focal

• focal package
  • BuildHyperModel
    • BuildHyperModel.build()
  • BuildMLPHyperModel
    • BuildMLPHyperModel.build()
  • BuildMLPModel
    • BuildMLPModel.compile_model()
    • BuildMLPModel.create_checkpoints()
    • BuildMLPModel.create_early_stopping()
    • BuildMLPModel.get_averages_from_kfold()
    • BuildMLPModel.train_kfold_mlp()
  • CustomModel
    • CustomModel.compile_custom_model()
    • CustomModel.compile_image_only_model()
    • CustomModel.compile_model()
    • CustomModel.create_checkpoints()
    • CustomModel.create_early_stopping()
    • CustomModel.create_tensorboard_callback()
    • CustomModel.get_averages_from_kfold()
    • CustomModel.get_data_augmentation()
    • CustomModel.plot_metric()
    • CustomModel.reduce_on_plateau()
    • CustomModel.train_kfold()
    • CustomModel.train_model()
  • DataCollector
    • DataCollector.create_custom_dataset()
    • DataCollector.create_datasets()
    • DataCollector.create_kfold_datasets()
    • DataCollector.df
    • DataCollector.extract_data()
    • DataCollector.get_backbone_preprocessor()
    • DataCollector.image_only_dataset()
    • DataCollector.load_process_images()
    • DataCollector.save_scaler_encoder()
  • GradCAM
    • GradCAM.compute_all_heatmaps()
    • GradCAM.compute_heatmap()
    • GradCAM.plot_heatmap()
  • HyperParameterTuning
    • HyperParameterTuning.get_best_hyperparameters()
    • HyperParameterTuning.get_best_model()
    • HyperParameterTuning.run_search()
    • HyperParameterTuning.save_best_model()
    • HyperParameterTuning.tuner
  • ImageHyperparameterTuning
    • ImageHyperparameterTuning.tuner
  • ImageOnlyHyperModel
    • ImageOnlyHyperModel.build()
  • MLPDataCollector
    • MLPDataCollector.create_datasets()
    • MLPDataCollector.create_kfold_datasets()
    • MLPDataCollector.extract_data()
  • MLPHyperparameterTuning
  • TensionPredictor
    • TensionPredictor.load_and_preprocess_image()
    • TensionPredictor.plot_metric()
    • TensionPredictor.predict()
  • TestPredictions
    • TestPredictions.display_classification_report()
    • TestPredictions.display_confusion_matrix()
    • TestPredictions.gather_predictions()
    • TestPredictions.plot_roc()
    • TestPredictions.test_prediction()
  • XGBoostModel
    • XGBoostModel.get_model()
    • XGBoostModel.load()
    • XGBoostModel.plot_metrics()
    • XGBoostModel.save()
    • XGBoostModel.train()
  • XGBoostPredictor
    • XGBoostPredictor.load()
    • XGBoostPredictor.predict()
  • Subpackages
    • focal.commands package
      • Submodules
  • Submodules
    • focal.config_schema module
      • BaseConfig
      • CNNHyperparameterConfig
      • CheckpointMixin
      • EarlyStoppingMixin
      • GradCamConfig
      • ImageHyperparameterConfig
      • MLPHyperparameterConfig
      • ModelConfig
      • TestCNNConfig
      • TestImageOnlyConfig
      • TestMLPConfig
      • TestRLConfig
      • TestXGBoostConfig
      • TrainCNNConfig
      • TrainImageOnlyConfig
      • TrainKFoldCNNConfig
      • TrainKFoldMLPConfig
      • TrainMLPConfig
      • TrainRLConfig
      • TrainXGBoostConfig
      • load_config()
    • focal.constants module
    • focal.data_processing module
      • BadCleaveTensionClassifier
      • DataCollector
      • MLPDataCollector
    • focal.grad_cam module
      • GradCAM
    • focal.hyperparameter_tuning module
      • BuildHyperModel
      • BuildMLPHyperModel
      • HyperParameterTuning
      • ImageHyperparameterTuning
      • ImageOnlyHyperModel
      • MLPHyperparameterTuning
    • focal.main module
      • main()
    • focal.mlflow_utils module
      • log_classifier_test_results()
      • log_cnn_hyperparameter()
      • log_cnn_training_run()
      • log_image_training_run()
      • log_mlp_hyperparameter()
      • log_mlp_training_run()
      • log_regressor_test_results()
      • log_rl_test()
      • log_xgb_training_run()
    • focal.mlp_model module
      • BuildMLPModel
    • focal.model_pipeline module
      • CustomModel
    • focal.prediction_testing module
      • TensionPredictor
      • TestPredictions
      • TestTensionPredictions
    • focal.rl_pipeline module
      • CleaveEnv
      • TestAgent
      • TrainAgent
    • focal.xgboost_pipeline module
      • XGBoostModel
      • XGBoostPredictor