Create app.py
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app.py
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import gradio as gr
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import pytesseract
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from PIL import Image
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# Function to extract text from the uploaded image
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def extract_text(image):
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text = pytesseract.image_to_string(image, lang='eng+hin') # Extract text using Tesseract
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return text
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# Function to extract text and perform keyword search
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def ocr_and_search(image, keyword):
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extracted_text = extract_text(image) # Get the extracted text
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if keyword:
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# Search for the keyword in the extracted text
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matching_lines = [line for line in extracted_text.splitlines() if keyword.lower() in line.lower()]
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return extracted_text, matching_lines # Return both extracted text and matching lines
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else:
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return extracted_text, [] # If no keyword, return empty list for matches
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# Create a Gradio interface
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interface = gr.Interface(
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fn=ocr_and_search,
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inputs=[
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gr.Image(type="pil", label="Upload Image"), # Input for image upload
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gr.Textbox(label="Enter Keyword") # Input for keyword search
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],
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outputs=[
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gr.Textbox(label="Extracted Text"), # Output for extracted text
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gr.Textbox(label="Matching Lines") # Output for matching lines based on keyword search
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],
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title="OCR with Keyword Search",
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description="Upload an image and enter a keyword to search within the extracted text."
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)
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# Launch the app with share=True to create a public link
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if __name__ == "__main__":
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interface.launch(share=True) # Set share=True to generate a public URL
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