import asyncio import logging from typing import Optional import httpx import json import base64 import io import os from PIL import Image from fastapi import FastAPI, Request, HTTPException from memos.schemas import Entity, MetadataType METADATA_FIELD_NAME = "ocr_result" PLUGIN_NAME = "ocr" app = FastAPI() endpoint = None token = None semaphore = asyncio.Semaphore(4) # Configure logger logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__name__) def image2base64(img_path): try: with Image.open(img_path) as img: img.convert("RGB") # Check if image is not broken with open(img_path, "rb") as image_file: encoded_string = base64.b64encode(image_file.read()).decode("utf-8") return encoded_string except Exception as e: logger.error(f"Error processing image {img_path}: {str(e)}") return None async def fetch(endpoint: str, client, image_base64, headers: Optional[dict] = None): async with semaphore: # 使用信号量控制并发 response = await client.post( f"{endpoint}", json={"image_base64": image_base64}, timeout=60, headers=headers, ) if response.status_code != 200: return None return response.json() async def predict(img_path): image_base64 = image2base64(img_path) if not image_base64: return None async with httpx.AsyncClient() as client: headers = {} if token: headers["Authorization"] = f"Bearer {token}" ocr_result = await fetch(endpoint, client, image_base64, headers=headers) return ocr_result app = FastAPI() @app.get("/") async def read_root(): return {"healthy": True} @app.post("/") async def ocr(entity: Entity, request: Request): if not entity.file_type_group == "image": return {METADATA_FIELD_NAME: "{}"} # Get the URL to patch the entity's metadata from the "Location" header location_url = request.headers.get("Location") if not location_url: raise HTTPException(status_code=400, detail="Location header is missing") patch_url = f"{location_url}/metadata" ocr_result = await predict(entity.filepath) print(ocr_result) if ocr_result is None or not ocr_result: print(f"No OCR result found for file: {entity.filepath}") return {METADATA_FIELD_NAME: "{}"} # Call the URL to patch the entity's metadata async with httpx.AsyncClient() as client: response = await client.patch( patch_url, json={ "metadata_entries": [ { "key": METADATA_FIELD_NAME, "value": json.dumps( ocr_result, default=lambda o: o.item() if hasattr(o, "item") else o, ), "source": PLUGIN_NAME, "data_type": MetadataType.JSON_DATA.value, } ] }, ) # Check if the patch request was successful if response.status_code != 200: raise HTTPException( status_code=response.status_code, detail="Failed to patch entity metadata" ) return { METADATA_FIELD_NAME: json.dumps( ocr_result, default=lambda o: o.item() if hasattr(o, "item") else o, ) } if __name__ == "__main__": import uvicorn import argparse parser = argparse.ArgumentParser(description="OCR Plugin") parser.add_argument( "--endpoint", type=str, required=True, help="The endpoint URL for the OCR service", ) parser.add_argument( "--token", type=str, required=False, help="The token for authentication" ) parser.add_argument( "--port", type=int, default=8000, help="The port number to run the server on" ) args = parser.parse_args() endpoint = args.endpoint token = args.token port = args.port uvicorn.run(app, host="0.0.0.0", port=port)