初始化项目，由ModelHub XC社区提供模型

Model: laion/ablation-pymethods2test-shaped-45-8B
Source: Original Platform

training_logs/20260612_220132_metrics_job_628823.csv

@@ -0,0 +1,28 @@
+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
+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,,,,,,,
+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,,,,,
+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,,,,,,,
+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,,,
+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,,
+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,,,,,
+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,,,,,,,
+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,,,
+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,,,
+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,,
+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,,,,,,,
+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,,,,,
+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,,,,,,,
+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,,,,,
+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,,
+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,,,,,
+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,,,,,,,
+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,,,,,
+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,,,
+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,,
+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,,,,,,,,,
+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,,,
+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,,,
+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,,,
+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
+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,,,
+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

training_logs/20260612_220132_metrics_job_628824.csv

@@ -0,0 +1,28 @@
+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
+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,,,,,,,,,
+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,,,,,,,
+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,,,,,,,,,
+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,,,,,,
+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,,
+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,,,,,,,
+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
+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,,,,,,,
+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
+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,,,,,,,
+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
+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,,,,,,,
+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
+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
+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
+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,,,,,,,
+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,,,,,,,,,
+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,,,,,,,
+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
+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,,,,,,,
+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,,,,,,,,,,,
+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,,,,,,,
+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,,,,,,,,,,,
+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,,,,,,
+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,,,,,,,,,
+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,,,,,,,
+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,,,,,,,,,

training_logs/20260612_220132_metrics_job_628825.csv

@@ -0,0 +1,11 @@
+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_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_ContextLengthExceededError,batch_errors/total_ContextLengthExceededError,batch_errors/avg_AgentSetupTimeoutError,batch_errors/total_AgentSetupTimeoutError,batch_errors/avg_InvalidChatHistory,batch_errors/total_InvalidChatHistory,batch_errors/avg_DaytonaAuthenticationError,batch_errors/total_DaytonaAuthenticationError,timing/cleanup_old_checkpoints,timing/save_checkpoints,timing/save_hf_model,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError
+0.0,0,64,512,3,0.2969,0,0.1719,3199.9375,4071.6584,2412.4721,31710,1,3554.7524,0.4746,0.0478,0.1097,-0.0005,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0996,-0.0347,0.0,1.0,0.0,0.0153,0.5818,0.4746,13.3086,50.5092,577.3386,32.7,857.9676,280.629,0.1782,4.5854,148.1198,158.2811,306.8462,7430.9562,17.454,158.5474,7102.0703,0,53,58,464,190,55,222,0.5862068965517241,34,3.0172413793103448,175,0.20689655172413793,12.0,0.3103448275862069,18.0,0.9827586206896551,57,0.034482758620689655,2.0,,,,,
+0.0,0,64,512,1,0.9688,0,0.9688,1660.8398,3606.8852,1397.6275,31652,1,2991.8597,0.1191,0.0393,0.101,-0.0002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0643,-0.0118,0.0,1.0,0.0,0.0186,0.3281,0.1191,13.4609,50.5854,574.7183,33.0,857.9676,283.2493,0.0612,4.3067,16.4321,118.6926,135.4282,2972.7191,20.1445,118.9344,2812.8332,0,54,62,496,315,49,114,1.0161290322580645,63,1.3064516129032258,81,0.08064516129032258,5.0,0.0967741935483871,6.0,0.5,31,0.03225806451612903,2.0,788.2552,873.9508,,,
+0.0,0,64,512,2,1.5469,0,0.9375,2503.9727,3359.2695,2089.9594,31797,1,3307.4746,0.3262,0.0434,0.1494,-0.0009,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0875,-0.0549,0.0,1.0,0.0,0.0247,0.5156,0.3262,13.528,50.6887,573.6981,33.1,857.9676,284.2695,0.063,4.3599,19.3328,134.4189,154.0455,4313.6759,19.4671,134.6493,4135.7999,0,55,58,464,256,52,154,0.8793103448275862,51,2.189655172413793,127,0.13793103448275862,8.0,0.1896551724137931,11.0,0.5689655172413793,33,0.034482758620689655,2.0,,,33.3153,,
+0.0,0,64,512,3,1.8438,1,1.0,2267.8379,4011.6465,1849.8305,31745,1,3089.9207,0.1934,0.0603,0.1131,-0.0005,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0768,-0.0295,0.0,1.0,0.0,0.0179,0.3906,0.1934,13.7004,50.9664,572.3271,33.3,857.9676,285.6404,0.0634,4.297,21.1829,126.7079,148.1795,2256.5,17.5778,126.9328,2086.4407,0,56,61,488,278,55,145,0.9180327868852459,56,1.639344262295082,100,0.08196721311475409,5.0,0.06557377049180328,4.0,0.9508196721311475,58,0.08196721311475409,5.0,0.0095,8.3159,,,
+0.0,0,64,512,3,1.6094,0,0.8906,1934.0137,2928.8582,1555.9191,31764,1,2911.8707,0.2754,0.0544,0.2013,-0.0007,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0735,-0.0418,0.0,1.0,0.0,0.0236,0.5,0.2754,13.806,51.0526,572.7429,33.2,857.9676,285.2247,0.0639,4.2663,17.1322,112.7882,130.1891,4721.0139,17.7285,112.9927,4568.8267,0,57,59,472,262,55,148,0.847457627118644,50,1.9491525423728813,115,0.0847457627118644,5.0,0.2033898305084746,12.0,0.6949152542372882,41,0.1016949152542373,6.0,,,,,
+0.0,0,64,512,3,1.5,0,0.9531,1770.4238,3112.9733,1214.1188,13369,1,2129.9135,0.293,0.0852,0.1678,-0.0008,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0766,-0.0504,0.0,1.0,0.0,0.0195,0.5,0.293,13.4865,50.6928,572.7063,33.2,857.9676,285.2613,0.0393,2.0026,14.0199,90.7598,105.0123,4293.1955,17.9141,90.9527,4168.2627,0,58,62,496,220,57,226,0.6129032258064516,38,3.064516129032258,190,0.04838709677419355,3.0,0.0967741935483871,6.0,0.8548387096774194,53,0.04838709677419355,3.0,0.0091,59.1392,,,
+0.0,0,64,512,3,1.4844,0,0.9688,1476.5684,2851.2992,1023.0857,13510,1,2062.2765,0.248,0.0652,0.1257,-0.0005,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0625,-0.0312,0.0,1.0,0.0,0.0158,0.4375,0.248,13.4512,50.6169,572.2433,33.3,857.9676,285.7242,0.0481,1.9872,13.9888,89.1352,103.3565,3191.8712,17.9253,89.3191,3068.5999,0,59,58,464,286,48,148,0.39655172413793105,23,1.6551724137931034,96,0.08620689655172414,5.0,0.1724137931034483,10.0,0.896551724137931,52,,,,,,,
+0.0,0,64,512,3,1.4219,0,0.9062,2018.3379,3368.0636,1329.5398,31744,1,2826.9423,0.3379,0.0441,0.0801,-0.0002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0699,-0.0159,0.0,1.0,0.0,0.0143,0.4688,0.3379,14.2374,51.4343,571.5837,33.4,857.9676,286.3839,0.0659,4.3226,19.4907,115.4257,135.2091,3331.9646,17.9623,115.652,3174.4695,0,60,66,528,241,59,239,0.6212121212121212,41,2.8484848484848486,188,0.045454545454545456,3.0,0.030303030303030304,2.0,0.6818181818181818,45,0.045454545454545456,3.0,0.0077,67.4361,6.5117,,
+0.0,0,64,512,3,1.2812,0,0.8906,1605.3398,3133.4453,1047.072,31571,1,2588.0632,0.2676,0.0765,0.1111,-0.0006,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.054,-0.0366,0.0,1.0,0.0,0.0135,0.4375,0.2676,14.2345,51.4315,571.2025,33.4,857.9676,286.7651,0.0614,4.1828,15.4202,105.8485,121.543,4540.5155,17.9319,106.0611,4396.8541,0,61,62,496,271,54,161,1.1129032258064515,69,2.0806451612903225,129,0.12903225806451613,8.0,,,0.41935483870967744,26,,,,,,0.016129032258064516,1.0
+0.0,0,64,512,3,1.4375,0,0.9531,1755.4785,2907.0659,1198.0435,17523,1,2107.3788,0.3262,0.0952,0.1792,-0.0009,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0681,-0.0567,0.0,1.0,0.0,0.0201,0.5781,0.3262,13.987,51.1837,570.8343,33.5,857.9676,287.1333,0.0622,2.5366,14.8746,96.4969,111.6174,3708.0328,17.9029,96.68,3575.969,0,62,17,136,85,15,36,0.7058823529411765,12,1.588235294117647,27,,,0.11764705882352941,2.0,1.0,17,0.058823529411764705,1.0,0.009,8.2472,,,

training_logs/20260612_220132_metrics_job_628826.csv

@@ -0,0 +1,19 @@
+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_ContextLengthExceededError,batch_errors/total_ContextLengthExceededError,batch_errors/avg_InvalidChatHistory,batch_errors/total_InvalidChatHistory,timing/cleanup_old_checkpoints,timing/save_checkpoints,batch_errors/avg_AgentTimeoutError,batch_errors/total_AgentTimeoutError,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError,timing/save_hf_model,batch_errors/avg_AgentSetupTimeoutError,batch_errors/total_AgentSetupTimeoutError,batch_errors/avg_DaytonaAuthenticationError,batch_errors/total_DaytonaAuthenticationError
+0.0,0,64,512,3,0.3125,0,0.1562,3212.9512,3060.2589,3599.4207,25987,1,2338.6713,0.7168,0.006,0.1066,-0.0002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0976,-0.0106,0.0,1.0,0.0,0.0154,0.8136,0.7168,10.7443,50.2974,572.7775,33.2,857.9676,285.1901,0.2346,3.8459,30.3294,122.9738,153.7887,2578.924,24.1815,123.2241,2397.1075,0,63,65,520,503,10,16,0.015384615384615385,1.0,0.07692307692307693,5,0.16923076923076924,11,,,,,,,,,,,
+0.0,0,64,512,1,0.7969,0,0.7969,4535.9375,4288.981,4934.0918,31787,1,3261.3111,0.6172,0.0105,0.0579,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1193,-0.0,0.0,1.0,0.0,0.0124,0.6562,0.6172,12.7589,50.5271,567.3896,33.9,857.9676,290.5779,0.0738,5.7156,29.8831,163.5481,193.777,2364.0615,23.8467,163.8194,2140.7174,0,64,57,456,350,33,106,0.03508771929824561,2.0,0.14035087719298245,8,1.8070175438596492,103,13.7898,21.7901,0.17543859649122806,10.0,0.017543859649122806,1.0,,,,,
+0.0,0,64,512,2,1.5625,0,0.9844,3972.8203,4672.6544,3719.6888,31688,1,4306.1245,0.2656,0.0172,0.0813,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1093,0.0,0.0,1.0,0.0,0.0106,0.4062,0.2656,12.8392,50.6329,566.724,33.9,857.9676,291.2436,0.0933,4.7412,30.4057,181.6246,212.4095,710.5469,22.8651,181.9099,470.525,0,65,58,464,417,13,34,0.22413793103448276,13.0,0.06896551724137931,4,0.6206896551724138,36,,,0.017241379310344827,1.0,,,6.9862,,,,
+0.0,0,64,512,3,1.7188,0,0.8906,4121.877,4062.4562,4190.2857,31735,1,3737.8543,0.5352,0.0191,0.1223,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1086,-0.0016,0.0,1.0,0.0,0.0189,0.6875,0.5352,12.9229,50.747,566.2948,34.0,857.9676,291.6728,0.082,4.6144,30.3875,177.256,208.0248,1419.1444,21.1494,177.5549,1185.3513,0,66,64,512,446,20,62,0.0625,4.0,0.09375,6,0.828125,53,0.0296,7.9612,0.03125,2.0,0.015625,1.0,,,,,
+0.0,0,64,512,4,1.7656,0,0.75,4548.4258,5085.392,4267.1577,31721,1,4466.4205,0.3438,0.0189,0.08,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.111,-0.0039,0.0,1.0,0.0,0.0106,0.4219,0.3438,13.1517,50.9762,565.8719,34.0,857.9676,292.0957,0.1053,4.6859,37.4981,207.9956,245.8996,2122.2256,28.164,208.2957,1843.4698,0,67,62,496,406,25,88,0.03225806451612903,2.0,0.06451612903225806,4,1.2580645161290323,78,,,0.11290322580645161,7.0,,,,,,,
+0.0,0,64,512,5,1.6875,0,0.9531,3900.3008,4422.9592,3576.1203,31728,1,3986.5011,0.3828,-0.0061,0.119,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1031,-0.0,0.0,1.0,0.0,0.0157,0.5,0.3828,13.1199,50.9385,564.5773,34.2,857.9676,293.3903,0.0729,4.6002,30.5859,176.2726,207.1868,1248.7385,22.7304,176.5273,1014.2161,0,68,64,512,456,17,53,0.046875,3.0,0.046875,3,0.734375,47,0.0101,8.9855,0.046875,3.0,,,,,,,
+0.0,0,64,512,3,1.6562,0,0.8906,3996.1523,3658.4788,4284.8877,31658,1,3365.4959,0.4609,0.0031,0.0935,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1101,-0.0,0.0,1.0,0.0,0.0154,0.5469,0.4609,13.989,51.1971,563.4398,34.3,857.9676,294.5278,0.0907,4.7091,25.5046,155.0343,180.9023,1332.3415,27.9054,155.3066,1118.8162,0,69,61,488,429,18,59,,,0.09836065573770492,6,0.9344262295081968,57,,,0.01639344262295082,1.0,,,,,,,
+0.0,0,64,512,3,1.5625,0,0.8594,3865.9531,3843.2096,3884.3569,31729,1,3913.163,0.4473,-0.0107,0.0938,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.103,0.0,0.0,1.0,0.0,0.0162,0.5469,0.4473,14.0488,51.2578,563.1133,34.4,857.9676,294.8543,0.0701,4.7381,27.9634,163.6438,191.9411,1573.6054,24.5297,163.9072,1352.3918,0,70,59,472,407,16,61,0.06779661016949153,4.0,0.03389830508474576,2,1.0677966101694916,63,0.0091,8.8785,0.03389830508474576,2.0,,,6.6827,,,,
+0.0,0,64,512,4,1.5469,0,0.9375,4000.8145,4048.4398,3958.4613,19932,1,3429.9239,0.4707,-0.0016,0.1175,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1043,-0.0,0.0,1.0,0.0,0.0159,0.625,0.4707,13.827,51.1002,562.6223,34.4,857.9676,295.3453,0.0691,3.1795,25.4564,156.8136,182.6179,1325.101,24.226,157.0917,1115.0701,0,71,63,504,424,21,77,0.047619047619047616,3.0,0.031746031746031744,2,1.1746031746031746,74,,,0.015873015873015872,1.0,,,,,,,
+0.0,0,64,512,4,1.625,0,0.9062,3909.4648,3903.1875,3913.2312,21731,1,3487.2979,0.375,0.0049,0.1063,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1072,0.0,0.0,1.0,0.0,0.0127,0.4688,0.375,13.9503,51.2075,561.9954,34.5,857.9676,295.9722,0.0666,3.4426,27.267,163.5783,191.2401,1530.8972,24.8288,163.9058,1311.3809,0,72,61,488,392,26,96,,,0.03278688524590164,2,1.540983606557377,94,0.0082,8.5919,,,,,,,,,
+0.0,0,64,512,3,1.4531,0,0.8438,3892.7324,4250.0823,3598.968,31727,1,4215.9467,0.4512,-0.0032,0.054,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0979,0.0,0.0,1.0,0.0,0.016,0.5312,0.4512,14.2002,51.4395,562.7875,34.4,857.9676,295.1801,0.0663,4.6386,28.847,179.0119,208.2091,1586.4309,22.6523,179.2954,1350.9267,0,73,62,496,444,20,51,0.03225806451612903,2.0,0.04838709677419355,3,0.7741935483870968,48,,,0.0967741935483871,6.0,,,,,,,
+0.0,0,64,512,4,1.625,0,0.8281,4627.0781,4912.5607,4422.0671,31779,1,4396.9421,0.418,-0.0113,0.1153,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1037,0.0,0.0,1.0,0.0,0.0163,0.5469,0.418,14.2074,51.4462,562.0214,34.5,857.9676,295.9462,0.0676,4.8121,34.6294,197.6062,232.6055,1485.3391,22.7112,197.9081,1225.2061,0,74,61,488,400,21,69,0.36065573770491804,22.0,0.01639344262295082,1,1.0819672131147542,66,0.0101,8.716,0.01639344262295082,1.0,,,,,,,
+0.0,0,64,512,3,1.8594,1,1.0,3627.1289,3950.0,3361.7082,24803,1,3212.1194,0.4512,0.0103,0.0629,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1013,-0.0061,0.0,1.0,0.0,0.0148,0.5156,0.4512,14.2832,51.4595,562.0718,34.5,857.9676,295.8958,0.0741,3.8123,25.7174,144.2323,170.2738,1332.0754,26.5799,144.4819,1131.3878,0,75,60,480,401,23,79,,,0.06666666666666667,4,1.35,81,,,0.05,3.0,,,7.0029,,,,
+0.0,0,64,512,3,2.3438,2,1.0,3952.7734,4178.1104,3855.8408,31737,1,3643.2581,0.3008,-0.0053,0.1026,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0974,0.0,0.0,1.0,0.0,0.0257,0.4062,0.3008,14.4194,51.6903,561.2421,34.6,857.9676,296.7255,0.082,4.6294,28.9629,162.0516,191.402,1875.4162,24.6133,162.3568,1654.7496,0,76,61,488,410,21,77,0.01639344262295082,1.0,0.03278688524590164,2,1.4098360655737705,86,0.0086,8.2613,0.01639344262295082,1.0,,,,,,,
+0.0,0,64,512,3,3.0,3,1.0,3720.1211,3738.1695,3710.5851,31683,1,3286.5665,0.3457,0.0014,0.0701,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1044,-0.0,0.0,1.0,0.0,0.0163,0.4219,0.3457,14.4559,51.6895,560.5397,34.7,857.9676,297.4279,0.0904,4.6185,24.9949,150.9842,176.3639,1368.0435,24.1864,151.2781,1162.8469,0,77,63,504,382,33,113,0.14285714285714285,9.0,0.14285714285714285,9,1.619047619047619,102,,,0.031746031746031744,2.0,,,,,,,
+0.0,0,64,512,4,4.0,4,1.0,3750.1133,3737.0709,3755.0701,31752,1,3546.4326,0.2754,0.0005,0.0538,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0972,-0.0,0.0,1.0,0.0,0.0103,0.3594,0.2754,14.777,52.0029,559.1461,34.8,857.9676,298.8215,0.0904,4.5998,26.0086,154.5381,180.9664,1663.0565,20.6241,154.8668,1456.8378,0,78,96,768,677,28,87,0.041666666666666664,4.0,0.23958333333333334,23,0.7083333333333334,68,0.0084,8.9896,0.03125,3.0,,,,,,,
+0.0,0,64,512,0,0.0,0,0.0,3445.207,3148.4329,4447.1368,16283,1246,2094.0951,0.7715,-0.0007,0.0106,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0922,0.0,0.0,1.0,0.0,0.008,0.7812,0.7715,14.3432,51.7614,559.8598,34.7,857.9676,298.1078,0.0389,2.652,23.5649,113.9723,137.7901,3065.3214,22.3426,114.1859,2902.5137,1,79,69,552,295,54,198,0.43478260869565216,30.0,0.08695652173913043,6,0.34782608695652173,24,,,2.4347826086956523,168.0,,,,0.5072463768115942,35.0,,
+0.0,0,64,512,1,0.7812,0,0.7812,2892.1074,4823.0845,2151.0297,31540,1,3993.9597,0.2773,0.0169,0.1069,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0661,-0.0053,0.0,1.0,0.0,0.0132,0.4375,0.2773,14.7557,52.215,560.3083,34.7,857.9676,297.6592,0.0847,4.3929,23.704,158.7652,182.8215,3331.0036,18.6838,159.0324,3125.1035,1,80,16,128,86,14,21,0.8125,13.0,0.0625,1,0.3125,5,0.0078,29.8329,0.9375,15.0,,,7.9827,0.4375,7.0,0.0625,1.0

training_logs/20260612_220132_metrics_report.md

@@ -0,0 +1,392 @@
+# SkyRL Training Metrics Analysis
+
+Generated from 4 log files
+
+## Overview
+
+| Log File | Total Steps | Metric Blocks | Final Reward (mean) | Final Reward (max) | Total Time (s) |
+|----------|-------------|---------------|---------------------|-------------------|----------------|
+| job_628823 | 27 | 27 | 0.4447 | 0.7695 | 40599.0 |
+| job_628824 | 53 | 27 | 0.4415 | 0.5918 | 41370.3 |
+| job_628825 | 62 | 10 | 0.2861 | 0.4746 | 40760.4 |
+| job_628826 | 80 | 18 | 0.4392 | 0.7715 | 31912.3 |
+
+## Async Metrics
+
+|                               |       Mean |      Std |   Min |   Max |   Count |
+|:------------------------------|-----------:|---------:|------:|------:|--------:|
+| async/discard_rate            |   0        | 0        |     0 |     0 |      82 |
+| async/discarded_count         |   0        | 0        |     0 |     0 |      82 |
+| async/effective_batch_groups  |  64        | 0        |    64 |    64 |      82 |
+| async/effective_batch_samples | 512        | 0        |   512 |   512 |      82 |
+| async/staleness_max           |   3.28049  | 1.06891  |     0 |     6 |      82 |
+| async/staleness_mean          |   1.68046  | 0.550336 |     0 |     4 |      82 |
+| async/staleness_min           |   0.134146 | 0.603737 |     0 |     4 |      82 |
+| async/staleness_ratio         |   0.861278 | 0.19627  |     0 |     1 |      82 |
+
+## Generate Metrics
+
+|                                      |       Mean |      Std |      Min |      Max |   Count |
+|:-------------------------------------|-----------:|---------:|---------:|---------:|--------:|
+| generate/avg_num_tokens              |  4140.68   |  964.063 |  1476.57 |  5649.51 |      82 |
+| generate/avg_tokens_non_zero_rewards |  4359.18   |  680.881 |  2851.3  |  5970.64 |      82 |
+| generate/avg_tokens_zero_rewards     |  4079.29   | 1145.8   |  1023.09 |  5838.63 |      82 |
+| generate/max_num_tokens              | 30066.1    | 4389.61  | 13369    | 31844    |      82 |
+| generate/min_num_tokens              |    32.2195 |  198.741 |     1    |  1316    |      82 |
+| generate/std_num_tokens              |  3878.95   |  724.206 |  2062.28 |  5375.27 |      82 |
+
+## Loss Metrics
+
+|                             |      Mean |       Std |     Min |    Max |   Count |
+|:----------------------------|----------:|----------:|--------:|-------:|--------:|
+| loss/avg_final_rewards      | 0.423117  | 0.108373  |  0.1191 | 0.7715 |      82 |
+| loss/avg_raw_advantages     | 0.0113988 | 0.021723  | -0.0129 | 0.0952 |      82 |
+| loss/avg_raw_advantages_abs | 0.104518  | 0.0323332 |  0.0106 | 0.2013 |      82 |
+
+## Policy Metrics
+
+|                             |         Mean |         Std |     Min |    Max |   Count |
+|:----------------------------|-------------:|------------:|--------:|-------:|--------:|
+| policy/final_loss           | -8.65854e-05 | 0.000207133 | -0.0009 | 0      |      82 |
+| policy/log_ratio_abs_max    |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_mean   |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_p99    |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos00  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos10  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos20  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos30  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos40  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos50  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos60  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos70  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos80  |  0           | 0           |  0      | 0      |      82 |
+| policy/log_ratio_abs_pos90  |  0           | 0           |  0      | 0      |      82 |
+| policy/n_tokens_dp_gt_10pct |  0           | 0           |  0      | 0      |      82 |
+| policy/n_tokens_dp_gt_1pct  |  0           | 0           |  0      | 0      |      82 |
+| policy/n_tokens_dp_gt_50pct |  0           | 0           |  0      | 0      |      82 |
+| policy/policy_entropy       |  0.113544    | 0.0196945   |  0.054  | 0.1366 |      82 |
+| policy/policy_loss          | -0.00551951  | 0.0127705   | -0.0567 | 0      |      82 |
+| policy/policy_lr            |  0           | 0           |  0      | 0      |      82 |
+| policy/policy_update_steps  |  1           | 0           |  1      | 1      |      82 |
+| policy/ppo_clip_ratio       |  0           | 0           |  0      | 0      |      82 |
+| policy/raw_grad_norm        |  0.0170537   | 0.00539994  |  0.008  | 0.0536 |      82 |
+
+## Reward Metrics
+
+|                       |     Mean |       Std |    Min |    Max |   Count |
+|:----------------------|---------:|----------:|-------:|-------:|--------:|
+| reward/avg_pass_at_8  | 0.541405 | 0.0905809 | 0.3281 | 0.8281 |      82 |
+| reward/avg_raw_reward | 0.423117 | 0.108373  | 0.1191 | 0.7715 |      82 |
+
+## System Metrics
+
+|                         |     Mean |          Std |      Min |      Max |   Count |
+|:------------------------|---------:|-------------:|---------:|---------:|--------:|
+| system/process_rss_gb   |  14.4693 |  1.40257     |   9.7812 |  17.1838 |      82 |
+| system/process_vms_gb   |  51.5833 |  0.759579    |  50.2029 |  53.3813 |      82 |
+| system/ram_available_gb | 568.401  | 23.2428      | 536.837  | 626.327  |      82 |
+| system/ram_percent      |  33.7439 |  2.70948     |  27      |  37.4    |      82 |
+| system/ram_total_gb     | 857.968  |  1.14386e-13 | 857.968  | 857.968  |      82 |
+| system/ram_used_gb      | 289.566  | 23.2428      | 231.64   | 321.13   |      82 |
+
+## Timing Metrics
+
+|                                       |         Mean |          Std |      Min |       Max |   Count |
+|:--------------------------------------|-------------:|-------------:|---------:|----------:|--------:|
+| timing/compute_advantages_and_returns |    0.0824878 |    0.0302697 |   0.0389 |    0.2346 |      82 |
+| timing/convert_to_training_input      |    4.44468   |    0.639779  |   1.9872 |    5.7156 |      82 |
+| timing/fwd_logprobs_values_reward     |   31.1934    |   14.3675    |  13.9888 |  148.12   |      82 |
+| timing/policy_train                   |  178.7       |   35.655     |  89.1352 |  249.186  |      82 |
+| timing/run_training                   |  210.243     |   42.58      | 103.356  |  306.846  |      82 |
+| timing/step                           | 1885.88      | 1071.01      | 710.547  | 7430.96   |      82 |
+| timing/sync_weights                   |   22.7287    |    2.34342   |  17.454  |   28.164  |      82 |
+| timing/train_critic_and_policy        |  178.967     |   35.6753    |  89.3191 |  249.423  |      82 |
+| timing/wait_for_generation_buffer     | 1648.46      | 1089.83      | 448.748  | 7102.07   |      82 |
+| timing/cleanup_old_checkpoints        |   20.7478    |  124.52      |   0.0077 |  788.255  |      40 |
+| timing/save_checkpoints               |   35.0582    |  136.626     |   7.892  |  873.951  |      40 |
+| timing/save_hf_model                  |    8.11335   |    6.74447   |   5.7822 |   33.3153 |      16 |
+
+## Trainer Metrics
+
+|                     |       Mean |       Std |   Min |   Max |   Count |
+|:--------------------|-----------:|----------:|------:|------:|--------:|
+| trainer/epoch       |  0.0243902 |  0.155207 |     0 |     1 |      82 |
+| trainer/global_step | 40.4878    | 23.0401   |     1 |    80 |      82 |
+
+## Batch_Errors Metrics
+
+|                                               |        Mean |           Std |         Min |         Max |   Count |
+|:----------------------------------------------|------------:|--------------:|------------:|------------:|--------:|
+| batch_errors/total_batches                    |  61.378     |  10.9518      |  16         | 122         |      82 |
+| batch_errors/total_instances                  | 491.024     |  87.6143      | 128         | 976         |      82 |
+| batch_errors/total_successful                 | 414.378     | 106.966       |  85         | 943         |      82 |
+| batch_errors/total_failed                     |  22.8902    |  12.5502      |  10         |  59         |      82 |
+| batch_errors/total_masked                     |  65.6098    |  48.9638      |  13         | 239         |      82 |
+| batch_errors/avg_VerifierTimeoutError         |   0.212868  |   0.287732    |   0.0153846 |   1.1129    |      62 |
+| batch_errors/total_VerifierTimeoutError       |  11.9194    |  16.382       |   1         |  69         |      62 |
+| batch_errors/avg_RuntimeError                 |   0.0780424 |   0.0380127   |   0.015625  |   0.140351  |       9 |
+| batch_errors/total_RuntimeError               |   5         |   2           |   1         |   8         |       9 |
+| batch_errors/avg_ContextLengthExceededError   |   0.102943  |   0.0715027   |   0.015625  |   0.403509  |      80 |
+| batch_errors/total_ContextLengthExceededError |   6.325     |   4.32472     |   1         |  23         |      80 |
+| batch_errors/avg_InvalidChatHistory           |   0.709029  |   0.397476    |   0.0793651 |   1.80702   |      82 |
+| batch_errors/total_InvalidChatHistory         |  43         |  24.6957      |   5         | 103         |      82 |
+| batch_errors/avg_AgentTimeoutError            |   0.404978  |   0.812804    |   0.015625  |   3.06452   |      70 |
+| batch_errors/total_AgentTimeoutError          |  23.1429    |  49.3504      |   1         | 190         |      70 |
+| batch_errors/avg_AgentSetupTimeoutError       |   0.0897322 |   0.129154    |   0.015625  |   0.507246  |      29 |
+| batch_errors/total_AgentSetupTimeoutError     |   4.65517   |   7.22731     |   1         |  35         |      29 |
+| batch_errors/avg_DaytonaAuthenticationError   |   0.0464813 |   0.0260413   |   0.016129  |   0.101695  |      12 |
+| batch_errors/total_DaytonaAuthenticationError |   2.33333   |   1.66969     |   1         |   6         |      12 |
+| batch_errors/avg_DaytonaNotFoundError         |   0.016129  | nan           |   0.016129  |   0.016129  |       1 |
+| batch_errors/total_DaytonaNotFoundError       |   1         | nan           |   1         |   1         |       1 |
+| batch_errors/avg_DaytonaError                 |   0.0164326 |   0.000994804 |   0.015625  |   0.0175439 |       3 |
+| batch_errors/total_DaytonaError               |   1         |   0           |   1         |   1         |       3 |
+
+## Training Progression by Log
+
+### job_628823
+
+| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
+|------|--------|--------|-----|------|---------------|-------------|
+| 1 | 0.7695 | 0.8281 | 0.000000 | 0.0000 | 3057.6 | 2847.4 |
+| 2 | 0.4316 | 0.5781 | 0.000000 | -0.0001 | 1974.6 | 1674.5 |
+| 3 | 0.3223 | 0.4375 | 0.000000 | -0.0000 | 764.6 | 448.7 |
+| 4 | 0.4414 | 0.5625 | 0.000000 | -0.0000 | 1688.5 | 1436.7 |
+| 5 | 0.3984 | 0.5000 | 0.000000 | -0.0000 | 1372.0 | 1100.7 |
+| 6 | 0.4727 | 0.5781 | 0.000000 | 0.0000 | 1345.3 | 1049.0 |
+| 7 | 0.5352 | 0.6250 | 0.000000 | -0.0000 | 1358.4 | 1111.0 |
+| 8 | 0.4551 | 0.5625 | 0.000000 | -0.0000 | 1520.6 | 1224.2 |
+| 9 | 0.3867 | 0.4844 | 0.000000 | -0.0000 | 1325.5 | 1083.5 |
+| 10 | 0.4590 | 0.5625 | 0.000000 | -0.0000 | 1527.1 | 1243.8 |
+| 11 | 0.4961 | 0.6875 | 0.000000 | -0.0000 | 1372.1 | 1128.0 |
+| 12 | 0.4102 | 0.5000 | 0.000000 | 0.0000 | 1553.8 | 1251.6 |
+| 13 | 0.4023 | 0.5781 | 0.000000 | -0.0000 | 1401.1 | 1096.5 |
+| 14 | 0.4160 | 0.5625 | 0.000000 | -0.0000 | 1386.3 | 1113.5 |
+| 15 | 0.4844 | 0.5625 | 0.000000 | 0.0000 | 1415.7 | 1160.7 |
+| 16 | 0.4512 | 0.5938 | 0.000000 | 0.0000 | 1435.3 | 1156.5 |
+| 17 | 0.3633 | 0.5156 | 0.000000 | 0.0000 | 1238.7 | 930.7 |
+| 18 | 0.4941 | 0.6094 | 0.000000 | 0.0000 | 1604.5 | 1338.2 |
+| 19 | 0.3633 | 0.4844 | 0.000000 | -0.0000 | 1704.6 | 1415.3 |
+| 20 | 0.3359 | 0.4219 | 0.000000 | -0.0000 | 1244.0 | 998.0 |
+| 21 | 0.4414 | 0.5781 | 0.000000 | -0.0000 | 1850.9 | 1594.7 |
+| 22 | 0.4355 | 0.5156 | 0.000000 | -0.0000 | 1397.3 | 1080.5 |
+| 23 | 0.3359 | 0.5000 | 0.000000 | -0.0000 | 1504.8 | 1261.4 |
+| 24 | 0.4746 | 0.5625 | 0.000000 | -0.0000 | 1700.5 | 1460.9 |
+| 25 | 0.3633 | 0.5000 | 0.000000 | -0.0001 | 1624.9 | 1359.2 |
+| 26 | 0.5430 | 0.6719 | 0.000000 | -0.0001 | 995.4 | 773.4 |
+| 27 | 0.5254 | 0.6406 | 0.000000 | -0.0001 | 1234.8 | 993.9 |
+
+### job_628824
+
+| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
+|------|--------|--------|-----|------|---------------|-------------|
+| 27 | 0.5879 | 0.6250 | 0.000000 | -0.0001 | 4078.7 | 3842.9 |
+| 28 | 0.3770 | 0.5000 | 0.000000 | -0.0001 | 1263.0 | 1008.9 |
+| 29 | 0.4277 | 0.5469 | 0.000000 | 0.0000 | 1068.8 | 792.5 |
+| 30 | 0.4375 | 0.5156 | 0.000000 | -0.0001 | 1539.5 | 1315.8 |
+| 31 | 0.4531 | 0.5312 | 0.000000 | 0.0000 | 1535.1 | 1274.5 |
+| 32 | 0.3320 | 0.4844 | 0.000000 | -0.0001 | 1701.1 | 1466.6 |
+| 33 | 0.4023 | 0.4844 | 0.000000 | 0.0000 | 1470.0 | 1220.7 |
+| 34 | 0.4180 | 0.4844 | 0.000000 | -0.0000 | 1363.7 | 1119.2 |
+| 35 | 0.4316 | 0.5781 | 0.000000 | 0.0000 | 1421.4 | 1186.7 |
+| 36 | 0.4141 | 0.5469 | 0.000000 | -0.0000 | 1687.0 | 1439.7 |
+| 37 | 0.4512 | 0.5469 | 0.000000 | -0.0000 | 1634.9 | 1394.5 |
+| 38 | 0.5918 | 0.7344 | 0.000000 | 0.0000 | 1204.9 | 971.6 |
+| 39 | 0.4766 | 0.5469 | 0.000000 | 0.0000 | 1350.2 | 1096.7 |
+| 40 | 0.4180 | 0.5625 | 0.000000 | -0.0000 | 1518.6 | 1271.4 |
+| 41 | 0.3906 | 0.5156 | 0.000000 | -0.0000 | 1695.8 | 1427.1 |
+| 42 | 0.3965 | 0.5469 | 0.000000 | 0.0000 | 1186.0 | 926.3 |
+| 43 | 0.4590 | 0.5312 | 0.000000 | -0.0000 | 1288.4 | 1028.0 |
+| 44 | 0.5645 | 0.6406 | 0.000000 | -0.0000 | 1113.2 | 888.1 |
+| 45 | 0.4570 | 0.5625 | 0.000000 | 0.0000 | 1357.3 | 1111.4 |
+| 46 | 0.4883 | 0.5625 | 0.000000 | 0.0000 | 1268.2 | 1044.4 |
+| 47 | 0.4434 | 0.5781 | 0.000000 | 0.0000 | 1545.0 | 1273.0 |
+| 48 | 0.4355 | 0.5938 | 0.000000 | -0.0000 | 1623.9 | 1389.0 |
+| 49 | 0.4336 | 0.5156 | 0.000000 | 0.0000 | 1295.4 | 1047.7 |
+| 50 | 0.4141 | 0.5000 | 0.000000 | -0.0000 | 1512.6 | 1282.3 |
+| 51 | 0.4121 | 0.5312 | 0.000000 | -0.0000 | 1530.0 | 1323.1 |
+| 52 | 0.3945 | 0.5312 | 0.000000 | -0.0000 | 1451.4 | 1226.7 |
+| 53 | 0.4121 | 0.4844 | 0.000000 | 0.0000 | 1666.3 | 1423.3 |
+
+### job_628825
+
+| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
+|------|--------|--------|-----|------|---------------|-------------|
+| 53 | 0.4746 | 0.5818 | 0.000000 | -0.0005 | 7431.0 | 7102.1 |
+| 54 | 0.1191 | 0.3281 | 0.000000 | -0.0002 | 2972.7 | 2812.8 |
+| 55 | 0.3262 | 0.5156 | 0.000000 | -0.0009 | 4313.7 | 4135.8 |
+| 56 | 0.1934 | 0.3906 | 0.000000 | -0.0005 | 2256.5 | 2086.4 |
+| 57 | 0.2754 | 0.5000 | 0.000000 | -0.0007 | 4721.0 | 4568.8 |
+| 58 | 0.2930 | 0.5000 | 0.000000 | -0.0008 | 4293.2 | 4168.3 |
+| 59 | 0.2480 | 0.4375 | 0.000000 | -0.0005 | 3191.9 | 3068.6 |
+| 60 | 0.3379 | 0.4688 | 0.000000 | -0.0002 | 3332.0 | 3174.5 |
+| 61 | 0.2676 | 0.4375 | 0.000000 | -0.0006 | 4540.5 | 4396.9 |
+| 62 | 0.3262 | 0.5781 | 0.000000 | -0.0009 | 3708.0 | 3576.0 |
+
+### job_628826
+
+| Step | Reward | Pass@8 | KL | Loss | Step Time (s) | Gen Wait (s) |
+|------|--------|--------|-----|------|---------------|-------------|
+| 63 | 0.7168 | 0.8136 | 0.000000 | -0.0002 | 2578.9 | 2397.1 |
+| 64 | 0.6172 | 0.6562 | 0.000000 | -0.0000 | 2364.1 | 2140.7 |
+| 65 | 0.2656 | 0.4062 | 0.000000 | 0.0000 | 710.5 | 470.5 |
+| 66 | 0.5352 | 0.6875 | 0.000000 | -0.0000 | 1419.1 | 1185.4 |
+| 67 | 0.3438 | 0.4219 | 0.000000 | -0.0001 | 2122.2 | 1843.5 |
+| 68 | 0.3828 | 0.5000 | 0.000000 | -0.0000 | 1248.7 | 1014.2 |
+| 69 | 0.4609 | 0.5469 | 0.000000 | -0.0000 | 1332.3 | 1118.8 |
+| 70 | 0.4473 | 0.5469 | 0.000000 | 0.0000 | 1573.6 | 1352.4 |
+| 71 | 0.4707 | 0.6250 | 0.000000 | -0.0000 | 1325.1 | 1115.1 |
+| 72 | 0.3750 | 0.4688 | 0.000000 | 0.0000 | 1530.9 | 1311.4 |
+| 73 | 0.4512 | 0.5312 | 0.000000 | 0.0000 | 1586.4 | 1350.9 |
+| 74 | 0.4180 | 0.5469 | 0.000000 | 0.0000 | 1485.3 | 1225.2 |
+| 75 | 0.4512 | 0.5156 | 0.000000 | -0.0001 | 1332.1 | 1131.4 |
+| 76 | 0.3008 | 0.4062 | 0.000000 | 0.0000 | 1875.4 | 1654.7 |
+| 77 | 0.3457 | 0.4219 | 0.000000 | -0.0000 | 1368.0 | 1162.8 |
+| 78 | 0.2754 | 0.3594 | 0.000000 | -0.0000 | 1663.1 | 1456.8 |
+| 79 | 0.7715 | 0.7812 | 0.000000 | 0.0000 | 3065.3 | 2902.5 |
+| 80 | 0.2773 | 0.4375 | 0.000000 | -0.0001 | 3331.0 | 3125.1 |
+
+## Timing Analysis
+
+### Average Time Breakdown (% of step time)
+
+| Component | Avg % of Step Time |
+|-----------|-------------------|
+| wait_for_generation_buffer | 84.5% |
+| run_training | 13.7% |
+| train_critic_and_policy | 11.8% |
+| policy_train | 11.7% |
+| fwd_logprobs_values_reward | 2.0% |
+| sync_weights | 1.5% |
+| save_checkpoints | 1.5% |
+| cleanup_old_checkpoints | 0.7% |
+| save_hf_model | 0.5% |
+| convert_to_training_input | 0.3% |
+| compute_advantages_and_returns | 0.0% |
+
+## Cross-Log Comparison
+
+| Log | Avg Reward | Pass@8 | Step Time (s) | Gen Wait Time (s) | Avg Tokens | Staleness |
+|-----|------|------|------|------|------|------|
+| job_628823 | 0.4447 | 0.5631 | 1503.6669 | 1234.5434 | 4883.9745 | 1.7604 |
+| job_628824 | 0.4415 | 0.5475 | 1532.2337 | 1288.5914 | 4351.9871 | 1.7622 |
+| job_628825 | 0.2861 | 0.4738 | 4076.0445 | 3909.0126 | 2019.2750 | 1.3391 |
+| job_628826 | 0.4392 | 0.5374 | 1772.9040 | 1553.2566 | 3887.3310 | 1.6276 |
+
+## vLLM Inference Engine Analysis
+
+Metrics from vLLM stat loggers (V1LoggingStatLoggerFixed).
+
+> **Note**: Ray deduplicates similar log messages with `[repeated Nx across cluster]`,
+> so we typically capture stats from one engine per timestamp. The stats shown are
+> **per-engine** values. Multiply by num_inference_engines for cluster-wide estimates.
+
+### Summary by Log (Per-Engine Stats)
+
+| Log | Avg Running/Engine | Avg Waiting/Engine | Avg Gen Throughput/Engine | Avg KV Cache % | Avg Prefix Hit % |
+|-----|-------------------|-------------------|--------------------------|----------------|------------------|
+| job_628823 | 12.0 | 0.6 | 514.1 tok/s | 53.3% | 67.4% |
+| job_628824 | 12.4 | 0.5 | 534.0 tok/s | 54.1% | 70.2% |
+| job_628825 | 4.4 | 0.0 | 199.9 tok/s | 19.2% | 86.4% |
+| job_628826 | 11.8 | 1.2 | 499.9 tok/s | 52.8% | 66.7% |
+
+### Utilization Analysis (Per-Engine)
+
+Key indicators of inference engine utilization:
+
+- **Running requests/engine**: Concurrent requests being processed by each engine
+- **Waiting requests**: Requests queued (0 = engine not saturated, has spare capacity)
+- **Generation throughput**: Decode tokens/sec per engine
+  - 8B model on H100 can do **1000+ tok/s** when saturated
+  - If seeing <300 tok/s with 0 waiting, engine is **starved for requests**
+
+#### job_628823
+
+- **Running requests/engine**: avg=12.0, max=24
+- **Waiting requests**: avg=0.6, max=28
+- **Generation throughput/engine**: avg=514.1 tok/s, max=952.0 tok/s
+- **KV cache usage**: avg=53.3%
+- **Prefix cache hit rate**: avg=67.4%
+- ✅ **Well-utilized**: Engines saturated (waiting > 0)
+
+#### job_628824
+
+- **Running requests/engine**: avg=12.4, max=24
+- **Waiting requests**: avg=0.5, max=44
+- **Generation throughput/engine**: avg=534.0 tok/s, max=977.8 tok/s
+- **KV cache usage**: avg=54.1%
+- **Prefix cache hit rate**: avg=70.2%
+- ✅ **Well-utilized**: Engines saturated (waiting > 0)
+
+#### job_628825
+
+- **Running requests/engine**: avg=4.4, max=17
+- **Waiting requests**: avg=0.0, max=0
+- **Generation throughput/engine**: avg=199.9 tok/s, max=712.4 tok/s
+- **KV cache usage**: avg=19.2%
+- **Prefix cache hit rate**: avg=86.4%
+- ⚠️ **Underutilized**: Engines starved for requests (0 waiting, avg 4.4 running)
+  - Bottleneck is likely upstream (environment execution, not inference)
+
+#### job_628826
+
+- **Running requests/engine**: avg=11.8, max=24
+- **Waiting requests**: avg=1.2, max=52
+- **Generation throughput/engine**: avg=499.9 tok/s, max=986.9 tok/s
+- **KV cache usage**: avg=52.8%
+- **Prefix cache hit rate**: avg=66.7%
+- ✅ **Well-utilized**: Engines saturated (waiting > 0)
+
+## Trial-Level Analysis (from result.json)
+
+Total trials parsed: 44409
+
+### Turn Count Statistics
+
+| Metric | Value |
+|--------|-------|
+| Mean | 4.7 |
+| Median | 4.0 |
+| Std | 2.3 |
+| Min | 1 |
+| Max | 30 |
+| Count | 44161 |
+
+### Exception Distribution
+
+| Exception Type | Count | % |
+|---------------|-------|---|
+| No exception | 29002 | 65.3% |
+| AgentTimeoutError | 13737 | 30.9% |
+| VerifierTimeoutError | 880 | 2.0% |
+| ContextLengthExceededError | 511 | 1.2% |
+| AgentSetupTimeoutError | 202 | 0.5% |
+| RuntimeError | 45 | 0.1% |
+| DaytonaAuthenticationError | 28 | 0.1% |
+| DaytonaError | 3 | 0.0% |
+| DaytonaNotFoundError | 1 | 0.0% |
+
+### Turn Count by Exception Type
+
+| Exception Type | Mean Turns | Median Turns | Count |
+|---------------|-----------|-------------|-------|
+| DaytonaError | 6.5 | 6.5 | 2 |
+| No exception | 5.4 | 5.0 | 29002 |
+| VerifierTimeoutError | 5.2 | 5.0 | 880 |
+| ContextLengthExceededError | 4.0 | 4.0 | 511 |
+| AgentTimeoutError | 3.1 | 3.0 | 13737 |
+| DaytonaAuthenticationError | 2.6 | 2.5 | 28 |
+| DaytonaNotFoundError | 2.0 | 2.0 | 1 |
+
+### Turn Count by Outcome
+
+| Outcome | Mean Turns | Median Turns | Count |
+|---------|-----------|-------------|-------|
+| Success | 5.1 | 5.0 | 18561 |
+| Failure | 4.4 | 4.0 | 22465 |
+
+### Reward Summary
+
+- Mean reward: 0.4524
+- Success rate: 45.2%
+- Trials with reward data: 41026
+

training_logs/20260612_220132_metrics_table.csv

@@ -0,0 +1,83 @@
+log_file,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,batch_errors/avg_DaytonaNotFoundError,batch_errors/total_DaytonaNotFoundError,batch_errors/avg_DaytonaError,batch_errors/total_DaytonaError,global_step
+job_628823,0.0,0,64,512,0,0.0,0,0.0,4241.7871,4075.3858,4797.3983,23591,1316,2862.5754,0.7695,-0.0052,0.0794,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1166,0.0,0.0,1.0,0.0,0.011,0.8281,0.7695,9.7812,50.2029,557.7402,35.0,857.9676,300.2274,0.1582,3.54,30.8444,153.8172,185.0373,3057.5532,21.5959,154.0342,2847.3797,0,1,122,976,943,19,22,0.05737704918032787,7.0,0.03278688524590164,4.0,0.09016393442622951,11.0,0.09836065573770492,12,0.01639344262295082,2.0,,,,,,,,,,,,1
+job_628823,0.0,0,64,512,1,0.7969,0,0.7969,5136.0195,4962.6652,5267.6735,31834,1,4862.5801,0.4316,0.0011,0.134,-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,-0.004,0.0,1.0,0.0,0.0187,0.5781,0.4316,12.7484,50.6157,552.2059,35.6,857.9676,305.7617,0.0781,4.6459,40.502,231.1003,271.9977,1974.5752,23.421,231.4172,1674.5086,0,2,57,456,406,20,41,0.03508771929824561,2.0,0.14035087719298245,8.0,0.40350877192982454,23.0,0.3684210526315789,21,0.03508771929824561,2.0,15.355,26.7429,,,,,,,,,,2
+job_628823,0.0,0,64,512,2,1.7656,0,0.9844,5346.2324,5970.6364,5049.3256,31778,1,5290.9126,0.3223,0.0173,0.1254,-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,-0.0022,0.0,1.0,0.0,0.0189,0.4375,0.3223,13.0774,50.9789,551.3358,35.7,857.9676,306.6318,0.0773,4.8038,38.0803,249.186,287.5805,764.5942,23.4573,249.4225,448.7478,0,3,63,504,479,12,20,0.015873015873015872,1.0,0.06349206349206349,4.0,0.031746031746031744,2.0,0.23809523809523808,15,0.047619047619047616,3.0,,,,,,,,,,,,3
+job_628823,0.0,0,64,512,3,1.7188,0,0.8281,4813.1621,4440.1283,5107.9371,31784,1,3944.3059,0.4414,-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,-0.0011,0.0,1.0,0.0,0.0155,0.5625,0.4414,13.3076,51.1494,551.3209,35.7,857.9676,306.6467,0.0928,4.6191,33.0654,189.1437,222.5601,1688.5406,24.6375,189.4014,1436.7179,0,4,62,496,477,10,13,0.03225806451612903,2.0,0.08064516129032258,5.0,0.04838709677419355,3.0,0.16129032258064516,10,0.016129032258064516,1.0,0.0097,12.4636,0.016129032258064516,1.0,,,,,,,,4
+job_628823,0.0,0,64,512,3,1.8438,0,0.9062,5021.8789,4977.0343,5051.5812,31762,1,4320.8043,0.3984,-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,-0.0003,0.0,1.0,0.0,0.0164,0.5,0.3984,13.339,51.142,550.5958,35.8,857.9676,307.3718,0.0931,4.6241,34.9145,208.2892,243.5698,1371.9939,23.0421,208.5618,1100.7494,0,5,62,496,458,21,23,0.16129032258064516,10.0,0.08064516129032258,5.0,0.1774193548387097,11.0,0.16129032258064516,10,0.04838709677419355,3.0,,,0.016129032258064516,1.0,6.5931,,,,,,,5
+job_628823,0.0,0,64,512,4,2.3438,0,0.9688,5018.002,5652.1322,4449.6333,31841,1,4784.8239,0.4727,0.0138,0.0894,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1342,0.0,0.0,1.0,0.0,0.0171,0.5781,0.4727,13.5079,51.2928,550.2794,35.9,857.9676,307.6882,0.0927,4.6639,34.121,232.6051,267.1017,1345.2906,24.546,232.8873,1048.9721,0,6,63,504,482,14,13,0.031746031746031744,2.0,0.1111111111111111,7.0,0.09523809523809523,6.0,0.07936507936507936,5,0.031746031746031744,2.0,0.0089,12.8392,,,,,,,,,,6
+job_628823,0.0,0,64,512,3,1.8125,0,0.9531,4852.8496,4692.7007,5037.2227,31647,1,3900.6488,0.5352,-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,,,0.09836065573770492,6.0,0.16393442622950818,10.0,0.16393442622950818,10,0.01639344262295082,1.0,,,,,,,,,,,,7
+job_628823,0.0,0,64,512,4,2.0,0,0.9219,5649.5059,5423.0472,5838.6272,31788,1,4651.1216,0.4551,0.0,0.0814,-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,-0.0016,0.0,1.0,0.0,0.0117,0.5625,0.4551,15.4496,51.3726,547.1078,36.2,857.9676,310.8597,0.0999,4.7367,37.461,232.245,270.1439,1520.6114,21.4921,232.5826,1224.2314,0,8,63,504,471,21,23,0.06349206349206349,4.0,0.07936507936507936,5.0,0.12698412698412698,8.0,0.14285714285714285,9,0.09523809523809523,6.0,0.0097,10.0987,0.015873015873015872,1.0,,,,,,,,8
+job_628823,0.0,0,64,512,4,2.0469,0,0.9531,4865.623,4560.4394,5058.0637,31693,1,3889.0343,0.3867,-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,-0.0025,0.0,1.0,0.0,0.0152,0.4844,0.3867,15.5833,51.5586,546.65,36.3,857.9676,311.3176,0.0664,4.7228,30.1827,183.2597,213.7875,1325.4585,23.4,183.538,1083.5439,0,9,64,512,477,22,28,0.078125,5.0,0.015625,1.0,0.15625,10.0,0.28125,18,,,,,0.015625,1.0,,,,,,,,9
+job_628823,0.0,0,64,512,4,1.9531,0,0.9062,5185.9395,5227.2298,5150.9097,31844,1,4598.2853,0.459,0.0051,0.1075,-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,,,0.1774193548387097,11.0,0.16129032258064516,10,,,0.0086,10.0791,,,5.9651,,,,,,,10
+job_628823,0.0,0,64,512,4,1.8438,0,0.9219,4329.0117,4218.6929,4437.6202,31713,1,3790.1917,0.4961,0.0223,0.1593,-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,,,0.15625,10.0,0.234375,15,0.109375,7.0,,,,,,,,,,,,11
+job_628823,0.0,0,64,512,4,1.9531,0,0.8906,5470.543,5430.5524,5498.351,31766,1,4969.3126,0.4102,0.0051,0.0633,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1327,0.0,0.0,1.0,0.0,0.0102,0.5,0.4102,15.836,51.9335,540.7026,37.0,857.9676,317.265,0.0636,4.7368,39.2476,233.302,272.9019,1553.8245,24.5439,233.5903,1251.6375,0,12,62,496,467,10,28,0.016129032258064516,1.0,,,0.03225806451612903,2.0,0.20967741935483872,13,0.1935483870967742,12.0,0.0086,10.2218,,,,,,,,,,12
+job_628823,0.0,0,64,512,4,1.8594,0,0.8906,5487.1582,5010.1456,5808.2843,31729,1,4970.1199,0.4023,0.009,0.1282,-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,,,,,0.14285714285714285,9.0,0.36507936507936506,23,0.12698412698412698,8.0,,,,,,,,,,,,13
+job_628823,0.0,0,64,512,4,1.9062,0,0.9531,4640.0664,4961.6479,4410.9799,31820,1,4384.7946,0.416,0.0148,0.163,-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,,,0.1935483870967742,12.0,0.20967741935483872,13,0.016129032258064516,1.0,0.0091,10.0526,,,,,,,,,,14
+job_628823,0.0,0,64,512,4,1.8594,0,0.875,4959.9883,4604.0645,5294.3409,31749,1,4215.4661,0.4844,0.0001,0.0559,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1272,0.0,0.0,1.0,0.0,0.0127,0.5625,0.4844,16.1625,52.2504,538.8073,37.2,857.9676,319.1603,0.0636,4.6414,35.2075,192.5546,228.0862,1415.7002,22.3144,192.8148,1160.6533,0,15,64,512,477,15,27,0.125,8.0,,,0.140625,9.0,0.25,16,0.03125,2.0,,,,,5.9694,,,,,,,15
+job_628823,0.0,0,64,512,4,1.9531,0,0.9375,4935.9297,4670.6494,5154.0071,31688,1,4438.984,0.4512,-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,,,,,0.16666666666666666,10.0,0.55,33,0.05,3.0,0.0083,10.2996,,,,,,,,,,16
+job_628823,0.0,0,64,512,4,1.7969,0,0.9062,5206.5488,5225.9731,5195.4663,31786,1,5375.2695,0.3633,0.0198,0.1135,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1261,0.0,0.0,1.0,0.0,0.0167,0.5156,0.3633,16.2097,52.3779,538.9144,37.2,857.9676,319.0532,0.0687,4.7438,38.0638,241.4504,279.8938,1238.734,23.4055,241.761,930.6855,0,17,62,496,481,10,15,,,,,0.12903225806451613,8.0,0.11290322580645161,7,0.04838709677419355,3.0,,,,,,,,,,,,17
+job_628823,0.0,0,64,512,4,1.9219,0,0.8594,4874.4434,4437.0435,5301.7104,31707,1,4182.0643,0.4941,-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,,,,,0.11666666666666667,7.0,0.5666666666666667,34,0.03333333333333333,2.0,0.009,9.9735,,,,,,,,,,18
+job_628823,0.0,0,64,512,4,2.0781,0,0.875,5017.2695,4838.5484,5119.2393,31727,1,4684.6068,0.3633,-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,,,,,0.06349206349206349,4.0,0.49206349206349204,31,0.031746031746031744,2.0,,,0.031746031746031744,2.0,,,,,,,,19
+job_628823,0.0,0,64,512,3,1.6875,0,0.9219,4813.3398,4682.4186,4879.5706,31781,1,4023.4961,0.3359,-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,,,0.08064516129032258,5.0,0.5483870967741935,34,0.016129032258064516,1.0,0.0082,10.7804,0.016129032258064516,1.0,5.7822,,,,,,,20
+job_628823,0.0,0,64,512,4,1.875,0,0.9219,4842.0918,4761.3186,4905.9196,31794,1,4212.6536,0.4414,0.0036,0.1383,-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,,,,,0.09230769230769231,6.0,0.6153846153846154,40,,,,,,,,,,,,,,21
+job_628823,0.0,0,64,512,3,1.4688,0,0.8281,4904.0176,4757.8386,5016.8131,31774,1,5193.9333,0.4355,0.0091,0.0904,-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,,,0.109375,7.0,0.609375,39,0.046875,3.0,0.0087,10.301,0.015625,1.0,,,,,,,,22
+job_628823,0.0,0,64,512,3,1.7656,0,0.9531,4420.6699,4579.8023,4340.1676,31656,1,4118.4741,0.3359,0.0061,0.1162,-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,,,0.06349206349206349,4.0,0.5714285714285714,36,0.047619047619047616,3.0,,,0.015873015873015872,1.0,,,,,,,,23
+job_628823,0.0,0,64,512,3,1.7969,0,0.9531,4574.207,4892.4115,4286.7584,31701,1,3895.9681,0.4746,-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,,,0.14754098360655737,9.0,0.5245901639344263,32,0.22950819672131148,14.0,0.0094,10.6318,0.01639344262295082,1.0,,,,,,,,24
+job_628823,0.0,0,64,512,3,1.6719,0,0.9219,4631.207,5387.3656,4199.7791,31761,1,4549.8186,0.3633,0.0269,0.1247,-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,,,0.37735849056603776,20.0,0.6415094339622641,34,0.03773584905660377,2.0,,,,,5.9782,0.018867924528301886,1.0,,,,,25
+job_628823,0.0,0,64,512,4,1.7344,0,0.9844,3893.377,3932.6115,3846.765,31762,1,3658.4465,0.543,0.0189,0.1012,-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,,,0.13793103448275862,8.0,0.29310344827586204,17,0.034482758620689655,2.0,0.0086,10.3518,0.034482758620689655,2.0,,,,,,,,26
+job_628823,0.0,0,64,512,4,2.0781,0,0.9375,4736.4414,5049.1301,4390.2963,20191,1,3483.9669,0.5254,0.0145,0.1444,-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,,,0.3181818181818182,14.0,0.5909090909090909,26,0.9090909090909091,40.0,,,0.06818181818181818,3.0,,0.022727272727272728,1.0,,,,,27
+job_628824,0.0,0,64,512,4,0.875,0,0.3438,4767.7715,4795.1262,4728.7488,25222,1,3182.1526,0.5879,0.0092,0.1088,-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,-0.0056,0.0,1.0,0.0,0.013,0.625,0.5879,10.536,50.3104,626.3275,27.0,857.9676,231.6401,0.2023,3.92,34.2457,174.2058,208.9411,4078.6541,22.8866,174.4925,3842.9061,0,27,53,424,388,18,33,0.05660377358490566,3.0,,,0.16981132075471697,9.0,0.6226415094339622,33,0.03773584905660377,2.0,,,,,,,,,,,,27
+job_628824,0.0,0,64,512,1,0.9219,0,0.9219,4983.4746,5436.399,4709.4483,31754,1,4133.7783,0.377,0.0227,0.1274,-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,-0.0042,0.0,1.0,0.0,0.0185,0.5,0.377,13.5033,50.54,618.0227,28.0,857.9676,239.9449,0.0639,4.7884,32.7876,194.5012,227.5803,1263.0117,21.7204,194.7281,1008.9141,0,28,56,448,407,14,36,0.08928571428571429,5.0,,,0.125,7.0,0.6964285714285714,39,0.03571428571428571,2.0,12.171,20.1752,,,,,,,,,,28
+job_628824,0.0,0,64,512,2,1.625,0,0.9375,4671.3027,5053.6712,4385.5051,31822,1,4728.8661,0.4277,0.0211,0.0979,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1248,0.0,0.0,1.0,0.0,0.0199,0.5469,0.4277,13.6422,50.7001,613.7819,28.5,857.9676,244.1857,0.0632,4.7469,34.1954,213.2039,247.7078,1068.7568,23.7909,213.4484,792.5078,0,29,60,480,418,17,56,0.1,6.0,,,0.1,6.0,0.8,48,0.03333333333333333,2.0,,,,,,,,,,,,29
+job_628824,0.0,0,64,512,3,1.7969,0,0.8594,4280.7344,4076.9107,4439.2639,31798,1,3580.8473,0.4375,0.0025,0.0887,-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,,,,,0.08196721311475409,5.0,0.7704918032786885,47,,,0.009,8.6111,,,6.395,,,,,,,30
+job_628824,0.0,0,64,512,4,2.1406,0,0.9375,5000.9766,5222.5862,4817.3571,31737,1,4371.6949,0.4531,0.016,0.088,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1205,0.0,0.0,1.0,0.0,0.0168,0.5312,0.4531,14.216,51.3028,608.8709,29.0,857.9676,249.0967,0.0647,4.7976,32.6722,201.0971,234.1363,1535.0765,21.6286,201.399,1274.5101,0,31,62,496,382,30,106,0.0967741935483871,6.0,,,0.0967741935483871,6.0,1.5806451612903225,98,0.04838709677419355,3.0,,,,,,0.016129032258064516,1.0,0.016129032258064516,1.0,,,31
+job_628824,0.0,0,64,512,5,1.9688,0,0.9219,3795.5312,4476.6118,3456.9825,31804,1,4323.2735,0.332,0.0128,0.1017,-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,-0.0064,0.0,1.0,0.0,0.0172,0.4844,0.332,14.2689,51.3345,607.3277,29.2,857.9676,250.6399,0.0644,4.6435,28.605,177.2897,206.2082,1701.0639,23.5775,177.5384,1466.6314,0,32,62,496,430,20,62,0.06451612903225806,4.0,,,0.08064516129032258,5.0,0.9354838709677419,58,,,0.0098,7.957,,,,,,,,,,32
+job_628824,0.0,0,64,512,5,1.8281,0,0.9062,4426.4102,4337.7767,4486.0784,31776,1,4189.8754,0.4023,0.02,0.084,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1229,0.0,0.0,1.0,0.0,0.0162,0.4844,0.4023,14.2714,51.3339,605.3755,29.4,857.9676,252.5921,0.0989,4.7055,30.6605,192.3827,223.4015,1469.9716,21.125,192.6417,1220.734,0,33,62,496,445,19,46,0.06451612903225806,4.0,,,0.11290322580645161,7.0,0.6129032258064516,38,0.016129032258064516,1.0,,,0.016129032258064516,1.0,,,,,,,,33
+job_628824,0.0,0,64,512,4,1.8594,0,0.8906,4549.4668,4319.729,4714.4463,31620,1,3895.5488,0.418,-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,,,,,0.12903225806451613,8.0,1.032258064516129,64,0.016129032258064516,1.0,0.0095,8.3515,,,,,,,,,,34
+job_628824,0.0,0,64,512,6,1.9219,0,0.9219,3946.0859,4376.362,3619.3127,31808,1,3948.408,0.4316,0.0053,0.1214,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1186,0.0,0.0,1.0,0.0,0.0191,0.5781,0.4316,14.2697,51.332,602.1526,29.8,857.9676,255.815,0.0941,4.6209,31.141,176.3125,207.7997,1421.4447,22.28,176.5642,1186.7383,0,35,64,512,454,20,49,0.125,8.0,,,0.015625,1.0,0.75,48,,,,,0.015625,1.0,5.9666,,,,,,,35
+job_628824,0.0,0,64,512,4,1.9844,0,0.8438,4738.3516,4627.5896,4816.6233,31838,1,4336.9944,0.4141,0.0016,0.1087,-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,-0.002,0.0,1.0,0.0,0.0214,0.5469,0.4141,14.2961,51.3983,600.9323,30.0,857.9676,257.0353,0.077,4.82,30.3179,188.5618,219.2099,1686.9542,23.188,188.8147,1439.7332,0,36,62,496,429,23,66,0.016129032258064516,1.0,,,0.06451612903225806,4.0,0.9838709677419355,61,0.016129032258064516,1.0,0.0087,8.22,,,,,,,,,,36
+job_628824,0.0,0,64,512,3,1.75,0,0.875,4288.6914,4517.4416,4100.6441,31765,1,3993.4464,0.4512,0.0038,0.1186,-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,,,,,0.07936507936507936,5.0,0.49206349206349204,31,0.07936507936507936,5.0,,,0.015873015873015872,1.0,,,,,,,,37
+job_628824,0.0,0,64,512,3,1.7812,0,0.8906,4378.4395,4279.6997,4521.5885,31750,1,3800.9451,0.5918,0.0122,0.1617,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1219,0.0,0.0,1.0,0.0,0.0233,0.7344,0.5918,14.3297,51.4598,597.5809,30.3,857.9676,260.3867,0.0842,4.6513,29.0723,176.8748,206.3067,1204.9325,22.4098,177.1498,971.5582,0,38,62,496,441,16,55,,,,,0.016129032258064516,1.0,0.8709677419354839,54,0.03225806451612903,2.0,0.008,7.9801,,,,,,,,,,38
+job_628824,0.0,0,64,512,3,1.7188,0,0.9062,4493.166,4310.5861,4659.3955,31795,1,4271.0567,0.4766,0.0119,0.069,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1184,0.0,0.0,1.0,0.0,0.0179,0.5469,0.4766,14.348,51.4611,594.5972,30.7,857.9676,263.3704,0.066,4.684,33.4072,192.1783,225.9165,1350.158,22.8675,192.4429,1096.6861,0,39,62,496,412,24,83,,,,,0.0967741935483871,6.0,1.2419354838709677,77,,,,,0.016129032258064516,1.0,,,,,,,,39
+job_628824,0.0,0,64,512,4,1.8438,0,0.8594,4353.3359,4784.3178,4043.8389,31733,1,4145.6711,0.418,-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,-0.0,0.0,1.0,0.0,0.0197,0.5625,0.418,14.3591,51.4605,593.515,30.8,857.9676,264.4526,0.0744,4.6433,30.6768,189.7995,220.7957,1518.609,21.7842,190.0441,1271.3814,0,40,63,504,413,26,83,0.1111111111111111,7.0,,,0.07936507936507936,5.0,1.3333333333333333,84,,,0.0077,7.892,0.015873015873015872,1.0,5.8373,,,,,,,40
+job_628824,0.0,0,64,512,4,1.8125,0,0.8594,4279.4121,4658.495,4036.4103,31818,1,4537.4143,0.3906,-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,,,,,0.13333333333333333,8.0,0.5833333333333334,35,0.016666666666666666,1.0,,,0.016666666666666666,1.0,,,,,,,,41
+job_628824,0.0,0,64,512,3,1.7656,0,0.9219,4644.3555,4575.2611,4689.7476,31835,1,4068.353,0.3965,0.0012,0.1321,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1297,0.0,0.0,1.0,0.0,0.0199,0.5469,0.3965,14.7131,51.9086,588.8904,31.4,857.9676,269.0772,0.0651,5.5301,32.9529,196.4083,229.7064,1185.9686,24.4624,196.688,926.2659,0,42,63,504,458,16,43,0.047619047619047616,3.0,,,0.06349206349206349,4.0,0.6031746031746031,38,0.015873015873015872,1.0,0.0087,8.1946,,,,,,,,,,42
+job_628824,0.0,0,64,512,3,1.7656,0,0.9062,4732.2559,4411.7404,5004.1733,31630,1,4031.9761,0.459,0.0033,0.0733,-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,-0.0015,0.0,1.0,0.0,0.0144,0.5312,0.459,14.5299,51.6583,587.3705,31.5,857.9676,270.5971,0.067,4.679,36.5302,193.1197,229.9798,1288.4443,25.7912,193.3823,1027.9897,0,43,64,512,463,16,41,0.125,8.0,,,0.078125,5.0,0.546875,35,0.015625,1.0,,,,,,,,,,,,43
+job_628824,0.0,0,64,512,4,1.7344,0,0.9062,3914.7676,3964.692,3850.0673,31821,1,3815.7786,0.5645,0.0015,0.0715,-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,-0.0,0.0,1.0,0.0,0.0195,0.6406,0.5645,14.7441,51.9109,587.1451,31.6,857.9676,270.8224,0.0883,4.6642,27.8516,169.9297,198.1197,1113.2438,22.3695,170.1792,888.0849,0,44,58,464,399,17,57,0.15517241379310345,9.0,,,0.06896551724137931,4.0,0.8620689655172413,50,0.06896551724137931,4.0,0.0093,8.4633,,,,,,,,,,44
+job_628824,0.0,0,64,512,4,2.1094,0,0.875,4301.2285,3804.0427,4719.723,31776,1,4255.9316,0.457,-0.0,0.0722,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1162,0.0,0.0,1.0,0.0,0.0154,0.5625,0.457,14.9178,52.0336,584.7567,31.8,857.9676,273.2109,0.0679,4.6617,30.6844,188.2174,219.2604,1357.3257,22.0089,188.5077,1111.3908,0,45,62,496,447,13,47,0.016129032258064516,1.0,,,,,0.7419354838709677,46,0.016129032258064516,1.0,,,0.016129032258064516,1.0,6.2322,,,,,,,45
+job_628824,0.0,0,64,512,4,1.8281,0,0.875,4070.9902,4041.1,4099.5115,31688,1,3373.0068,0.4883,0.0004,0.1013,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1194,0.0,0.0,1.0,0.0,0.0536,0.5625,0.4883,15.1863,52.3452,585.3444,31.8,857.9676,272.6232,0.0926,4.6418,28.428,166.7965,195.5772,1268.2115,23.6294,167.0562,1044.3556,0,46,62,496,436,18,52,0.12903225806451613,8.0,,,0.04838709677419355,3.0,0.7903225806451613,49,,,0.0087,8.1314,,,,,,,,,,46
+job_628824,0.0,0,64,512,4,2.3438,0,0.9531,4738.4648,5245.1542,4334.8912,31750,1,4459.8261,0.4434,0.002,0.1073,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1235,0.0,0.0,1.0,0.0,0.0205,0.5781,0.4434,14.8623,51.9712,585.1224,31.8,857.9676,272.8452,0.0679,4.772,36.545,205.0078,241.8901,1544.9845,25.2698,205.2769,1273.0488,0,47,62,496,436,22,60,,,,,0.04838709677419355,3.0,0.8709677419354839,54,0.04838709677419355,3.0,,,,,,,,,,,,47
+job_628824,0.0,0,64,512,4,1.8438,0,0.8906,4116.1836,3927.0762,4262.1038,31786,1,3948.7686,0.4355,0.0076,0.1357,-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,,,,,0.03225806451612903,2.0,0.9354838709677419,58,0.03225806451612903,2.0,0.0097,8.1153,,,,,,,,,,48
+job_628824,0.0,0,64,512,3,1.6719,0,0.9219,4220.3594,3816.7342,4529.3414,31767,1,4322.0974,0.4336,-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,,,,,0.015873015873015872,1.0,0.9365079365079365,59,0.015873015873015872,1.0,,,,,,,,,,,,49
+job_628824,0.0,0,64,512,3,1.7656,0,0.9219,4165.8223,3780.6132,4438.0367,31807,1,3811.0311,0.4141,-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,-0.0,0.0,1.0,0.0,0.015,0.5,0.4141,14.7839,51.9753,581.3082,32.2,857.9676,276.6594,0.0972,4.6738,27.3101,174.4772,202.1804,1512.647,23.5038,174.7725,1282.2827,0,50,62,496,438,18,50,0.12903225806451613,8.0,,,0.06451612903225806,4.0,0.7096774193548387,44,0.03225806451612903,2.0,0.0088,8.4124,,,6.613,,,,,,,50
+job_628824,0.0,0,64,512,3,1.5312,0,0.8125,3720.3535,3495.7536,3877.7973,20957,1,3256.5953,0.4121,0.0004,0.0987,-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,-0.0023,0.0,1.0,0.0,0.0173,0.5312,0.4121,14.6185,51.8736,580.6026,32.3,857.9676,277.365,0.0439,3.2715,24.9104,154.876,180.0568,1530.0051,23.5918,155.1023,1323.0806,0,51,63,504,402,26,100,0.031746031746031744,2.0,,,0.06349206349206349,4.0,1.492063492063492,94,0.031746031746031744,2.0,,,,,,,,,,,,51
+job_628824,0.0,0,64,512,5,1.7188,0,0.9531,3783.1348,4544.0099,3287.3387,31784,1,3783.8372,0.3945,-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,,,,,0.0625,4.0,0.78125,50,,,0.0092,7.8929,,,,,,,,,,52
+job_628824,0.0,0,64,512,3,1.6719,0,0.8438,4142.5859,4016.5782,4230.9169,31731,1,4001.5179,0.4121,0.0013,0.0487,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1236,0.0,0.0,1.0,0.0,0.0124,0.4844,0.4121,15.0288,52.348,578.971,32.5,857.9676,278.9966,0.0891,4.6754,31.7101,181.196,213.3246,1666.3496,25.0736,181.5249,1423.2691,0,53,60,480,406,19,70,0.06666666666666667,4.0,,,0.08333333333333333,5.0,1.0333333333333334,62,0.06666666666666667,4.0,,,,,,,,,,,,53
+job_628825,0.0,0,64,512,3,0.2969,0,0.1719,3199.9375,4071.6584,2412.4721,31710,1,3554.7524,0.4746,0.0478,0.1097,-0.0005,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0996,-0.0347,0.0,1.0,0.0,0.0153,0.5818,0.4746,13.3086,50.5092,577.3386,32.7,857.9676,280.629,0.1782,4.5854,148.1198,158.2811,306.8462,7430.9562,17.454,158.5474,7102.0703,0,53,58,464,190,55,222,0.5862068965517241,34.0,,,0.20689655172413793,12.0,0.9827586206896551,57,3.0172413793103448,175.0,,,0.3103448275862069,18.0,,0.034482758620689655,2.0,,,,,53
+job_628825,0.0,0,64,512,1,0.9688,0,0.9688,1660.8398,3606.8852,1397.6275,31652,1,2991.8597,0.1191,0.0393,0.101,-0.0002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0643,-0.0118,0.0,1.0,0.0,0.0186,0.3281,0.1191,13.4609,50.5854,574.7183,33.0,857.9676,283.2493,0.0612,4.3067,16.4321,118.6926,135.4282,2972.7191,20.1445,118.9344,2812.8332,0,54,62,496,315,49,114,1.0161290322580645,63.0,,,0.08064516129032258,5.0,0.5,31,1.3064516129032258,81.0,788.2552,873.9508,0.0967741935483871,6.0,,0.03225806451612903,2.0,,,,,54
+job_628825,0.0,0,64,512,2,1.5469,0,0.9375,2503.9727,3359.2695,2089.9594,31797,1,3307.4746,0.3262,0.0434,0.1494,-0.0009,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0875,-0.0549,0.0,1.0,0.0,0.0247,0.5156,0.3262,13.528,50.6887,573.6981,33.1,857.9676,284.2695,0.063,4.3599,19.3328,134.4189,154.0455,4313.6759,19.4671,134.6493,4135.7999,0,55,58,464,256,52,154,0.8793103448275862,51.0,,,0.13793103448275862,8.0,0.5689655172413793,33,2.189655172413793,127.0,,,0.1896551724137931,11.0,33.3153,0.034482758620689655,2.0,,,,,55
+job_628825,0.0,0,64,512,3,1.8438,1,1.0,2267.8379,4011.6465,1849.8305,31745,1,3089.9207,0.1934,0.0603,0.1131,-0.0005,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0768,-0.0295,0.0,1.0,0.0,0.0179,0.3906,0.1934,13.7004,50.9664,572.3271,33.3,857.9676,285.6404,0.0634,4.297,21.1829,126.7079,148.1795,2256.5,17.5778,126.9328,2086.4407,0,56,61,488,278,55,145,0.9180327868852459,56.0,,,0.08196721311475409,5.0,0.9508196721311475,58,1.639344262295082,100.0,0.0095,8.3159,0.06557377049180328,4.0,,0.08196721311475409,5.0,,,,,56
+job_628825,0.0,0,64,512,3,1.6094,0,0.8906,1934.0137,2928.8582,1555.9191,31764,1,2911.8707,0.2754,0.0544,0.2013,-0.0007,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0735,-0.0418,0.0,1.0,0.0,0.0236,0.5,0.2754,13.806,51.0526,572.7429,33.2,857.9676,285.2247,0.0639,4.2663,17.1322,112.7882,130.1891,4721.0139,17.7285,112.9927,4568.8267,0,57,59,472,262,55,148,0.847457627118644,50.0,,,0.0847457627118644,5.0,0.6949152542372882,41,1.9491525423728813,115.0,,,0.2033898305084746,12.0,,0.1016949152542373,6.0,,,,,57
+job_628825,0.0,0,64,512,3,1.5,0,0.9531,1770.4238,3112.9733,1214.1188,13369,1,2129.9135,0.293,0.0852,0.1678,-0.0008,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0766,-0.0504,0.0,1.0,0.0,0.0195,0.5,0.293,13.4865,50.6928,572.7063,33.2,857.9676,285.2613,0.0393,2.0026,14.0199,90.7598,105.0123,4293.1955,17.9141,90.9527,4168.2627,0,58,62,496,220,57,226,0.6129032258064516,38.0,,,0.04838709677419355,3.0,0.8548387096774194,53,3.064516129032258,190.0,0.0091,59.1392,0.0967741935483871,6.0,,0.04838709677419355,3.0,,,,,58
+job_628825,0.0,0,64,512,3,1.4844,0,0.9688,1476.5684,2851.2992,1023.0857,13510,1,2062.2765,0.248,0.0652,0.1257,-0.0005,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0625,-0.0312,0.0,1.0,0.0,0.0158,0.4375,0.248,13.4512,50.6169,572.2433,33.3,857.9676,285.7242,0.0481,1.9872,13.9888,89.1352,103.3565,3191.8712,17.9253,89.3191,3068.5999,0,59,58,464,286,48,148,0.39655172413793105,23.0,,,0.08620689655172414,5.0,0.896551724137931,52,1.6551724137931034,96.0,,,0.1724137931034483,10.0,,,,,,,,59
+job_628825,0.0,0,64,512,3,1.4219,0,0.9062,2018.3379,3368.0636,1329.5398,31744,1,2826.9423,0.3379,0.0441,0.0801,-0.0002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0699,-0.0159,0.0,1.0,0.0,0.0143,0.4688,0.3379,14.2374,51.4343,571.5837,33.4,857.9676,286.3839,0.0659,4.3226,19.4907,115.4257,135.2091,3331.9646,17.9623,115.652,3174.4695,0,60,66,528,241,59,239,0.6212121212121212,41.0,,,0.045454545454545456,3.0,0.6818181818181818,45,2.8484848484848486,188.0,0.0077,67.4361,0.030303030303030304,2.0,6.5117,0.045454545454545456,3.0,,,,,60
+job_628825,0.0,0,64,512,3,1.2812,0,0.8906,1605.3398,3133.4453,1047.072,31571,1,2588.0632,0.2676,0.0765,0.1111,-0.0006,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.054,-0.0366,0.0,1.0,0.0,0.0135,0.4375,0.2676,14.2345,51.4315,571.2025,33.4,857.9676,286.7651,0.0614,4.1828,15.4202,105.8485,121.543,4540.5155,17.9319,106.0611,4396.8541,0,61,62,496,271,54,161,1.1129032258064515,69.0,,,0.12903225806451613,8.0,0.41935483870967744,26,2.0806451612903225,129.0,,,,,,,,,,0.016129032258064516,1.0,61
+job_628825,0.0,0,64,512,3,1.4375,0,0.9531,1755.4785,2907.0659,1198.0435,17523,1,2107.3788,0.3262,0.0952,0.1792,-0.0009,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0681,-0.0567,0.0,1.0,0.0,0.0201,0.5781,0.3262,13.987,51.1837,570.8343,33.5,857.9676,287.1333,0.0622,2.5366,14.8746,96.4969,111.6174,3708.0328,17.9029,96.68,3575.969,0,62,17,136,85,15,36,0.7058823529411765,12.0,,,,,1.0,17,1.588235294117647,27.0,0.009,8.2472,0.11764705882352941,2.0,,0.058823529411764705,1.0,,,,,62
+job_628826,0.0,0,64,512,3,0.3125,0,0.1562,3212.9512,3060.2589,3599.4207,25987,1,2338.6713,0.7168,0.006,0.1066,-0.0002,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0976,-0.0106,0.0,1.0,0.0,0.0154,0.8136,0.7168,10.7443,50.2974,572.7775,33.2,857.9676,285.1901,0.2346,3.8459,30.3294,122.9738,153.7887,2578.924,24.1815,123.2241,2397.1075,0,63,65,520,503,10,16,0.015384615384615385,1.0,,,0.07692307692307693,5.0,0.16923076923076924,11,,,,,,,,,,,,,,63
+job_628826,0.0,0,64,512,1,0.7969,0,0.7969,4535.9375,4288.981,4934.0918,31787,1,3261.3111,0.6172,0.0105,0.0579,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1193,-0.0,0.0,1.0,0.0,0.0124,0.6562,0.6172,12.7589,50.5271,567.3896,33.9,857.9676,290.5779,0.0738,5.7156,29.8831,163.5481,193.777,2364.0615,23.8467,163.8194,2140.7174,0,64,57,456,350,33,106,0.03508771929824561,2.0,,,0.14035087719298245,8.0,1.8070175438596492,103,0.17543859649122806,10.0,13.7898,21.7901,,,,,,,,0.017543859649122806,1.0,64
+job_628826,0.0,0,64,512,2,1.5625,0,0.9844,3972.8203,4672.6544,3719.6888,31688,1,4306.1245,0.2656,0.0172,0.0813,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1093,0.0,0.0,1.0,0.0,0.0106,0.4062,0.2656,12.8392,50.6329,566.724,33.9,857.9676,291.2436,0.0933,4.7412,30.4057,181.6246,212.4095,710.5469,22.8651,181.9099,470.525,0,65,58,464,417,13,34,0.22413793103448276,13.0,,,0.06896551724137931,4.0,0.6206896551724138,36,0.017241379310344827,1.0,,,,,6.9862,,,,,,,65
+job_628826,0.0,0,64,512,3,1.7188,0,0.8906,4121.877,4062.4562,4190.2857,31735,1,3737.8543,0.5352,0.0191,0.1223,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1086,-0.0016,0.0,1.0,0.0,0.0189,0.6875,0.5352,12.9229,50.747,566.2948,34.0,857.9676,291.6728,0.082,4.6144,30.3875,177.256,208.0248,1419.1444,21.1494,177.5549,1185.3513,0,66,64,512,446,20,62,0.0625,4.0,,,0.09375,6.0,0.828125,53,0.03125,2.0,0.0296,7.9612,,,,,,,,0.015625,1.0,66
+job_628826,0.0,0,64,512,4,1.7656,0,0.75,4548.4258,5085.392,4267.1577,31721,1,4466.4205,0.3438,0.0189,0.08,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.111,-0.0039,0.0,1.0,0.0,0.0106,0.4219,0.3438,13.1517,50.9762,565.8719,34.0,857.9676,292.0957,0.1053,4.6859,37.4981,207.9956,245.8996,2122.2256,28.164,208.2957,1843.4698,0,67,62,496,406,25,88,0.03225806451612903,2.0,,,0.06451612903225806,4.0,1.2580645161290323,78,0.11290322580645161,7.0,,,,,,,,,,,,67
+job_628826,0.0,0,64,512,5,1.6875,0,0.9531,3900.3008,4422.9592,3576.1203,31728,1,3986.5011,0.3828,-0.0061,0.119,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1031,-0.0,0.0,1.0,0.0,0.0157,0.5,0.3828,13.1199,50.9385,564.5773,34.2,857.9676,293.3903,0.0729,4.6002,30.5859,176.2726,207.1868,1248.7385,22.7304,176.5273,1014.2161,0,68,64,512,456,17,53,0.046875,3.0,,,0.046875,3.0,0.734375,47,0.046875,3.0,0.0101,8.9855,,,,,,,,,,68
+job_628826,0.0,0,64,512,3,1.6562,0,0.8906,3996.1523,3658.4788,4284.8877,31658,1,3365.4959,0.4609,0.0031,0.0935,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1101,-0.0,0.0,1.0,0.0,0.0154,0.5469,0.4609,13.989,51.1971,563.4398,34.3,857.9676,294.5278,0.0907,4.7091,25.5046,155.0343,180.9023,1332.3415,27.9054,155.3066,1118.8162,0,69,61,488,429,18,59,,,,,0.09836065573770492,6.0,0.9344262295081968,57,0.01639344262295082,1.0,,,,,,,,,,,,69
+job_628826,0.0,0,64,512,3,1.5625,0,0.8594,3865.9531,3843.2096,3884.3569,31729,1,3913.163,0.4473,-0.0107,0.0938,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.103,0.0,0.0,1.0,0.0,0.0162,0.5469,0.4473,14.0488,51.2578,563.1133,34.4,857.9676,294.8543,0.0701,4.7381,27.9634,163.6438,191.9411,1573.6054,24.5297,163.9072,1352.3918,0,70,59,472,407,16,61,0.06779661016949153,4.0,,,0.03389830508474576,2.0,1.0677966101694916,63,0.03389830508474576,2.0,0.0091,8.8785,,,6.6827,,,,,,,70
+job_628826,0.0,0,64,512,4,1.5469,0,0.9375,4000.8145,4048.4398,3958.4613,19932,1,3429.9239,0.4707,-0.0016,0.1175,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1043,-0.0,0.0,1.0,0.0,0.0159,0.625,0.4707,13.827,51.1002,562.6223,34.4,857.9676,295.3453,0.0691,3.1795,25.4564,156.8136,182.6179,1325.101,24.226,157.0917,1115.0701,0,71,63,504,424,21,77,0.047619047619047616,3.0,,,0.031746031746031744,2.0,1.1746031746031746,74,0.015873015873015872,1.0,,,,,,,,,,,,71
+job_628826,0.0,0,64,512,4,1.625,0,0.9062,3909.4648,3903.1875,3913.2312,21731,1,3487.2979,0.375,0.0049,0.1063,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1072,0.0,0.0,1.0,0.0,0.0127,0.4688,0.375,13.9503,51.2075,561.9954,34.5,857.9676,295.9722,0.0666,3.4426,27.267,163.5783,191.2401,1530.8972,24.8288,163.9058,1311.3809,0,72,61,488,392,26,96,,,,,0.03278688524590164,2.0,1.540983606557377,94,,,0.0082,8.5919,,,,,,,,,,72
+job_628826,0.0,0,64,512,3,1.4531,0,0.8438,3892.7324,4250.0823,3598.968,31727,1,4215.9467,0.4512,-0.0032,0.054,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0979,0.0,0.0,1.0,0.0,0.016,0.5312,0.4512,14.2002,51.4395,562.7875,34.4,857.9676,295.1801,0.0663,4.6386,28.847,179.0119,208.2091,1586.4309,22.6523,179.2954,1350.9267,0,73,62,496,444,20,51,0.03225806451612903,2.0,,,0.04838709677419355,3.0,0.7741935483870968,48,0.0967741935483871,6.0,,,,,,,,,,,,73
+job_628826,0.0,0,64,512,4,1.625,0,0.8281,4627.0781,4912.5607,4422.0671,31779,1,4396.9421,0.418,-0.0113,0.1153,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1037,0.0,0.0,1.0,0.0,0.0163,0.5469,0.418,14.2074,51.4462,562.0214,34.5,857.9676,295.9462,0.0676,4.8121,34.6294,197.6062,232.6055,1485.3391,22.7112,197.9081,1225.2061,0,74,61,488,400,21,69,0.36065573770491804,22.0,,,0.01639344262295082,1.0,1.0819672131147542,66,0.01639344262295082,1.0,0.0101,8.716,,,,,,,,,,74
+job_628826,0.0,0,64,512,3,1.8594,1,1.0,3627.1289,3950.0,3361.7082,24803,1,3212.1194,0.4512,0.0103,0.0629,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1013,-0.0061,0.0,1.0,0.0,0.0148,0.5156,0.4512,14.2832,51.4595,562.0718,34.5,857.9676,295.8958,0.0741,3.8123,25.7174,144.2323,170.2738,1332.0754,26.5799,144.4819,1131.3878,0,75,60,480,401,23,79,,,,,0.06666666666666667,4.0,1.35,81,0.05,3.0,,,,,7.0029,,,,,,,75
+job_628826,0.0,0,64,512,3,2.3438,2,1.0,3952.7734,4178.1104,3855.8408,31737,1,3643.2581,0.3008,-0.0053,0.1026,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0974,0.0,0.0,1.0,0.0,0.0257,0.4062,0.3008,14.4194,51.6903,561.2421,34.6,857.9676,296.7255,0.082,4.6294,28.9629,162.0516,191.402,1875.4162,24.6133,162.3568,1654.7496,0,76,61,488,410,21,77,0.01639344262295082,1.0,,,0.03278688524590164,2.0,1.4098360655737705,86,0.01639344262295082,1.0,0.0086,8.2613,,,,,,,,,,76
+job_628826,0.0,0,64,512,3,3.0,3,1.0,3720.1211,3738.1695,3710.5851,31683,1,3286.5665,0.3457,0.0014,0.0701,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1044,-0.0,0.0,1.0,0.0,0.0163,0.4219,0.3457,14.4559,51.6895,560.5397,34.7,857.9676,297.4279,0.0904,4.6185,24.9949,150.9842,176.3639,1368.0435,24.1864,151.2781,1162.8469,0,77,63,504,382,33,113,0.14285714285714285,9.0,,,0.14285714285714285,9.0,1.619047619047619,102,0.031746031746031744,2.0,,,,,,,,,,,,77
+job_628826,0.0,0,64,512,4,4.0,4,1.0,3750.1133,3737.0709,3755.0701,31752,1,3546.4326,0.2754,0.0005,0.0538,-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0972,-0.0,0.0,1.0,0.0,0.0103,0.3594,0.2754,14.777,52.0029,559.1461,34.8,857.9676,298.8215,0.0904,4.5998,26.0086,154.5381,180.9664,1663.0565,20.6241,154.8668,1456.8378,0,78,96,768,677,28,87,0.041666666666666664,4.0,,,0.23958333333333334,23.0,0.7083333333333334,68,0.03125,3.0,0.0084,8.9896,,,,,,,,,,78
+job_628826,0.0,0,64,512,0,0.0,0,0.0,3445.207,3148.4329,4447.1368,16283,1246,2094.0951,0.7715,-0.0007,0.0106,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0922,0.0,0.0,1.0,0.0,0.008,0.7812,0.7715,14.3432,51.7614,559.8598,34.7,857.9676,298.1078,0.0389,2.652,23.5649,113.9723,137.7901,3065.3214,22.3426,114.1859,2902.5137,1,79,69,552,295,54,198,0.43478260869565216,30.0,,,0.08695652173913043,6.0,0.34782608695652173,24,2.4347826086956523,168.0,,,0.5072463768115942,35.0,,,,,,,,79
+job_628826,0.0,0,64,512,1,0.7812,0,0.7812,2892.1074,4823.0845,2151.0297,31540,1,3993.9597,0.2773,0.0169,0.1069,-0.0001,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0661,-0.0053,0.0,1.0,0.0,0.0132,0.4375,0.2773,14.7557,52.215,560.3083,34.7,857.9676,297.6592,0.0847,4.3929,23.704,158.7652,182.8215,3331.0036,18.6838,159.0324,3125.1035,1,80,16,128,86,14,21,0.8125,13.0,,,0.0625,1.0,0.3125,5,0.9375,15.0,0.0078,29.8329,0.4375,7.0,7.9827,0.0625,1.0,,,,,80

training_logs/20260612_220132_reward_vs_steps.png

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f1f1347ecada469e5117684c5b5742a767b3a6f701f4443cd9153e399779d81
+size 280728

training_logs/20260612_220132_turn_count_distribution.png

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:872820d152e68692605ba122b88bb6ddf0c0c7b2a9cc3e29c7cd2b356bd36309
+size 127310

training_logs/ablation-pymethods2test-shaped_628823.out

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:922974e785009fe83f21a9a9c53a69562bd06f66060f9aa602b7ba5c0e0aa704
+size 41621097

training_logs/ablation-pymethods2test-shaped_628824.out

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:801359c6a807a2f9bb94dcdbbd6131854370d4378ee7cb90b7dc35814b2af3f7
+size 38456769

training_logs/ablation-pymethods2test-shaped_628825.out

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af361fcdcb866e16bef1b90d8279abe80e7f22496cc6b59a03bc6ea71260ec2e
+size 21783108

training_logs/ablation-pymethods2test-shaped_628826.out

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:224e6cc5aed98e6b4cd7974980a80b682d4bd3a7d7756d1655c8435a103d45e8
+size 32099058