#!/usr/bin/env python3 import io import requests import oss2 import pymysql import cnocr import json import numpy as np from PIL import Image, ImageFile from dotenv import dotenv_values from elasticsearch import Elasticsearch ImageFile.LOAD_TRUNCATED_IMAGES = True config = dotenv_values(".env") oss2.defaults.connection_pool_size = 100 class MyEncoder(json.JSONEncoder): def default(self, obj): if isinstance(obj, np.float32): return int(obj) if isinstance(obj, np.ndarray): return obj.astype(int).tolist() return super(MyEncoder, self).default(obj) def download_image(url:str) -> Image.Image: try: if url.startswith('http://image.gameuiux.cn/') or url.startswith('https://image.gameuiux.cn/'): url = url.replace('http://image.gameuiux.cn/', '').replace('https://image.gameuiux.cn/', '') oss_auth = oss2.Auth(config['OSS_ACCESS_KEY_ID'], config['OSS_ACCESS_KEY_SECRET']) return Image.open(io.BytesIO(oss2.Bucket(oss_auth, f'http://{config["OSS_HOST"]}', config['OSS_BUCKET_NAME']).get_object(url).read())) else: response = requests.get(url) return Image.open(io.BytesIO(response.content)) except Exception: print(f'图片从{url}下载失败') return None def connect_to_mysql(): return pymysql.connect(host=config['MYSQL_HOST'], user=config['MYSQL_USER'], password=config['MYSQL_PASSWORD'], database=config['MYSQL_NAME'], cursorclass=pymysql.cursors.SSDictCursor) def save_text(conn, id:int, text:str): with conn.cursor() as cursor: cursor.execute("UPDATE web_images SET text = %s WHERE id = %s", (text, id)) def process_images(conn, ocr, es): with conn.cursor(pymysql.cursors.SSCursor) as cursor: cursor.execute("SELECT id, content, text FROM web_images WHERE text!='' LIMIT 10") for id, content, text in cursor.fetchall(): image = download_image(content) if image is None: continue item = [x for x in ocr.ocr(image) if x['text'] and not x['text'].isdigit() and len(x['text']) > 1] save_text(conn, id, json.dumps(item, ensure_ascii=False, cls=MyEncoder)) texts = ' '.join([x['text'] for x in item]) es.index(index='web_images', id=id, body={'content': texts}) def main(): es = Elasticsearch(config['ELASTICSEARCH_HOST'], basic_auth=(config['ELASTICSEARCH_USERNAME'], config['ELASTICSEARCH_PASSWORD']), verify_certs=False) if not es.indices.exists(index='web_images'): es.indices.create(index='web_images') ocr = cnocr.CnOcr(rec_model_name='ch_PP-OCRv3') conn = connect_to_mysql() process_images(conn, ocr, es) if __name__ == "__main__": main()