{ "best_metric": 0.9544419134396356, "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-agrivision/checkpoint-186", "epoch": 30.0, "global_step": 930, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.32, "learning_rate": 5.376344086021506e-06, "loss": 1.0346, "step": 10 }, { "epoch": 0.65, "learning_rate": 1.0752688172043012e-05, "loss": 0.869, "step": 20 }, { "epoch": 0.97, "learning_rate": 1.6129032258064517e-05, "loss": 0.5829, "step": 30 }, { "epoch": 1.0, "eval_accuracy": 0.7266514806378133, "eval_loss": 0.7480179667472839, "eval_runtime": 8.3505, "eval_samples_per_second": 52.572, "eval_steps_per_second": 1.677, "step": 31 }, { "epoch": 1.29, "learning_rate": 2.1505376344086024e-05, "loss": 0.3181, "step": 40 }, { "epoch": 1.61, "learning_rate": 2.6881720430107527e-05, "loss": 0.2013, "step": 50 }, { "epoch": 1.94, "learning_rate": 3.2258064516129034e-05, "loss": 0.1199, "step": 60 }, { "epoch": 2.0, "eval_accuracy": 0.8246013667425968, "eval_loss": 0.4407329261302948, "eval_runtime": 8.4214, "eval_samples_per_second": 52.129, "eval_steps_per_second": 1.662, "step": 62 }, { "epoch": 2.26, "learning_rate": 3.763440860215054e-05, "loss": 0.0682, "step": 70 }, { "epoch": 2.58, "learning_rate": 4.301075268817205e-05, "loss": 0.0962, "step": 80 }, { "epoch": 2.9, "learning_rate": 4.8387096774193554e-05, "loss": 0.1028, "step": 90 }, { "epoch": 3.0, "eval_accuracy": 0.8246013667425968, "eval_loss": 0.4477098882198334, "eval_runtime": 8.5023, "eval_samples_per_second": 51.633, "eval_steps_per_second": 1.647, "step": 93 }, { "epoch": 3.23, "learning_rate": 4.9581839904420555e-05, "loss": 0.0575, "step": 100 }, { "epoch": 3.55, "learning_rate": 4.898446833930705e-05, "loss": 0.0431, "step": 110 }, { "epoch": 3.87, "learning_rate": 4.8387096774193554e-05, "loss": 0.0533, "step": 120 }, { "epoch": 4.0, "eval_accuracy": 0.8291571753986332, "eval_loss": 0.4605787992477417, "eval_runtime": 8.4753, "eval_samples_per_second": 51.797, "eval_steps_per_second": 1.652, "step": 124 }, { "epoch": 4.19, "learning_rate": 4.778972520908005e-05, "loss": 0.0374, "step": 130 }, { "epoch": 4.52, "learning_rate": 4.7192353643966546e-05, "loss": 0.0251, "step": 140 }, { "epoch": 4.84, "learning_rate": 4.659498207885305e-05, "loss": 0.0411, "step": 150 }, { "epoch": 5.0, "eval_accuracy": 0.9179954441913439, "eval_loss": 0.24701963365077972, "eval_runtime": 8.3819, "eval_samples_per_second": 52.375, "eval_steps_per_second": 1.67, "step": 155 }, { "epoch": 5.16, "learning_rate": 4.5997610513739546e-05, "loss": 0.0336, "step": 160 }, { "epoch": 5.48, "learning_rate": 4.540023894862604e-05, "loss": 0.0179, "step": 170 }, { "epoch": 5.81, "learning_rate": 4.4802867383512545e-05, "loss": 0.022, "step": 180 }, { "epoch": 6.0, "eval_accuracy": 0.9544419134396356, "eval_loss": 0.1568455845117569, "eval_runtime": 8.411, "eval_samples_per_second": 52.194, "eval_steps_per_second": 1.664, "step": 186 }, { "epoch": 6.13, "learning_rate": 4.420549581839905e-05, "loss": 0.027, "step": 190 }, { "epoch": 6.45, "learning_rate": 4.360812425328555e-05, "loss": 0.0116, "step": 200 }, { "epoch": 6.77, "learning_rate": 4.301075268817205e-05, "loss": 0.0206, "step": 210 }, { "epoch": 7.0, "eval_accuracy": 0.8792710706150342, "eval_loss": 0.4187353849411011, "eval_runtime": 8.4199, "eval_samples_per_second": 52.139, "eval_steps_per_second": 1.663, "step": 217 }, { "epoch": 7.1, "learning_rate": 4.241338112305854e-05, "loss": 0.017, "step": 220 }, { "epoch": 7.42, "learning_rate": 4.1816009557945046e-05, "loss": 0.0206, "step": 230 }, { "epoch": 7.74, "learning_rate": 4.121863799283154e-05, "loss": 0.0069, "step": 240 }, { "epoch": 8.0, "eval_accuracy": 0.9202733485193622, "eval_loss": 0.24978817999362946, "eval_runtime": 8.4711, "eval_samples_per_second": 51.823, "eval_steps_per_second": 1.653, "step": 248 }, { "epoch": 8.06, "learning_rate": 4.062126642771804e-05, "loss": 0.0189, "step": 250 }, { "epoch": 8.39, "learning_rate": 4.002389486260454e-05, "loss": 0.0091, "step": 260 }, { "epoch": 8.71, "learning_rate": 3.9426523297491045e-05, "loss": 0.0053, "step": 270 }, { "epoch": 9.0, "eval_accuracy": 0.9225512528473804, "eval_loss": 0.26543566584587097, "eval_runtime": 8.3285, "eval_samples_per_second": 52.711, "eval_steps_per_second": 1.681, "step": 279 }, { "epoch": 9.03, "learning_rate": 3.882915173237754e-05, "loss": 0.0195, "step": 280 }, { "epoch": 9.35, "learning_rate": 3.8231780167264044e-05, "loss": 0.0037, "step": 290 }, { "epoch": 9.68, "learning_rate": 3.763440860215054e-05, "loss": 0.005, "step": 300 }, { "epoch": 10.0, "learning_rate": 3.7037037037037037e-05, "loss": 0.0094, "step": 310 }, { "epoch": 10.0, "eval_accuracy": 0.9384965831435079, "eval_loss": 0.23431657254695892, "eval_runtime": 8.4865, "eval_samples_per_second": 51.729, "eval_steps_per_second": 1.65, "step": 310 }, { "epoch": 10.32, "learning_rate": 3.643966547192354e-05, "loss": 0.0104, "step": 320 }, { "epoch": 10.65, "learning_rate": 3.5842293906810036e-05, "loss": 0.0125, "step": 330 }, { "epoch": 10.97, "learning_rate": 3.524492234169653e-05, "loss": 0.0152, "step": 340 }, { "epoch": 11.0, "eval_accuracy": 0.9020501138952164, "eval_loss": 0.3421424627304077, "eval_runtime": 8.3148, "eval_samples_per_second": 52.798, "eval_steps_per_second": 1.684, "step": 341 }, { "epoch": 11.29, "learning_rate": 3.4647550776583035e-05, "loss": 0.0072, "step": 350 }, { "epoch": 11.61, "learning_rate": 3.405017921146954e-05, "loss": 0.0092, "step": 360 }, { "epoch": 11.94, "learning_rate": 3.3452807646356034e-05, "loss": 0.0047, "step": 370 }, { "epoch": 12.0, "eval_accuracy": 0.8724373576309795, "eval_loss": 0.44937077164649963, "eval_runtime": 8.3634, "eval_samples_per_second": 52.49, "eval_steps_per_second": 1.674, "step": 372 }, { "epoch": 12.26, "learning_rate": 3.285543608124254e-05, "loss": 0.0047, "step": 380 }, { "epoch": 12.58, "learning_rate": 3.2258064516129034e-05, "loss": 0.0029, "step": 390 }, { "epoch": 12.9, "learning_rate": 3.1660692951015537e-05, "loss": 0.0128, "step": 400 }, { "epoch": 13.0, "eval_accuracy": 0.8678815489749431, "eval_loss": 0.5359533429145813, "eval_runtime": 8.4935, "eval_samples_per_second": 51.687, "eval_steps_per_second": 1.648, "step": 403 }, { "epoch": 13.23, "learning_rate": 3.106332138590203e-05, "loss": 0.0086, "step": 410 }, { "epoch": 13.55, "learning_rate": 3.046594982078853e-05, "loss": 0.0041, "step": 420 }, { "epoch": 13.87, "learning_rate": 2.9868578255675032e-05, "loss": 0.0024, "step": 430 }, { "epoch": 14.0, "eval_accuracy": 0.9111617312072893, "eval_loss": 0.2775423526763916, "eval_runtime": 8.5462, "eval_samples_per_second": 51.368, "eval_steps_per_second": 1.638, "step": 434 }, { "epoch": 14.19, "learning_rate": 2.9271206690561532e-05, "loss": 0.005, "step": 440 }, { "epoch": 14.52, "learning_rate": 2.8673835125448028e-05, "loss": 0.0041, "step": 450 }, { "epoch": 14.84, "learning_rate": 2.807646356033453e-05, "loss": 0.0127, "step": 460 }, { "epoch": 15.0, "eval_accuracy": 0.89749430523918, "eval_loss": 0.29105421900749207, "eval_runtime": 8.44, "eval_samples_per_second": 52.014, "eval_steps_per_second": 1.659, "step": 465 }, { "epoch": 15.16, "learning_rate": 2.747909199522103e-05, "loss": 0.0097, "step": 470 }, { "epoch": 15.48, "learning_rate": 2.6881720430107527e-05, "loss": 0.0003, "step": 480 }, { "epoch": 15.81, "learning_rate": 2.628434886499403e-05, "loss": 0.0038, "step": 490 }, { "epoch": 16.0, "eval_accuracy": 0.929384965831435, "eval_loss": 0.23365984857082367, "eval_runtime": 8.4714, "eval_samples_per_second": 51.821, "eval_steps_per_second": 1.653, "step": 496 }, { "epoch": 16.13, "learning_rate": 2.5686977299880526e-05, "loss": 0.0042, "step": 500 }, { "epoch": 16.45, "learning_rate": 2.5089605734767026e-05, "loss": 0.0008, "step": 510 }, { "epoch": 16.77, "learning_rate": 2.4492234169653525e-05, "loss": 0.0001, "step": 520 }, { "epoch": 17.0, "eval_accuracy": 0.9407744874715261, "eval_loss": 0.22065891325473785, "eval_runtime": 8.3769, "eval_samples_per_second": 52.406, "eval_steps_per_second": 1.671, "step": 527 }, { "epoch": 17.1, "learning_rate": 2.3894862604540025e-05, "loss": 0.0003, "step": 530 }, { "epoch": 17.42, "learning_rate": 2.3297491039426525e-05, "loss": 0.0004, "step": 540 }, { "epoch": 17.74, "learning_rate": 2.270011947431302e-05, "loss": 0.0054, "step": 550 }, { "epoch": 18.0, "eval_accuracy": 0.9362186788154897, "eval_loss": 0.2506341338157654, "eval_runtime": 8.432, "eval_samples_per_second": 52.064, "eval_steps_per_second": 1.66, "step": 558 }, { "epoch": 18.06, "learning_rate": 2.2102747909199524e-05, "loss": 0.0002, "step": 560 }, { "epoch": 18.39, "learning_rate": 2.1505376344086024e-05, "loss": 0.0014, "step": 570 }, { "epoch": 18.71, "learning_rate": 2.0908004778972523e-05, "loss": 0.0011, "step": 580 }, { "epoch": 19.0, "eval_accuracy": 0.8952164009111617, "eval_loss": 0.37775158882141113, "eval_runtime": 8.3743, "eval_samples_per_second": 52.422, "eval_steps_per_second": 1.672, "step": 589 }, { "epoch": 19.03, "learning_rate": 2.031063321385902e-05, "loss": 0.0006, "step": 590 }, { "epoch": 19.35, "learning_rate": 1.9713261648745522e-05, "loss": 0.0001, "step": 600 }, { "epoch": 19.68, "learning_rate": 1.9115890083632022e-05, "loss": 0.0001, "step": 610 }, { "epoch": 20.0, "learning_rate": 1.8518518518518518e-05, "loss": 0.0002, "step": 620 }, { "epoch": 20.0, "eval_accuracy": 0.9407744874715261, "eval_loss": 0.23159268498420715, "eval_runtime": 8.4951, "eval_samples_per_second": 51.677, "eval_steps_per_second": 1.648, "step": 620 }, { "epoch": 20.32, "learning_rate": 1.7921146953405018e-05, "loss": 0.0039, "step": 630 }, { "epoch": 20.65, "learning_rate": 1.7323775388291518e-05, "loss": 0.0003, "step": 640 }, { "epoch": 20.97, "learning_rate": 1.6726403823178017e-05, "loss": 0.0003, "step": 650 }, { "epoch": 21.0, "eval_accuracy": 0.9430523917995444, "eval_loss": 0.21328049898147583, "eval_runtime": 8.4322, "eval_samples_per_second": 52.062, "eval_steps_per_second": 1.66, "step": 651 }, { "epoch": 21.29, "learning_rate": 1.6129032258064517e-05, "loss": 0.0008, "step": 660 }, { "epoch": 21.61, "learning_rate": 1.5531660692951016e-05, "loss": 0.0007, "step": 670 }, { "epoch": 21.94, "learning_rate": 1.4934289127837516e-05, "loss": 0.0009, "step": 680 }, { "epoch": 22.0, "eval_accuracy": 0.9339407744874715, "eval_loss": 0.25188666582107544, "eval_runtime": 8.3597, "eval_samples_per_second": 52.514, "eval_steps_per_second": 1.675, "step": 682 }, { "epoch": 22.26, "learning_rate": 1.4336917562724014e-05, "loss": 0.0018, "step": 690 }, { "epoch": 22.58, "learning_rate": 1.3739545997610515e-05, "loss": 0.0052, "step": 700 }, { "epoch": 22.9, "learning_rate": 1.3142174432497015e-05, "loss": 0.0004, "step": 710 }, { "epoch": 23.0, "eval_accuracy": 0.9202733485193622, "eval_loss": 0.2931215167045593, "eval_runtime": 8.3479, "eval_samples_per_second": 52.588, "eval_steps_per_second": 1.677, "step": 713 }, { "epoch": 23.23, "learning_rate": 1.2544802867383513e-05, "loss": 0.0005, "step": 720 }, { "epoch": 23.55, "learning_rate": 1.1947431302270013e-05, "loss": 0.0, "step": 730 }, { "epoch": 23.87, "learning_rate": 1.135005973715651e-05, "loss": 0.0001, "step": 740 }, { "epoch": 24.0, "eval_accuracy": 0.9271070615034168, "eval_loss": 0.2847088575363159, "eval_runtime": 8.2725, "eval_samples_per_second": 53.067, "eval_steps_per_second": 1.692, "step": 744 }, { "epoch": 24.19, "learning_rate": 1.0752688172043012e-05, "loss": 0.0001, "step": 750 }, { "epoch": 24.52, "learning_rate": 1.015531660692951e-05, "loss": 0.007, "step": 760 }, { "epoch": 24.84, "learning_rate": 9.557945041816011e-06, "loss": 0.0003, "step": 770 }, { "epoch": 25.0, "eval_accuracy": 0.9316628701594533, "eval_loss": 0.28311699628829956, "eval_runtime": 8.4361, "eval_samples_per_second": 52.038, "eval_steps_per_second": 1.66, "step": 775 }, { "epoch": 25.16, "learning_rate": 8.960573476702509e-06, "loss": 0.0001, "step": 780 }, { "epoch": 25.48, "learning_rate": 8.363201911589009e-06, "loss": 0.0001, "step": 790 }, { "epoch": 25.81, "learning_rate": 7.765830346475508e-06, "loss": 0.0008, "step": 800 }, { "epoch": 26.0, "eval_accuracy": 0.9271070615034168, "eval_loss": 0.2918652594089508, "eval_runtime": 8.3526, "eval_samples_per_second": 52.558, "eval_steps_per_second": 1.676, "step": 806 }, { "epoch": 26.13, "learning_rate": 7.168458781362007e-06, "loss": 0.0001, "step": 810 }, { "epoch": 26.45, "learning_rate": 6.5710872162485075e-06, "loss": 0.004, "step": 820 }, { "epoch": 26.77, "learning_rate": 5.973715651135006e-06, "loss": 0.0003, "step": 830 }, { "epoch": 27.0, "eval_accuracy": 0.9362186788154897, "eval_loss": 0.2797539532184601, "eval_runtime": 8.3259, "eval_samples_per_second": 52.727, "eval_steps_per_second": 1.681, "step": 837 }, { "epoch": 27.1, "learning_rate": 5.376344086021506e-06, "loss": 0.0035, "step": 840 }, { "epoch": 27.42, "learning_rate": 4.7789725209080055e-06, "loss": 0.0, "step": 850 }, { "epoch": 27.74, "learning_rate": 4.181600955794504e-06, "loss": 0.0008, "step": 860 }, { "epoch": 28.0, "eval_accuracy": 0.9362186788154897, "eval_loss": 0.28566640615463257, "eval_runtime": 8.5372, "eval_samples_per_second": 51.422, "eval_steps_per_second": 1.64, "step": 868 }, { "epoch": 28.06, "learning_rate": 3.5842293906810035e-06, "loss": 0.0002, "step": 870 }, { "epoch": 28.39, "learning_rate": 2.986857825567503e-06, "loss": 0.0022, "step": 880 }, { "epoch": 28.71, "learning_rate": 2.3894862604540028e-06, "loss": 0.0008, "step": 890 }, { "epoch": 29.0, "eval_accuracy": 0.9362186788154897, "eval_loss": 0.2779512405395508, "eval_runtime": 8.4419, "eval_samples_per_second": 52.003, "eval_steps_per_second": 1.658, "step": 899 }, { "epoch": 29.03, "learning_rate": 1.7921146953405017e-06, "loss": 0.0001, "step": 900 }, { "epoch": 29.35, "learning_rate": 1.1947431302270014e-06, "loss": 0.0004, "step": 910 }, { "epoch": 29.68, "learning_rate": 5.973715651135007e-07, "loss": 0.0001, "step": 920 }, { "epoch": 30.0, "learning_rate": 0.0, "loss": 0.0013, "step": 930 }, { "epoch": 30.0, "eval_accuracy": 0.9362186788154897, "eval_loss": 0.27828121185302734, "eval_runtime": 8.5464, "eval_samples_per_second": 51.367, "eval_steps_per_second": 1.638, "step": 930 }, { "epoch": 30.0, "step": 930, "total_flos": 2.9462626978683494e+18, "train_loss": 0.04387470004151911, "train_runtime": 7100.0179, "train_samples_per_second": 16.694, "train_steps_per_second": 0.131 } ], "max_steps": 930, "num_train_epochs": 30, "total_flos": 2.9462626978683494e+18, "trial_name": null, "trial_params": null }