import json import os def process_mappings(original_mapping_path, inverse_mapping_path, frequency_data_path, output_dir=None): """ 处理正向和反向映射关系,根据使用频率重新排序并生成新的ID 参数: original_mapping_path: 原始映射关系JSON文件路径 inverse_mapping_path: 反向映射关系JSON文件路径 frequency_data_path: 包含使用频率数据的JSON文件路径 output_dir: 输出新映射文件的目录,默认为原文件所在目录 """ # 读取原正向映射关系 with open(original_mapping_path, 'r', encoding='utf-8') as f: original_mapping = json.load(f) # 读取原反向映射关系 with open(inverse_mapping_path, 'r', encoding='utf-8') as f: inverse_mapping = json.load(f) # 读取频率数据 with open(frequency_data_path, 'r', encoding='utf-8') as f: frequency_data = json.load(f) # 创建part_name到usage_count的映射 part_frequency = {item['part_name']: item['usage_count'] for item in frequency_data} # 提取所有part_name,确保不遗漏任何数据 all_parts = set(original_mapping.values()) all_parts.update(inverse_mapping.keys()) all_parts.update(part_frequency.keys()) # 按照使用频率排序,频率高的在前 # 对于没有频率数据的part,使用0作为默认值 sorted_parts = sorted(all_parts, key=lambda x: part_frequency.get(x, 0), reverse=True) # 生成新的正向映射关系,ID从0开始 new_forward_mapping = {str(i): part for i, part in enumerate(sorted_parts)} # 生成新的反向映射关系 (part_name -> ID) #new_inverse_mapping = {part: str(i) for i, part in enumerate(sorted_parts)} new_inverse_mapping = {part: int(i) for i, part in enumerate(sorted_parts)} # 确定输出目录 if output_dir is None: output_dir = os.path.dirname(original_mapping_path) # 构建输出文件路径 forward_output = os.path.join(output_dir, "new_forward_mapping.json") inverse_output = os.path.join(output_dir, "new_inverse_mapping.json") # 保存新的正向映射 with open(forward_output, 'w', encoding='utf-8') as f: json.dump(new_forward_mapping, f, ensure_ascii=False, indent=4) # 保存新的反向映射 with open(inverse_output, 'w', encoding='utf-8') as f: json.dump(new_inverse_mapping, f, ensure_ascii=False, indent=4) print(f"新的正向映射已生成: {forward_output}") print(f"新的反向映射已生成: {inverse_output}") print(f"共处理 {len(new_forward_mapping)} 个part") return new_forward_mapping, new_inverse_mapping if __name__ == "__main__": # 示例用法,根据实际情况修改文件路径 original_mapping_file = "/public/home/wangshuo/gap/assembly/data/car_1k/subset_self/label_mapping.json" # 原正向映射文件 inverse_mapping_file = "/public/home/wangshuo/gap/assembly/data/car_1k/subset_self/label_inverse_mapping.json" # 原反向映射文件 frequency_data_file = "/public/home/wangshuo/gap/assembly/data/car_1k/subset_self/label_frequency.json" # 频率数据文件 # 处理映射关系 process_mappings(original_mapping_file, inverse_mapping_file, frequency_data_file)