{ "best_metric": 0.9426883191871465, "best_model_checkpoint": "model_output/prad_primary_output/prad_primary_rs0_clinicalbert_16bsize_512max_tokens_default_lr_roc_optim_20e_01-17-2023_02h-22m/checkpoint-190", "epoch": 9.5, "global_step": 190, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.1, "eval_accuracy": 0.5373134328358209, "eval_f1": 0.3574758574758575, "eval_f1_weighted": 0.489443392428467, "eval_loss": 0.9268761873245239, "eval_roc_auc": 0.6107379598441218, "eval_runtime": 1.2207, "eval_samples_per_second": 54.886, "eval_steps_per_second": 4.096, "step": 2 }, { "epoch": 0.2, "learning_rate": 4.9500000000000004e-05, "loss": 0.9899, "step": 4 }, { "epoch": 0.2, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.22, "eval_f1_weighted": 0.3250746268656717, "eval_loss": 0.9124901294708252, "eval_roc_auc": 0.5582552156247731, "eval_runtime": 1.2158, "eval_samples_per_second": 55.108, "eval_steps_per_second": 4.113, "step": 4 }, { "epoch": 0.3, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.22, "eval_f1_weighted": 0.3250746268656717, "eval_loss": 0.981939971446991, "eval_roc_auc": 0.4301269582562523, "eval_runtime": 1.2194, "eval_samples_per_second": 54.945, "eval_steps_per_second": 4.1, "step": 6 }, { "epoch": 0.4, "learning_rate": 4.9e-05, "loss": 0.9933, "step": 8 }, { "epoch": 0.4, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.22, "eval_f1_weighted": 0.3250746268656717, "eval_loss": 0.9560447931289673, "eval_roc_auc": 0.5123977839606143, "eval_runtime": 1.2219, "eval_samples_per_second": 54.832, "eval_steps_per_second": 4.092, "step": 8 }, { "epoch": 0.5, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.22, "eval_f1_weighted": 0.3250746268656717, "eval_loss": 0.9014336466789246, "eval_roc_auc": 0.5345296882078375, "eval_runtime": 1.2192, "eval_samples_per_second": 54.954, "eval_steps_per_second": 4.101, "step": 10 }, { "epoch": 0.6, "learning_rate": 4.85e-05, "loss": 1.0187, "step": 12 }, { "epoch": 0.6, "eval_accuracy": 0.43283582089552236, "eval_f1": 0.20138888888888887, "eval_f1_weighted": 0.2615049751243781, "eval_loss": 0.9236512184143066, "eval_roc_auc": 0.4107449483209271, "eval_runtime": 1.2182, "eval_samples_per_second": 54.998, "eval_steps_per_second": 4.104, "step": 12 }, { "epoch": 0.7, "eval_accuracy": 0.43283582089552236, "eval_f1": 0.20138888888888887, "eval_f1_weighted": 0.2615049751243781, "eval_loss": 0.9475049376487732, "eval_roc_auc": 0.622050195769533, "eval_runtime": 1.2161, "eval_samples_per_second": 55.094, "eval_steps_per_second": 4.112, "step": 14 }, { "epoch": 0.8, "learning_rate": 4.8e-05, "loss": 0.9181, "step": 16 }, { "epoch": 0.8, "eval_accuracy": 0.43283582089552236, "eval_f1": 0.20138888888888887, "eval_f1_weighted": 0.2615049751243781, "eval_loss": 0.9717263579368591, "eval_roc_auc": 0.6353464355620174, "eval_runtime": 1.2189, "eval_samples_per_second": 54.968, "eval_steps_per_second": 4.102, "step": 16 }, { "epoch": 0.9, "eval_accuracy": 0.43283582089552236, "eval_f1": 0.20138888888888887, "eval_f1_weighted": 0.2615049751243781, "eval_loss": 0.9334698915481567, "eval_roc_auc": 0.6309403000759409, "eval_runtime": 1.2236, "eval_samples_per_second": 54.756, "eval_steps_per_second": 4.086, "step": 18 }, { "epoch": 1.0, "learning_rate": 4.75e-05, "loss": 0.8413, "step": 20 }, { "epoch": 1.0, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.282216999608304, "eval_f1_weighted": 0.3793693109072733, "eval_loss": 0.9048787355422974, "eval_roc_auc": 0.6341481396372107, "eval_runtime": 1.2194, "eval_samples_per_second": 54.947, "eval_steps_per_second": 4.101, "step": 20 }, { "epoch": 1.1, "eval_accuracy": 0.5522388059701493, "eval_f1": 0.33274578926752846, "eval_f1_weighted": 0.47230650507743316, "eval_loss": 0.8940262198448181, "eval_roc_auc": 0.6367384434369768, "eval_runtime": 1.2185, "eval_samples_per_second": 54.986, "eval_steps_per_second": 4.103, "step": 22 }, { "epoch": 1.2, "learning_rate": 4.7e-05, "loss": 0.8928, "step": 24 }, { "epoch": 1.2, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.239192451174018, "eval_f1_weighted": 0.34958191268804106, "eval_loss": 0.8931290507316589, "eval_roc_auc": 0.6255647978074341, "eval_runtime": 1.2132, "eval_samples_per_second": 55.227, "eval_steps_per_second": 4.121, "step": 24 }, { "epoch": 1.3, "eval_accuracy": 0.5522388059701493, "eval_f1": 0.3825320512820512, "eval_f1_weighted": 0.52978616532721, "eval_loss": 0.8918970823287964, "eval_roc_auc": 0.6465011472546505, "eval_runtime": 1.2216, "eval_samples_per_second": 54.848, "eval_steps_per_second": 4.093, "step": 26 }, { "epoch": 1.4, "learning_rate": 4.6500000000000005e-05, "loss": 0.9183, "step": 28 }, { "epoch": 1.4, "eval_accuracy": 0.44776119402985076, "eval_f1": 0.22311661506707947, "eval_f1_weighted": 0.2932304422161638, "eval_loss": 0.9188483357429504, "eval_roc_auc": 0.6651756826192129, "eval_runtime": 1.2181, "eval_samples_per_second": 55.005, "eval_steps_per_second": 4.105, "step": 28 }, { "epoch": 1.5, "eval_accuracy": 0.5074626865671642, "eval_f1": 0.3401191658391261, "eval_f1_weighted": 0.46642902666409763, "eval_loss": 0.8897700309753418, "eval_roc_auc": 0.6640330788365928, "eval_runtime": 1.2183, "eval_samples_per_second": 54.996, "eval_steps_per_second": 4.104, "step": 30 }, { "epoch": 1.6, "learning_rate": 4.600000000000001e-05, "loss": 1.0359, "step": 32 }, { "epoch": 1.6, "eval_accuracy": 0.5223880597014925, "eval_f1": 0.3450960041515309, "eval_f1_weighted": 0.4845130858421953, "eval_loss": 0.8961546421051025, "eval_roc_auc": 0.5583101007352929, "eval_runtime": 1.2172, "eval_samples_per_second": 55.043, "eval_steps_per_second": 4.108, "step": 32 }, { "epoch": 1.7, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.22, "eval_f1_weighted": 0.3250746268656717, "eval_loss": 0.9399242997169495, "eval_roc_auc": 0.4854997107034975, "eval_runtime": 1.2176, "eval_samples_per_second": 55.026, "eval_steps_per_second": 4.106, "step": 34 }, { "epoch": 1.8, "learning_rate": 4.55e-05, "loss": 0.8073, "step": 36 }, { "epoch": 1.8, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.22, "eval_f1_weighted": 0.3250746268656717, "eval_loss": 0.9720465540885925, "eval_roc_auc": 0.5332854471353733, "eval_runtime": 1.2149, "eval_samples_per_second": 55.149, "eval_steps_per_second": 4.116, "step": 36 }, { "epoch": 1.9, "eval_accuracy": 0.47761194029850745, "eval_f1": 0.23389175257731962, "eval_f1_weighted": 0.3418699030620096, "eval_loss": 0.9526171684265137, "eval_roc_auc": 0.5305002138807847, "eval_runtime": 1.2175, "eval_samples_per_second": 55.033, "eval_steps_per_second": 4.107, "step": 38 }, { "epoch": 2.0, "learning_rate": 4.5e-05, "loss": 0.9176, "step": 40 }, { "epoch": 2.0, "eval_accuracy": 0.5671641791044776, "eval_f1": 0.3499132446500868, "eval_f1_weighted": 0.4950407016392877, "eval_loss": 0.9059419631958008, "eval_roc_auc": 0.5067589980465311, "eval_runtime": 1.215, "eval_samples_per_second": 55.143, "eval_steps_per_second": 4.115, "step": 40 }, { "epoch": 2.1, "eval_accuracy": 0.5373134328358209, "eval_f1": 0.37104798587706633, "eval_f1_weighted": 0.5126222522438363, "eval_loss": 0.8836531043052673, "eval_roc_auc": 0.658280560593416, "eval_runtime": 1.2194, "eval_samples_per_second": 54.946, "eval_steps_per_second": 4.1, "step": 42 }, { "epoch": 2.2, "learning_rate": 4.4500000000000004e-05, "loss": 0.7806, "step": 44 }, { "epoch": 2.2, "eval_accuracy": 0.5074626865671642, "eval_f1": 0.3503450489488043, "eval_f1_weighted": 0.48381347954498094, "eval_loss": 0.8884266018867493, "eval_roc_auc": 0.6245352619442165, "eval_runtime": 1.2159, "eval_samples_per_second": 55.104, "eval_steps_per_second": 4.112, "step": 44 }, { "epoch": 2.3, "eval_accuracy": 0.5223880597014925, "eval_f1": 0.36190017653667145, "eval_f1_weighted": 0.5020084938811, "eval_loss": 0.8871902823448181, "eval_roc_auc": 0.5753152423966572, "eval_runtime": 1.2182, "eval_samples_per_second": 54.998, "eval_steps_per_second": 4.104, "step": 46 }, { "epoch": 2.4, "learning_rate": 4.4000000000000006e-05, "loss": 0.8738, "step": 48 }, { "epoch": 2.4, "eval_accuracy": 0.5373134328358209, "eval_f1": 0.3720668595306975, "eval_f1_weighted": 0.516494192489817, "eval_loss": 0.8924217224121094, "eval_roc_auc": 0.5522660805668758, "eval_runtime": 1.216, "eval_samples_per_second": 55.099, "eval_steps_per_second": 4.112, "step": 48 }, { "epoch": 2.5, "eval_accuracy": 0.5074626865671642, "eval_f1": 0.35161135161135154, "eval_f1_weighted": 0.4873252783700545, "eval_loss": 0.9068598747253418, "eval_roc_auc": 0.545635856249989, "eval_runtime": 1.2169, "eval_samples_per_second": 55.059, "eval_steps_per_second": 4.109, "step": 50 }, { "epoch": 2.6, "learning_rate": 4.35e-05, "loss": 0.8057, "step": 52 }, { "epoch": 2.6, "eval_accuracy": 0.5373134328358209, "eval_f1": 0.3625316455696203, "eval_f1_weighted": 0.507024371811827, "eval_loss": 0.9044484496116638, "eval_roc_auc": 0.5214351158888778, "eval_runtime": 1.218, "eval_samples_per_second": 55.009, "eval_steps_per_second": 4.105, "step": 52 }, { "epoch": 2.7, "eval_accuracy": 0.5223880597014925, "eval_f1": 0.3617433414043583, "eval_f1_weighted": 0.502135810053847, "eval_loss": 0.9086884260177612, "eval_roc_auc": 0.5436828813590747, "eval_runtime": 1.2157, "eval_samples_per_second": 55.111, "eval_steps_per_second": 4.113, "step": 54 }, { "epoch": 2.8, "learning_rate": 4.3e-05, "loss": 0.8282, "step": 56 }, { "epoch": 2.8, "eval_accuracy": 0.5522388059701493, "eval_f1": 0.3738271604938272, "eval_f1_weighted": 0.5141625207296849, "eval_loss": 0.8964908123016357, "eval_roc_auc": 0.6378891801507918, "eval_runtime": 1.22, "eval_samples_per_second": 54.917, "eval_steps_per_second": 4.098, "step": 56 }, { "epoch": 2.9, "eval_accuracy": 0.5223880597014925, "eval_f1": 0.3606237816764133, "eval_f1_weighted": 0.501440167583137, "eval_loss": 0.8872122168540955, "eval_roc_auc": 0.5484830326635979, "eval_runtime": 1.2197, "eval_samples_per_second": 54.931, "eval_steps_per_second": 4.099, "step": 58 }, { "epoch": 3.0, "learning_rate": 4.25e-05, "loss": 0.8939, "step": 60 }, { "epoch": 3.0, "eval_accuracy": 0.5074626865671642, "eval_f1": 0.2615979381443299, "eval_f1_weighted": 0.37907755039236807, "eval_loss": 1.0024551153182983, "eval_roc_auc": 0.5364163299657502, "eval_runtime": 1.2167, "eval_samples_per_second": 55.066, "eval_steps_per_second": 4.109, "step": 60 }, { "epoch": 3.1, "eval_accuracy": 0.4925373134328358, "eval_f1": 0.2556818181818182, "eval_f1_weighted": 0.37056196291270915, "eval_loss": 1.0271281003952026, "eval_roc_auc": 0.5599080164786127, "eval_runtime": 1.219, "eval_samples_per_second": 54.964, "eval_steps_per_second": 4.102, "step": 62 }, { "epoch": 3.2, "learning_rate": 4.2e-05, "loss": 0.8565, "step": 64 }, { "epoch": 3.2, "eval_accuracy": 0.5671641791044776, "eval_f1": 0.3650793650793651, "eval_f1_weighted": 0.513859275053305, "eval_loss": 0.9313604235649109, "eval_roc_auc": 0.559152227843963, "eval_runtime": 1.2182, "eval_samples_per_second": 55.001, "eval_steps_per_second": 4.105, "step": 64 }, { "epoch": 3.3, "eval_accuracy": 0.5522388059701493, "eval_f1": 0.3823717948717949, "eval_f1_weighted": 0.5314150401836969, "eval_loss": 0.8814096450805664, "eval_roc_auc": 0.6012026058913381, "eval_runtime": 1.2165, "eval_samples_per_second": 55.076, "eval_steps_per_second": 4.11, "step": 66 }, { "epoch": 3.4, "learning_rate": 4.15e-05, "loss": 0.6669, "step": 68 }, { "epoch": 3.4, "eval_accuracy": 0.5671641791044776, "eval_f1": 0.38861709067188527, "eval_f1_weighted": 0.5366051347956889, "eval_loss": 0.9118794798851013, "eval_roc_auc": 0.5886753942271424, "eval_runtime": 1.215, "eval_samples_per_second": 55.144, "eval_steps_per_second": 4.115, "step": 68 }, { "epoch": 3.5, "eval_accuracy": 0.5671641791044776, "eval_f1": 0.3925533622211523, "eval_f1_weighted": 0.5453761524586983, "eval_loss": 0.895846962928772, "eval_roc_auc": 0.6272478032128417, "eval_runtime": 1.218, "eval_samples_per_second": 55.007, "eval_steps_per_second": 4.105, "step": 70 }, { "epoch": 3.6, "learning_rate": 4.1e-05, "loss": 0.7601, "step": 72 }, { "epoch": 3.6, "eval_accuracy": 0.5671641791044776, "eval_f1": 0.3917874396135265, "eval_f1_weighted": 0.545078953060783, "eval_loss": 0.9002715945243835, "eval_roc_auc": 0.6277288949652808, "eval_runtime": 1.2172, "eval_samples_per_second": 55.044, "eval_steps_per_second": 4.108, "step": 72 }, { "epoch": 3.7, "eval_accuracy": 0.582089552238806, "eval_f1": 0.4026036644165863, "eval_f1_weighted": 0.5596583140229422, "eval_loss": 0.8845404386520386, "eval_roc_auc": 0.6422917674804015, "eval_runtime": 1.2198, "eval_samples_per_second": 54.928, "eval_steps_per_second": 4.099, "step": 74 }, { "epoch": 3.8, "learning_rate": 4.05e-05, "loss": 0.792, "step": 76 }, { "epoch": 3.8, "eval_accuracy": 0.6119402985074627, "eval_f1": 0.4237179487179487, "eval_f1_weighted": 0.5875143513203215, "eval_loss": 0.8394505381584167, "eval_roc_auc": 0.6545318671933383, "eval_runtime": 1.22, "eval_samples_per_second": 54.917, "eval_steps_per_second": 4.098, "step": 76 }, { "epoch": 3.9, "eval_accuracy": 0.5671641791044776, "eval_f1": 0.3828202581926514, "eval_f1_weighted": 0.5263824867717025, "eval_loss": 0.8603011965751648, "eval_roc_auc": 0.7116721198700833, "eval_runtime": 1.2172, "eval_samples_per_second": 55.046, "eval_steps_per_second": 4.108, "step": 78 }, { "epoch": 4.0, "learning_rate": 4e-05, "loss": 0.5152, "step": 80 }, { "epoch": 4.0, "eval_accuracy": 0.6567164179104478, "eval_f1": 0.4573852051219312, "eval_f1_weighted": 0.633066621869853, "eval_loss": 0.7896729111671448, "eval_roc_auc": 0.7033958257608891, "eval_runtime": 1.2172, "eval_samples_per_second": 55.045, "eval_steps_per_second": 4.108, "step": 80 }, { "epoch": 4.1, "eval_accuracy": 0.7014925373134329, "eval_f1": 0.4861111111111111, "eval_f1_weighted": 0.6759950248756219, "eval_loss": 0.7801089286804199, "eval_roc_auc": 0.6904540328850794, "eval_runtime": 1.2191, "eval_samples_per_second": 54.96, "eval_steps_per_second": 4.101, "step": 82 }, { "epoch": 4.2, "learning_rate": 3.9500000000000005e-05, "loss": 0.403, "step": 84 }, { "epoch": 4.2, "eval_accuracy": 0.6268656716417911, "eval_f1": 0.4164096813381928, "eval_f1_weighted": 0.5832569699860664, "eval_loss": 0.9066091775894165, "eval_roc_auc": 0.666676041452625, "eval_runtime": 1.2185, "eval_samples_per_second": 54.988, "eval_steps_per_second": 4.104, "step": 84 }, { "epoch": 4.3, "eval_accuracy": 0.6417910447761194, "eval_f1": 0.4350649350649351, "eval_f1_weighted": 0.6075789881760031, "eval_loss": 0.8394883275032043, "eval_roc_auc": 0.679015649561526, "eval_runtime": 1.2195, "eval_samples_per_second": 54.939, "eval_steps_per_second": 4.1, "step": 86 }, { "epoch": 4.4, "learning_rate": 3.9000000000000006e-05, "loss": 0.7288, "step": 88 }, { "epoch": 4.4, "eval_accuracy": 0.7164179104477612, "eval_f1": 0.5004887585532747, "eval_f1_weighted": 0.693307655272027, "eval_loss": 0.7547105550765991, "eval_roc_auc": 0.7260807241077717, "eval_runtime": 1.2195, "eval_samples_per_second": 54.941, "eval_steps_per_second": 4.1, "step": 88 }, { "epoch": 4.5, "eval_accuracy": 0.6716417910447762, "eval_f1": 0.4660098522167488, "eval_f1_weighted": 0.6442320417616352, "eval_loss": 0.8313462138175964, "eval_roc_auc": 0.7827001735083298, "eval_runtime": 1.219, "eval_samples_per_second": 54.964, "eval_steps_per_second": 4.102, "step": 90 }, { "epoch": 4.6, "learning_rate": 3.85e-05, "loss": 0.5865, "step": 92 }, { "epoch": 4.6, "eval_accuracy": 0.7611940298507462, "eval_f1": 0.53125, "eval_f1_weighted": 0.7364738805970149, "eval_loss": 0.692564845085144, "eval_roc_auc": 0.8177031301314561, "eval_runtime": 1.2207, "eval_samples_per_second": 54.885, "eval_steps_per_second": 4.096, "step": 92 }, { "epoch": 4.7, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.5424836601307189, "eval_f1_weighted": 0.7518290898448932, "eval_loss": 0.6342676877975464, "eval_roc_auc": 0.8405736805475765, "eval_runtime": 1.2164, "eval_samples_per_second": 55.083, "eval_steps_per_second": 4.111, "step": 94 }, { "epoch": 4.8, "learning_rate": 3.8e-05, "loss": 0.5263, "step": 96 }, { "epoch": 4.8, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.553002223869533, "eval_f1_weighted": 0.7668477479171968, "eval_loss": 0.6138404011726379, "eval_roc_auc": 0.8259139155322393, "eval_runtime": 1.2175, "eval_samples_per_second": 55.032, "eval_steps_per_second": 4.107, "step": 96 }, { "epoch": 4.9, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.5584795321637427, "eval_f1_weighted": 0.7749410840534171, "eval_loss": 0.5968928337097168, "eval_roc_auc": 0.8748494390242875, "eval_runtime": 1.2175, "eval_samples_per_second": 55.029, "eval_steps_per_second": 4.107, "step": 98 }, { "epoch": 5.0, "learning_rate": 3.7500000000000003e-05, "loss": 0.5847, "step": 100 }, { "epoch": 5.0, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.5584795321637427, "eval_f1_weighted": 0.7749410840534171, "eval_loss": 0.5527657866477966, "eval_roc_auc": 0.9323773138806697, "eval_runtime": 1.2195, "eval_samples_per_second": 54.942, "eval_steps_per_second": 4.1, "step": 100 }, { "epoch": 5.1, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.5584795321637427, "eval_f1_weighted": 0.7749410840534171, "eval_loss": 0.5388075709342957, "eval_roc_auc": 0.9383424432250612, "eval_runtime": 1.2201, "eval_samples_per_second": 54.913, "eval_steps_per_second": 4.098, "step": 102 }, { "epoch": 5.2, "learning_rate": 3.7e-05, "loss": 0.3932, "step": 104 }, { "epoch": 5.2, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.5584795321637427, "eval_f1_weighted": 0.7749410840534171, "eval_loss": 0.5338171124458313, "eval_roc_auc": 0.9357987315897205, "eval_runtime": 1.2223, "eval_samples_per_second": 54.817, "eval_steps_per_second": 4.091, "step": 104 }, { "epoch": 5.3, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.5490581490581491, "eval_f1_weighted": 0.7613627195716748, "eval_loss": 0.5593022704124451, "eval_roc_auc": 0.9120323481946476, "eval_runtime": 1.2192, "eval_samples_per_second": 54.954, "eval_steps_per_second": 4.101, "step": 106 }, { "epoch": 5.4, "learning_rate": 3.65e-05, "loss": 0.2978, "step": 108 }, { "epoch": 5.4, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.5382716049382715, "eval_f1_weighted": 0.7467108899944721, "eval_loss": 0.5857189297676086, "eval_roc_auc": 0.9198113925251405, "eval_runtime": 1.2191, "eval_samples_per_second": 54.96, "eval_steps_per_second": 4.101, "step": 108 }, { "epoch": 5.5, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.6409472880061116, "eval_f1_weighted": 0.7609431832434467, "eval_loss": 0.6259031295776367, "eval_roc_auc": 0.9239536321347209, "eval_runtime": 1.2186, "eval_samples_per_second": 54.981, "eval_steps_per_second": 4.103, "step": 110 }, { "epoch": 5.6, "learning_rate": 3.6e-05, "loss": 0.2672, "step": 112 }, { "epoch": 5.6, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.6626771920889568, "eval_f1_weighted": 0.7907103139763368, "eval_loss": 0.6301503777503967, "eval_roc_auc": 0.9190969468704965, "eval_runtime": 1.2171, "eval_samples_per_second": 55.05, "eval_steps_per_second": 4.108, "step": 112 }, { "epoch": 5.7, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.6517503805175039, "eval_f1_weighted": 0.7759694677298439, "eval_loss": 0.5792377591133118, "eval_roc_auc": 0.876367107295521, "eval_runtime": 1.2176, "eval_samples_per_second": 55.025, "eval_steps_per_second": 4.106, "step": 114 }, { "epoch": 5.8, "learning_rate": 3.55e-05, "loss": 0.2806, "step": 116 }, { "epoch": 5.8, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.6416725894337836, "eval_f1_weighted": 0.778988851053899, "eval_loss": 0.5505416393280029, "eval_roc_auc": 0.8766408197382413, "eval_runtime": 1.2235, "eval_samples_per_second": 54.762, "eval_steps_per_second": 4.087, "step": 116 }, { "epoch": 5.9, "eval_accuracy": 0.7014925373134329, "eval_f1": 0.6693895476504172, "eval_f1_weighted": 0.6933592905040018, "eval_loss": 0.8218042254447937, "eval_roc_auc": 0.8531633397655846, "eval_runtime": 1.2201, "eval_samples_per_second": 54.913, "eval_steps_per_second": 4.098, "step": 118 }, { "epoch": 6.0, "learning_rate": 3.5e-05, "loss": 0.5082, "step": 120 }, { "epoch": 6.0, "eval_accuracy": 0.746268656716418, "eval_f1": 0.7028011204481793, "eval_f1_weighted": 0.7403110497930515, "eval_loss": 0.7941116094589233, "eval_roc_auc": 0.882679465493187, "eval_runtime": 1.2184, "eval_samples_per_second": 54.989, "eval_steps_per_second": 4.104, "step": 120 }, { "epoch": 6.1, "eval_accuracy": 0.8507462686567164, "eval_f1": 0.7489281210592686, "eval_f1_weighted": 0.8448194086314957, "eval_loss": 0.47939425706863403, "eval_roc_auc": 0.9171689795255024, "eval_runtime": 1.2187, "eval_samples_per_second": 54.976, "eval_steps_per_second": 4.103, "step": 122 }, { "epoch": 6.2, "learning_rate": 3.45e-05, "loss": 0.2646, "step": 124 }, { "epoch": 6.2, "eval_accuracy": 0.835820895522388, "eval_f1": 0.6841817186644773, "eval_f1_weighted": 0.820184790334044, "eval_loss": 0.5200427770614624, "eval_roc_auc": 0.8998004509846013, "eval_runtime": 1.2187, "eval_samples_per_second": 54.975, "eval_steps_per_second": 4.103, "step": 124 }, { "epoch": 6.3, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.6517503805175039, "eval_f1_weighted": 0.7759694677298439, "eval_loss": 0.633881151676178, "eval_roc_auc": 0.9095164374087981, "eval_runtime": 1.2183, "eval_samples_per_second": 54.996, "eval_steps_per_second": 4.104, "step": 126 }, { "epoch": 6.4, "learning_rate": 3.4000000000000007e-05, "loss": 0.2178, "step": 128 }, { "epoch": 6.4, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.5480140774258421, "eval_f1_weighted": 0.7605862092253663, "eval_loss": 0.7460798025131226, "eval_roc_auc": 0.9236619354087335, "eval_runtime": 1.2193, "eval_samples_per_second": 54.952, "eval_steps_per_second": 4.101, "step": 128 }, { "epoch": 6.5, "eval_accuracy": 0.7313432835820896, "eval_f1": 0.5012973533990659, "eval_f1_weighted": 0.6975346412721033, "eval_loss": 0.8184891939163208, "eval_roc_auc": 0.9135357751398279, "eval_runtime": 1.2209, "eval_samples_per_second": 54.878, "eval_steps_per_second": 4.095, "step": 130 }, { "epoch": 6.6, "learning_rate": 3.35e-05, "loss": 0.481, "step": 132 }, { "epoch": 6.6, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.5367088607594936, "eval_f1_weighted": 0.7452862270923862, "eval_loss": 0.7749145030975342, "eval_roc_auc": 0.9241951537539688, "eval_runtime": 1.2188, "eval_samples_per_second": 54.972, "eval_steps_per_second": 4.102, "step": 132 }, { "epoch": 6.7, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.5480140774258421, "eval_f1_weighted": 0.7605862092253663, "eval_loss": 0.70408034324646, "eval_roc_auc": 0.9353670079123542, "eval_runtime": 1.2137, "eval_samples_per_second": 55.205, "eval_steps_per_second": 4.12, "step": 134 }, { "epoch": 6.8, "learning_rate": 3.3e-05, "loss": 0.357, "step": 136 }, { "epoch": 6.8, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.5418752085418752, "eval_f1_weighted": 0.7520356177072596, "eval_loss": 0.5984435677528381, "eval_roc_auc": 0.9422144107122601, "eval_runtime": 1.2172, "eval_samples_per_second": 55.046, "eval_steps_per_second": 4.108, "step": 136 }, { "epoch": 6.9, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.5568922305764411, "eval_f1_weighted": 0.7725956682751655, "eval_loss": 0.6042739152908325, "eval_roc_auc": 0.8886977232627885, "eval_runtime": 1.2199, "eval_samples_per_second": 54.923, "eval_steps_per_second": 4.099, "step": 138 }, { "epoch": 7.0, "learning_rate": 3.2500000000000004e-05, "loss": 0.2442, "step": 140 }, { "epoch": 7.0, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.6232240437158469, "eval_f1_weighted": 0.7674700269146073, "eval_loss": 0.6625877618789673, "eval_roc_auc": 0.885796771407202, "eval_runtime": 1.2178, "eval_samples_per_second": 55.016, "eval_steps_per_second": 4.106, "step": 140 }, { "epoch": 7.1, "eval_accuracy": 0.746268656716418, "eval_f1": 0.601851851851852, "eval_f1_weighted": 0.7374437337123906, "eval_loss": 0.7249980568885803, "eval_roc_auc": 0.8836999918218473, "eval_runtime": 1.2196, "eval_samples_per_second": 54.937, "eval_steps_per_second": 4.1, "step": 142 }, { "epoch": 7.2, "learning_rate": 3.2000000000000005e-05, "loss": 0.2895, "step": 144 }, { "epoch": 7.2, "eval_accuracy": 0.7611940298507462, "eval_f1": 0.6125672043010751, "eval_f1_weighted": 0.7525126384207992, "eval_loss": 0.7177485227584839, "eval_roc_auc": 0.8988318738409138, "eval_runtime": 1.219, "eval_samples_per_second": 54.963, "eval_steps_per_second": 4.102, "step": 144 }, { "epoch": 7.3, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.6442283244342741, "eval_f1_weighted": 0.7971669114382322, "eval_loss": 0.6158971786499023, "eval_roc_auc": 0.9257433466065693, "eval_runtime": 1.2179, "eval_samples_per_second": 55.013, "eval_steps_per_second": 4.105, "step": 146 }, { "epoch": 7.4, "learning_rate": 3.15e-05, "loss": 0.1247, "step": 148 }, { "epoch": 7.4, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.6135265700483091, "eval_f1_weighted": 0.7752109020116807, "eval_loss": 0.5960801243782043, "eval_roc_auc": 0.9299025860599263, "eval_runtime": 1.2186, "eval_samples_per_second": 54.98, "eval_steps_per_second": 4.103, "step": 148 }, { "epoch": 7.5, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.6803418803418803, "eval_f1_weighted": 0.7898966704936854, "eval_loss": 0.6297043561935425, "eval_roc_auc": 0.928043745151505, "eval_runtime": 1.2207, "eval_samples_per_second": 54.884, "eval_steps_per_second": 4.096, "step": 150 }, { "epoch": 7.6, "learning_rate": 3.1e-05, "loss": 0.1401, "step": 152 }, { "epoch": 7.6, "eval_accuracy": 0.7761194029850746, "eval_f1": 0.6214568794692857, "eval_f1_weighted": 0.7664838768164862, "eval_loss": 0.7288922667503357, "eval_roc_auc": 0.9169795844990506, "eval_runtime": 1.2177, "eval_samples_per_second": 55.02, "eval_steps_per_second": 4.106, "step": 152 }, { "epoch": 7.7, "eval_accuracy": 0.7611940298507462, "eval_f1": 0.5344212136664966, "eval_f1_weighted": 0.7423565497347531, "eval_loss": 0.7684075832366943, "eval_roc_auc": 0.9071037779761267, "eval_runtime": 1.2191, "eval_samples_per_second": 54.959, "eval_steps_per_second": 4.101, "step": 154 }, { "epoch": 7.8, "learning_rate": 3.05e-05, "loss": 0.1425, "step": 156 }, { "epoch": 7.8, "eval_accuracy": 0.7611940298507462, "eval_f1": 0.5344212136664966, "eval_f1_weighted": 0.7423565497347531, "eval_loss": 0.7739881873130798, "eval_roc_auc": 0.9037702780185827, "eval_runtime": 1.2219, "eval_samples_per_second": 54.832, "eval_steps_per_second": 4.092, "step": 156 }, { "epoch": 7.9, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.6499480563407505, "eval_f1_weighted": 0.792322362962314, "eval_loss": 0.7463679909706116, "eval_roc_auc": 0.9108798026167514, "eval_runtime": 1.2161, "eval_samples_per_second": 55.094, "eval_steps_per_second": 4.111, "step": 158 }, { "epoch": 8.0, "learning_rate": 3e-05, "loss": 0.0541, "step": 160 }, { "epoch": 8.0, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.6396825396825397, "eval_f1_weighted": 0.7780383795309169, "eval_loss": 0.6964292526245117, "eval_roc_auc": 0.924278504123671, "eval_runtime": 1.2218, "eval_samples_per_second": 54.838, "eval_steps_per_second": 4.092, "step": 160 }, { "epoch": 8.1, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.6396825396825397, "eval_f1_weighted": 0.7780383795309169, "eval_loss": 0.6750349402427673, "eval_roc_auc": 0.9306260238562039, "eval_runtime": 1.2115, "eval_samples_per_second": 55.304, "eval_steps_per_second": 4.127, "step": 162 }, { "epoch": 8.2, "learning_rate": 2.95e-05, "loss": 0.0735, "step": 164 }, { "epoch": 8.2, "eval_accuracy": 0.7910447761194029, "eval_f1": 0.6396825396825397, "eval_f1_weighted": 0.7780383795309169, "eval_loss": 0.6345735788345337, "eval_roc_auc": 0.9307606763941116, "eval_runtime": 1.2207, "eval_samples_per_second": 54.885, "eval_steps_per_second": 4.096, "step": 164 }, { "epoch": 8.3, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.6507377598926894, "eval_f1_weighted": 0.7930943872188354, "eval_loss": 0.6417430639266968, "eval_roc_auc": 0.9207915603132855, "eval_runtime": 1.2167, "eval_samples_per_second": 55.069, "eval_steps_per_second": 4.11, "step": 166 }, { "epoch": 8.4, "learning_rate": 2.9e-05, "loss": 0.0701, "step": 168 }, { "epoch": 8.4, "eval_accuracy": 0.8208955223880597, "eval_f1": 0.6735030063421464, "eval_f1_weighted": 0.8055976603269788, "eval_loss": 0.6598219871520996, "eval_roc_auc": 0.9178574505876599, "eval_runtime": 1.2178, "eval_samples_per_second": 55.017, "eval_steps_per_second": 4.106, "step": 168 }, { "epoch": 8.5, "eval_accuracy": 0.8208955223880597, "eval_f1": 0.6735030063421464, "eval_f1_weighted": 0.8055976603269788, "eval_loss": 0.674333393573761, "eval_roc_auc": 0.9147662966739546, "eval_runtime": 1.2139, "eval_samples_per_second": 55.194, "eval_steps_per_second": 4.119, "step": 170 }, { "epoch": 8.6, "learning_rate": 2.8499999999999998e-05, "loss": 0.0415, "step": 172 }, { "epoch": 8.6, "eval_accuracy": 0.8208955223880597, "eval_f1": 0.6735030063421464, "eval_f1_weighted": 0.8055976603269788, "eval_loss": 0.6726630330085754, "eval_roc_auc": 0.9180612295621405, "eval_runtime": 1.2166, "eval_samples_per_second": 55.074, "eval_steps_per_second": 4.11, "step": 172 }, { "epoch": 8.7, "eval_accuracy": 0.835820895522388, "eval_f1": 0.6841817186644773, "eval_f1_weighted": 0.820184790334044, "eval_loss": 0.6476911902427673, "eval_roc_auc": 0.9287753506648254, "eval_runtime": 1.2178, "eval_samples_per_second": 55.016, "eval_steps_per_second": 4.106, "step": 174 }, { "epoch": 8.8, "learning_rate": 2.8000000000000003e-05, "loss": 0.1207, "step": 176 }, { "epoch": 8.8, "eval_accuracy": 0.8507462686567164, "eval_f1": 0.6947514943093426, "eval_f1_weighted": 0.8346513563354928, "eval_loss": 0.6322030425071716, "eval_roc_auc": 0.9343940407946855, "eval_runtime": 1.2175, "eval_samples_per_second": 55.032, "eval_steps_per_second": 4.107, "step": 176 }, { "epoch": 8.9, "eval_accuracy": 0.8507462686567164, "eval_f1": 0.6947514943093426, "eval_f1_weighted": 0.8346513563354928, "eval_loss": 0.631219744682312, "eval_roc_auc": 0.9355877867306113, "eval_runtime": 1.2171, "eval_samples_per_second": 55.047, "eval_steps_per_second": 4.108, "step": 178 }, { "epoch": 9.0, "learning_rate": 2.7500000000000004e-05, "loss": 0.0677, "step": 180 }, { "epoch": 9.0, "eval_accuracy": 0.835820895522388, "eval_f1": 0.6843137254901962, "eval_f1_weighted": 0.8201053555750658, "eval_loss": 0.6727584600448608, "eval_roc_auc": 0.9294350538309254, "eval_runtime": 1.213, "eval_samples_per_second": 55.237, "eval_steps_per_second": 4.122, "step": 180 }, { "epoch": 9.1, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.6633986928104575, "eval_f1_weighted": 0.7911911033069944, "eval_loss": 0.7204322218894958, "eval_roc_auc": 0.9322838617007921, "eval_runtime": 1.2192, "eval_samples_per_second": 54.955, "eval_steps_per_second": 4.101, "step": 182 }, { "epoch": 9.2, "learning_rate": 2.7000000000000002e-05, "loss": 0.0334, "step": 184 }, { "epoch": 9.2, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.6633986928104575, "eval_f1_weighted": 0.7911911033069944, "eval_loss": 0.6748175621032715, "eval_roc_auc": 0.9319867731684095, "eval_runtime": 1.2166, "eval_samples_per_second": 55.073, "eval_steps_per_second": 4.11, "step": 184 }, { "epoch": 9.3, "eval_accuracy": 0.8059701492537313, "eval_f1": 0.6631636562671046, "eval_f1_weighted": 0.7911869225302061, "eval_loss": 0.6425347924232483, "eval_roc_auc": 0.9327048191582917, "eval_runtime": 1.2192, "eval_samples_per_second": 54.952, "eval_steps_per_second": 4.101, "step": 186 }, { "epoch": 9.4, "learning_rate": 2.6500000000000004e-05, "loss": 0.0184, "step": 188 }, { "epoch": 9.4, "eval_accuracy": 0.8208955223880597, "eval_f1": 0.7118127444214402, "eval_f1_weighted": 0.8170045219039379, "eval_loss": 0.6353668570518494, "eval_roc_auc": 0.9364646683797305, "eval_runtime": 1.2147, "eval_samples_per_second": 55.155, "eval_steps_per_second": 4.116, "step": 188 }, { "epoch": 9.5, "eval_accuracy": 0.835820895522388, "eval_f1": 0.7686429512516469, "eval_f1_weighted": 0.8350775765441567, "eval_loss": 0.6435410380363464, "eval_roc_auc": 0.9426883191871465, "eval_runtime": 1.2183, "eval_samples_per_second": 54.995, "eval_steps_per_second": 4.104, "step": 190 } ], "max_steps": 400, "num_train_epochs": 20, "total_flos": 769080520018944.0, "trial_name": null, "trial_params": null }