{
  "best_metric": 0.048169028013944626,
  "best_model_checkpoint": "google/vit-base-patch16-224-in21k_covid_19_ct_scans/checkpoint-432",
  "epoch": 12.0,
  "eval_steps": 500,
  "global_step": 648,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.018518518518518517,
      "grad_norm": 3.8348426818847656,
      "learning_rate": 0.00019969135802469138,
      "loss": 0.6804,
      "step": 1
    },
    {
      "epoch": 1.0,
      "eval_AUC": 0.5,
      "eval_F1": 0.47277227722772275,
      "eval_Precision": 0.8967136150234741,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.8967136150234741,
      "eval_loss": 0.38209885358810425,
      "eval_runtime": 4.2504,
      "eval_samples_per_second": 50.113,
      "eval_steps_per_second": 3.294,
      "step": 54
    },
    {
      "epoch": 2.0,
      "eval_AUC": 0.5,
      "eval_F1": 0.47277227722772275,
      "eval_Precision": 0.8967136150234741,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.8967136150234741,
      "eval_loss": 0.413409024477005,
      "eval_runtime": 4.3554,
      "eval_samples_per_second": 48.904,
      "eval_steps_per_second": 3.214,
      "step": 108
    },
    {
      "epoch": 3.0,
      "eval_AUC": 0.5454545454545454,
      "eval_F1": 0.5584577114427861,
      "eval_Precision": 0.9052132701421801,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9061032863849765,
      "eval_loss": 0.27077189087867737,
      "eval_runtime": 4.2214,
      "eval_samples_per_second": 50.458,
      "eval_steps_per_second": 3.316,
      "step": 162
    },
    {
      "epoch": 4.0,
      "eval_AUC": 0.7272727272727273,
      "eval_F1": 0.797271573604061,
      "eval_Precision": 0.9408866995073891,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9436619718309859,
      "eval_loss": 0.2405475229024887,
      "eval_runtime": 4.1493,
      "eval_samples_per_second": 51.335,
      "eval_steps_per_second": 3.374,
      "step": 216
    },
    {
      "epoch": 5.0,
      "eval_AUC": 0.7272727272727273,
      "eval_F1": 0.797271573604061,
      "eval_Precision": 0.9408866995073891,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9436619718309859,
      "eval_loss": 0.21931496262550354,
      "eval_runtime": 4.3053,
      "eval_samples_per_second": 49.474,
      "eval_steps_per_second": 3.252,
      "step": 270
    },
    {
      "epoch": 6.0,
      "eval_AUC": 0.9309852451213707,
      "eval_F1": 0.8774901960784314,
      "eval_Precision": 0.9891304347826086,
      "eval_Recall": 0.9528795811518325,
      "eval_accuracy": 0.9483568075117371,
      "eval_loss": 0.1719074547290802,
      "eval_runtime": 4.1609,
      "eval_samples_per_second": 51.191,
      "eval_steps_per_second": 3.365,
      "step": 324
    },
    {
      "epoch": 7.0,
      "eval_AUC": 0.9519276534983341,
      "eval_F1": 0.9611998299836055,
      "eval_Precision": 0.9895833333333334,
      "eval_Recall": 0.9947643979057592,
      "eval_accuracy": 0.9859154929577465,
      "eval_loss": 0.05248570814728737,
      "eval_runtime": 4.1623,
      "eval_samples_per_second": 51.174,
      "eval_steps_per_second": 3.364,
      "step": 378
    },
    {
      "epoch": 8.0,
      "eval_AUC": 0.9545454545454545,
      "eval_F1": 0.9735863095238095,
      "eval_Precision": 0.9896373056994818,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9906103286384976,
      "eval_loss": 0.048169028013944626,
      "eval_runtime": 4.2766,
      "eval_samples_per_second": 49.806,
      "eval_steps_per_second": 3.274,
      "step": 432
    },
    {
      "epoch": 9.0,
      "eval_AUC": 0.8863636363636364,
      "eval_F1": 0.9294374875770225,
      "eval_Precision": 0.9744897959183674,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9765258215962441,
      "eval_loss": 0.09067811071872711,
      "eval_runtime": 4.2163,
      "eval_samples_per_second": 50.519,
      "eval_steps_per_second": 3.32,
      "step": 486
    },
    {
      "epoch": 9.25925925925926,
      "grad_norm": 0.03957719728350639,
      "learning_rate": 4.567901234567901e-05,
      "loss": 0.1258,
      "step": 500
    },
    {
      "epoch": 10.0,
      "eval_AUC": 0.8863636363636364,
      "eval_F1": 0.9294374875770225,
      "eval_Precision": 0.9744897959183674,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9765258215962441,
      "eval_loss": 0.10092553496360779,
      "eval_runtime": 4.2027,
      "eval_samples_per_second": 50.682,
      "eval_steps_per_second": 3.331,
      "step": 540
    },
    {
      "epoch": 11.0,
      "eval_AUC": 0.8863636363636364,
      "eval_F1": 0.9294374875770225,
      "eval_Precision": 0.9744897959183674,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9765258215962441,
      "eval_loss": 0.10514290630817413,
      "eval_runtime": 4.2216,
      "eval_samples_per_second": 50.454,
      "eval_steps_per_second": 3.316,
      "step": 594
    },
    {
      "epoch": 12.0,
      "eval_AUC": 0.8863636363636364,
      "eval_F1": 0.9294374875770225,
      "eval_Precision": 0.9744897959183674,
      "eval_Recall": 1.0,
      "eval_accuracy": 0.9765258215962441,
      "eval_loss": 0.10642894357442856,
      "eval_runtime": 4.2244,
      "eval_samples_per_second": 50.421,
      "eval_steps_per_second": 3.314,
      "step": 648
    },
    {
      "epoch": 12.0,
      "step": 648,
      "total_flos": 7.894883901934633e+17,
      "train_loss": 0.09885871769101531,
      "train_runtime": 224.7245,
      "train_samples_per_second": 45.336,
      "train_steps_per_second": 2.884
    }
  ],
  "logging_steps": 500,
  "max_steps": 648,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 12,
  "save_steps": 500,
  "stateful_callbacks": {
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": true
      },
      "attributes": {}
    }
  },
  "total_flos": 7.894883901934633e+17,
  "train_batch_size": 16,
  "trial_name": null,
  "trial_params": null
}