import cv2 import os import json import streamlit as st @st.cache def load_image( image_name: str, path_to_folder: str = "../images", bgr2rgb: bool = True ): path_to_image = os.path.join(path_to_folder, image_name) image = cv2.imread(path_to_image) if bgr2rgb: image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) return image @st.cache def get_images_list(path_to_folder: str) -> list: image_names_list = [ x for x in os.listdir(path_to_folder) if x[-3:] in ["jpg", "peg", "png"] ] return image_names_list def fill_placeholders(params, placeholder_params): # TODO: refactor if "placeholder" in params: placeholder_dict = params["placeholder"] for k, v in placeholder_dict.items(): if isinstance(v, list): params[k] = [] for element in v: if element in placeholder_params: params[k].append(placeholder_params[element]) else: params[k].append(element) else: if v in placeholder_params: params[k] = placeholder_params[v] else: params[k] = v params.pop("placeholder") return params @st.cache def load_augmentations_config( placeholder_params: dict, path_to_config: str = "configs/augmentations.json" ) -> dict: with open(path_to_config, "r") as config_file: augmentations = json.load(config_file) for name, params in augmentations.items(): params = [fill_placeholders(param, placeholder_params) for param in params] return augmentations def get_params_string(param_values: dict) -> str: params_string = ", ".join( [k + "=" + str(param_values[k]) for k in param_values.keys()] ) return params_string