# %% import json import os import sys import cv2 import logging from logging.handlers import RotatingFileHandler from concurrent.futures import ThreadPoolExecutor from tqdm import tqdm # 配置日志记录到文件 # 日志配置 def setup_logger(log_file): logger = logging.getLogger("ImageProcessingLogger") logger.setLevel(logging.DEBUG) # 设置文件滚动,每个日志文件最大10MB,保留5个文件 handler = RotatingFileHandler(log_file, maxBytes=10 * 1024 * 1024, backupCount=5) handler.setLevel(logging.DEBUG) # 设置日志格式 formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s') handler.setFormatter(formatter) # 添加处理器 logger.addHandler(handler) return logger # 日志实例 logger = setup_logger("app.log") def read_json(file_path): with open(file_path, 'r', encoding='utf-8') as file: data = json.load(file) return data def write_json(file_path, data): with open(file_path, 'w', encoding='utf-8') as file: json.dump(data, file, ensure_ascii=False, indent=4) def get_corrdinate(data, image_path,logger, out_root=None): try: image_name = image_path.split('/')[-1] out_path = os.path.join(out_root, image_name) y_str, x_str = data['click_loc'].split(',')[2:] y = float(y_str.split(':')[1]) x = float(x_str.strip()) # print(f"x: {x}, y: {y}") image = cv2.imread(image_path) if image is None: logger.error(f"Failed to read image: {image_path}") return height, width, _ = image.shape # print(f"height: {height}, width: {width}") x = int(x * width) y = int(y * height) # print(f"x: {x}, y: {y}") color = (0, 255, 0) thickness = 5 center = (x, y) length = 35 cv2.line(image, (center[0] - length, center[1] - length), (center[0] - length, center[1] + length), color, thickness) cv2.line(image, (center[0] - length, center[1] + length), (center[0] + length, center[1] + length), color, thickness) cv2.line(image, (center[0] + length, center[1] + length), (center[0] + length, center[1] - length), color, thickness) cv2.line(image, (center[0] + length, center[1] - length), (center[0] - length, center[1] - length), color, thickness) cv2.imwrite(out_path, image) # 每处理100张记录日志 if count % 100 == 0: logger.info(f"Processed {count} images successfully.") except Exception as e: logger.exception(f"Error processing data: {data}. Exception: {e}") def process_data(data, root_path,logger, out_root): image_path = os.path.join(root_path, data['image']) get_corrdinate(data, image_path,logger, out_root) if __name__ == "__main__": # 参数配置 json_file = r'/code/Auto-GUI/dataset/mind/general_blip_train_llava_coco.json' root_path = r'/code/Auto-GUI/dataset' out_root = r'/code/Auto-GUI/dataset/coco_corrdinate' count = 0 # 读取 JSON 数据 data = read_json(json_file) data1 = [line for line in data if line['action_type'] == '#DUAL_POINT#'][1:] logging.debug(f"total data: " +str(len(data1))) # 并行处理数据 os.makedirs(out_root, exist_ok=True) with ThreadPoolExecutor(max_workers=8) as executor: list(tqdm(executor.map(lambda d: process_data(d, root_path, logger, out_root), data1), total=len(data1))) # list(tqdm(executor.map(lambda d: process_data(d, root_path, out_root), data1), total=len(data1))) logger.info("All processing complete.")