# -*- encoding: utf-8 -*- # @Author: SWHL # @Contact: liekkaskono@163.com import argparse import base64 import importlib.util import io import os import sys from pathlib import Path from typing import Dict import numpy as np import uvicorn from fastapi import FastAPI, Form, UploadFile from PIL import Image if importlib.util.find_spec("rapidocr_onnxruntime"): from rapidocr_onnxruntime import RapidOCR elif importlib.util.find_spec("rapidocr_paddle"): from rapidocr_paddle import RapidOCR elif importlib.util.find_spec("rapidocr_openvino"): from rapidocr_openvino import RapidOCR else: raise ImportError( "Please install one of [rapidocr_onnxruntime,rapidocr-paddle,rapidocr-openvino]" ) sys.path.append(str(Path(__file__).resolve().parent.parent)) class OCRAPIUtils: def __init__(self) -> None: det_model_path = os.getenv("det_model_path", None) cls_model_path = os.getenv("cls_model_path", None) rec_model_path = os.getenv("rec_model_path", None) if det_model_path is None or cls_model_path is None or rec_model_path is None: self.ocr = RapidOCR() else: self.ocr = RapidOCR( det_model_path=det_model_path, cls_model_path=cls_model_path, rec_model_path=rec_model_path, ) def __call__( self, img: Image.Image, use_det=None, use_cls=None, use_rec=None, **kwargs ) -> Dict: img = np.array(img) ocr_res, _ = self.ocr( img, use_det=use_det, use_cls=use_cls, use_rec=use_rec, **kwargs ) if not ocr_res: return {} out_dict = {} for i, dats in enumerate(ocr_res): values = {} for dat in dats: if isinstance(dat, str): values["rec_txt"] = dat if isinstance(dat, np.float32): values["score"] = f"{dat:.4f}" if isinstance(dat, list): values["dt_boxes"] = dat out_dict[str(i)] = values return out_dict app = FastAPI() processor = OCRAPIUtils() @app.get("/") def root(): return {"message": "Welcome to RapidOCR API Server!"} @app.post("/ocr") def ocr( image_file: UploadFile = None, image_data: str = Form(None), use_det: bool = Form(None), use_cls: bool = Form(None), use_rec: bool = Form(None), ): if image_file: img = Image.open(image_file.file) elif image_data: img_bytes = str.encode(image_data) img_b64decode = base64.b64decode(img_bytes) img = Image.open(io.BytesIO(img_b64decode)) else: raise ValueError( "When sending a post request, data or files must have a value." ) ocr_res = processor(img, use_det=use_det, use_cls=use_cls, use_rec=use_rec) return ocr_res def main(): parser = argparse.ArgumentParser("rapidocr_api") parser.add_argument("-ip", "--ip", type=str, default="0.0.0.0", help="IP Address") parser.add_argument("-p", "--port", type=int, default=9003, help="IP port") parser.add_argument( "-workers", "--workers", type=int, default=1, help="number of worker process" ) args = parser.parse_args() # 修改 uvicorn 的默认日志配置 log_config = uvicorn.config.LOGGING_CONFIG log_config["formatters"]["access"]["fmt"] = "%(asctime)s %(levelname)s %(message)s" log_config["formatters"]["default"]["fmt"] = "%(asctime)s %(levelname)s %(message)s" uvicorn.run( "rapidocr_api.main:app", host=args.ip, port=args.port, reload=0, workers=args.workers, log_config=log_config, ) if __name__ == "__main__": main()