""" Model loader for dots.ocr Handles lazy loading and GPU/CPU fallback """ import logging from typing import Optional, Literal from pathlib import Path from app.core.config import settings logger = logging.getLogger(__name__) # Global model instance _model: Optional[object] = None def load_model() -> object: """ Load dots.ocr model Returns: Loaded model instance """ global _model if _model is not None: return _model logger.info(f"Loading model: {settings.PARSER_MODEL_NAME}") logger.info(f"Device: {settings.PARSER_DEVICE}") try: # TODO: Implement actual model loading # Example: # from transformers import AutoModelForVision2Seq, AutoProcessor # # processor = AutoProcessor.from_pretrained(settings.PARSER_MODEL_NAME) # model = AutoModelForVision2Seq.from_pretrained( # settings.PARSER_MODEL_NAME, # device_map=settings.PARSER_DEVICE # ) # # _model = { # "model": model, # "processor": processor # } # For now, return None (will use dummy parser) logger.warning("Model loading not yet implemented, using dummy parser") _model = None except Exception as e: logger.error(f"Failed to load model: {e}", exc_info=True) raise return _model def get_model() -> Optional[object]: """Get loaded model instance""" if _model is None: return load_model() return _model def unload_model(): """Unload model from memory""" global _model if _model is not None: # TODO: Proper cleanup _model = None logger.info("Model unloaded")