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Update app.py
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app.py
CHANGED
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@@ -3,23 +3,16 @@ from transformers import AutoModelForImageClassification, AutoProcessor
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from PIL import Image
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import io
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import fitz # PyMuPDF
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from flask_cors import CORS
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app = Flask(__name__)
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CORS(app)
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#
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model_name = "AsmaaElnagger/Diabetic_RetinoPathy_detection"
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try:
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print("Loading model...")
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model = AutoModelForImageClassification.from_pretrained(model_name, cache_dir="/mnt/data") # Specifying the cache dir for Hugging Face Space
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processor = AutoProcessor.from_pretrained(model_name, cache_dir="/mnt/data")
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print("Model loaded successfully.")
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except Exception as e:
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print(f"Error loading model: {e}")
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# Function to convert PDF to images
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def pdf_to_images_pymupdf(pdf_data):
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try:
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pdf_document = fitz.open(stream=pdf_data, filetype="pdf")
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@@ -35,7 +28,6 @@ def pdf_to_images_pymupdf(pdf_data):
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return None
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@app.route('/classify', methods=['POST'])
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@cross_origin() # Allows cross-origin requests (important for frontend)
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def classify_file():
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if 'file' not in request.files:
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return jsonify({'error': 'No file provided'}), 400
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@@ -79,4 +71,4 @@ def classify_file():
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return jsonify({'error': f'An error occurred: {e}'}), 500
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if __name__ == '__main__':
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app.run(port=
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from PIL import Image
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import io
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import fitz # PyMuPDF
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from flask_cors import CORS
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app = Flask(__name__)
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CORS(app) # Allow cross-origin requests
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# Load model and processor
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model_name = "AsmaaElnagger/Diabetic_RetinoPathy_detection"
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model = AutoModelForImageClassification.from_pretrained(model_name)
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processor = AutoProcessor.from_pretrained(model_name)
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def pdf_to_images_pymupdf(pdf_data):
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try:
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pdf_document = fitz.open(stream=pdf_data, filetype="pdf")
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return None
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@app.route('/classify', methods=['POST'])
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def classify_file():
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if 'file' not in request.files:
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return jsonify({'error': 'No file provided'}), 400
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return jsonify({'error': f'An error occurred: {e}'}), 500
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if __name__ == '__main__':
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app.run(host="0.0.0.0", port=7860, debug=True) # Make it accessible from any network interface
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