RVector is a MongoDB-inspired vector database. It is a document-based application capable of storing and retrieving vectors of any dimension. It is designed for RAG-based (Retrieval-Augmented Generation) applications, where vectors are used to represent data.
- Store and retrieve vectors of any dimension
- Fast retrieval of vectors
- Easy to use API
- Document-based storage
- Thread-safe
To start, run:
cargo run --bin cliThe cli package provides the command-line interface for interacting with RVector. It allows users to perform various operations such as inserting, querying, and managing the vector data.
The packages/storage module handles the low-level storage mechanisms. It is responsible for efficiently storing and retrieving vector documents from disk or other storage backends.
The packages/vector module is the core component that manages vector operations. It includes functionality for vector arithmetic, similarity calculations, and other vector-related computations.
The packages/embeddings module integrates with various embeddings models. It allows for the conversion of data into vector representations that can be stored and queried in RVector.
The packages/rvector_core module contains the core logic and algorithms of RVector. It orchestrates the interactions between storage, vector operations, and embeddings to provide a seamless user experience.
The packages/request_handler module is responsible for handling API requests. It parses incoming requests, invokes the appropriate operations, and returns the results to the client.
The tools/logger module provides logging capabilities. It ensures that all operations and events within RVector are logged appropriately for debugging and monitoring purposes.
The tools/monitor module provides monitoring and metrics collection. It helps track the performance and health of the RVector system, providing insights into usage patterns and potential bottlenecks.
The tools/tests module includes test cases for the various components of RVector. It ensures that all functionalities are working as expected and helps maintain the quality and reliability of the codebase.
- Clone the repository:
git clone https://github.com/himasnhu-at/rvector.git- Navigate to the project directory:
cd rvector- Run the CLI:
cargo run --bin cliWe welcome contributions from the community! Please read our contributing guidelines to get started.
This project is licensed under the MIT License - see the LICENSE file for details.
For any questions or suggestions, feel free to open an issue or contact us at hyattherate2005@gmail.com.