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README.md
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## Technology Stack
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- Python
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- Hugging Face Transformers (Qwen2-VL-2B-Instruct model)
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- PyTorch
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- Gradio (for web interface)
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## Setup and Installation
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1. Clone the repository:
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```
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git clone [your-repo-url]
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cd [your-repo-name]
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```
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2. Install the required dependencies:
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```
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pip install transformers torch gradio Pillow
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```
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3. Download the Qwen2-VL-2B-Instruct model:
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The model will be automatically downloaded when you run the application for the first time.
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## Usage
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1. Run the application:
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```
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python app.py
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```
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2. Open the provided URL in your web browser.
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3. Upload an image containing Hindi and/or English text.
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4. (Optional) Enter a keyword to search within the extracted text.
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5. View the OCR results and any keyword matches.
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## Limitations
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- The current implementation uses CPU for processing, which may be slower for large images.
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## Future Improvements
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- Implement GPU support for faster processing
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- Add support for multiple image uploads
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- Enhance the user interface for better user experience
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## Link
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https://huggingface.co/spaces/pranshh/ocr-assignment
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## Acknowledgements
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This project uses the Qwen2-VL-2B-Instruct model from Hugging Face Transformers.
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---
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title: Ocr Assignment
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emoji: π
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colorFrom: pink
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colorTo: indigo
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sdk: gradio
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sdk_version: 4.44.0
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app_file: app.py
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pinned: false
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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