--- a +++ b/code/2_process_patches.py @@ -0,0 +1,64 @@ +import config + +from utils_processing import (balance_classes, gen_train_patches, + gen_val_patches, produce_patches) + +########################################### +# MAIN # +########################################### +print("\n\n+++++ Running 2_process_patches.py +++++") +print("\n----- Generating training patches -----") +# Generate training patches. +gen_train_patches(input_folder=config.args.wsi_train, + output_folder=config.train_patches, + num_train_per_class=config.args.num_train_per_class, + num_workers=config.args.num_workers, + patch_size=config.args.patch_size, + purple_threshold=config.args.purple_threshold, + purple_scale_size=config.args.purple_scale_size, + image_ext=config.args.image_ext, + type_histopath=config.args.type_histopath) +print("----- Finished generating training patches -----\n") +print("----- Balancing the training patches -----") +# Balance the training patches. +balance_classes(training_folder=config.train_patches) +print("----- Finished balancing the training patches -----\n") +print("----- Generating validation patches -----") +# Generate validation patches. +gen_val_patches(input_folder=config.args.wsi_val, + output_folder=config.val_patches, + overlap_factor=config.args.gen_val_patches_overlap_factor, + num_workers=config.args.num_workers, + patch_size=config.args.patch_size, + purple_threshold=config.args.purple_threshold, + purple_scale_size=config.args.purple_scale_size, + image_ext=config.args.image_ext, + type_histopath=config.args.type_histopath) +print("----- Finished generating validation patches -----\n") +print("----- Generating validation evaluation patches -----") +# Generate validation evaluation patches. +produce_patches(input_folder=config.args.wsi_val, + output_folder=config.args.patches_eval_val, + inverse_overlap_factor=config.args.slide_overlap, + by_folder=config.args.by_folder, + num_workers=config.args.num_workers, + patch_size=config.args.patch_size, + purple_threshold=config.args.purple_threshold, + purple_scale_size=config.args.purple_scale_size, + image_ext=config.args.image_ext, + type_histopath=config.args.type_histopath) +print("----- Finished generating validation evaluation patches -----\n") +print("----- Generating test evaluation patches -----") +# Generate test evaluation patches. +produce_patches(input_folder=config.args.wsi_test, + output_folder=config.args.patches_eval_test, + inverse_overlap_factor=config.args.slide_overlap, + by_folder=config.args.by_folder, + num_workers=config.args.num_workers, + patch_size=config.args.patch_size, + purple_threshold=config.args.purple_threshold, + purple_scale_size=config.args.purple_scale_size, + image_ext=config.args.image_ext, + type_histopath=config.args.type_histopath) +print("----- Finished generating test evaluation patches -----\n") +print("+++++ Finished running 2_process_patches.py +++++\n\n")