import asyncio import logging import os from typing import Optional import httpx import json import base64 from PIL import Image from fastapi import APIRouter, FastAPI, Request, HTTPException from memos.schemas import Entity, MetadataType METADATA_FIELD_NAME = "ocr_result" PLUGIN_NAME = "ocr" router = APIRouter(tags=[PLUGIN_NAME], responses={404: {"description": "Not found"}}) endpoint = None token = None concurrency = None semaphore = None # 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 = {"Authorization": f"Bearer {token}"} if token else {} return await fetch(endpoint, client, image_base64, headers) @router.get("/") async def read_root(): return {"healthy": True} @router.post("", include_in_schema=False) @router.post("/") async def ocr(entity: Entity, request: Request): if not entity.file_type_group == "image": return {METADATA_FIELD_NAME: "{}"} # Check if the metadata field already exists and has a non-empty value existing_metadata = entity.get_metadata_by_key(METADATA_FIELD_NAME) if existing_metadata and existing_metadata.value and existing_metadata.value.strip(): logger.info(f"Skipping OCR processing for file: {entity.filepath} due to existing metadata") return {METADATA_FIELD_NAME: existing_metadata.value} # Check if the entity contains the tag "low_info" if any(tag.name == "low_info" for tag in entity.tags): logger.info(f"Skipping OCR processing for file: {entity.filepath} due to 'low_info' tag") return {METADATA_FIELD_NAME: "{}"} 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) logger.info(ocr_result) if not ocr_result: logger.info(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, } ] }, timeout=30, ) # 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, ) } def init_plugin(config): global endpoint, token, concurrency, semaphore endpoint = config.endpoint token = config.token concurrency = config.concurrency semaphore = asyncio.Semaphore(concurrency) logger.info("OCR plugin initialized") logger.info(f"Endpoint: {endpoint}") logger.info(f"Token: {token}") logger.info(f"Concurrency: {concurrency}") if __name__ == "__main__": import uvicorn import argparse from fastapi import FastAPI parser = argparse.ArgumentParser(description="OCR Plugin") parser.add_argument( "--endpoint", type=str, default="http://localhost:8080", help="The endpoint URL for the OCR service", ) parser.add_argument( "--token", type=str, default="", help="The token for authentication" ) parser.add_argument( "--concurrency", type=int, default=4, help="The concurrency level" ) parser.add_argument( "--port", type=int, default=8000, help="The port number to run the server on" ) args = parser.parse_args() init_plugin(args) app = FastAPI() app.include_router(router) uvicorn.run(app, host="0.0.0.0", port=args.port)