|
{ |
|
"best_metric": 0.8669673055242391, |
|
"best_model_checkpoint": "dinov2-base-imagenet1k-1-layer-finetuned-galaxy10-decals/checkpoint-1625", |
|
"epoch": 29.76, |
|
"eval_steps": 500, |
|
"global_step": 1860, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.16, |
|
"learning_rate": 2.688172043010753e-06, |
|
"loss": 2.549, |
|
"step": 10 |
|
}, |
|
{ |
|
"epoch": 0.32, |
|
"learning_rate": 5.376344086021506e-06, |
|
"loss": 1.8762, |
|
"step": 20 |
|
}, |
|
{ |
|
"epoch": 0.48, |
|
"learning_rate": 8.064516129032258e-06, |
|
"loss": 1.3173, |
|
"step": 30 |
|
}, |
|
{ |
|
"epoch": 0.64, |
|
"learning_rate": 1.0752688172043012e-05, |
|
"loss": 1.053, |
|
"step": 40 |
|
}, |
|
{ |
|
"epoch": 0.8, |
|
"learning_rate": 1.3440860215053763e-05, |
|
"loss": 0.8899, |
|
"step": 50 |
|
}, |
|
{ |
|
"epoch": 0.96, |
|
"learning_rate": 1.6129032258064517e-05, |
|
"loss": 0.8157, |
|
"step": 60 |
|
}, |
|
{ |
|
"epoch": 0.99, |
|
"eval_accuracy": 0.7812852311161218, |
|
"eval_f1": 0.7853152390094879, |
|
"eval_loss": 0.6739660501480103, |
|
"eval_precision": 0.80460189132339, |
|
"eval_recall": 0.7812852311161218, |
|
"eval_runtime": 11.5622, |
|
"eval_samples_per_second": 153.431, |
|
"eval_steps_per_second": 2.422, |
|
"step": 62 |
|
}, |
|
{ |
|
"epoch": 1.12, |
|
"learning_rate": 1.881720430107527e-05, |
|
"loss": 0.8066, |
|
"step": 70 |
|
}, |
|
{ |
|
"epoch": 1.28, |
|
"learning_rate": 2.1505376344086024e-05, |
|
"loss": 0.7598, |
|
"step": 80 |
|
}, |
|
{ |
|
"epoch": 1.44, |
|
"learning_rate": 2.4193548387096777e-05, |
|
"loss": 0.7406, |
|
"step": 90 |
|
}, |
|
{ |
|
"epoch": 1.6, |
|
"learning_rate": 2.6881720430107527e-05, |
|
"loss": 0.7583, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 1.76, |
|
"learning_rate": 2.9569892473118284e-05, |
|
"loss": 0.7416, |
|
"step": 110 |
|
}, |
|
{ |
|
"epoch": 1.92, |
|
"learning_rate": 3.2258064516129034e-05, |
|
"loss": 0.8091, |
|
"step": 120 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.8021420518602029, |
|
"eval_f1": 0.7949709860561608, |
|
"eval_loss": 0.5948110818862915, |
|
"eval_precision": 0.8016087087108787, |
|
"eval_recall": 0.8021420518602029, |
|
"eval_runtime": 11.5457, |
|
"eval_samples_per_second": 153.65, |
|
"eval_steps_per_second": 2.425, |
|
"step": 125 |
|
}, |
|
{ |
|
"epoch": 2.08, |
|
"learning_rate": 3.494623655913979e-05, |
|
"loss": 0.7469, |
|
"step": 130 |
|
}, |
|
{ |
|
"epoch": 2.24, |
|
"learning_rate": 3.763440860215054e-05, |
|
"loss": 0.7026, |
|
"step": 140 |
|
}, |
|
{ |
|
"epoch": 2.4, |
|
"learning_rate": 4.032258064516129e-05, |
|
"loss": 0.7497, |
|
"step": 150 |
|
}, |
|
{ |
|
"epoch": 2.56, |
|
"learning_rate": 4.301075268817205e-05, |
|
"loss": 0.7236, |
|
"step": 160 |
|
}, |
|
{ |
|
"epoch": 2.72, |
|
"learning_rate": 4.56989247311828e-05, |
|
"loss": 0.6881, |
|
"step": 170 |
|
}, |
|
{ |
|
"epoch": 2.88, |
|
"learning_rate": 4.8387096774193554e-05, |
|
"loss": 0.6983, |
|
"step": 180 |
|
}, |
|
{ |
|
"epoch": 2.99, |
|
"eval_accuracy": 0.7965050732807215, |
|
"eval_f1": 0.7909181013872687, |
|
"eval_loss": 0.6016444563865662, |
|
"eval_precision": 0.8077081664320911, |
|
"eval_recall": 0.7965050732807215, |
|
"eval_runtime": 11.5752, |
|
"eval_samples_per_second": 153.259, |
|
"eval_steps_per_second": 2.419, |
|
"step": 187 |
|
}, |
|
{ |
|
"epoch": 3.04, |
|
"learning_rate": 4.98805256869773e-05, |
|
"loss": 0.8131, |
|
"step": 190 |
|
}, |
|
{ |
|
"epoch": 3.2, |
|
"learning_rate": 4.9581839904420555e-05, |
|
"loss": 0.7253, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 3.36, |
|
"learning_rate": 4.92831541218638e-05, |
|
"loss": 0.7012, |
|
"step": 210 |
|
}, |
|
{ |
|
"epoch": 3.52, |
|
"learning_rate": 4.898446833930705e-05, |
|
"loss": 0.6939, |
|
"step": 220 |
|
}, |
|
{ |
|
"epoch": 3.68, |
|
"learning_rate": 4.86857825567503e-05, |
|
"loss": 0.6652, |
|
"step": 230 |
|
}, |
|
{ |
|
"epoch": 3.84, |
|
"learning_rate": 4.8387096774193554e-05, |
|
"loss": 0.7167, |
|
"step": 240 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"learning_rate": 4.80884109916368e-05, |
|
"loss": 0.6701, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_accuracy": 0.798196166854566, |
|
"eval_f1": 0.7953625301219193, |
|
"eval_loss": 0.5675845742225647, |
|
"eval_precision": 0.8016177730685449, |
|
"eval_recall": 0.798196166854566, |
|
"eval_runtime": 11.5598, |
|
"eval_samples_per_second": 153.463, |
|
"eval_steps_per_second": 2.422, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 4.16, |
|
"learning_rate": 4.778972520908005e-05, |
|
"loss": 0.6737, |
|
"step": 260 |
|
}, |
|
{ |
|
"epoch": 4.32, |
|
"learning_rate": 4.74910394265233e-05, |
|
"loss": 0.6296, |
|
"step": 270 |
|
}, |
|
{ |
|
"epoch": 4.48, |
|
"learning_rate": 4.7192353643966546e-05, |
|
"loss": 0.649, |
|
"step": 280 |
|
}, |
|
{ |
|
"epoch": 4.64, |
|
"learning_rate": 4.6893667861409805e-05, |
|
"loss": 0.6319, |
|
"step": 290 |
|
}, |
|
{ |
|
"epoch": 4.8, |
|
"learning_rate": 4.659498207885305e-05, |
|
"loss": 0.6448, |
|
"step": 300 |
|
}, |
|
{ |
|
"epoch": 4.96, |
|
"learning_rate": 4.62962962962963e-05, |
|
"loss": 0.5998, |
|
"step": 310 |
|
}, |
|
{ |
|
"epoch": 4.99, |
|
"eval_accuracy": 0.8286358511837655, |
|
"eval_f1": 0.830186011295156, |
|
"eval_loss": 0.5116113424301147, |
|
"eval_precision": 0.8400596294704076, |
|
"eval_recall": 0.8286358511837655, |
|
"eval_runtime": 11.5623, |
|
"eval_samples_per_second": 153.43, |
|
"eval_steps_per_second": 2.422, |
|
"step": 312 |
|
}, |
|
{ |
|
"epoch": 5.12, |
|
"learning_rate": 4.5997610513739546e-05, |
|
"loss": 0.6066, |
|
"step": 320 |
|
}, |
|
{ |
|
"epoch": 5.28, |
|
"learning_rate": 4.56989247311828e-05, |
|
"loss": 0.6128, |
|
"step": 330 |
|
}, |
|
{ |
|
"epoch": 5.44, |
|
"learning_rate": 4.540023894862604e-05, |
|
"loss": 0.5735, |
|
"step": 340 |
|
}, |
|
{ |
|
"epoch": 5.6, |
|
"learning_rate": 4.51015531660693e-05, |
|
"loss": 0.5786, |
|
"step": 350 |
|
}, |
|
{ |
|
"epoch": 5.76, |
|
"learning_rate": 4.4802867383512545e-05, |
|
"loss": 0.615, |
|
"step": 360 |
|
}, |
|
{ |
|
"epoch": 5.92, |
|
"learning_rate": 4.4504181600955796e-05, |
|
"loss": 0.5521, |
|
"step": 370 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_accuracy": 0.8354002254791432, |
|
"eval_f1": 0.8325342621627388, |
|
"eval_loss": 0.5154868364334106, |
|
"eval_precision": 0.8374902079148381, |
|
"eval_recall": 0.8354002254791432, |
|
"eval_runtime": 11.5628, |
|
"eval_samples_per_second": 153.423, |
|
"eval_steps_per_second": 2.422, |
|
"step": 375 |
|
}, |
|
{ |
|
"epoch": 6.08, |
|
"learning_rate": 4.420549581839905e-05, |
|
"loss": 0.5543, |
|
"step": 380 |
|
}, |
|
{ |
|
"epoch": 6.24, |
|
"learning_rate": 4.390681003584229e-05, |
|
"loss": 0.5769, |
|
"step": 390 |
|
}, |
|
{ |
|
"epoch": 6.4, |
|
"learning_rate": 4.360812425328555e-05, |
|
"loss": 0.5413, |
|
"step": 400 |
|
}, |
|
{ |
|
"epoch": 6.56, |
|
"learning_rate": 4.3309438470728796e-05, |
|
"loss": 0.5743, |
|
"step": 410 |
|
}, |
|
{ |
|
"epoch": 6.72, |
|
"learning_rate": 4.301075268817205e-05, |
|
"loss": 0.5464, |
|
"step": 420 |
|
}, |
|
{ |
|
"epoch": 6.88, |
|
"learning_rate": 4.271206690561529e-05, |
|
"loss": 0.5441, |
|
"step": 430 |
|
}, |
|
{ |
|
"epoch": 6.99, |
|
"eval_accuracy": 0.8032694475760992, |
|
"eval_f1": 0.7980463963295215, |
|
"eval_loss": 0.5574168562889099, |
|
"eval_precision": 0.810386236165255, |
|
"eval_recall": 0.8032694475760992, |
|
"eval_runtime": 11.572, |
|
"eval_samples_per_second": 153.301, |
|
"eval_steps_per_second": 2.42, |
|
"step": 437 |
|
}, |
|
{ |
|
"epoch": 7.04, |
|
"learning_rate": 4.241338112305854e-05, |
|
"loss": 0.5855, |
|
"step": 440 |
|
}, |
|
{ |
|
"epoch": 7.2, |
|
"learning_rate": 4.2114695340501795e-05, |
|
"loss": 0.5552, |
|
"step": 450 |
|
}, |
|
{ |
|
"epoch": 7.36, |
|
"learning_rate": 4.1816009557945046e-05, |
|
"loss": 0.5519, |
|
"step": 460 |
|
}, |
|
{ |
|
"epoch": 7.52, |
|
"learning_rate": 4.15173237753883e-05, |
|
"loss": 0.5466, |
|
"step": 470 |
|
}, |
|
{ |
|
"epoch": 7.68, |
|
"learning_rate": 4.121863799283154e-05, |
|
"loss": 0.5219, |
|
"step": 480 |
|
}, |
|
{ |
|
"epoch": 7.84, |
|
"learning_rate": 4.0919952210274794e-05, |
|
"loss": 0.5223, |
|
"step": 490 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"learning_rate": 4.062126642771804e-05, |
|
"loss": 0.5142, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_accuracy": 0.8410372040586246, |
|
"eval_f1": 0.8375632661659843, |
|
"eval_loss": 0.4818373918533325, |
|
"eval_precision": 0.8417609296030333, |
|
"eval_recall": 0.8410372040586246, |
|
"eval_runtime": 11.6656, |
|
"eval_samples_per_second": 152.071, |
|
"eval_steps_per_second": 2.4, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 8.16, |
|
"learning_rate": 4.032258064516129e-05, |
|
"loss": 0.4695, |
|
"step": 510 |
|
}, |
|
{ |
|
"epoch": 8.32, |
|
"learning_rate": 4.002389486260454e-05, |
|
"loss": 0.4778, |
|
"step": 520 |
|
}, |
|
{ |
|
"epoch": 8.48, |
|
"learning_rate": 3.972520908004779e-05, |
|
"loss": 0.5221, |
|
"step": 530 |
|
}, |
|
{ |
|
"epoch": 8.64, |
|
"learning_rate": 3.9426523297491045e-05, |
|
"loss": 0.541, |
|
"step": 540 |
|
}, |
|
{ |
|
"epoch": 8.8, |
|
"learning_rate": 3.912783751493429e-05, |
|
"loss": 0.5288, |
|
"step": 550 |
|
}, |
|
{ |
|
"epoch": 8.96, |
|
"learning_rate": 3.882915173237754e-05, |
|
"loss": 0.5136, |
|
"step": 560 |
|
}, |
|
{ |
|
"epoch": 8.99, |
|
"eval_accuracy": 0.8337091319052987, |
|
"eval_f1": 0.8316871457376268, |
|
"eval_loss": 0.4913617670536041, |
|
"eval_precision": 0.8353039996367163, |
|
"eval_recall": 0.8337091319052987, |
|
"eval_runtime": 11.6118, |
|
"eval_samples_per_second": 152.775, |
|
"eval_steps_per_second": 2.411, |
|
"step": 562 |
|
}, |
|
{ |
|
"epoch": 9.12, |
|
"learning_rate": 3.8530465949820786e-05, |
|
"loss": 0.5007, |
|
"step": 570 |
|
}, |
|
{ |
|
"epoch": 9.28, |
|
"learning_rate": 3.8231780167264044e-05, |
|
"loss": 0.487, |
|
"step": 580 |
|
}, |
|
{ |
|
"epoch": 9.44, |
|
"learning_rate": 3.793309438470729e-05, |
|
"loss": 0.4923, |
|
"step": 590 |
|
}, |
|
{ |
|
"epoch": 9.6, |
|
"learning_rate": 3.763440860215054e-05, |
|
"loss": 0.4958, |
|
"step": 600 |
|
}, |
|
{ |
|
"epoch": 9.76, |
|
"learning_rate": 3.7335722819593785e-05, |
|
"loss": 0.456, |
|
"step": 610 |
|
}, |
|
{ |
|
"epoch": 9.92, |
|
"learning_rate": 3.7037037037037037e-05, |
|
"loss": 0.4533, |
|
"step": 620 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_accuracy": 0.8320180383314544, |
|
"eval_f1": 0.8294898477296314, |
|
"eval_loss": 0.474043071269989, |
|
"eval_precision": 0.8335131003551897, |
|
"eval_recall": 0.8320180383314544, |
|
"eval_runtime": 11.5585, |
|
"eval_samples_per_second": 153.48, |
|
"eval_steps_per_second": 2.422, |
|
"step": 625 |
|
}, |
|
{ |
|
"epoch": 10.08, |
|
"learning_rate": 3.673835125448029e-05, |
|
"loss": 0.489, |
|
"step": 630 |
|
}, |
|
{ |
|
"epoch": 10.24, |
|
"learning_rate": 3.643966547192354e-05, |
|
"loss": 0.4366, |
|
"step": 640 |
|
}, |
|
{ |
|
"epoch": 10.4, |
|
"learning_rate": 3.614097968936679e-05, |
|
"loss": 0.4796, |
|
"step": 650 |
|
}, |
|
{ |
|
"epoch": 10.56, |
|
"learning_rate": 3.5842293906810036e-05, |
|
"loss": 0.4461, |
|
"step": 660 |
|
}, |
|
{ |
|
"epoch": 10.72, |
|
"learning_rate": 3.554360812425329e-05, |
|
"loss": 0.4448, |
|
"step": 670 |
|
}, |
|
{ |
|
"epoch": 10.88, |
|
"learning_rate": 3.524492234169653e-05, |
|
"loss": 0.4904, |
|
"step": 680 |
|
}, |
|
{ |
|
"epoch": 10.99, |
|
"eval_accuracy": 0.8399098083427283, |
|
"eval_f1": 0.8375098947235918, |
|
"eval_loss": 0.5075283050537109, |
|
"eval_precision": 0.8409445507007258, |
|
"eval_recall": 0.8399098083427283, |
|
"eval_runtime": 11.5984, |
|
"eval_samples_per_second": 152.952, |
|
"eval_steps_per_second": 2.414, |
|
"step": 687 |
|
}, |
|
{ |
|
"epoch": 11.04, |
|
"learning_rate": 3.494623655913979e-05, |
|
"loss": 0.4216, |
|
"step": 690 |
|
}, |
|
{ |
|
"epoch": 11.2, |
|
"learning_rate": 3.4647550776583035e-05, |
|
"loss": 0.4258, |
|
"step": 700 |
|
}, |
|
{ |
|
"epoch": 11.36, |
|
"learning_rate": 3.4348864994026287e-05, |
|
"loss": 0.4058, |
|
"step": 710 |
|
}, |
|
{ |
|
"epoch": 11.52, |
|
"learning_rate": 3.405017921146954e-05, |
|
"loss": 0.434, |
|
"step": 720 |
|
}, |
|
{ |
|
"epoch": 11.68, |
|
"learning_rate": 3.375149342891278e-05, |
|
"loss": 0.4581, |
|
"step": 730 |
|
}, |
|
{ |
|
"epoch": 11.84, |
|
"learning_rate": 3.3452807646356034e-05, |
|
"loss": 0.4476, |
|
"step": 740 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"learning_rate": 3.3154121863799286e-05, |
|
"loss": 0.4361, |
|
"step": 750 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"eval_accuracy": 0.8562570462232244, |
|
"eval_f1": 0.8540053975192837, |
|
"eval_loss": 0.45521676540374756, |
|
"eval_precision": 0.8554214225284571, |
|
"eval_recall": 0.8562570462232244, |
|
"eval_runtime": 11.576, |
|
"eval_samples_per_second": 153.248, |
|
"eval_steps_per_second": 2.419, |
|
"step": 750 |
|
}, |
|
{ |
|
"epoch": 12.16, |
|
"learning_rate": 3.285543608124254e-05, |
|
"loss": 0.3985, |
|
"step": 760 |
|
}, |
|
{ |
|
"epoch": 12.32, |
|
"learning_rate": 3.255675029868578e-05, |
|
"loss": 0.3962, |
|
"step": 770 |
|
}, |
|
{ |
|
"epoch": 12.48, |
|
"learning_rate": 3.2258064516129034e-05, |
|
"loss": 0.4196, |
|
"step": 780 |
|
}, |
|
{ |
|
"epoch": 12.64, |
|
"learning_rate": 3.195937873357228e-05, |
|
"loss": 0.4559, |
|
"step": 790 |
|
}, |
|
{ |
|
"epoch": 12.8, |
|
"learning_rate": 3.1660692951015537e-05, |
|
"loss": 0.4057, |
|
"step": 800 |
|
}, |
|
{ |
|
"epoch": 12.96, |
|
"learning_rate": 3.136200716845878e-05, |
|
"loss": 0.414, |
|
"step": 810 |
|
}, |
|
{ |
|
"epoch": 12.99, |
|
"eval_accuracy": 0.8365276211950394, |
|
"eval_f1": 0.8374485204829644, |
|
"eval_loss": 0.5025420784950256, |
|
"eval_precision": 0.8454939581149772, |
|
"eval_recall": 0.8365276211950394, |
|
"eval_runtime": 11.579, |
|
"eval_samples_per_second": 153.208, |
|
"eval_steps_per_second": 2.418, |
|
"step": 812 |
|
}, |
|
{ |
|
"epoch": 13.12, |
|
"learning_rate": 3.106332138590203e-05, |
|
"loss": 0.3862, |
|
"step": 820 |
|
}, |
|
{ |
|
"epoch": 13.28, |
|
"learning_rate": 3.0764635603345284e-05, |
|
"loss": 0.3845, |
|
"step": 830 |
|
}, |
|
{ |
|
"epoch": 13.44, |
|
"learning_rate": 3.046594982078853e-05, |
|
"loss": 0.4347, |
|
"step": 840 |
|
}, |
|
{ |
|
"epoch": 13.6, |
|
"learning_rate": 3.016726403823178e-05, |
|
"loss": 0.413, |
|
"step": 850 |
|
}, |
|
{ |
|
"epoch": 13.76, |
|
"learning_rate": 2.9868578255675032e-05, |
|
"loss": 0.3976, |
|
"step": 860 |
|
}, |
|
{ |
|
"epoch": 13.92, |
|
"learning_rate": 2.9569892473118284e-05, |
|
"loss": 0.4114, |
|
"step": 870 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"eval_accuracy": 0.846674182638106, |
|
"eval_f1": 0.8420494248065613, |
|
"eval_loss": 0.48215728998184204, |
|
"eval_precision": 0.8437277030586722, |
|
"eval_recall": 0.846674182638106, |
|
"eval_runtime": 11.553, |
|
"eval_samples_per_second": 153.553, |
|
"eval_steps_per_second": 2.424, |
|
"step": 875 |
|
}, |
|
{ |
|
"epoch": 14.08, |
|
"learning_rate": 2.9271206690561532e-05, |
|
"loss": 0.3816, |
|
"step": 880 |
|
}, |
|
{ |
|
"epoch": 14.24, |
|
"learning_rate": 2.897252090800478e-05, |
|
"loss": 0.3634, |
|
"step": 890 |
|
}, |
|
{ |
|
"epoch": 14.4, |
|
"learning_rate": 2.8673835125448028e-05, |
|
"loss": 0.3671, |
|
"step": 900 |
|
}, |
|
{ |
|
"epoch": 14.56, |
|
"learning_rate": 2.8375149342891276e-05, |
|
"loss": 0.3937, |
|
"step": 910 |
|
}, |
|
{ |
|
"epoch": 14.72, |
|
"learning_rate": 2.807646356033453e-05, |
|
"loss": 0.4028, |
|
"step": 920 |
|
}, |
|
{ |
|
"epoch": 14.88, |
|
"learning_rate": 2.777777777777778e-05, |
|
"loss": 0.3878, |
|
"step": 930 |
|
}, |
|
{ |
|
"epoch": 14.99, |
|
"eval_accuracy": 0.8573844419391207, |
|
"eval_f1": 0.8549254367261584, |
|
"eval_loss": 0.46154502034187317, |
|
"eval_precision": 0.8552249826170021, |
|
"eval_recall": 0.8573844419391207, |
|
"eval_runtime": 11.5764, |
|
"eval_samples_per_second": 153.242, |
|
"eval_steps_per_second": 2.419, |
|
"step": 937 |
|
}, |
|
{ |
|
"epoch": 15.04, |
|
"learning_rate": 2.747909199522103e-05, |
|
"loss": 0.3596, |
|
"step": 940 |
|
}, |
|
{ |
|
"epoch": 15.2, |
|
"learning_rate": 2.718040621266428e-05, |
|
"loss": 0.3673, |
|
"step": 950 |
|
}, |
|
{ |
|
"epoch": 15.36, |
|
"learning_rate": 2.6881720430107527e-05, |
|
"loss": 0.3635, |
|
"step": 960 |
|
}, |
|
{ |
|
"epoch": 15.52, |
|
"learning_rate": 2.6583034647550775e-05, |
|
"loss": 0.3778, |
|
"step": 970 |
|
}, |
|
{ |
|
"epoch": 15.68, |
|
"learning_rate": 2.628434886499403e-05, |
|
"loss": 0.3291, |
|
"step": 980 |
|
}, |
|
{ |
|
"epoch": 15.84, |
|
"learning_rate": 2.5985663082437278e-05, |
|
"loss": 0.3723, |
|
"step": 990 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"learning_rate": 2.5686977299880526e-05, |
|
"loss": 0.3756, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"eval_accuracy": 0.8444193912063134, |
|
"eval_f1": 0.8449182009174938, |
|
"eval_loss": 0.5017289519309998, |
|
"eval_precision": 0.8523010405389694, |
|
"eval_recall": 0.8444193912063134, |
|
"eval_runtime": 11.5898, |
|
"eval_samples_per_second": 153.066, |
|
"eval_steps_per_second": 2.416, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 16.16, |
|
"learning_rate": 2.5388291517323774e-05, |
|
"loss": 0.3709, |
|
"step": 1010 |
|
}, |
|
{ |
|
"epoch": 16.32, |
|
"learning_rate": 2.5089605734767026e-05, |
|
"loss": 0.3172, |
|
"step": 1020 |
|
}, |
|
{ |
|
"epoch": 16.48, |
|
"learning_rate": 2.4790919952210277e-05, |
|
"loss": 0.3342, |
|
"step": 1030 |
|
}, |
|
{ |
|
"epoch": 16.64, |
|
"learning_rate": 2.4492234169653525e-05, |
|
"loss": 0.3633, |
|
"step": 1040 |
|
}, |
|
{ |
|
"epoch": 16.8, |
|
"learning_rate": 2.4193548387096777e-05, |
|
"loss": 0.3496, |
|
"step": 1050 |
|
}, |
|
{ |
|
"epoch": 16.96, |
|
"learning_rate": 2.3894862604540025e-05, |
|
"loss": 0.3056, |
|
"step": 1060 |
|
}, |
|
{ |
|
"epoch": 16.99, |
|
"eval_accuracy": 0.8517474633596392, |
|
"eval_f1": 0.8501410314829453, |
|
"eval_loss": 0.49099722504615784, |
|
"eval_precision": 0.8494646040840952, |
|
"eval_recall": 0.8517474633596392, |
|
"eval_runtime": 11.5714, |
|
"eval_samples_per_second": 153.309, |
|
"eval_steps_per_second": 2.42, |
|
"step": 1062 |
|
}, |
|
{ |
|
"epoch": 17.12, |
|
"learning_rate": 2.3596176821983273e-05, |
|
"loss": 0.3386, |
|
"step": 1070 |
|
}, |
|
{ |
|
"epoch": 17.28, |
|
"learning_rate": 2.3297491039426525e-05, |
|
"loss": 0.3355, |
|
"step": 1080 |
|
}, |
|
{ |
|
"epoch": 17.44, |
|
"learning_rate": 2.2998805256869773e-05, |
|
"loss": 0.3319, |
|
"step": 1090 |
|
}, |
|
{ |
|
"epoch": 17.6, |
|
"learning_rate": 2.270011947431302e-05, |
|
"loss": 0.3403, |
|
"step": 1100 |
|
}, |
|
{ |
|
"epoch": 17.76, |
|
"learning_rate": 2.2401433691756272e-05, |
|
"loss": 0.3149, |
|
"step": 1110 |
|
}, |
|
{ |
|
"epoch": 17.92, |
|
"learning_rate": 2.2102747909199524e-05, |
|
"loss": 0.3255, |
|
"step": 1120 |
|
}, |
|
{ |
|
"epoch": 18.0, |
|
"eval_accuracy": 0.8523111612175873, |
|
"eval_f1": 0.8490918881883218, |
|
"eval_loss": 0.5205659866333008, |
|
"eval_precision": 0.8505355127557268, |
|
"eval_recall": 0.8523111612175873, |
|
"eval_runtime": 11.544, |
|
"eval_samples_per_second": 153.673, |
|
"eval_steps_per_second": 2.426, |
|
"step": 1125 |
|
}, |
|
{ |
|
"epoch": 18.08, |
|
"learning_rate": 2.1804062126642775e-05, |
|
"loss": 0.3233, |
|
"step": 1130 |
|
}, |
|
{ |
|
"epoch": 18.24, |
|
"learning_rate": 2.1505376344086024e-05, |
|
"loss": 0.291, |
|
"step": 1140 |
|
}, |
|
{ |
|
"epoch": 18.4, |
|
"learning_rate": 2.120669056152927e-05, |
|
"loss": 0.2846, |
|
"step": 1150 |
|
}, |
|
{ |
|
"epoch": 18.56, |
|
"learning_rate": 2.0908004778972523e-05, |
|
"loss": 0.3011, |
|
"step": 1160 |
|
}, |
|
{ |
|
"epoch": 18.72, |
|
"learning_rate": 2.060931899641577e-05, |
|
"loss": 0.2922, |
|
"step": 1170 |
|
}, |
|
{ |
|
"epoch": 18.88, |
|
"learning_rate": 2.031063321385902e-05, |
|
"loss": 0.3224, |
|
"step": 1180 |
|
}, |
|
{ |
|
"epoch": 18.99, |
|
"eval_accuracy": 0.8449830890642616, |
|
"eval_f1": 0.8437753213575151, |
|
"eval_loss": 0.5066474080085754, |
|
"eval_precision": 0.8470210763602011, |
|
"eval_recall": 0.8449830890642616, |
|
"eval_runtime": 11.5926, |
|
"eval_samples_per_second": 153.029, |
|
"eval_steps_per_second": 2.415, |
|
"step": 1187 |
|
}, |
|
{ |
|
"epoch": 19.04, |
|
"learning_rate": 2.001194743130227e-05, |
|
"loss": 0.3068, |
|
"step": 1190 |
|
}, |
|
{ |
|
"epoch": 19.2, |
|
"learning_rate": 1.9713261648745522e-05, |
|
"loss": 0.287, |
|
"step": 1200 |
|
}, |
|
{ |
|
"epoch": 19.36, |
|
"learning_rate": 1.941457586618877e-05, |
|
"loss": 0.311, |
|
"step": 1210 |
|
}, |
|
{ |
|
"epoch": 19.52, |
|
"learning_rate": 1.9115890083632022e-05, |
|
"loss": 0.3114, |
|
"step": 1220 |
|
}, |
|
{ |
|
"epoch": 19.68, |
|
"learning_rate": 1.881720430107527e-05, |
|
"loss": 0.29, |
|
"step": 1230 |
|
}, |
|
{ |
|
"epoch": 19.84, |
|
"learning_rate": 1.8518518518518518e-05, |
|
"loss": 0.301, |
|
"step": 1240 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"learning_rate": 1.821983273596177e-05, |
|
"loss": 0.2763, |
|
"step": 1250 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"eval_accuracy": 0.8573844419391207, |
|
"eval_f1": 0.8534152371552309, |
|
"eval_loss": 0.5043460130691528, |
|
"eval_precision": 0.851867459670644, |
|
"eval_recall": 0.8573844419391207, |
|
"eval_runtime": 11.6061, |
|
"eval_samples_per_second": 152.85, |
|
"eval_steps_per_second": 2.413, |
|
"step": 1250 |
|
}, |
|
{ |
|
"epoch": 20.16, |
|
"learning_rate": 1.7921146953405018e-05, |
|
"loss": 0.2712, |
|
"step": 1260 |
|
}, |
|
{ |
|
"epoch": 20.32, |
|
"learning_rate": 1.7622461170848266e-05, |
|
"loss": 0.2689, |
|
"step": 1270 |
|
}, |
|
{ |
|
"epoch": 20.48, |
|
"learning_rate": 1.7323775388291518e-05, |
|
"loss": 0.2703, |
|
"step": 1280 |
|
}, |
|
{ |
|
"epoch": 20.64, |
|
"learning_rate": 1.702508960573477e-05, |
|
"loss": 0.2561, |
|
"step": 1290 |
|
}, |
|
{ |
|
"epoch": 20.8, |
|
"learning_rate": 1.6726403823178017e-05, |
|
"loss": 0.2805, |
|
"step": 1300 |
|
}, |
|
{ |
|
"epoch": 20.96, |
|
"learning_rate": 1.642771804062127e-05, |
|
"loss": 0.2926, |
|
"step": 1310 |
|
}, |
|
{ |
|
"epoch": 20.99, |
|
"eval_accuracy": 0.85456595264938, |
|
"eval_f1": 0.8511974166549313, |
|
"eval_loss": 0.5345116853713989, |
|
"eval_precision": 0.8542415938887548, |
|
"eval_recall": 0.85456595264938, |
|
"eval_runtime": 11.5631, |
|
"eval_samples_per_second": 153.419, |
|
"eval_steps_per_second": 2.421, |
|
"step": 1312 |
|
}, |
|
{ |
|
"epoch": 21.12, |
|
"learning_rate": 1.6129032258064517e-05, |
|
"loss": 0.2513, |
|
"step": 1320 |
|
}, |
|
{ |
|
"epoch": 21.28, |
|
"learning_rate": 1.5830346475507768e-05, |
|
"loss": 0.2595, |
|
"step": 1330 |
|
}, |
|
{ |
|
"epoch": 21.44, |
|
"learning_rate": 1.5531660692951016e-05, |
|
"loss": 0.2733, |
|
"step": 1340 |
|
}, |
|
{ |
|
"epoch": 21.6, |
|
"learning_rate": 1.5232974910394265e-05, |
|
"loss": 0.257, |
|
"step": 1350 |
|
}, |
|
{ |
|
"epoch": 21.76, |
|
"learning_rate": 1.4934289127837516e-05, |
|
"loss": 0.2711, |
|
"step": 1360 |
|
}, |
|
{ |
|
"epoch": 21.92, |
|
"learning_rate": 1.4635603345280766e-05, |
|
"loss": 0.2824, |
|
"step": 1370 |
|
}, |
|
{ |
|
"epoch": 22.0, |
|
"eval_accuracy": 0.8528748590755355, |
|
"eval_f1": 0.851657855208825, |
|
"eval_loss": 0.5319970846176147, |
|
"eval_precision": 0.8523432836985173, |
|
"eval_recall": 0.8528748590755355, |
|
"eval_runtime": 11.8233, |
|
"eval_samples_per_second": 150.043, |
|
"eval_steps_per_second": 2.368, |
|
"step": 1375 |
|
}, |
|
{ |
|
"epoch": 22.08, |
|
"learning_rate": 1.4336917562724014e-05, |
|
"loss": 0.2557, |
|
"step": 1380 |
|
}, |
|
{ |
|
"epoch": 22.24, |
|
"learning_rate": 1.4038231780167265e-05, |
|
"loss": 0.2365, |
|
"step": 1390 |
|
}, |
|
{ |
|
"epoch": 22.4, |
|
"learning_rate": 1.3739545997610515e-05, |
|
"loss": 0.2544, |
|
"step": 1400 |
|
}, |
|
{ |
|
"epoch": 22.56, |
|
"learning_rate": 1.3440860215053763e-05, |
|
"loss": 0.2326, |
|
"step": 1410 |
|
}, |
|
{ |
|
"epoch": 22.72, |
|
"learning_rate": 1.3142174432497015e-05, |
|
"loss": 0.2598, |
|
"step": 1420 |
|
}, |
|
{ |
|
"epoch": 22.88, |
|
"learning_rate": 1.2843488649940263e-05, |
|
"loss": 0.2613, |
|
"step": 1430 |
|
}, |
|
{ |
|
"epoch": 22.99, |
|
"eval_accuracy": 0.8562570462232244, |
|
"eval_f1": 0.8541634844649634, |
|
"eval_loss": 0.5253913402557373, |
|
"eval_precision": 0.8542880575760138, |
|
"eval_recall": 0.8562570462232244, |
|
"eval_runtime": 11.5478, |
|
"eval_samples_per_second": 153.623, |
|
"eval_steps_per_second": 2.425, |
|
"step": 1437 |
|
}, |
|
{ |
|
"epoch": 23.04, |
|
"learning_rate": 1.2544802867383513e-05, |
|
"loss": 0.2452, |
|
"step": 1440 |
|
}, |
|
{ |
|
"epoch": 23.2, |
|
"learning_rate": 1.2246117084826763e-05, |
|
"loss": 0.2346, |
|
"step": 1450 |
|
}, |
|
{ |
|
"epoch": 23.36, |
|
"learning_rate": 1.1947431302270013e-05, |
|
"loss": 0.225, |
|
"step": 1460 |
|
}, |
|
{ |
|
"epoch": 23.52, |
|
"learning_rate": 1.1648745519713262e-05, |
|
"loss": 0.2314, |
|
"step": 1470 |
|
}, |
|
{ |
|
"epoch": 23.68, |
|
"learning_rate": 1.135005973715651e-05, |
|
"loss": 0.2745, |
|
"step": 1480 |
|
}, |
|
{ |
|
"epoch": 23.84, |
|
"learning_rate": 1.1051373954599762e-05, |
|
"loss": 0.2164, |
|
"step": 1490 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"learning_rate": 1.0752688172043012e-05, |
|
"loss": 0.2292, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"eval_accuracy": 0.85456595264938, |
|
"eval_f1": 0.852830948081783, |
|
"eval_loss": 0.5552685856819153, |
|
"eval_precision": 0.852933725021029, |
|
"eval_recall": 0.85456595264938, |
|
"eval_runtime": 11.8572, |
|
"eval_samples_per_second": 149.613, |
|
"eval_steps_per_second": 2.361, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 24.16, |
|
"learning_rate": 1.0454002389486262e-05, |
|
"loss": 0.2497, |
|
"step": 1510 |
|
}, |
|
{ |
|
"epoch": 24.32, |
|
"learning_rate": 1.015531660692951e-05, |
|
"loss": 0.2573, |
|
"step": 1520 |
|
}, |
|
{ |
|
"epoch": 24.48, |
|
"learning_rate": 9.856630824372761e-06, |
|
"loss": 0.2351, |
|
"step": 1530 |
|
}, |
|
{ |
|
"epoch": 24.64, |
|
"learning_rate": 9.557945041816011e-06, |
|
"loss": 0.2116, |
|
"step": 1540 |
|
}, |
|
{ |
|
"epoch": 24.8, |
|
"learning_rate": 9.259259259259259e-06, |
|
"loss": 0.2208, |
|
"step": 1550 |
|
}, |
|
{ |
|
"epoch": 24.96, |
|
"learning_rate": 8.960573476702509e-06, |
|
"loss": 0.2313, |
|
"step": 1560 |
|
}, |
|
{ |
|
"epoch": 24.99, |
|
"eval_accuracy": 0.8602029312288614, |
|
"eval_f1": 0.8593340542503702, |
|
"eval_loss": 0.560276985168457, |
|
"eval_precision": 0.8612458347601163, |
|
"eval_recall": 0.8602029312288614, |
|
"eval_runtime": 11.6228, |
|
"eval_samples_per_second": 152.63, |
|
"eval_steps_per_second": 2.409, |
|
"step": 1562 |
|
}, |
|
{ |
|
"epoch": 25.12, |
|
"learning_rate": 8.661887694145759e-06, |
|
"loss": 0.2091, |
|
"step": 1570 |
|
}, |
|
{ |
|
"epoch": 25.28, |
|
"learning_rate": 8.363201911589009e-06, |
|
"loss": 0.1934, |
|
"step": 1580 |
|
}, |
|
{ |
|
"epoch": 25.44, |
|
"learning_rate": 8.064516129032258e-06, |
|
"loss": 0.2039, |
|
"step": 1590 |
|
}, |
|
{ |
|
"epoch": 25.6, |
|
"learning_rate": 7.765830346475508e-06, |
|
"loss": 0.2231, |
|
"step": 1600 |
|
}, |
|
{ |
|
"epoch": 25.76, |
|
"learning_rate": 7.467144563918758e-06, |
|
"loss": 0.2064, |
|
"step": 1610 |
|
}, |
|
{ |
|
"epoch": 25.92, |
|
"learning_rate": 7.168458781362007e-06, |
|
"loss": 0.2143, |
|
"step": 1620 |
|
}, |
|
{ |
|
"epoch": 26.0, |
|
"eval_accuracy": 0.8669673055242391, |
|
"eval_f1": 0.8650490800677053, |
|
"eval_loss": 0.5267350673675537, |
|
"eval_precision": 0.8644566119604725, |
|
"eval_recall": 0.8669673055242391, |
|
"eval_runtime": 11.5256, |
|
"eval_samples_per_second": 153.918, |
|
"eval_steps_per_second": 2.429, |
|
"step": 1625 |
|
}, |
|
{ |
|
"epoch": 26.08, |
|
"learning_rate": 6.869772998805258e-06, |
|
"loss": 0.2168, |
|
"step": 1630 |
|
}, |
|
{ |
|
"epoch": 26.24, |
|
"learning_rate": 6.5710872162485075e-06, |
|
"loss": 0.2172, |
|
"step": 1640 |
|
}, |
|
{ |
|
"epoch": 26.4, |
|
"learning_rate": 6.2724014336917564e-06, |
|
"loss": 0.2146, |
|
"step": 1650 |
|
}, |
|
{ |
|
"epoch": 26.56, |
|
"learning_rate": 5.973715651135006e-06, |
|
"loss": 0.1982, |
|
"step": 1660 |
|
}, |
|
{ |
|
"epoch": 26.72, |
|
"learning_rate": 5.675029868578255e-06, |
|
"loss": 0.2162, |
|
"step": 1670 |
|
}, |
|
{ |
|
"epoch": 26.88, |
|
"learning_rate": 5.376344086021506e-06, |
|
"loss": 0.2075, |
|
"step": 1680 |
|
}, |
|
{ |
|
"epoch": 26.99, |
|
"eval_accuracy": 0.8573844419391207, |
|
"eval_f1": 0.8572925425596268, |
|
"eval_loss": 0.573656439781189, |
|
"eval_precision": 0.8588592723050006, |
|
"eval_recall": 0.8573844419391207, |
|
"eval_runtime": 11.5433, |
|
"eval_samples_per_second": 153.683, |
|
"eval_steps_per_second": 2.426, |
|
"step": 1687 |
|
}, |
|
{ |
|
"epoch": 27.04, |
|
"learning_rate": 5.077658303464755e-06, |
|
"loss": 0.2048, |
|
"step": 1690 |
|
}, |
|
{ |
|
"epoch": 27.2, |
|
"learning_rate": 4.7789725209080055e-06, |
|
"loss": 0.2057, |
|
"step": 1700 |
|
}, |
|
{ |
|
"epoch": 27.36, |
|
"learning_rate": 4.4802867383512545e-06, |
|
"loss": 0.2204, |
|
"step": 1710 |
|
}, |
|
{ |
|
"epoch": 27.52, |
|
"learning_rate": 4.181600955794504e-06, |
|
"loss": 0.2, |
|
"step": 1720 |
|
}, |
|
{ |
|
"epoch": 27.68, |
|
"learning_rate": 3.882915173237754e-06, |
|
"loss": 0.1801, |
|
"step": 1730 |
|
}, |
|
{ |
|
"epoch": 27.84, |
|
"learning_rate": 3.5842293906810035e-06, |
|
"loss": 0.2057, |
|
"step": 1740 |
|
}, |
|
{ |
|
"epoch": 28.0, |
|
"learning_rate": 3.2855436081242537e-06, |
|
"loss": 0.2121, |
|
"step": 1750 |
|
}, |
|
{ |
|
"epoch": 28.0, |
|
"eval_accuracy": 0.8618940248027057, |
|
"eval_f1": 0.8603620821894493, |
|
"eval_loss": 0.5748315453529358, |
|
"eval_precision": 0.8601032519818212, |
|
"eval_recall": 0.8618940248027057, |
|
"eval_runtime": 11.5649, |
|
"eval_samples_per_second": 153.395, |
|
"eval_steps_per_second": 2.421, |
|
"step": 1750 |
|
}, |
|
{ |
|
"epoch": 28.16, |
|
"learning_rate": 2.986857825567503e-06, |
|
"loss": 0.1974, |
|
"step": 1760 |
|
}, |
|
{ |
|
"epoch": 28.32, |
|
"learning_rate": 2.688172043010753e-06, |
|
"loss": 0.1966, |
|
"step": 1770 |
|
}, |
|
{ |
|
"epoch": 28.48, |
|
"learning_rate": 2.3894862604540028e-06, |
|
"loss": 0.1864, |
|
"step": 1780 |
|
}, |
|
{ |
|
"epoch": 28.64, |
|
"learning_rate": 2.090800477897252e-06, |
|
"loss": 0.1915, |
|
"step": 1790 |
|
}, |
|
{ |
|
"epoch": 28.8, |
|
"learning_rate": 1.7921146953405017e-06, |
|
"loss": 0.205, |
|
"step": 1800 |
|
}, |
|
{ |
|
"epoch": 28.96, |
|
"learning_rate": 1.4934289127837516e-06, |
|
"loss": 0.1944, |
|
"step": 1810 |
|
}, |
|
{ |
|
"epoch": 28.99, |
|
"eval_accuracy": 0.8647125140924464, |
|
"eval_f1": 0.8624452336163977, |
|
"eval_loss": 0.5666339993476868, |
|
"eval_precision": 0.861750515041048, |
|
"eval_recall": 0.8647125140924464, |
|
"eval_runtime": 11.5608, |
|
"eval_samples_per_second": 153.45, |
|
"eval_steps_per_second": 2.422, |
|
"step": 1812 |
|
}, |
|
{ |
|
"epoch": 29.12, |
|
"learning_rate": 1.1947431302270014e-06, |
|
"loss": 0.1903, |
|
"step": 1820 |
|
}, |
|
{ |
|
"epoch": 29.28, |
|
"learning_rate": 8.960573476702509e-07, |
|
"loss": 0.1832, |
|
"step": 1830 |
|
}, |
|
{ |
|
"epoch": 29.44, |
|
"learning_rate": 5.973715651135007e-07, |
|
"loss": 0.1881, |
|
"step": 1840 |
|
}, |
|
{ |
|
"epoch": 29.6, |
|
"learning_rate": 2.9868578255675034e-07, |
|
"loss": 0.1915, |
|
"step": 1850 |
|
}, |
|
{ |
|
"epoch": 29.76, |
|
"learning_rate": 0.0, |
|
"loss": 0.1866, |
|
"step": 1860 |
|
}, |
|
{ |
|
"epoch": 29.76, |
|
"eval_accuracy": 0.8607666290868095, |
|
"eval_f1": 0.8588674347943951, |
|
"eval_loss": 0.5676339268684387, |
|
"eval_precision": 0.8582657177956912, |
|
"eval_recall": 0.8607666290868095, |
|
"eval_runtime": 11.591, |
|
"eval_samples_per_second": 153.05, |
|
"eval_steps_per_second": 2.416, |
|
"step": 1860 |
|
}, |
|
{ |
|
"epoch": 29.76, |
|
"step": 1860, |
|
"total_flos": 4.852841995091313e+19, |
|
"train_loss": 0.431233105223666, |
|
"train_runtime": 6824.8754, |
|
"train_samples_per_second": 70.164, |
|
"train_steps_per_second": 0.273 |
|
} |
|
], |
|
"logging_steps": 10, |
|
"max_steps": 1860, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 30, |
|
"save_steps": 500, |
|
"total_flos": 4.852841995091313e+19, |
|
"train_batch_size": 64, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|