| { |
| "best_metric": 0.9995570321151717, |
| "best_model_checkpoint": "beit-large-patch16-224-finetuned-LungCancer-Classification-LC25000-AH-40-30-30/checkpoint-465", |
| "epoch": 4.96, |
| "global_step": 465, |
| "is_hyper_param_search": false, |
| "is_local_process_zero": true, |
| "is_world_process_zero": true, |
| "log_history": [ |
| { |
| "epoch": 0.05, |
| "learning_rate": 1.0729613733905579e-06, |
| "loss": 1.1839, |
| "step": 5 |
| }, |
| { |
| "epoch": 0.11, |
| "learning_rate": 2.1459227467811158e-06, |
| "loss": 0.9886, |
| "step": 10 |
| }, |
| { |
| "epoch": 0.16, |
| "learning_rate": 3.218884120171674e-06, |
| "loss": 0.742, |
| "step": 15 |
| }, |
| { |
| "epoch": 0.21, |
| "learning_rate": 4.2918454935622316e-06, |
| "loss": 0.4725, |
| "step": 20 |
| }, |
| { |
| "epoch": 0.27, |
| "learning_rate": 5.36480686695279e-06, |
| "loss": 0.2834, |
| "step": 25 |
| }, |
| { |
| "epoch": 0.32, |
| "learning_rate": 6.437768240343348e-06, |
| "loss": 0.2146, |
| "step": 30 |
| }, |
| { |
| "epoch": 0.37, |
| "learning_rate": 7.510729613733906e-06, |
| "loss": 0.1667, |
| "step": 35 |
| }, |
| { |
| "epoch": 0.43, |
| "learning_rate": 8.583690987124463e-06, |
| "loss": 0.129, |
| "step": 40 |
| }, |
| { |
| "epoch": 0.48, |
| "learning_rate": 9.65665236051502e-06, |
| "loss": 0.1718, |
| "step": 45 |
| }, |
| { |
| "epoch": 0.53, |
| "learning_rate": 1.072961373390558e-05, |
| "loss": 0.1387, |
| "step": 50 |
| }, |
| { |
| "epoch": 0.59, |
| "learning_rate": 1.1802575107296138e-05, |
| "loss": 0.1188, |
| "step": 55 |
| }, |
| { |
| "epoch": 0.64, |
| "learning_rate": 1.2875536480686696e-05, |
| "loss": 0.0936, |
| "step": 60 |
| }, |
| { |
| "epoch": 0.69, |
| "learning_rate": 1.3948497854077253e-05, |
| "loss": 0.1547, |
| "step": 65 |
| }, |
| { |
| "epoch": 0.75, |
| "learning_rate": 1.5021459227467813e-05, |
| "loss": 0.1528, |
| "step": 70 |
| }, |
| { |
| "epoch": 0.8, |
| "learning_rate": 1.609442060085837e-05, |
| "loss": 0.1509, |
| "step": 75 |
| }, |
| { |
| "epoch": 0.85, |
| "learning_rate": 1.7167381974248926e-05, |
| "loss": 0.1046, |
| "step": 80 |
| }, |
| { |
| "epoch": 0.91, |
| "learning_rate": 1.8240343347639486e-05, |
| "loss": 0.1003, |
| "step": 85 |
| }, |
| { |
| "epoch": 0.96, |
| "learning_rate": 1.931330472103004e-05, |
| "loss": 0.0508, |
| "step": 90 |
| }, |
| { |
| "epoch": 0.99, |
| "eval_accuracy": 0.9756367663344407, |
| "eval_loss": 0.06337086111307144, |
| "eval_runtime": 1162.9787, |
| "eval_samples_per_second": 3.882, |
| "eval_steps_per_second": 0.243, |
| "step": 93 |
| }, |
| { |
| "epoch": 1.01, |
| "learning_rate": 2.0386266094420604e-05, |
| "loss": 0.0488, |
| "step": 95 |
| }, |
| { |
| "epoch": 1.07, |
| "learning_rate": 2.145922746781116e-05, |
| "loss": 0.0625, |
| "step": 100 |
| }, |
| { |
| "epoch": 1.12, |
| "learning_rate": 2.2532188841201716e-05, |
| "loss": 0.1041, |
| "step": 105 |
| }, |
| { |
| "epoch": 1.17, |
| "learning_rate": 2.3605150214592276e-05, |
| "loss": 0.096, |
| "step": 110 |
| }, |
| { |
| "epoch": 1.23, |
| "learning_rate": 2.467811158798283e-05, |
| "loss": 0.0872, |
| "step": 115 |
| }, |
| { |
| "epoch": 1.28, |
| "learning_rate": 2.575107296137339e-05, |
| "loss": 0.119, |
| "step": 120 |
| }, |
| { |
| "epoch": 1.33, |
| "learning_rate": 2.6824034334763947e-05, |
| "loss": 0.0861, |
| "step": 125 |
| }, |
| { |
| "epoch": 1.39, |
| "learning_rate": 2.7896995708154506e-05, |
| "loss": 0.1535, |
| "step": 130 |
| }, |
| { |
| "epoch": 1.44, |
| "learning_rate": 2.896995708154507e-05, |
| "loss": 0.1654, |
| "step": 135 |
| }, |
| { |
| "epoch": 1.49, |
| "learning_rate": 3.0042918454935625e-05, |
| "loss": 0.0787, |
| "step": 140 |
| }, |
| { |
| "epoch": 1.55, |
| "learning_rate": 3.1115879828326185e-05, |
| "loss": 0.0531, |
| "step": 145 |
| }, |
| { |
| "epoch": 1.6, |
| "learning_rate": 3.218884120171674e-05, |
| "loss": 0.0825, |
| "step": 150 |
| }, |
| { |
| "epoch": 1.65, |
| "learning_rate": 3.3261802575107297e-05, |
| "loss": 0.0922, |
| "step": 155 |
| }, |
| { |
| "epoch": 1.71, |
| "learning_rate": 3.433476394849785e-05, |
| "loss": 0.0717, |
| "step": 160 |
| }, |
| { |
| "epoch": 1.76, |
| "learning_rate": 3.5407725321888415e-05, |
| "loss": 0.0787, |
| "step": 165 |
| }, |
| { |
| "epoch": 1.81, |
| "learning_rate": 3.648068669527897e-05, |
| "loss": 0.0244, |
| "step": 170 |
| }, |
| { |
| "epoch": 1.87, |
| "learning_rate": 3.755364806866953e-05, |
| "loss": 0.0837, |
| "step": 175 |
| }, |
| { |
| "epoch": 1.92, |
| "learning_rate": 3.862660944206008e-05, |
| "loss": 0.0572, |
| "step": 180 |
| }, |
| { |
| "epoch": 1.97, |
| "learning_rate": 3.9699570815450646e-05, |
| "loss": 0.0909, |
| "step": 185 |
| }, |
| { |
| "epoch": 1.99, |
| "eval_accuracy": 0.991140642303433, |
| "eval_loss": 0.022178057581186295, |
| "eval_runtime": 195.0995, |
| "eval_samples_per_second": 23.142, |
| "eval_steps_per_second": 1.451, |
| "step": 187 |
| }, |
| { |
| "epoch": 2.03, |
| "learning_rate": 4.077253218884121e-05, |
| "loss": 0.0909, |
| "step": 190 |
| }, |
| { |
| "epoch": 2.08, |
| "learning_rate": 4.1845493562231765e-05, |
| "loss": 0.0431, |
| "step": 195 |
| }, |
| { |
| "epoch": 2.13, |
| "learning_rate": 4.291845493562232e-05, |
| "loss": 0.0511, |
| "step": 200 |
| }, |
| { |
| "epoch": 2.19, |
| "learning_rate": 4.399141630901288e-05, |
| "loss": 0.0787, |
| "step": 205 |
| }, |
| { |
| "epoch": 2.24, |
| "learning_rate": 4.506437768240343e-05, |
| "loss": 0.0467, |
| "step": 210 |
| }, |
| { |
| "epoch": 2.29, |
| "learning_rate": 4.6137339055793995e-05, |
| "loss": 0.1184, |
| "step": 215 |
| }, |
| { |
| "epoch": 2.35, |
| "learning_rate": 4.721030042918455e-05, |
| "loss": 0.1344, |
| "step": 220 |
| }, |
| { |
| "epoch": 2.4, |
| "learning_rate": 4.828326180257511e-05, |
| "loss": 0.1384, |
| "step": 225 |
| }, |
| { |
| "epoch": 2.45, |
| "learning_rate": 4.935622317596566e-05, |
| "loss": 0.0953, |
| "step": 230 |
| }, |
| { |
| "epoch": 2.51, |
| "learning_rate": 4.9568965517241384e-05, |
| "loss": 0.0667, |
| "step": 235 |
| }, |
| { |
| "epoch": 2.56, |
| "learning_rate": 4.849137931034483e-05, |
| "loss": 0.0576, |
| "step": 240 |
| }, |
| { |
| "epoch": 2.61, |
| "learning_rate": 4.741379310344828e-05, |
| "loss": 0.1106, |
| "step": 245 |
| }, |
| { |
| "epoch": 2.67, |
| "learning_rate": 4.633620689655173e-05, |
| "loss": 0.1455, |
| "step": 250 |
| }, |
| { |
| "epoch": 2.72, |
| "learning_rate": 4.5258620689655176e-05, |
| "loss": 0.0161, |
| "step": 255 |
| }, |
| { |
| "epoch": 2.77, |
| "learning_rate": 4.418103448275862e-05, |
| "loss": 0.0959, |
| "step": 260 |
| }, |
| { |
| "epoch": 2.83, |
| "learning_rate": 4.3103448275862066e-05, |
| "loss": 0.1851, |
| "step": 265 |
| }, |
| { |
| "epoch": 2.88, |
| "learning_rate": 4.202586206896552e-05, |
| "loss": 0.0497, |
| "step": 270 |
| }, |
| { |
| "epoch": 2.93, |
| "learning_rate": 4.094827586206897e-05, |
| "loss": 0.0799, |
| "step": 275 |
| }, |
| { |
| "epoch": 2.99, |
| "learning_rate": 3.9870689655172416e-05, |
| "loss": 0.0641, |
| "step": 280 |
| }, |
| { |
| "epoch": 3.0, |
| "eval_accuracy": 0.9913621262458472, |
| "eval_loss": 0.022775284945964813, |
| "eval_runtime": 195.3033, |
| "eval_samples_per_second": 23.118, |
| "eval_steps_per_second": 1.449, |
| "step": 281 |
| }, |
| { |
| "epoch": 3.04, |
| "learning_rate": 3.8793103448275865e-05, |
| "loss": 0.0663, |
| "step": 285 |
| }, |
| { |
| "epoch": 3.09, |
| "learning_rate": 3.771551724137931e-05, |
| "loss": 0.045, |
| "step": 290 |
| }, |
| { |
| "epoch": 3.15, |
| "learning_rate": 3.663793103448276e-05, |
| "loss": 0.0787, |
| "step": 295 |
| }, |
| { |
| "epoch": 3.2, |
| "learning_rate": 3.556034482758621e-05, |
| "loss": 0.04, |
| "step": 300 |
| }, |
| { |
| "epoch": 3.25, |
| "learning_rate": 3.4482758620689657e-05, |
| "loss": 0.0534, |
| "step": 305 |
| }, |
| { |
| "epoch": 3.31, |
| "learning_rate": 3.3405172413793105e-05, |
| "loss": 0.0578, |
| "step": 310 |
| }, |
| { |
| "epoch": 3.36, |
| "learning_rate": 3.232758620689655e-05, |
| "loss": 0.021, |
| "step": 315 |
| }, |
| { |
| "epoch": 3.41, |
| "learning_rate": 3.125e-05, |
| "loss": 0.0138, |
| "step": 320 |
| }, |
| { |
| "epoch": 3.47, |
| "learning_rate": 3.017241379310345e-05, |
| "loss": 0.0461, |
| "step": 325 |
| }, |
| { |
| "epoch": 3.52, |
| "learning_rate": 2.9094827586206897e-05, |
| "loss": 0.0791, |
| "step": 330 |
| }, |
| { |
| "epoch": 3.57, |
| "learning_rate": 2.8017241379310345e-05, |
| "loss": 0.0544, |
| "step": 335 |
| }, |
| { |
| "epoch": 3.63, |
| "learning_rate": 2.6939655172413796e-05, |
| "loss": 0.0455, |
| "step": 340 |
| }, |
| { |
| "epoch": 3.68, |
| "learning_rate": 2.5862068965517244e-05, |
| "loss": 0.0334, |
| "step": 345 |
| }, |
| { |
| "epoch": 3.73, |
| "learning_rate": 2.4784482758620692e-05, |
| "loss": 0.0099, |
| "step": 350 |
| }, |
| { |
| "epoch": 3.79, |
| "learning_rate": 2.370689655172414e-05, |
| "loss": 0.0274, |
| "step": 355 |
| }, |
| { |
| "epoch": 3.84, |
| "learning_rate": 2.2629310344827588e-05, |
| "loss": 0.0298, |
| "step": 360 |
| }, |
| { |
| "epoch": 3.89, |
| "learning_rate": 2.1551724137931033e-05, |
| "loss": 0.0238, |
| "step": 365 |
| }, |
| { |
| "epoch": 3.95, |
| "learning_rate": 2.0474137931034484e-05, |
| "loss": 0.025, |
| "step": 370 |
| }, |
| { |
| "epoch": 4.0, |
| "learning_rate": 1.9396551724137932e-05, |
| "loss": 0.0717, |
| "step": 375 |
| }, |
| { |
| "epoch": 4.0, |
| "eval_accuracy": 0.9982281284606866, |
| "eval_loss": 0.005040737800300121, |
| "eval_runtime": 195.0025, |
| "eval_samples_per_second": 23.154, |
| "eval_steps_per_second": 1.451, |
| "step": 375 |
| }, |
| { |
| "epoch": 4.05, |
| "learning_rate": 1.831896551724138e-05, |
| "loss": 0.0287, |
| "step": 380 |
| }, |
| { |
| "epoch": 4.11, |
| "learning_rate": 1.7241379310344828e-05, |
| "loss": 0.0194, |
| "step": 385 |
| }, |
| { |
| "epoch": 4.16, |
| "learning_rate": 1.6163793103448276e-05, |
| "loss": 0.0255, |
| "step": 390 |
| }, |
| { |
| "epoch": 4.21, |
| "learning_rate": 1.5086206896551724e-05, |
| "loss": 0.0315, |
| "step": 395 |
| }, |
| { |
| "epoch": 4.27, |
| "learning_rate": 1.4008620689655172e-05, |
| "loss": 0.0677, |
| "step": 400 |
| }, |
| { |
| "epoch": 4.32, |
| "learning_rate": 1.2931034482758622e-05, |
| "loss": 0.0137, |
| "step": 405 |
| }, |
| { |
| "epoch": 4.37, |
| "learning_rate": 1.185344827586207e-05, |
| "loss": 0.0165, |
| "step": 410 |
| }, |
| { |
| "epoch": 4.43, |
| "learning_rate": 1.0775862068965516e-05, |
| "loss": 0.0133, |
| "step": 415 |
| }, |
| { |
| "epoch": 4.48, |
| "learning_rate": 9.698275862068966e-06, |
| "loss": 0.0235, |
| "step": 420 |
| }, |
| { |
| "epoch": 4.53, |
| "learning_rate": 8.620689655172414e-06, |
| "loss": 0.0158, |
| "step": 425 |
| }, |
| { |
| "epoch": 4.59, |
| "learning_rate": 7.543103448275862e-06, |
| "loss": 0.0428, |
| "step": 430 |
| }, |
| { |
| "epoch": 4.64, |
| "learning_rate": 6.465517241379311e-06, |
| "loss": 0.04, |
| "step": 435 |
| }, |
| { |
| "epoch": 4.69, |
| "learning_rate": 5.387931034482758e-06, |
| "loss": 0.0048, |
| "step": 440 |
| }, |
| { |
| "epoch": 4.75, |
| "learning_rate": 4.310344827586207e-06, |
| "loss": 0.0242, |
| "step": 445 |
| }, |
| { |
| "epoch": 4.8, |
| "learning_rate": 3.2327586206896555e-06, |
| "loss": 0.0141, |
| "step": 450 |
| }, |
| { |
| "epoch": 4.85, |
| "learning_rate": 2.1551724137931035e-06, |
| "loss": 0.0076, |
| "step": 455 |
| }, |
| { |
| "epoch": 4.91, |
| "learning_rate": 1.0775862068965518e-06, |
| "loss": 0.0206, |
| "step": 460 |
| }, |
| { |
| "epoch": 4.96, |
| "learning_rate": 0.0, |
| "loss": 0.0012, |
| "step": 465 |
| }, |
| { |
| "epoch": 4.96, |
| "eval_accuracy": 0.9995570321151717, |
| "eval_loss": 0.001114627462811768, |
| "eval_runtime": 194.5559, |
| "eval_samples_per_second": 23.207, |
| "eval_steps_per_second": 1.455, |
| "step": 465 |
| }, |
| { |
| "epoch": 4.96, |
| "step": 465, |
| "total_flos": 8.138660625246413e+18, |
| "train_loss": 0.10703883119408161, |
| "train_runtime": 7147.9833, |
| "train_samples_per_second": 4.186, |
| "train_steps_per_second": 0.065 |
| } |
| ], |
| "max_steps": 465, |
| "num_train_epochs": 5, |
| "total_flos": 8.138660625246413e+18, |
| "trial_name": null, |
| "trial_params": null |
| } |
|
|
