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Create app.py
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app.py
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import gradio as gr
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import google.generativeai as genai
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from PIL import Image
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def extract_malayalam_text(image, api_key):
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"""
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Extract handwritten Malayalam text from an image using Gemini 2.0 Flash
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Args:
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image (PIL.Image): Uploaded image
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api_key (str): Google AI Studio API Key
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Returns:
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str: Extracted text from the image
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"""
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# Validate inputs
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if image is None:
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return "Please upload an image first."
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if not api_key:
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return "Please provide a valid API key."
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try:
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# Configure the Gemini API directly with the provided key
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genai.configure(api_key=api_key)
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# Use Gemini 2.0 Flash model
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model = genai.GenerativeModel('gemini-2.0-flash')
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# Generate content from the image
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response = model.generate_content(
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[
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"You are an expert in extracting handwritten Malayalam text from grocery lists. "
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"Carefully transcribe each item in Malayalam script. "
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"Provide a clear, accurate list of items. "
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"If the text is unclear, mention potential uncertainties.",
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image
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],
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generation_config=genai.types.GenerationConfig(
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temperature=0.2, # Low temperature for precise extraction
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max_output_tokens=300 # Adjust based on expected list length
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)
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)
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# Return the extracted text
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return response.text
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except Exception as e:
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return f"An error occurred: {str(e)}"
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def create_malayalam_ocr_interface():
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"""
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Create Gradio interface for Malayalam OCR
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"""
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with gr.Blocks() as demo:
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# Title and description
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gr.Markdown("# Malayalam Handwritten Text Extractor")
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gr.Markdown("Upload a handwritten Malayalam grocery list image for text extraction.")
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# API Key input
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api_key_input = gr.Textbox(
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label="Google AI Studio API Key",
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type="password",
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placeholder="Enter your Gemini API key"
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)
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# Image upload component
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image_input = gr.Image(
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type="pil",
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label="Upload Malayalam Grocery List Image"
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)
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# Extract button
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extract_btn = gr.Button("Extract Text")
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# Output text area
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output_text = gr.Textbox(
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label="Extracted Malayalam Text",
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lines=10
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)
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# Connect the components
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extract_btn.click(
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fn=extract_malayalam_text,
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inputs=[image_input, api_key_input],
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outputs=output_text
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)
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return demo
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def main():
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# Create and launch the Gradio interface
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demo = create_malayalam_ocr_interface()
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demo.launch(
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share=True, # Create a public link
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debug=True # Show detailed errors
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)
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if __name__ == "__main__":
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main()
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