The Tokenizer Master Visualizer is an interactive tool designed to help users understand the concepts of tokenization and merging in natural language processing (NLP). By visualizing how text is broken down into tokens and how those tokens can be merged, this tool provides an engaging and educational experience for learners of all levels.
- Interactive Tokenization: Input any text and see how it is tokenized into individual characters.
- Merging Visualization: Observe how the most frequent adjacent tokens are merged to create new tokens.
- Dynamic Statistics: View real-time statistics, including the number of tokens, vocabulary size, and compression ratio.
- User-Friendly Interface: Intuitive design with adjustable parameters for a customized experience.
- Educational Explanations: Detailed explanations using relatable metaphors to enhance understanding.
To run the Tokenizer Master Visualizer locally, follow these steps:
-
Clone the repository:
git clone https://github.com/yourusername/tokenizer-master-visualizer.git cd tokenizer-master-visualizer
-
Install dependencies: Make sure you have Node.js installed. Then, run:
npm install
-
Start the development server:
npm start
This will start the application, and it should automatically open in your default web browser at
http://localhost:3000
.
- Input Text: Enter any text in the input field to see how it is tokenized.
- Reset: Click the "Reset" button to reinitialize the tokens based on the new input.
- Perform Merge: Click the "Perform Merge" button to merge the most frequent adjacent tokens.
- Auto Play: Toggle the "Auto Play" feature to automatically perform merges at a specified speed.
- Adjust Speed: Use the slider to adjust the speed of the auto-play feature.
- View Options: Switch between different views (Tokens, Merges, Compression) to visualize the data in various formats.
The visualizer provides detailed explanations of the tokenization and merging processes, using relatable metaphors to enhance understanding. For example:
- Tokenization is likened to breaking down a puzzle into its individual pieces.
- Merging tokens is compared to combining popular ingredients in a recipe.
Contributions are welcome! If you have suggestions for improvements or new features, please fork the repository and submit a pull request.
- Fork the repository.
- Create a new branch:
git checkout -b feature/YourFeature
- Make your changes and commit them:
git commit -m "Add your message here"
- Push to the branch:
git push origin feature/YourFeature
- Open a pull request.
This project is licensed under the MIT License. See the [LICENSE] file for details.
- Inspired by concepts in natural language processing and tokenization.
- Built with React and Recharts for visualization.
Feel free to reach out if you have any questions or need further assistance!