|
{ |
|
"best_metric": 0.8562570462232244, |
|
"best_model_checkpoint": "dinov2-small-imagenet1k-1-layer-finetuned-galaxy10-decals/checkpoint-1750", |
|
"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": 2.558, |
|
"step": 10 |
|
}, |
|
{ |
|
"epoch": 0.32, |
|
"learning_rate": 5.376344086021506e-06, |
|
"loss": 2.0637, |
|
"step": 20 |
|
}, |
|
{ |
|
"epoch": 0.48, |
|
"learning_rate": 8.064516129032258e-06, |
|
"loss": 1.6881, |
|
"step": 30 |
|
}, |
|
{ |
|
"epoch": 0.64, |
|
"learning_rate": 1.0752688172043012e-05, |
|
"loss": 1.4019, |
|
"step": 40 |
|
}, |
|
{ |
|
"epoch": 0.8, |
|
"learning_rate": 1.3440860215053763e-05, |
|
"loss": 1.2171, |
|
"step": 50 |
|
}, |
|
{ |
|
"epoch": 0.96, |
|
"learning_rate": 1.6129032258064517e-05, |
|
"loss": 1.0027, |
|
"step": 60 |
|
}, |
|
{ |
|
"epoch": 0.99, |
|
"eval_accuracy": 0.7080045095828635, |
|
"eval_f1": 0.7016603472901116, |
|
"eval_loss": 0.8262113928794861, |
|
"eval_precision": 0.7230853006708634, |
|
"eval_recall": 0.7080045095828635, |
|
"eval_runtime": 10.7016, |
|
"eval_samples_per_second": 165.77, |
|
"eval_steps_per_second": 2.616, |
|
"step": 62 |
|
}, |
|
{ |
|
"epoch": 1.12, |
|
"learning_rate": 1.881720430107527e-05, |
|
"loss": 0.9389, |
|
"step": 70 |
|
}, |
|
{ |
|
"epoch": 1.28, |
|
"learning_rate": 2.1505376344086024e-05, |
|
"loss": 0.9166, |
|
"step": 80 |
|
}, |
|
{ |
|
"epoch": 1.44, |
|
"learning_rate": 2.4193548387096777e-05, |
|
"loss": 0.8792, |
|
"step": 90 |
|
}, |
|
{ |
|
"epoch": 1.6, |
|
"learning_rate": 2.6881720430107527e-05, |
|
"loss": 0.8329, |
|
"step": 100 |
|
}, |
|
{ |
|
"epoch": 1.76, |
|
"learning_rate": 2.9569892473118284e-05, |
|
"loss": 0.7826, |
|
"step": 110 |
|
}, |
|
{ |
|
"epoch": 1.92, |
|
"learning_rate": 3.2258064516129034e-05, |
|
"loss": 0.8374, |
|
"step": 120 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_accuracy": 0.7948139797068771, |
|
"eval_f1": 0.789920738225672, |
|
"eval_loss": 0.612916111946106, |
|
"eval_precision": 0.7960304264137663, |
|
"eval_recall": 0.7948139797068771, |
|
"eval_runtime": 9.6957, |
|
"eval_samples_per_second": 182.968, |
|
"eval_steps_per_second": 2.888, |
|
"step": 125 |
|
}, |
|
{ |
|
"epoch": 2.08, |
|
"learning_rate": 3.494623655913979e-05, |
|
"loss": 0.804, |
|
"step": 130 |
|
}, |
|
{ |
|
"epoch": 2.24, |
|
"learning_rate": 3.763440860215054e-05, |
|
"loss": 0.8107, |
|
"step": 140 |
|
}, |
|
{ |
|
"epoch": 2.4, |
|
"learning_rate": 4.032258064516129e-05, |
|
"loss": 0.791, |
|
"step": 150 |
|
}, |
|
{ |
|
"epoch": 2.56, |
|
"learning_rate": 4.301075268817205e-05, |
|
"loss": 0.7538, |
|
"step": 160 |
|
}, |
|
{ |
|
"epoch": 2.72, |
|
"learning_rate": 4.56989247311828e-05, |
|
"loss": 0.7667, |
|
"step": 170 |
|
}, |
|
{ |
|
"epoch": 2.88, |
|
"learning_rate": 4.8387096774193554e-05, |
|
"loss": 0.7753, |
|
"step": 180 |
|
}, |
|
{ |
|
"epoch": 2.99, |
|
"eval_accuracy": 0.7891770011273957, |
|
"eval_f1": 0.7786862536985929, |
|
"eval_loss": 0.6555072665214539, |
|
"eval_precision": 0.792054417969131, |
|
"eval_recall": 0.7891770011273957, |
|
"eval_runtime": 9.4242, |
|
"eval_samples_per_second": 188.238, |
|
"eval_steps_per_second": 2.971, |
|
"step": 187 |
|
}, |
|
{ |
|
"epoch": 3.04, |
|
"learning_rate": 4.98805256869773e-05, |
|
"loss": 0.8543, |
|
"step": 190 |
|
}, |
|
{ |
|
"epoch": 3.2, |
|
"learning_rate": 4.9581839904420555e-05, |
|
"loss": 0.7868, |
|
"step": 200 |
|
}, |
|
{ |
|
"epoch": 3.36, |
|
"learning_rate": 4.92831541218638e-05, |
|
"loss": 0.7524, |
|
"step": 210 |
|
}, |
|
{ |
|
"epoch": 3.52, |
|
"learning_rate": 4.898446833930705e-05, |
|
"loss": 0.803, |
|
"step": 220 |
|
}, |
|
{ |
|
"epoch": 3.68, |
|
"learning_rate": 4.86857825567503e-05, |
|
"loss": 0.7192, |
|
"step": 230 |
|
}, |
|
{ |
|
"epoch": 3.84, |
|
"learning_rate": 4.8387096774193554e-05, |
|
"loss": 0.7813, |
|
"step": 240 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"learning_rate": 4.80884109916368e-05, |
|
"loss": 0.7165, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_accuracy": 0.8004509582863585, |
|
"eval_f1": 0.7970428033398866, |
|
"eval_loss": 0.5862058401107788, |
|
"eval_precision": 0.8052638185635553, |
|
"eval_recall": 0.8004509582863585, |
|
"eval_runtime": 9.4111, |
|
"eval_samples_per_second": 188.5, |
|
"eval_steps_per_second": 2.975, |
|
"step": 250 |
|
}, |
|
{ |
|
"epoch": 4.16, |
|
"learning_rate": 4.778972520908005e-05, |
|
"loss": 0.728, |
|
"step": 260 |
|
}, |
|
{ |
|
"epoch": 4.32, |
|
"learning_rate": 4.74910394265233e-05, |
|
"loss": 0.7121, |
|
"step": 270 |
|
}, |
|
{ |
|
"epoch": 4.48, |
|
"learning_rate": 4.7192353643966546e-05, |
|
"loss": 0.6889, |
|
"step": 280 |
|
}, |
|
{ |
|
"epoch": 4.64, |
|
"learning_rate": 4.6893667861409805e-05, |
|
"loss": 0.6748, |
|
"step": 290 |
|
}, |
|
{ |
|
"epoch": 4.8, |
|
"learning_rate": 4.659498207885305e-05, |
|
"loss": 0.7071, |
|
"step": 300 |
|
}, |
|
{ |
|
"epoch": 4.96, |
|
"learning_rate": 4.62962962962963e-05, |
|
"loss": 0.6477, |
|
"step": 310 |
|
}, |
|
{ |
|
"epoch": 4.99, |
|
"eval_accuracy": 0.7965050732807215, |
|
"eval_f1": 0.7985277928131062, |
|
"eval_loss": 0.6183481216430664, |
|
"eval_precision": 0.8118777372534622, |
|
"eval_recall": 0.7965050732807215, |
|
"eval_runtime": 9.6246, |
|
"eval_samples_per_second": 184.32, |
|
"eval_steps_per_second": 2.909, |
|
"step": 312 |
|
}, |
|
{ |
|
"epoch": 5.12, |
|
"learning_rate": 4.5997610513739546e-05, |
|
"loss": 0.6682, |
|
"step": 320 |
|
}, |
|
{ |
|
"epoch": 5.28, |
|
"learning_rate": 4.56989247311828e-05, |
|
"loss": 0.6595, |
|
"step": 330 |
|
}, |
|
{ |
|
"epoch": 5.44, |
|
"learning_rate": 4.540023894862604e-05, |
|
"loss": 0.6427, |
|
"step": 340 |
|
}, |
|
{ |
|
"epoch": 5.6, |
|
"learning_rate": 4.51015531660693e-05, |
|
"loss": 0.6044, |
|
"step": 350 |
|
}, |
|
{ |
|
"epoch": 5.76, |
|
"learning_rate": 4.4802867383512545e-05, |
|
"loss": 0.6392, |
|
"step": 360 |
|
}, |
|
{ |
|
"epoch": 5.92, |
|
"learning_rate": 4.4504181600955796e-05, |
|
"loss": 0.6892, |
|
"step": 370 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_accuracy": 0.8246899661781285, |
|
"eval_f1": 0.8194968508495551, |
|
"eval_loss": 0.530994176864624, |
|
"eval_precision": 0.8274763562734486, |
|
"eval_recall": 0.8246899661781285, |
|
"eval_runtime": 9.4059, |
|
"eval_samples_per_second": 188.605, |
|
"eval_steps_per_second": 2.977, |
|
"step": 375 |
|
}, |
|
{ |
|
"epoch": 6.08, |
|
"learning_rate": 4.420549581839905e-05, |
|
"loss": 0.6048, |
|
"step": 380 |
|
}, |
|
{ |
|
"epoch": 6.24, |
|
"learning_rate": 4.390681003584229e-05, |
|
"loss": 0.6048, |
|
"step": 390 |
|
}, |
|
{ |
|
"epoch": 6.4, |
|
"learning_rate": 4.360812425328555e-05, |
|
"loss": 0.5979, |
|
"step": 400 |
|
}, |
|
{ |
|
"epoch": 6.56, |
|
"learning_rate": 4.3309438470728796e-05, |
|
"loss": 0.599, |
|
"step": 410 |
|
}, |
|
{ |
|
"epoch": 6.72, |
|
"learning_rate": 4.301075268817205e-05, |
|
"loss": 0.5938, |
|
"step": 420 |
|
}, |
|
{ |
|
"epoch": 6.88, |
|
"learning_rate": 4.271206690561529e-05, |
|
"loss": 0.6171, |
|
"step": 430 |
|
}, |
|
{ |
|
"epoch": 6.99, |
|
"eval_accuracy": 0.8083427282976324, |
|
"eval_f1": 0.8021700130993371, |
|
"eval_loss": 0.5677684545516968, |
|
"eval_precision": 0.8157285448675808, |
|
"eval_recall": 0.8083427282976324, |
|
"eval_runtime": 9.4301, |
|
"eval_samples_per_second": 188.121, |
|
"eval_steps_per_second": 2.969, |
|
"step": 437 |
|
}, |
|
{ |
|
"epoch": 7.04, |
|
"learning_rate": 4.241338112305854e-05, |
|
"loss": 0.6715, |
|
"step": 440 |
|
}, |
|
{ |
|
"epoch": 7.2, |
|
"learning_rate": 4.2114695340501795e-05, |
|
"loss": 0.6297, |
|
"step": 450 |
|
}, |
|
{ |
|
"epoch": 7.36, |
|
"learning_rate": 4.1816009557945046e-05, |
|
"loss": 0.5852, |
|
"step": 460 |
|
}, |
|
{ |
|
"epoch": 7.52, |
|
"learning_rate": 4.15173237753883e-05, |
|
"loss": 0.6125, |
|
"step": 470 |
|
}, |
|
{ |
|
"epoch": 7.68, |
|
"learning_rate": 4.121863799283154e-05, |
|
"loss": 0.5598, |
|
"step": 480 |
|
}, |
|
{ |
|
"epoch": 7.84, |
|
"learning_rate": 4.0919952210274794e-05, |
|
"loss": 0.5845, |
|
"step": 490 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"learning_rate": 4.062126642771804e-05, |
|
"loss": 0.55, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_accuracy": 0.8325817361894025, |
|
"eval_f1": 0.8316011722287234, |
|
"eval_loss": 0.49609655141830444, |
|
"eval_precision": 0.8352811642513641, |
|
"eval_recall": 0.8325817361894025, |
|
"eval_runtime": 9.446, |
|
"eval_samples_per_second": 187.804, |
|
"eval_steps_per_second": 2.964, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 8.16, |
|
"learning_rate": 4.032258064516129e-05, |
|
"loss": 0.5259, |
|
"step": 510 |
|
}, |
|
{ |
|
"epoch": 8.32, |
|
"learning_rate": 4.002389486260454e-05, |
|
"loss": 0.5585, |
|
"step": 520 |
|
}, |
|
{ |
|
"epoch": 8.48, |
|
"learning_rate": 3.972520908004779e-05, |
|
"loss": 0.5927, |
|
"step": 530 |
|
}, |
|
{ |
|
"epoch": 8.64, |
|
"learning_rate": 3.9426523297491045e-05, |
|
"loss": 0.5585, |
|
"step": 540 |
|
}, |
|
{ |
|
"epoch": 8.8, |
|
"learning_rate": 3.912783751493429e-05, |
|
"loss": 0.5732, |
|
"step": 550 |
|
}, |
|
{ |
|
"epoch": 8.96, |
|
"learning_rate": 3.882915173237754e-05, |
|
"loss": 0.5615, |
|
"step": 560 |
|
}, |
|
{ |
|
"epoch": 8.99, |
|
"eval_accuracy": 0.830890642615558, |
|
"eval_f1": 0.8274241002805047, |
|
"eval_loss": 0.5032677054405212, |
|
"eval_precision": 0.831185175749917, |
|
"eval_recall": 0.830890642615558, |
|
"eval_runtime": 9.45, |
|
"eval_samples_per_second": 187.725, |
|
"eval_steps_per_second": 2.963, |
|
"step": 562 |
|
}, |
|
{ |
|
"epoch": 9.12, |
|
"learning_rate": 3.8530465949820786e-05, |
|
"loss": 0.5505, |
|
"step": 570 |
|
}, |
|
{ |
|
"epoch": 9.28, |
|
"learning_rate": 3.8231780167264044e-05, |
|
"loss": 0.5101, |
|
"step": 580 |
|
}, |
|
{ |
|
"epoch": 9.44, |
|
"learning_rate": 3.793309438470729e-05, |
|
"loss": 0.5215, |
|
"step": 590 |
|
}, |
|
{ |
|
"epoch": 9.6, |
|
"learning_rate": 3.763440860215054e-05, |
|
"loss": 0.5503, |
|
"step": 600 |
|
}, |
|
{ |
|
"epoch": 9.76, |
|
"learning_rate": 3.7335722819593785e-05, |
|
"loss": 0.5045, |
|
"step": 610 |
|
}, |
|
{ |
|
"epoch": 9.92, |
|
"learning_rate": 3.7037037037037037e-05, |
|
"loss": 0.5107, |
|
"step": 620 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_accuracy": 0.8190529875986471, |
|
"eval_f1": 0.8152076243657725, |
|
"eval_loss": 0.5162058472633362, |
|
"eval_precision": 0.8163659955266428, |
|
"eval_recall": 0.8190529875986471, |
|
"eval_runtime": 9.4412, |
|
"eval_samples_per_second": 187.9, |
|
"eval_steps_per_second": 2.966, |
|
"step": 625 |
|
}, |
|
{ |
|
"epoch": 10.08, |
|
"learning_rate": 3.673835125448029e-05, |
|
"loss": 0.5196, |
|
"step": 630 |
|
}, |
|
{ |
|
"epoch": 10.24, |
|
"learning_rate": 3.643966547192354e-05, |
|
"loss": 0.5125, |
|
"step": 640 |
|
}, |
|
{ |
|
"epoch": 10.4, |
|
"learning_rate": 3.614097968936679e-05, |
|
"loss": 0.5879, |
|
"step": 650 |
|
}, |
|
{ |
|
"epoch": 10.56, |
|
"learning_rate": 3.5842293906810036e-05, |
|
"loss": 0.5195, |
|
"step": 660 |
|
}, |
|
{ |
|
"epoch": 10.72, |
|
"learning_rate": 3.554360812425329e-05, |
|
"loss": 0.4909, |
|
"step": 670 |
|
}, |
|
{ |
|
"epoch": 10.88, |
|
"learning_rate": 3.524492234169653e-05, |
|
"loss": 0.5237, |
|
"step": 680 |
|
}, |
|
{ |
|
"epoch": 10.99, |
|
"eval_accuracy": 0.8421645997745209, |
|
"eval_f1": 0.8381375195281238, |
|
"eval_loss": 0.4789753556251526, |
|
"eval_precision": 0.8451751547830025, |
|
"eval_recall": 0.8421645997745209, |
|
"eval_runtime": 9.4165, |
|
"eval_samples_per_second": 188.392, |
|
"eval_steps_per_second": 2.973, |
|
"step": 687 |
|
}, |
|
{ |
|
"epoch": 11.04, |
|
"learning_rate": 3.494623655913979e-05, |
|
"loss": 0.4974, |
|
"step": 690 |
|
}, |
|
{ |
|
"epoch": 11.2, |
|
"learning_rate": 3.4647550776583035e-05, |
|
"loss": 0.4889, |
|
"step": 700 |
|
}, |
|
{ |
|
"epoch": 11.36, |
|
"learning_rate": 3.4348864994026287e-05, |
|
"loss": 0.4849, |
|
"step": 710 |
|
}, |
|
{ |
|
"epoch": 11.52, |
|
"learning_rate": 3.405017921146954e-05, |
|
"loss": 0.4964, |
|
"step": 720 |
|
}, |
|
{ |
|
"epoch": 11.68, |
|
"learning_rate": 3.375149342891278e-05, |
|
"loss": 0.5049, |
|
"step": 730 |
|
}, |
|
{ |
|
"epoch": 11.84, |
|
"learning_rate": 3.3452807646356034e-05, |
|
"loss": 0.4907, |
|
"step": 740 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"learning_rate": 3.3154121863799286e-05, |
|
"loss": 0.4954, |
|
"step": 750 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"eval_accuracy": 0.8421645997745209, |
|
"eval_f1": 0.8372920175463381, |
|
"eval_loss": 0.4781884253025055, |
|
"eval_precision": 0.8430155601755086, |
|
"eval_recall": 0.8421645997745209, |
|
"eval_runtime": 9.4751, |
|
"eval_samples_per_second": 187.227, |
|
"eval_steps_per_second": 2.955, |
|
"step": 750 |
|
}, |
|
{ |
|
"epoch": 12.16, |
|
"learning_rate": 3.285543608124254e-05, |
|
"loss": 0.4693, |
|
"step": 760 |
|
}, |
|
{ |
|
"epoch": 12.32, |
|
"learning_rate": 3.255675029868578e-05, |
|
"loss": 0.4387, |
|
"step": 770 |
|
}, |
|
{ |
|
"epoch": 12.48, |
|
"learning_rate": 3.2258064516129034e-05, |
|
"loss": 0.4934, |
|
"step": 780 |
|
}, |
|
{ |
|
"epoch": 12.64, |
|
"learning_rate": 3.195937873357228e-05, |
|
"loss": 0.471, |
|
"step": 790 |
|
}, |
|
{ |
|
"epoch": 12.8, |
|
"learning_rate": 3.1660692951015537e-05, |
|
"loss": 0.4691, |
|
"step": 800 |
|
}, |
|
{ |
|
"epoch": 12.96, |
|
"learning_rate": 3.136200716845878e-05, |
|
"loss": 0.4887, |
|
"step": 810 |
|
}, |
|
{ |
|
"epoch": 12.99, |
|
"eval_accuracy": 0.8370913190529876, |
|
"eval_f1": 0.8358084111631787, |
|
"eval_loss": 0.46888935565948486, |
|
"eval_precision": 0.8394938653593303, |
|
"eval_recall": 0.8370913190529876, |
|
"eval_runtime": 9.4084, |
|
"eval_samples_per_second": 188.555, |
|
"eval_steps_per_second": 2.976, |
|
"step": 812 |
|
}, |
|
{ |
|
"epoch": 13.12, |
|
"learning_rate": 3.106332138590203e-05, |
|
"loss": 0.4613, |
|
"step": 820 |
|
}, |
|
{ |
|
"epoch": 13.28, |
|
"learning_rate": 3.0764635603345284e-05, |
|
"loss": 0.4439, |
|
"step": 830 |
|
}, |
|
{ |
|
"epoch": 13.44, |
|
"learning_rate": 3.046594982078853e-05, |
|
"loss": 0.5005, |
|
"step": 840 |
|
}, |
|
{ |
|
"epoch": 13.6, |
|
"learning_rate": 3.016726403823178e-05, |
|
"loss": 0.4262, |
|
"step": 850 |
|
}, |
|
{ |
|
"epoch": 13.76, |
|
"learning_rate": 2.9868578255675032e-05, |
|
"loss": 0.4866, |
|
"step": 860 |
|
}, |
|
{ |
|
"epoch": 13.92, |
|
"learning_rate": 2.9569892473118284e-05, |
|
"loss": 0.4629, |
|
"step": 870 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"eval_accuracy": 0.8523111612175873, |
|
"eval_f1": 0.8502117923643765, |
|
"eval_loss": 0.45412173867225647, |
|
"eval_precision": 0.8500083028083808, |
|
"eval_recall": 0.8523111612175873, |
|
"eval_runtime": 9.4205, |
|
"eval_samples_per_second": 188.313, |
|
"eval_steps_per_second": 2.972, |
|
"step": 875 |
|
}, |
|
{ |
|
"epoch": 14.08, |
|
"learning_rate": 2.9271206690561532e-05, |
|
"loss": 0.4421, |
|
"step": 880 |
|
}, |
|
{ |
|
"epoch": 14.24, |
|
"learning_rate": 2.897252090800478e-05, |
|
"loss": 0.3844, |
|
"step": 890 |
|
}, |
|
{ |
|
"epoch": 14.4, |
|
"learning_rate": 2.8673835125448028e-05, |
|
"loss": 0.4462, |
|
"step": 900 |
|
}, |
|
{ |
|
"epoch": 14.56, |
|
"learning_rate": 2.8375149342891276e-05, |
|
"loss": 0.4703, |
|
"step": 910 |
|
}, |
|
{ |
|
"epoch": 14.72, |
|
"learning_rate": 2.807646356033453e-05, |
|
"loss": 0.4755, |
|
"step": 920 |
|
}, |
|
{ |
|
"epoch": 14.88, |
|
"learning_rate": 2.777777777777778e-05, |
|
"loss": 0.4486, |
|
"step": 930 |
|
}, |
|
{ |
|
"epoch": 14.99, |
|
"eval_accuracy": 0.8404735062006764, |
|
"eval_f1": 0.8394262955931711, |
|
"eval_loss": 0.4754864275455475, |
|
"eval_precision": 0.8400472182964517, |
|
"eval_recall": 0.8404735062006764, |
|
"eval_runtime": 9.6429, |
|
"eval_samples_per_second": 183.97, |
|
"eval_steps_per_second": 2.904, |
|
"step": 937 |
|
}, |
|
{ |
|
"epoch": 15.04, |
|
"learning_rate": 2.747909199522103e-05, |
|
"loss": 0.4446, |
|
"step": 940 |
|
}, |
|
{ |
|
"epoch": 15.2, |
|
"learning_rate": 2.718040621266428e-05, |
|
"loss": 0.4243, |
|
"step": 950 |
|
}, |
|
{ |
|
"epoch": 15.36, |
|
"learning_rate": 2.6881720430107527e-05, |
|
"loss": 0.4136, |
|
"step": 960 |
|
}, |
|
{ |
|
"epoch": 15.52, |
|
"learning_rate": 2.6583034647550775e-05, |
|
"loss": 0.4471, |
|
"step": 970 |
|
}, |
|
{ |
|
"epoch": 15.68, |
|
"learning_rate": 2.628434886499403e-05, |
|
"loss": 0.3961, |
|
"step": 980 |
|
}, |
|
{ |
|
"epoch": 15.84, |
|
"learning_rate": 2.5985663082437278e-05, |
|
"loss": 0.4334, |
|
"step": 990 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"learning_rate": 2.5686977299880526e-05, |
|
"loss": 0.4361, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"eval_accuracy": 0.8370913190529876, |
|
"eval_f1": 0.8369915773538048, |
|
"eval_loss": 0.47626104950904846, |
|
"eval_precision": 0.8391572358322159, |
|
"eval_recall": 0.8370913190529876, |
|
"eval_runtime": 9.6357, |
|
"eval_samples_per_second": 184.107, |
|
"eval_steps_per_second": 2.906, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 16.16, |
|
"learning_rate": 2.5388291517323774e-05, |
|
"loss": 0.4227, |
|
"step": 1010 |
|
}, |
|
{ |
|
"epoch": 16.32, |
|
"learning_rate": 2.5089605734767026e-05, |
|
"loss": 0.3709, |
|
"step": 1020 |
|
}, |
|
{ |
|
"epoch": 16.48, |
|
"learning_rate": 2.4790919952210277e-05, |
|
"loss": 0.3767, |
|
"step": 1030 |
|
}, |
|
{ |
|
"epoch": 16.64, |
|
"learning_rate": 2.4492234169653525e-05, |
|
"loss": 0.4753, |
|
"step": 1040 |
|
}, |
|
{ |
|
"epoch": 16.8, |
|
"learning_rate": 2.4193548387096777e-05, |
|
"loss": 0.41, |
|
"step": 1050 |
|
}, |
|
{ |
|
"epoch": 16.96, |
|
"learning_rate": 2.3894862604540025e-05, |
|
"loss": 0.3833, |
|
"step": 1060 |
|
}, |
|
{ |
|
"epoch": 16.99, |
|
"eval_accuracy": 0.8416009019165727, |
|
"eval_f1": 0.8396254917954661, |
|
"eval_loss": 0.4982186257839203, |
|
"eval_precision": 0.8428664297953069, |
|
"eval_recall": 0.8416009019165727, |
|
"eval_runtime": 9.4953, |
|
"eval_samples_per_second": 186.829, |
|
"eval_steps_per_second": 2.949, |
|
"step": 1062 |
|
}, |
|
{ |
|
"epoch": 17.12, |
|
"learning_rate": 2.3596176821983273e-05, |
|
"loss": 0.4147, |
|
"step": 1070 |
|
}, |
|
{ |
|
"epoch": 17.28, |
|
"learning_rate": 2.3297491039426525e-05, |
|
"loss": 0.411, |
|
"step": 1080 |
|
}, |
|
{ |
|
"epoch": 17.44, |
|
"learning_rate": 2.2998805256869773e-05, |
|
"loss": 0.4258, |
|
"step": 1090 |
|
}, |
|
{ |
|
"epoch": 17.6, |
|
"learning_rate": 2.270011947431302e-05, |
|
"loss": 0.4165, |
|
"step": 1100 |
|
}, |
|
{ |
|
"epoch": 17.76, |
|
"learning_rate": 2.2401433691756272e-05, |
|
"loss": 0.3852, |
|
"step": 1110 |
|
}, |
|
{ |
|
"epoch": 17.92, |
|
"learning_rate": 2.2102747909199524e-05, |
|
"loss": 0.3788, |
|
"step": 1120 |
|
}, |
|
{ |
|
"epoch": 18.0, |
|
"eval_accuracy": 0.8291995490417137, |
|
"eval_f1": 0.826730633772571, |
|
"eval_loss": 0.5631851553916931, |
|
"eval_precision": 0.836503982215401, |
|
"eval_recall": 0.8291995490417137, |
|
"eval_runtime": 9.4, |
|
"eval_samples_per_second": 188.724, |
|
"eval_steps_per_second": 2.979, |
|
"step": 1125 |
|
}, |
|
{ |
|
"epoch": 18.08, |
|
"learning_rate": 2.1804062126642775e-05, |
|
"loss": 0.4057, |
|
"step": 1130 |
|
}, |
|
{ |
|
"epoch": 18.24, |
|
"learning_rate": 2.1505376344086024e-05, |
|
"loss": 0.356, |
|
"step": 1140 |
|
}, |
|
{ |
|
"epoch": 18.4, |
|
"learning_rate": 2.120669056152927e-05, |
|
"loss": 0.3455, |
|
"step": 1150 |
|
}, |
|
{ |
|
"epoch": 18.56, |
|
"learning_rate": 2.0908004778972523e-05, |
|
"loss": 0.3733, |
|
"step": 1160 |
|
}, |
|
{ |
|
"epoch": 18.72, |
|
"learning_rate": 2.060931899641577e-05, |
|
"loss": 0.3674, |
|
"step": 1170 |
|
}, |
|
{ |
|
"epoch": 18.88, |
|
"learning_rate": 2.031063321385902e-05, |
|
"loss": 0.3722, |
|
"step": 1180 |
|
}, |
|
{ |
|
"epoch": 18.99, |
|
"eval_accuracy": 0.8387824126268321, |
|
"eval_f1": 0.8356991631458416, |
|
"eval_loss": 0.5161823034286499, |
|
"eval_precision": 0.8364077463920019, |
|
"eval_recall": 0.8387824126268321, |
|
"eval_runtime": 9.4455, |
|
"eval_samples_per_second": 187.814, |
|
"eval_steps_per_second": 2.964, |
|
"step": 1187 |
|
}, |
|
{ |
|
"epoch": 19.04, |
|
"learning_rate": 2.001194743130227e-05, |
|
"loss": 0.377, |
|
"step": 1190 |
|
}, |
|
{ |
|
"epoch": 19.2, |
|
"learning_rate": 1.9713261648745522e-05, |
|
"loss": 0.3445, |
|
"step": 1200 |
|
}, |
|
{ |
|
"epoch": 19.36, |
|
"learning_rate": 1.941457586618877e-05, |
|
"loss": 0.3634, |
|
"step": 1210 |
|
}, |
|
{ |
|
"epoch": 19.52, |
|
"learning_rate": 1.9115890083632022e-05, |
|
"loss": 0.37, |
|
"step": 1220 |
|
}, |
|
{ |
|
"epoch": 19.68, |
|
"learning_rate": 1.881720430107527e-05, |
|
"loss": 0.3587, |
|
"step": 1230 |
|
}, |
|
{ |
|
"epoch": 19.84, |
|
"learning_rate": 1.8518518518518518e-05, |
|
"loss": 0.3676, |
|
"step": 1240 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"learning_rate": 1.821983273596177e-05, |
|
"loss": 0.3467, |
|
"step": 1250 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"eval_accuracy": 0.8399098083427283, |
|
"eval_f1": 0.8341879072603243, |
|
"eval_loss": 0.512520968914032, |
|
"eval_precision": 0.8356956407334528, |
|
"eval_recall": 0.8399098083427283, |
|
"eval_runtime": 9.3979, |
|
"eval_samples_per_second": 188.765, |
|
"eval_steps_per_second": 2.979, |
|
"step": 1250 |
|
}, |
|
{ |
|
"epoch": 20.16, |
|
"learning_rate": 1.7921146953405018e-05, |
|
"loss": 0.3306, |
|
"step": 1260 |
|
}, |
|
{ |
|
"epoch": 20.32, |
|
"learning_rate": 1.7622461170848266e-05, |
|
"loss": 0.3441, |
|
"step": 1270 |
|
}, |
|
{ |
|
"epoch": 20.48, |
|
"learning_rate": 1.7323775388291518e-05, |
|
"loss": 0.3275, |
|
"step": 1280 |
|
}, |
|
{ |
|
"epoch": 20.64, |
|
"learning_rate": 1.702508960573477e-05, |
|
"loss": 0.3437, |
|
"step": 1290 |
|
}, |
|
{ |
|
"epoch": 20.8, |
|
"learning_rate": 1.6726403823178017e-05, |
|
"loss": 0.3654, |
|
"step": 1300 |
|
}, |
|
{ |
|
"epoch": 20.96, |
|
"learning_rate": 1.642771804062127e-05, |
|
"loss": 0.3518, |
|
"step": 1310 |
|
}, |
|
{ |
|
"epoch": 20.99, |
|
"eval_accuracy": 0.830890642615558, |
|
"eval_f1": 0.8276459982195031, |
|
"eval_loss": 0.5569064617156982, |
|
"eval_precision": 0.8326824734829679, |
|
"eval_recall": 0.830890642615558, |
|
"eval_runtime": 9.4092, |
|
"eval_samples_per_second": 188.538, |
|
"eval_steps_per_second": 2.976, |
|
"step": 1312 |
|
}, |
|
{ |
|
"epoch": 21.12, |
|
"learning_rate": 1.6129032258064517e-05, |
|
"loss": 0.3096, |
|
"step": 1320 |
|
}, |
|
{ |
|
"epoch": 21.28, |
|
"learning_rate": 1.5830346475507768e-05, |
|
"loss": 0.3105, |
|
"step": 1330 |
|
}, |
|
{ |
|
"epoch": 21.44, |
|
"learning_rate": 1.5531660692951016e-05, |
|
"loss": 0.3231, |
|
"step": 1340 |
|
}, |
|
{ |
|
"epoch": 21.6, |
|
"learning_rate": 1.5232974910394265e-05, |
|
"loss": 0.3348, |
|
"step": 1350 |
|
}, |
|
{ |
|
"epoch": 21.76, |
|
"learning_rate": 1.4934289127837516e-05, |
|
"loss": 0.3267, |
|
"step": 1360 |
|
}, |
|
{ |
|
"epoch": 21.92, |
|
"learning_rate": 1.4635603345280766e-05, |
|
"loss": 0.3432, |
|
"step": 1370 |
|
}, |
|
{ |
|
"epoch": 22.0, |
|
"eval_accuracy": 0.8483652762119503, |
|
"eval_f1": 0.8454482921463644, |
|
"eval_loss": 0.503221333026886, |
|
"eval_precision": 0.8451494566314203, |
|
"eval_recall": 0.8483652762119503, |
|
"eval_runtime": 9.6561, |
|
"eval_samples_per_second": 183.718, |
|
"eval_steps_per_second": 2.9, |
|
"step": 1375 |
|
}, |
|
{ |
|
"epoch": 22.08, |
|
"learning_rate": 1.4336917562724014e-05, |
|
"loss": 0.2949, |
|
"step": 1380 |
|
}, |
|
{ |
|
"epoch": 22.24, |
|
"learning_rate": 1.4038231780167265e-05, |
|
"loss": 0.2799, |
|
"step": 1390 |
|
}, |
|
{ |
|
"epoch": 22.4, |
|
"learning_rate": 1.3739545997610515e-05, |
|
"loss": 0.3187, |
|
"step": 1400 |
|
}, |
|
{ |
|
"epoch": 22.56, |
|
"learning_rate": 1.3440860215053763e-05, |
|
"loss": 0.3097, |
|
"step": 1410 |
|
}, |
|
{ |
|
"epoch": 22.72, |
|
"learning_rate": 1.3142174432497015e-05, |
|
"loss": 0.3246, |
|
"step": 1420 |
|
}, |
|
{ |
|
"epoch": 22.88, |
|
"learning_rate": 1.2843488649940263e-05, |
|
"loss": 0.3067, |
|
"step": 1430 |
|
}, |
|
{ |
|
"epoch": 22.99, |
|
"eval_accuracy": 0.8432919954904171, |
|
"eval_f1": 0.8432965588108505, |
|
"eval_loss": 0.5245735049247742, |
|
"eval_precision": 0.8461645036328044, |
|
"eval_recall": 0.8432919954904171, |
|
"eval_runtime": 9.4406, |
|
"eval_samples_per_second": 187.912, |
|
"eval_steps_per_second": 2.966, |
|
"step": 1437 |
|
}, |
|
{ |
|
"epoch": 23.04, |
|
"learning_rate": 1.2544802867383513e-05, |
|
"loss": 0.3102, |
|
"step": 1440 |
|
}, |
|
{ |
|
"epoch": 23.2, |
|
"learning_rate": 1.2246117084826763e-05, |
|
"loss": 0.2936, |
|
"step": 1450 |
|
}, |
|
{ |
|
"epoch": 23.36, |
|
"learning_rate": 1.1947431302270013e-05, |
|
"loss": 0.2917, |
|
"step": 1460 |
|
}, |
|
{ |
|
"epoch": 23.52, |
|
"learning_rate": 1.1648745519713262e-05, |
|
"loss": 0.278, |
|
"step": 1470 |
|
}, |
|
{ |
|
"epoch": 23.68, |
|
"learning_rate": 1.135005973715651e-05, |
|
"loss": 0.3334, |
|
"step": 1480 |
|
}, |
|
{ |
|
"epoch": 23.84, |
|
"learning_rate": 1.1051373954599762e-05, |
|
"loss": 0.2626, |
|
"step": 1490 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"learning_rate": 1.0752688172043012e-05, |
|
"loss": 0.2923, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"eval_accuracy": 0.846674182638106, |
|
"eval_f1": 0.846389580543113, |
|
"eval_loss": 0.5363038778305054, |
|
"eval_precision": 0.84823995361272, |
|
"eval_recall": 0.846674182638106, |
|
"eval_runtime": 9.4508, |
|
"eval_samples_per_second": 187.708, |
|
"eval_steps_per_second": 2.963, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 24.16, |
|
"learning_rate": 1.0454002389486262e-05, |
|
"loss": 0.2874, |
|
"step": 1510 |
|
}, |
|
{ |
|
"epoch": 24.32, |
|
"learning_rate": 1.015531660692951e-05, |
|
"loss": 0.2991, |
|
"step": 1520 |
|
}, |
|
{ |
|
"epoch": 24.48, |
|
"learning_rate": 9.856630824372761e-06, |
|
"loss": 0.2951, |
|
"step": 1530 |
|
}, |
|
{ |
|
"epoch": 24.64, |
|
"learning_rate": 9.557945041816011e-06, |
|
"loss": 0.2664, |
|
"step": 1540 |
|
}, |
|
{ |
|
"epoch": 24.8, |
|
"learning_rate": 9.259259259259259e-06, |
|
"loss": 0.2643, |
|
"step": 1550 |
|
}, |
|
{ |
|
"epoch": 24.96, |
|
"learning_rate": 8.960573476702509e-06, |
|
"loss": 0.303, |
|
"step": 1560 |
|
}, |
|
{ |
|
"epoch": 24.99, |
|
"eval_accuracy": 0.8483652762119503, |
|
"eval_f1": 0.8456910500695487, |
|
"eval_loss": 0.543497622013092, |
|
"eval_precision": 0.8453137649338565, |
|
"eval_recall": 0.8483652762119503, |
|
"eval_runtime": 9.4055, |
|
"eval_samples_per_second": 188.613, |
|
"eval_steps_per_second": 2.977, |
|
"step": 1562 |
|
}, |
|
{ |
|
"epoch": 25.12, |
|
"learning_rate": 8.661887694145759e-06, |
|
"loss": 0.2598, |
|
"step": 1570 |
|
}, |
|
{ |
|
"epoch": 25.28, |
|
"learning_rate": 8.363201911589009e-06, |
|
"loss": 0.2491, |
|
"step": 1580 |
|
}, |
|
{ |
|
"epoch": 25.44, |
|
"learning_rate": 8.064516129032258e-06, |
|
"loss": 0.2478, |
|
"step": 1590 |
|
}, |
|
{ |
|
"epoch": 25.6, |
|
"learning_rate": 7.765830346475508e-06, |
|
"loss": 0.2817, |
|
"step": 1600 |
|
}, |
|
{ |
|
"epoch": 25.76, |
|
"learning_rate": 7.467144563918758e-06, |
|
"loss": 0.2645, |
|
"step": 1610 |
|
}, |
|
{ |
|
"epoch": 25.92, |
|
"learning_rate": 7.168458781362007e-06, |
|
"loss": 0.2523, |
|
"step": 1620 |
|
}, |
|
{ |
|
"epoch": 26.0, |
|
"eval_accuracy": 0.8444193912063134, |
|
"eval_f1": 0.8419142587663883, |
|
"eval_loss": 0.5499712824821472, |
|
"eval_precision": 0.8421658227924053, |
|
"eval_recall": 0.8444193912063134, |
|
"eval_runtime": 9.4664, |
|
"eval_samples_per_second": 187.399, |
|
"eval_steps_per_second": 2.958, |
|
"step": 1625 |
|
}, |
|
{ |
|
"epoch": 26.08, |
|
"learning_rate": 6.869772998805258e-06, |
|
"loss": 0.2821, |
|
"step": 1630 |
|
}, |
|
{ |
|
"epoch": 26.24, |
|
"learning_rate": 6.5710872162485075e-06, |
|
"loss": 0.2845, |
|
"step": 1640 |
|
}, |
|
{ |
|
"epoch": 26.4, |
|
"learning_rate": 6.2724014336917564e-06, |
|
"loss": 0.2578, |
|
"step": 1650 |
|
}, |
|
{ |
|
"epoch": 26.56, |
|
"learning_rate": 5.973715651135006e-06, |
|
"loss": 0.2487, |
|
"step": 1660 |
|
}, |
|
{ |
|
"epoch": 26.72, |
|
"learning_rate": 5.675029868578255e-06, |
|
"loss": 0.2626, |
|
"step": 1670 |
|
}, |
|
{ |
|
"epoch": 26.88, |
|
"learning_rate": 5.376344086021506e-06, |
|
"loss": 0.2523, |
|
"step": 1680 |
|
}, |
|
{ |
|
"epoch": 26.99, |
|
"eval_accuracy": 0.8528748590755355, |
|
"eval_f1": 0.8529064904562935, |
|
"eval_loss": 0.5368608832359314, |
|
"eval_precision": 0.85325189512013, |
|
"eval_recall": 0.8528748590755355, |
|
"eval_runtime": 9.4466, |
|
"eval_samples_per_second": 187.792, |
|
"eval_steps_per_second": 2.964, |
|
"step": 1687 |
|
}, |
|
{ |
|
"epoch": 27.04, |
|
"learning_rate": 5.077658303464755e-06, |
|
"loss": 0.2445, |
|
"step": 1690 |
|
}, |
|
{ |
|
"epoch": 27.2, |
|
"learning_rate": 4.7789725209080055e-06, |
|
"loss": 0.254, |
|
"step": 1700 |
|
}, |
|
{ |
|
"epoch": 27.36, |
|
"learning_rate": 4.4802867383512545e-06, |
|
"loss": 0.2609, |
|
"step": 1710 |
|
}, |
|
{ |
|
"epoch": 27.52, |
|
"learning_rate": 4.181600955794504e-06, |
|
"loss": 0.2406, |
|
"step": 1720 |
|
}, |
|
{ |
|
"epoch": 27.68, |
|
"learning_rate": 3.882915173237754e-06, |
|
"loss": 0.217, |
|
"step": 1730 |
|
}, |
|
{ |
|
"epoch": 27.84, |
|
"learning_rate": 3.5842293906810035e-06, |
|
"loss": 0.2385, |
|
"step": 1740 |
|
}, |
|
{ |
|
"epoch": 28.0, |
|
"learning_rate": 3.2855436081242537e-06, |
|
"loss": 0.262, |
|
"step": 1750 |
|
}, |
|
{ |
|
"epoch": 28.0, |
|
"eval_accuracy": 0.8562570462232244, |
|
"eval_f1": 0.8543013145108364, |
|
"eval_loss": 0.5373367667198181, |
|
"eval_precision": 0.8535856101978109, |
|
"eval_recall": 0.8562570462232244, |
|
"eval_runtime": 9.4681, |
|
"eval_samples_per_second": 187.366, |
|
"eval_steps_per_second": 2.957, |
|
"step": 1750 |
|
}, |
|
{ |
|
"epoch": 28.16, |
|
"learning_rate": 2.986857825567503e-06, |
|
"loss": 0.2366, |
|
"step": 1760 |
|
}, |
|
{ |
|
"epoch": 28.32, |
|
"learning_rate": 2.688172043010753e-06, |
|
"loss": 0.2395, |
|
"step": 1770 |
|
}, |
|
{ |
|
"epoch": 28.48, |
|
"learning_rate": 2.3894862604540028e-06, |
|
"loss": 0.221, |
|
"step": 1780 |
|
}, |
|
{ |
|
"epoch": 28.64, |
|
"learning_rate": 2.090800477897252e-06, |
|
"loss": 0.2437, |
|
"step": 1790 |
|
}, |
|
{ |
|
"epoch": 28.8, |
|
"learning_rate": 1.7921146953405017e-06, |
|
"loss": 0.2405, |
|
"step": 1800 |
|
}, |
|
{ |
|
"epoch": 28.96, |
|
"learning_rate": 1.4934289127837516e-06, |
|
"loss": 0.232, |
|
"step": 1810 |
|
}, |
|
{ |
|
"epoch": 28.99, |
|
"eval_accuracy": 0.8528748590755355, |
|
"eval_f1": 0.8515517670522557, |
|
"eval_loss": 0.5384246706962585, |
|
"eval_precision": 0.8508958605112941, |
|
"eval_recall": 0.8528748590755355, |
|
"eval_runtime": 9.4835, |
|
"eval_samples_per_second": 187.062, |
|
"eval_steps_per_second": 2.953, |
|
"step": 1812 |
|
}, |
|
{ |
|
"epoch": 29.12, |
|
"learning_rate": 1.1947431302270014e-06, |
|
"loss": 0.2338, |
|
"step": 1820 |
|
}, |
|
{ |
|
"epoch": 29.28, |
|
"learning_rate": 8.960573476702509e-07, |
|
"loss": 0.2173, |
|
"step": 1830 |
|
}, |
|
{ |
|
"epoch": 29.44, |
|
"learning_rate": 5.973715651135007e-07, |
|
"loss": 0.2244, |
|
"step": 1840 |
|
}, |
|
{ |
|
"epoch": 29.6, |
|
"learning_rate": 2.9868578255675034e-07, |
|
"loss": 0.2391, |
|
"step": 1850 |
|
}, |
|
{ |
|
"epoch": 29.76, |
|
"learning_rate": 0.0, |
|
"loss": 0.2278, |
|
"step": 1860 |
|
}, |
|
{ |
|
"epoch": 29.76, |
|
"eval_accuracy": 0.8511837655016911, |
|
"eval_f1": 0.849520928911175, |
|
"eval_loss": 0.5428664088249207, |
|
"eval_precision": 0.848929825944967, |
|
"eval_recall": 0.8511837655016911, |
|
"eval_runtime": 9.3955, |
|
"eval_samples_per_second": 188.814, |
|
"eval_steps_per_second": 2.98, |
|
"step": 1860 |
|
}, |
|
{ |
|
"epoch": 29.76, |
|
"step": 1860, |
|
"total_flos": 1.2364841575625785e+19, |
|
"train_loss": 0.4955275515074371, |
|
"train_runtime": 4173.3159, |
|
"train_samples_per_second": 114.743, |
|
"train_steps_per_second": 0.446 |
|
} |
|
], |
|
"logging_steps": 10, |
|
"max_steps": 1860, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 30, |
|
"save_steps": 500, |
|
"total_flos": 1.2364841575625785e+19, |
|
"train_batch_size": 64, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|