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README.md
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title: Eden Multimodal
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sdk: gradio
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sdk_version: 5.1.0
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app_file: app.py
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pinned:
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---
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---
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title: Eden Multimodal
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emoji: π
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colorFrom: blue
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colorTo: gray
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sdk: gradio
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sdk_version: 5.1.0
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app_file: app.py
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pinned: true
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license: mit
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---
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# Eden Multimodal
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[![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces) [![Gradio](https://img.shields.io/badge/Gradio-5.1.0-orange)](https://gradio.app/)
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## Overview
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Eden Multimodal is an innovative project that leverages the power of multimodal AI to create a unique and interactive experience. It processes and analyzes text, image, and audio inputs to provide comprehensive insights. This application is hosted on **Hugging Face Spaces** and utilizes the **Gradio** framework for its user interface.
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## Features
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- **Multimodal AI Processing**: Simultaneous handling of text, image, and audio data.
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- **Interactive Interface**: User-friendly interface powered by Gradio.
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- **Real-time Analysis**: Provides instant feedback and results.
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- **Scalable and Extensible**: Modular code structure for easy expansion.
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## Technical Details
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### Project Structure
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The project is organized as follows:
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eden-multimodal/
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βββ app.py
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βββ models/
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β βββ text_model.py
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β βββ image_model.py
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β βββ audio_model.py
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βββ utils/
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β βββ preprocessor.py
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β βββ postprocessor.py
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βββ requirements.txt
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βββ README.md
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### Code Breakdown
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**Key Components:**
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- **Model Initialization**: Loads and prepares the text, image, and audio models located in the `models/` folder. These models are responsible for processing their respective data types.
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- **Preprocessing Functions**: Contains functions from `utils/preprocessor.py` that clean and format user inputs before they are fed into the models. This ensures compatibility and improves model performance.
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- **Main Processing Functions**: Defines functions that handle the core logic of the application. These functions take preprocessed inputs, pass them through the appropriate models, and generate outputs.
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- **Postprocessing Functions**: Utilizes functions from `utils/postprocessor.py` to refine and format the model outputs, making them suitable for display in the user interface.
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- **Gradio Interface Setup**: Configures the Gradio interface components, specifying input and output types for text, images, and audio. It also designs the layout and appearance of the web application.
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- **User Interaction Handlers**: Implements callbacks and event handlers that respond to user inputs in real-time, ensuring a seamless interactive experience.
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- **Application Launch Code**: Contains the `if __name__ == "__main__":` block that launches the Gradio app, allowing users to access the application via a web browser.
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**Role of Key Modules:**
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- **Projection Layer**: Although not explicitly named in `app.py`, if a projection layer is used within the models, it serves as a dimensionality reduction step, transforming high-dimensional data into a lower-dimensional space while preserving essential features. This is crucial for improving computational efficiency and focusing on the most relevant data aspects.
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- **Integration with Models**: `app.py` acts as the orchestrator, integrating text, image, and audio models into a cohesive system. It ensures that each model receives the correct input and that their outputs are combined or presented appropriately.
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- **Scalability Considerations**: The modular structure in `app.py` allows for easy addition of new modalities or models. By abstracting functionalities into separate functions and leveraging modules from `models/` and `utils/`, the code remains clean and maintainable.
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**Summary of Functioning:**
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- **Input Reception**: Accepts user inputs in the form of text, images, or audio through the Gradio interface.
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- **Data Processing Pipeline**:
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1. **Preprocessing**: Cleans and prepares inputs.
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2. **Model Prediction**: Processes inputs using the appropriate modality-specific model.
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3. **Postprocessing**: Formats and refines the outputs.
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- **Output Presentation**: Displays the results back to the user in an intuitive and informative manner.
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Overall, `app.py` is the central hub of the Eden Multimodal application, managing the flow of data from user input to model processing and finally to output presentation.
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## Installation and Usage
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To run this project locally:
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1. **Clone the repository:**
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```bash
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git clone https://github.com/yourusername/eden-multimodal.git
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cd eden-multimodal
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```
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2. **Install the required dependencies:**
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```bash
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pip install -r requirements.txt
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```
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3. **Run the application:**
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```bash
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python app.py
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```
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4. **Access the application:**
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Open your web browser and navigate to `http://localhost:7860` to interact with the application.
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## Deployment
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This project is designed to be deployed on **Hugging Face Spaces**. The configuration specified in the YAML front matter of the `README.md` is used by Hugging Face to set up the environment and run the application.
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**Steps to Deploy:**
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1. **Push the repository to GitHub** (or another Git hosting service).
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2. **Create a new Space on Hugging Face Spaces** and select Gradio as the SDK.
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3. **Link your repository** to the new Space.
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4. The application will automatically build and deploy using the provided configuration.
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## Contributing
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Contributions to Eden Multimodal are welcome! Please follow these steps:
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1. **Fork the repository** to your own GitHub account.
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2. **Create a new branch** for your feature or bug fix:
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```bash
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git checkout -b feature/your-feature-name
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```
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3. **Commit your changes** with clear messages:
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```bash
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git commit -m "Add feature X"
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```
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4. **Push to your branch:**
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```bash
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git push origin feature/your-feature-name
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```
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5. **Create a Pull Request** on the main repository.
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## License
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[Specify your license here, e.g., MIT, GPL, etc.]
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For more information on configuring Hugging Face Spaces, please refer to the [official documentation](https://huggingface.co/docs/hub/spaces-config-reference).
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