{ "best_metric": 0.8333333333333334, "best_model_checkpoint": "swinv2-tiny-patch4-window8-256-dmae-va-U5-42/checkpoint-201", "epoch": 37.935483870967744, "eval_steps": 500, "global_step": 294, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.9, "eval_accuracy": 0.4, "eval_loss": 1.3298888206481934, "eval_runtime": 2.4022, "eval_samples_per_second": 24.977, "eval_steps_per_second": 0.833, "step": 7 }, { "epoch": 1.55, "grad_norm": 3.2318508625030518, "learning_rate": 2e-05, "loss": 1.3678, "step": 12 }, { "epoch": 1.94, "eval_accuracy": 0.45, "eval_loss": 1.2662369012832642, "eval_runtime": 1.2745, "eval_samples_per_second": 47.077, "eval_steps_per_second": 1.569, "step": 15 }, { "epoch": 2.97, "eval_accuracy": 0.5166666666666667, "eval_loss": 1.09585440158844, "eval_runtime": 1.282, "eval_samples_per_second": 46.801, "eval_steps_per_second": 1.56, "step": 23 }, { "epoch": 3.1, "grad_norm": 5.9810967445373535, "learning_rate": 4e-05, "loss": 1.2546, "step": 24 }, { "epoch": 4.0, "eval_accuracy": 0.55, "eval_loss": 0.9759470820426941, "eval_runtime": 2.1999, "eval_samples_per_second": 27.274, "eval_steps_per_second": 0.909, "step": 31 }, { "epoch": 4.65, "grad_norm": 8.929350852966309, "learning_rate": 4.886363636363637e-05, "loss": 1.0271, "step": 36 }, { "epoch": 4.9, "eval_accuracy": 0.5666666666666667, "eval_loss": 0.9374793767929077, "eval_runtime": 1.3051, "eval_samples_per_second": 45.972, "eval_steps_per_second": 1.532, "step": 38 }, { "epoch": 5.94, "eval_accuracy": 0.6, "eval_loss": 0.8728086948394775, "eval_runtime": 1.6572, "eval_samples_per_second": 36.206, "eval_steps_per_second": 1.207, "step": 46 }, { "epoch": 6.19, "grad_norm": 12.113182067871094, "learning_rate": 4.659090909090909e-05, "loss": 0.8075, "step": 48 }, { "epoch": 6.97, "eval_accuracy": 0.7166666666666667, "eval_loss": 0.7359870076179504, "eval_runtime": 1.8366, "eval_samples_per_second": 32.668, "eval_steps_per_second": 1.089, "step": 54 }, { "epoch": 7.74, "grad_norm": 10.912686347961426, "learning_rate": 4.431818181818182e-05, "loss": 0.7026, "step": 60 }, { "epoch": 8.0, "eval_accuracy": 0.6666666666666666, "eval_loss": 0.8097081780433655, "eval_runtime": 1.5216, "eval_samples_per_second": 39.432, "eval_steps_per_second": 1.314, "step": 62 }, { "epoch": 8.9, "eval_accuracy": 0.7, "eval_loss": 0.7073581218719482, "eval_runtime": 1.2986, "eval_samples_per_second": 46.204, "eval_steps_per_second": 1.54, "step": 69 }, { "epoch": 9.29, "grad_norm": 7.962848663330078, "learning_rate": 4.204545454545455e-05, "loss": 0.5711, "step": 72 }, { "epoch": 9.94, "eval_accuracy": 0.7833333333333333, "eval_loss": 0.6912961602210999, "eval_runtime": 1.3465, "eval_samples_per_second": 44.561, "eval_steps_per_second": 1.485, "step": 77 }, { "epoch": 10.84, "grad_norm": 9.730597496032715, "learning_rate": 3.9772727272727275e-05, "loss": 0.5063, "step": 84 }, { "epoch": 10.97, "eval_accuracy": 0.7166666666666667, "eval_loss": 0.7461908459663391, "eval_runtime": 1.3164, "eval_samples_per_second": 45.578, "eval_steps_per_second": 1.519, "step": 85 }, { "epoch": 12.0, "eval_accuracy": 0.5833333333333334, "eval_loss": 0.8508856296539307, "eval_runtime": 1.2995, "eval_samples_per_second": 46.172, "eval_steps_per_second": 1.539, "step": 93 }, { "epoch": 12.39, "grad_norm": 6.257162570953369, "learning_rate": 3.7500000000000003e-05, "loss": 0.4701, "step": 96 }, { "epoch": 12.9, "eval_accuracy": 0.7333333333333333, "eval_loss": 0.6895251870155334, "eval_runtime": 1.2873, "eval_samples_per_second": 46.61, "eval_steps_per_second": 1.554, "step": 100 }, { "epoch": 13.94, "grad_norm": 8.040353775024414, "learning_rate": 3.522727272727273e-05, "loss": 0.3708, "step": 108 }, { "epoch": 13.94, "eval_accuracy": 0.6833333333333333, "eval_loss": 0.7592976689338684, "eval_runtime": 1.3064, "eval_samples_per_second": 45.927, "eval_steps_per_second": 1.531, "step": 108 }, { "epoch": 14.97, "eval_accuracy": 0.7166666666666667, "eval_loss": 0.8621997833251953, "eval_runtime": 1.8003, "eval_samples_per_second": 33.327, "eval_steps_per_second": 1.111, "step": 116 }, { "epoch": 15.48, "grad_norm": 9.414116859436035, "learning_rate": 3.295454545454545e-05, "loss": 0.3581, "step": 120 }, { "epoch": 16.0, "eval_accuracy": 0.7666666666666667, "eval_loss": 0.750374972820282, "eval_runtime": 1.348, "eval_samples_per_second": 44.509, "eval_steps_per_second": 1.484, "step": 124 }, { "epoch": 16.9, "eval_accuracy": 0.75, "eval_loss": 0.669380247592926, "eval_runtime": 1.2906, "eval_samples_per_second": 46.49, "eval_steps_per_second": 1.55, "step": 131 }, { "epoch": 17.03, "grad_norm": 10.203311920166016, "learning_rate": 3.068181818181818e-05, "loss": 0.3342, "step": 132 }, { "epoch": 17.94, "eval_accuracy": 0.7333333333333333, "eval_loss": 0.726170003414154, "eval_runtime": 1.2961, "eval_samples_per_second": 46.292, "eval_steps_per_second": 1.543, "step": 139 }, { "epoch": 18.58, "grad_norm": 6.9751410484313965, "learning_rate": 2.8409090909090912e-05, "loss": 0.2979, "step": 144 }, { "epoch": 18.97, "eval_accuracy": 0.7166666666666667, "eval_loss": 0.7233790159225464, "eval_runtime": 1.5486, "eval_samples_per_second": 38.744, "eval_steps_per_second": 1.291, "step": 147 }, { "epoch": 20.0, "eval_accuracy": 0.7833333333333333, "eval_loss": 0.6403045058250427, "eval_runtime": 1.8291, "eval_samples_per_second": 32.804, "eval_steps_per_second": 1.093, "step": 155 }, { "epoch": 20.13, "grad_norm": 11.188940048217773, "learning_rate": 2.6136363636363637e-05, "loss": 0.2919, "step": 156 }, { "epoch": 20.9, "eval_accuracy": 0.7666666666666667, "eval_loss": 0.6847358345985413, "eval_runtime": 1.8691, "eval_samples_per_second": 32.102, "eval_steps_per_second": 1.07, "step": 162 }, { "epoch": 21.68, "grad_norm": 8.915830612182617, "learning_rate": 2.3863636363636365e-05, "loss": 0.274, "step": 168 }, { "epoch": 21.94, "eval_accuracy": 0.75, "eval_loss": 0.6942654848098755, "eval_runtime": 1.6216, "eval_samples_per_second": 37.0, "eval_steps_per_second": 1.233, "step": 170 }, { "epoch": 22.97, "eval_accuracy": 0.7833333333333333, "eval_loss": 0.7235167026519775, "eval_runtime": 1.2987, "eval_samples_per_second": 46.199, "eval_steps_per_second": 1.54, "step": 178 }, { "epoch": 23.23, "grad_norm": 5.901014804840088, "learning_rate": 2.1590909090909093e-05, "loss": 0.2434, "step": 180 }, { "epoch": 24.0, "eval_accuracy": 0.75, "eval_loss": 0.7835569977760315, "eval_runtime": 1.3206, "eval_samples_per_second": 45.434, "eval_steps_per_second": 1.514, "step": 186 }, { "epoch": 24.77, "grad_norm": 9.987520217895508, "learning_rate": 1.9318181818181818e-05, "loss": 0.239, "step": 192 }, { "epoch": 24.9, "eval_accuracy": 0.8166666666666667, "eval_loss": 0.7199376225471497, "eval_runtime": 1.3056, "eval_samples_per_second": 45.956, "eval_steps_per_second": 1.532, "step": 193 }, { "epoch": 25.94, "eval_accuracy": 0.8333333333333334, "eval_loss": 0.6805989146232605, "eval_runtime": 1.2869, "eval_samples_per_second": 46.625, "eval_steps_per_second": 1.554, "step": 201 }, { "epoch": 26.32, "grad_norm": 9.460673332214355, "learning_rate": 1.7045454545454546e-05, "loss": 0.2184, "step": 204 }, { "epoch": 26.97, "eval_accuracy": 0.8, "eval_loss": 0.6923350095748901, "eval_runtime": 1.3321, "eval_samples_per_second": 45.043, "eval_steps_per_second": 1.501, "step": 209 }, { "epoch": 27.87, "grad_norm": 7.031528472900391, "learning_rate": 1.4772727272727274e-05, "loss": 0.2176, "step": 216 }, { "epoch": 28.0, "eval_accuracy": 0.7833333333333333, "eval_loss": 0.7069784998893738, "eval_runtime": 1.3346, "eval_samples_per_second": 44.957, "eval_steps_per_second": 1.499, "step": 217 }, { "epoch": 28.9, "eval_accuracy": 0.7666666666666667, "eval_loss": 0.6990731954574585, "eval_runtime": 1.3399, "eval_samples_per_second": 44.779, "eval_steps_per_second": 1.493, "step": 224 }, { "epoch": 29.42, "grad_norm": 6.380643367767334, "learning_rate": 1.25e-05, "loss": 0.231, "step": 228 }, { "epoch": 29.94, "eval_accuracy": 0.7833333333333333, "eval_loss": 0.7043098211288452, "eval_runtime": 1.3053, "eval_samples_per_second": 45.968, "eval_steps_per_second": 1.532, "step": 232 }, { "epoch": 30.97, "grad_norm": 7.81527042388916, "learning_rate": 1.0227272727272729e-05, "loss": 0.1889, "step": 240 }, { "epoch": 30.97, "eval_accuracy": 0.7666666666666667, "eval_loss": 0.6575068235397339, "eval_runtime": 1.3306, "eval_samples_per_second": 45.092, "eval_steps_per_second": 1.503, "step": 240 }, { "epoch": 32.0, "eval_accuracy": 0.75, "eval_loss": 0.752100944519043, "eval_runtime": 1.3091, "eval_samples_per_second": 45.833, "eval_steps_per_second": 1.528, "step": 248 }, { "epoch": 32.52, "grad_norm": 12.994545936584473, "learning_rate": 7.954545454545455e-06, "loss": 0.2033, "step": 252 }, { "epoch": 32.9, "eval_accuracy": 0.7833333333333333, "eval_loss": 0.7062455415725708, "eval_runtime": 1.3337, "eval_samples_per_second": 44.989, "eval_steps_per_second": 1.5, "step": 255 }, { "epoch": 33.94, "eval_accuracy": 0.8, "eval_loss": 0.6957877278327942, "eval_runtime": 1.3005, "eval_samples_per_second": 46.136, "eval_steps_per_second": 1.538, "step": 263 }, { "epoch": 34.06, "grad_norm": 6.9790143966674805, "learning_rate": 5.681818181818182e-06, "loss": 0.1891, "step": 264 }, { "epoch": 34.97, "eval_accuracy": 0.8, "eval_loss": 0.7188975811004639, "eval_runtime": 1.2948, "eval_samples_per_second": 46.34, "eval_steps_per_second": 1.545, "step": 271 }, { "epoch": 35.61, "grad_norm": 10.62868881225586, "learning_rate": 3.409090909090909e-06, "loss": 0.1739, "step": 276 }, { "epoch": 36.0, "eval_accuracy": 0.8, "eval_loss": 0.7456963658332825, "eval_runtime": 1.3109, "eval_samples_per_second": 45.772, "eval_steps_per_second": 1.526, "step": 279 }, { "epoch": 36.9, "eval_accuracy": 0.7833333333333333, "eval_loss": 0.7766147255897522, "eval_runtime": 1.3196, "eval_samples_per_second": 45.469, "eval_steps_per_second": 1.516, "step": 286 }, { "epoch": 37.16, "grad_norm": 11.091560363769531, "learning_rate": 1.1363636363636364e-06, "loss": 0.1949, "step": 288 }, { "epoch": 37.94, "eval_accuracy": 0.7666666666666667, "eval_loss": 0.7808470129966736, "eval_runtime": 1.3104, "eval_samples_per_second": 45.788, "eval_steps_per_second": 1.526, "step": 294 }, { "epoch": 37.94, "step": 294, "total_flos": 1.2027310550050406e+18, "train_loss": 0.44187615152929915, "train_runtime": 903.9492, "train_samples_per_second": 45.255, "train_steps_per_second": 0.325 } ], "logging_steps": 12, "max_steps": 294, "num_input_tokens_seen": 0, "num_train_epochs": 42, "save_steps": 500, "total_flos": 1.2027310550050406e+18, "train_batch_size": 32, "trial_name": null, "trial_params": null }