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Browse files- app.py +33 -18
- requirements.txt +1 -1
app.py
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@@ -23,28 +23,43 @@ if 'models_loaded' not in st.session_state:
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@st.cache_resource
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def load_models():
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try:
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# Load TrOCR with specific model configuration
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return processor, ocr_model, yolo_model
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except Exception as e:
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st.error(f"Error loading models: {str(e)}")
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st.error("Detailed error information for debugging:")
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@st.cache_resource
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def load_models():
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try:
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# Check if YOLO weights exist
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if not os.path.exists('best.pt'):
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st.error("YOLO model weights (best.pt) not found in the current directory!")
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return None, None, None
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# Load YOLO model with error handling
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try:
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yolo_model = YOLO('best.pt', task='detect')
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except Exception as yolo_error:
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st.error(f"Error loading YOLO model: {str(yolo_error)}")
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st.error("This might be due to a version mismatch. Please ensure you're using the correct model weights.")
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return None, None, None
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# Load TrOCR with specific model configuration
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try:
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processor = TrOCRProcessor.from_pretrained(
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'openthaigpt/thai-trocr',
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use_auth_token=False,
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trust_remote_code=True
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)
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ocr_model = VisionEncoderDecoderModel.from_pretrained(
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'openthaigpt/thai-trocr',
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use_auth_token=False,
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trust_remote_code=True
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)
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# Move model to CPU if no GPU available
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if not torch.cuda.is_available():
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ocr_model = ocr_model.to('cpu')
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except Exception as ocr_error:
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st.error(f"Error loading OCR model: {str(ocr_error)}")
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return None, None, None
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return processor, ocr_model, yolo_model
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except Exception as e:
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st.error(f"Error loading models: {str(e)}")
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st.error("Detailed error information for debugging:")
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requirements.txt
CHANGED
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@@ -5,7 +5,7 @@ Pillow==10.1.0
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transformers==4.35.2
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torch==2.1.1
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torchvision==0.16.1
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ultralytics==8.0.
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python-Levenshtein==0.23.0
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sentencepiece==0.1.99
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protobuf==4.25.1
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transformers==4.35.2
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torch==2.1.1
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torchvision==0.16.1
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ultralytics==8.0.196
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python-Levenshtein==0.23.0
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sentencepiece==0.1.99
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protobuf==4.25.1
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