Semantic Autocomplete
A blazing-fast semantic search React component. Match by meaning, not just by letters. Search as you type without waiting (no debounce needed). Rank by cosine similarity.
Overview:
The semantic-autocomplete React component is designed to extend v5 MUI's autocomplete by incorporating semantic similarity search using a small machine learning model. This model operates on the client-side and is cached within the browser after initial download, providing full functionality within the React component.
Features:
- Extended Functionality: Enhances MUI's autocomplete with semantic similarity search capabilities.
- Client-Side ML Model: Utilizes a quantized machine learning model that runs locally on the client's browser.
- Caching Mechanism: Model is downloaded once and stored in the browser's cache for improved performance.
- Seamless Integration: Can be easily integrated into existing projects by replacing the tag name with minimal code changes.
- Additional Props: Offers additional props such as threshold for filtering options, onResult callback function, model repository name, and pipeline parameters customization.
Summary:
The semantic-autocomplete React component is a powerful tool that enhances v5 MUI's autocomplete functionality by incorporating semantic similarity search through a client-side machine learning model. With features like caching, easy integration, and additional customization options, this component offers a seamless solution for developers looking to improve their autocomplete systems with semantic search capabilities.
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