RustGPT: ChatGPT UI Built with Rust, Htmx, SQLite

Nov 20, 2023 ·

RustGPT is an open source language model that uses Rust, a modern programming language, to generate natural language. It is built on the OpenAI GPT-2 transformer architecture and released under the MIT license. With RustGPT, developers can quickly create models for any language tasks. RustGPT is designed to be highly efficient and has been optimized for both CPU and GPU hardware. It also supports a variety of data formats and offers an easy-to-use API.

RustGPT is based on GPT-2, which is an unsupervised transformer-based language model created by OpenAI. It is capable of generating high-quality text in various languages. GPT-2 was trained on a huge amount of unlabeled web data from Common Crawl, which contains billions of webpages. The model is able to capture long-term dependencies and generate coherent text on any given topic.

RustGPT builds upon GPT-2 and is specifically designed to make language models more accessible and easier to use. It enables developers to quickly train new models for language tasks such as question answering, summarization, and auto-completion. It also provides access to powerful, low-level features like tokenization, embeddings, and encoding.

RustGPT is optimized for performance. It is powered by a custom Rust library and makes use of SIMD instructions, multi-threading, and other optimization techniques to get the most out of modern hardware. This allows it to run faster than Python-based implementations of the same algorithms. RustGPT is also compatible with GPU architectures, allowing developers to take advantage of GPUs for fast training.

In addition, RustGPT offers an intuitive API that makes it easy to write applications in Rust. Developers can easily embed RustGPT into existing projects or create their own language models from scratch. It also provides support for a variety of data formats, making it easy to work with different datasets. RustGPT is available under the MIT license and is free to use for commercial and non-commercial purposes.

Overall, RustGPT is a powerful, open source language model that is designed to make creating language models easier and more efficient. It is optimized for both CPU and GPU hardware and offers an intuitive API that makes it easy to embed into existing projects. RustGPT also provides support for a variety of data formats and is available under the MIT license.