Gen-AI-End-to-End-project: Text Generation with OpenAI and Hugging Face

Overview

This mini project demonstrates the end-to-end process of text generation using Generative AI (Gen-AI) models from OpenAI and Hugging Face. The goal is to showcase how these models can be used to generate creative and coherent text.

Tools and Libraries Used

OpenAI GPT-3 model via the OpenAI API
Hugging Face Transformers library for model integration
Python for coding and script execution
Flask for creating a simple web interface

Project Structure

main.py: Python script for integrating the OpenAI and Hugging Face models
templates/: Directory containing HTML templates for the web interface
static/: Directory for storing static files such as CSS and JavaScript
requirements.txt: File listing the required Python libraries and dependencies

Usage

Clone the repository: git clone https://github.com/Cemaster016/Gen-AI-End-to-End-project.git
Install the required libraries: pip install -r requirements.txt
Get your OpenAI API key and set it as an environment variable: export OPENAI_API_KEY='your-api-key
Run the Flask app: python main.py
Access the web interface in your browser at http://localhost:5000

Example

Once the app is running, you can enter a prompt (e.g., "Once upon a time") into the text box and click the "Generate" button. The app will use the OpenAI and Hugging Face models to generate a continuation of the prompt, displaying the result on the web interface.

Future Improvements

Implement user authentication for API access
Add more customization options for text generation
Improve the user interface for better usability

Credits

OpenAI for providing the GPT-3 model and API
Hugging Face for the Transformers library and model integration

Cemaster016/Gen-AI-End-to-End-project