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m1guelpf committed Jul 5, 2023
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## ✨ Features
- __Tiny__: It's in the name. It's literally just an axum server. Extremely easy to customize, around 600 lines of code.
- __Fast__: Tinyvector should have comparable speed to advanced vector databases when it comes on small to medium datasets, and slightly better accuracy.
- __Vertically Scales__: Tinyvector stores all indexes in memory for fast querying. Very easy to scale up to 100 million+ vector dimensions without issue.
- __Open Source__: MIT Licensed, free forever.
- **Tiny**: It's in the name. It's literally just an axum server. Extremely easy to customize, around 600 lines of code.
- **Fast**: Tinyvector _should_ have comparable speed to advanced vector databases when it comes on small to medium datasets, and slightly better accuracy.
- **Vertically Scales**: Tinyvector stores all indexes in memory for fast querying. Very easy to scale up to 100 million+ vector dimensions without issue.
- **Open Source**: MIT Licensed, free forever.

### Soon
- __Integrated Models__: Soon you won't have to bring your own vectors, just generate them on the server automaticaly. Will support SBert, Hugging Face models, OpenAI, Cohere, etc.
- __Python/JS Client__: We'll add a comprehensive Python and Javascript package for easy integration with tinyvector in the next two weeks.
- **Powerful Queries**: Allow filtering by the provided vector metadata without slowing the search down.
- **Integrated Models**: Soon you won't have to bring your own vectors, just generate them on the server automaticaly. Aiming to support support SBert, Hugging Face models, OpenAI, Cohere, etc.
- **Typescript/Python Libraries**: Should be able to auto-generate pretty good clients using the included OpenAPI schema.

## 🚀 Getting Started

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