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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.

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.

Author Avatar Theme by mihaiii
Github Stars Github Stars: 227
Last Commit Last Commit: Aug 31, 2024 -
First Commit Created: Apr 28, 2024 -
Semantic Autocomplete screenshot

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.

Installation:

To install semantic-autocomplete, follow these steps:

  1. Run npm install --save semantic-autocomplete in your project directory.
  2. Import the component using import SemanticAutocomplete from "semantic-autocomplete"; in your code.

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.