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awesome-rust-llm

🦀 A curated list of Rust tools, libraries, and frameworks for working with LLMs, GPT, AI
https://github.com/jondot/awesome-rust-llm

Last synced: 5 days ago
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  • Models & Inference

    • llm - a Rust library for running inference from a number of supported LLMs, loads [ggml](https://github.com/ggerganov/ggml) based models
    • rust-bert - all in one pipelines for for transformer-based models (BERT, DistilBERT, GPT2,...). Good for local embedding, port of `transformers` (python)
    • llm-chain - chaining LLMs in Rust
    • smartgpt - use LLMs with the ability to complete complex tasks using plugins
    • diffusers - Stable Diffusion using Rust, 45% faster than Pytorch
    • postgresml - an amazing Postgres extension to do model fetching, inference all with SQL as part of your Postgres instance
  • Projects

    • aichat - a pure Rust CLI implementing AI chat, with advanced features such as real-time streaming, text highlighting and more
    • browser-agent - a headless browser driven by GPT-4. Sends off a simplified page representation and receives & executes instructions from GPT using a custom message format
    • tenere - TUI interface for LLMs
    • ajeto - LLM personal assistant
    • shortgpt - Ask shortgpt for instant and concise answers
    • autorust - macros that generate AI driven rust code in compile time
    • clerk - LLM based file organizer
    • gptcommit - prepare commit message with GPT
    • browser-agent - a headless browser driven by GPT-4. Sends off a simplified page representation and receives & executes instructions from GPT using a custom message format
  • LLM Memory

    • memex - Super-simple, fully Rust powered "memory" (doc store + semantic search) for LLM projects, semantic search, etc.
    • motorhead - a memory and information retrieval server for LLMs.
    • js example - py)
  • Core Libraries

    • tiktoken - tiktoken is a Python library with a Rust core implementing a fast [BPE](https://en.wikipedia.org/wiki/Byte_pair_encoding) tokeniser for use with OpenAI's models
    • tiktoken-rs - a Rust focused library based on the `tiktoken` core with additional enhancements for use in Rust code. (Pyton parts in `tiktoken` done in pure Rust)
    • polars - a faster, pure Rust pandas alternative
    • rllama - a pure Rust implemenation of LLaMa inference. Great for embedding into other apps or wrapping for a scripting language.
    • whatlang - Rust library using a multiclass logistic regression model to detect languages
    • OpenAI API - a strongly typed Rust client for the OpenAI API
  • Tools

    • spider - crawler / spider written in Rust for when you need a whole-website dump. Unlike Scrapy, focuses on dumping data but the post-processing is done later.
  • Services

    • dust - a full service for workflow running with composable blocks. Core is in Rust, various frontends in Typescript.
  • Vector Stores

    • pgvecto.rs - Vector database plugin for Postgres, written in Rust, specifically designed for LLM. 20x faster than pgvector
    • qdrant - Qdrant - Vector Database for the next generation of AI applications