0,0,64,512,1,0.8594,0,0.8594,5688.084,5824.2419,5589.5185,31885,1,5477.7731,0.4199,0.0464,0.1255,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1361,-0.005,0.0,1.0,0.0,0.0161,0.5781,0.4199,12.6834,50.5541,574.2212,33.1,857.9675,283.7463,0.0641,4.8042,39.1437,260.9703,300.4542,1718.0337,24.4369,261.2461,1388.3356,0,2,63,504,454,24,37,0.15873015873015872,10.0,0.047619047619047616,3.0,0.06349206349206349,4.0,0.36507936507936506,23,0.15873015873015872,10,14.2681,24.8089,,,,,,,
0.0,0,64,512,2,1.5625,0,0.9375,5287.3867,5200.8475,5333.1104,31817,1,5758.917,0.3457,0.0073,0.0951,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1283,-0.0021,0.0,1.0,0.0,0.0171,0.4688,0.3457,12.9334,50.6717,572.7552,33.2,857.9675,285.2123,0.1003,4.7883,38.0045,267.5741,305.9524,1220.661,24.4652,267.8472,885.4504,0,3,62,496,468,14,23,0.08064516129032258,5.0,,,,,0.3064516129032258,19,0.0967741935483871,6,,,,,,,,,
0.0,0,64,512,3,1.8438,0,0.875,5684.4512,4907.0708,6233.8,31815,1,5008.2154,0.4141,-0.0061,0.0833,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1411,-0.004,0.0,1.0,0.0,0.0121,0.4844,0.4141,13.7453,50.795,563.5295,34.3,857.9675,294.438,0.0673,4.9105,37.4051,234.7096,272.4655,1357.8902,20.825,234.9927,1059.6856,0,4,62,496,451,21,36,0.0967741935483871,6.0,0.04838709677419355,3.0,,,0.3709677419354839,23,0.22580645161290322,14,0.008,12.7181,,,,,,,
0.0,0,64,512,4,1.875,0,0.9219,5039.3906,5546.9962,4499.0363,31714,1,4334.7369,0.5156,0.0318,0.1173,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1279,-0.0036,0.0,1.0,0.0,0.0141,0.625,0.5156,13.8122,50.8325,562.6003,34.4,857.9675,295.3672,0.0989,4.6928,39.1023,199.9551,239.4905,1224.4331,24.7234,200.2888,955.52,0,5,62,496,449,22,32,0.11290322580645161,7.0,0.12903225806451613,8.0,,,0.3387096774193548,21,0.1935483870967742,12,,,8.2216,,,,,,
0.0,0,64,512,4,2.1719,0,0.9375,5591.9941,5830.8641,5431.1863,31798,1,4994.2618,0.4023,0.0066,0.0843,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1286,-0.0004,0.0,1.0,0.0,0.0111,0.4844,0.4023,13.8712,50.9265,561.6264,34.5,857.9675,296.3411,0.0653,4.9236,37.4489,233.3771,271.219,1281.0159,22.6774,233.7045,982.1918,0,6,62,496,435,23,51,0.12903225806451613,8.0,0.03225806451612903,2.0,0.04838709677419355,3.0,0.5161290322580645,32,0.25806451612903225,16,0.0067,13.924,,0.016129032258064516,1.0,,,,
0.0,0,64,512,4,2.1094,0,0.9062,4851.3477,5205.5652,4562.4468,31817,1,4336.985,0.4492,0.0059,0.0777,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1271,-0.0014,0.0,1.0,0.0,0.0139,0.5469,0.4492,13.9109,50.9409,561.0771,34.6,857.9675,296.8904,0.0644,4.6898,33.9517,197.6421,231.9494,1559.2848,23.4677,197.9329,1299.1744,0,7,63,504,457,15,42,,,0.07936507936507936,5.0,0.031746031746031744,2.0,0.5555555555555556,35,0.07936507936507936,5,,,,,,,,,
0.0,0,64,512,4,2.1094,0,0.9219,5596.0137,5715.5123,5487.2164,31840,1,5416.4656,0.4766,0.0199,0.145,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1283,0.0,0.0,1.0,0.0,0.0136,0.625,0.4766,13.9023,50.9439,561.6647,34.5,857.9675,296.3028,0.0672,4.797,43.3436,268.6347,312.3633,1610.273,22.6954,268.9523,1270.4134,0,8,62,496,457,18,38,,,,,0.016129032258064516,1.0,0.4032258064516129,25,0.20967741935483872,13,0.0071,12.1975,,,,0.016129032258064516,1.0,,
0.0,0,64,512,4,1.9844,0,0.9531,5326.7715,5167.9342,5454.2887,31758,1,4691.8758,0.4453,0.0119,0.0971,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1268,0.0,0.0,1.0,0.0,0.0137,0.5469,0.4453,13.8936,50.9354,559.6754,34.8,857.9675,298.2921,0.0782,4.7117,38.0949,222.0535,260.5136,1321.2856,23.5801,222.3401,1032.476,0,9,61,488,449,18,38,,,0.01639344262295082,1.0,0.03278688524590164,2.0,0.4426229508196721,27,0.22950819672131148,14,,,,,,,,,
0.0,0,64,512,3,1.8906,0,0.9062,4968.5547,4853.8377,5036.8131,31768,1,4721.9898,0.373,0.0139,0.118,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1359,0.0,0.0,1.0,0.0,0.0144,0.5312,0.373,13.9257,51.0073,560.3441,34.7,857.9675,297.6235,0.0714,4.8344,33.5456,220.0195,253.8928,1294.919,24.3901,220.2753,1011.7949,0,10,62,496,442,18,46,,,0.12903225806451613,8.0,0.016129032258064516,1.0,0.6451612903225806,40,0.12903225806451613,8,0.0084,14.0711,8.8277,,,,,,
0.0,0,64,512,4,1.7812,0,0.9219,4462.5332,4532.996,4394.2385,31762,1,4298.9711,0.4922,0.0008,0.1662,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1254,-0.0056,0.0,1.0,0.0,0.0183,0.6562,0.4922,14.0333,51.1276,559.0244,34.8,857.9675,298.9431,0.0938,4.6549,32.2602,198.6454,231.2913,1475.0347,24.5599,198.9368,1214.5237,0,11,64,512,471,16,33,,,0.125,8.0,0.046875,3.0,0.328125,21,0.140625,9,,,,,,,,,
0.0,0,64,512,4,2.0938,0,0.8906,5849.1094,5035.9944,6282.4461,31797,1,4813.1067,0.3477,-0.0072,0.0606,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1327,0.0,0.0,1.0,0.0,0.013,0.4219,0.3477,14.0347,51.1288,558.5858,34.9,857.9675,299.3817,0.0732,5.2651,38.6448,224.9423,263.9456,1559.3505,25.6632,225.2273,1264.4721,0,12,57,456,426,14,30,,,,,0.07017543859649122,4.0,0.42105263157894735,24,0.14035087719298245,8,0.0084,14.0752,,,,,,,
0.0,0,64,512,4,1.8125,0,0.875,4866.082,5038.6537,4692.1569,31760,1,4066.2403,0.502,-0.0034,0.1269,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1255,-0.0,0.0,1.0,0.0,0.0186,0.625,0.502,14.0677,51.1943,557.1813,35.1,857.9675,300.7862,0.0704,4.6745,31.6351,183.7078,215.6617,1431.9056,23.0843,183.9558,1188.48,0,13,64,512,450,21,49,,,0.203125,13.0,0.25,16.0,0.46875,30,0.09375,6,,,,,,,,,
0.0,0,64,512,4,2.0469,0,0.9375,4926.5117,4839.1749,4993.9031,31751,1,4266.9039,0.4355,0.0028,0.0804,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1228,-0.0013,0.0,1.0,0.0,0.0162,0.5469,0.4355,14.322,51.506,557.3558,35.0,857.9675,300.6118,0.0972,4.7529,33.9188,193.7138,228.0319,1142.7788,24.0818,194.0154,885.9041,0,14,63,504,473,18,30,,,,,,,0.3333333333333333,21,0.14285714285714285,9,0.0084,13.3568,,,,,,0.015873015873015872,1.0
0.0,0,64,512,4,2.0312,0,0.9219,5025.9766,4558.8924,5475.1648,31707,1,4544.2113,0.4902,0.0047,0.108,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1336,-0.0,0.0,1.0,0.0,0.0154,0.6094,0.4902,14.6948,51.8791,556.9661,35.1,857.9675,301.0014,0.0749,4.7275,31.8001,218.695,250.8643,1313.9526,22.5691,218.989,1035.7868,0,15,64,512,477,18,28,,,0.109375,7.0,,,0.296875,19,0.1875,12,,,8.2163,,,,,,
0.0,0,64,512,4,1.9375,0,0.8906,5304.2988,4924.3203,5616.6655,31702,1,4477.752,0.4512,0.0092,0.1087,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1249,-0.0,0.0,1.0,0.0,0.0148,0.5781,0.4512,14.4315,51.6356,556.9907,35.1,857.9675,300.9769,0.1006,4.7795,36.8211,219.4484,256.6458,1308.8006,22.9796,219.7236,1024.3882,0,16,61,488,421,21,66,,,,,0.09836065573770492,6.0,0.8360655737704918,51,0.16393442622950818,10,0.0077,14.8915,,,,0.01639344262295082,1.0,,
0.0,0,64,512,4,2.3594,0,0.9375,5391.4434,6104.0653,4938.3706,31758,1,5320.6865,0.3887,0.0223,0.0896,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1221,-0.002,0.0,1.0,0.0,0.0108,0.5156,0.3887,14.5796,51.7618,556.1977,35.2,857.9675,301.7698,0.0974,5.3524,38.0588,253.8113,292.2721,1220.8525,24.0951,254.1154,899.1259,0,17,57,456,419,17,35,,,0.017543859649122806,1.0,0.03508771929824561,2.0,0.38596491228070173,22,0.24561403508771928,14,,,,,,0.017543859649122806,1.0,,
0.0,0,64,512,4,1.7188,0,0.875,5066.6953,5047.4764,5082.7455,31770,1,4672.0163,0.4551,0.0005,0.1098,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1223,-0.0028,0.0,1.0,0.0,0.0154,0.5625,0.4551,14.7728,51.9543,556.2234,35.2,857.9675,301.7441,0.0991,4.843,39.5878,215.8858,255.888,1582.6579,22.1364,216.2007,1299.7832,0,18,60,480,437,18,41,,,0.03333333333333333,2.0,0.016666666666666666,1.0,0.5333333333333333,32,0.16666666666666666,10,0.0075,16.3173,,,,,,,
0.0,0,64,512,4,1.8281,0,0.8906,5320.7246,4968.5291,5526.808,31825,1,4635.3488,0.3691,-0.0052,0.097,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1408,-0.0,0.0,1.0,0.0,0.0136,0.4531,0.3691,14.7764,51.9575,554.7101,35.3,857.9675,303.2574,0.0666,4.8474,33.322,217.0675,250.7206,1533.2708,23.3393,217.3317,1254.3583,0,19,62,496,453,17,43,,,,,,,0.6129032258064516,38,0.0967741935483871,6,,,,,,,,,
0.0,0,64,512,4,1.6875,0,0.8906,4981.0215,5122.7233,4885.6275,31734,1,4443.4633,0.4023,-0.0006,0.0906,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1347,0.0,0.0,1.0,0.0,0.0168,0.5156,0.4023,14.7832,52.0205,554.9844,35.3,857.9675,302.9831,0.0665,4.7337,34.0494,210.2643,244.6153,1501.26,23.3047,210.499,1228.6018,0,20,63,504,461,18,38,,,0.047619047619047616,3.0,0.06349206349206349,4.0,0.5396825396825397,34,0.06349206349206349,4,0.0078,13.3388,8.0322,,,0.031746031746031744,2.0,,
0.0,0,64,512,4,1.7969,0,0.8906,5089.5234,5337.2258,4948.1963,31834,1,4103.7515,0.3633,-0.0098,0.0985,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1382,-0.0055,0.0,1.0,0.0,0.0123,0.4688,0.3633,14.7559,51.9613,554.3621,35.4,857.9675,303.6055,0.0721,4.8151,32.0319,197.6414,230.0275,1384.6688,23.9344,197.9232,1125.887,0,21,61,488,432,21,46,,,0.13114754098360656,8.0,,,0.6229508196721312,38,0.13114754098360656,8,,,,,,0.03278688524590164,2.0,,
0.0,0,64,512,3,1.5156,0,0.8281,4888.4629,4445.7686,5246.6855,31774,1,4638.3152,0.4473,0.0144,0.0967,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1277,0.0,0.0,1.0,0.0,0.0135,0.5781,0.4473,15.1406,52.3359,554.3356,35.4,857.9675,303.6319,0.0672,4.8409,37.4714,213.0209,250.8158,1341.0965,22.4572,213.2768,1062.9785,0,22,64,512,452,21,60,,,,,0.046875,3.0,0.734375,47,0.15625,10,0.0085,14.204,,,,,,,
0.0,0,64,512,4,1.6094,0,0.8594,5010.1426,5339.5915,4775.4515,31738,1,5125.7203,0.416,0.0029,0.123,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1269,-0.0,0.0,1.0,0.0,0.0161,0.5781,0.416,15.1399,52.3352,554.2477,35.4,857.9675,303.7198,0.0666,4.7525,38.7094,241.3185,280.3783,1636.7829,23.2267,241.602,1328.421,0,23,61,488,423,17,65,,,,,0.04918032786885246,3.0,0.639344262295082,39,0.3770491803278688,23,,,,,,,,,
0.0,0,64,512,3,1.5156,0,0.8281,4957.0039,5145.7238,4853.8066,31744,1,4792.2542,0.3535,-0.005,0.139,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1197,0.0,0.0,1.0,0.0,0.0118,0.4531,0.3535,15.2222,52.591,552.66,35.6,857.9675,305.3075,0.0667,4.8036,34.8997,225.7814,261.0063,1813.0727,21.5017,226.0394,1525.7569,0,24,53,424,405,10,17,,,0.1509433962264151,8.0,0.09433962264150944,5.0,0.1320754716981132,7,0.24528301886792453,13,0.0085,13.7903,,,,,,,
0.0,0,64,512,4,1.8281,0,0.9062,4999.9961,4608.5735,5274.3821,31665,1,3727.2595,0.4121,0.0076,0.0996,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1278,-0.0,0.0,1.0,0.0,0.0129,0.4844,0.4121,15.4929,52.9026,551.8461,35.7,857.9675,306.1215,0.0644,4.6949,29.2144,181.8811,211.389,988.3901,25.1751,182.1098,747.1268,0,25,54,432,406,12,19,,,0.12962962962962962,7.0,0.07407407407407407,4.0,0.2777777777777778,15,0.1111111111111111,6,,,8.7088,,,,,,
0.0,0,64,512,4,1.7344,0,0.875,4801.6133,4766.3344,4852.3476,31766,1,3813.5277,0.5898,-0.0032,0.1052,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1273,-0.0035,0.0,1.0,0.0,0.0164,0.6875,0.5898,15.8889,53.344,552.8224,35.6,857.9675,305.1451,0.0946,4.7486,31.8278,188.1649,220.5231,1031.4949,22.9306,188.6001,783.2847,0,26,59,472,410,26,50,,,0.11864406779661017,7.0,0.3050847457627119,18.0,0.3220338983050847,19,0.23728813559322035,14,0.009,12.6671,,,,0.288135593220339,17.0,,
0.0,0,64,512,4,2.1875,0,0.9688,5055.6387,4951.9907,5130.67,31763,1,4942.405,0.4199,0.0045,0.1012,-0.0002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1162,-0.01,0.0,1.0,0.0,0.0135,0.5469,0.4199,16.046,53.4671,552.5507,35.6,857.9675,305.4168,0.0766,4.8488,33.5052,219.951,253.8289,2130.9697,18.5315,220.2467,1853.7559,0,27,52,416,390,13,6,,,0.28846153846153844,15.0,,,0.2692307692307692,14,0.057692307692307696,3,,,,,,0.19230769230769232,10.0,0.019230769230769232,1.0
0.0,0,64,512,4,1.6719,0,0.8281,4799.998,4474.8537,5214.7378,21478,1,3336.6768,0.5605,0.0081,0.0474,-0.0003,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1169,-0.0193,0.0,1.0,0.0,0.0089,0.625,0.5605,15.7877,53.2084,552.8907,35.6,857.9675,305.0768,0.0486,3.4809,28.5303,161.7902,190.6488,998.4337,25.9964,162.0695,778.3023,0,28,44,352,335,11,15,,,0.13636363636363635,6.0,0.022727272727272728,1.0,0.4772727272727273,21,0.45454545454545453,20,0.0082,11.9058,,,,0.022727272727272728,1.0,,