Top 7 Python large-language-model Projects

opencompass

1 2,481 9.7 Python

OpenCompass is an LLM evaluation platform, supporting a wide range of models (InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.

Project mention: Show HN: Times faster LLM evaluation with Bayesian optimization | news.ycombinator.com | 2024-02-13

Fair question.
Evaluate refers to the phase after training to check if the training is good.
Usually the flow goes training -> evaluation -> deployment (what you called inference). This project is aimed for evaluation. Evaluation can be slow (might even be slower than training if you're finetuning on a small domain specific subset)!
So there are [quite](https://github.com/microsoft/promptbench) [a](https://github.com/confident-ai/deepeval) [few](https://github.com/openai/evals) [frameworks](https://github.com/EleutherAI/lm-evaluation-harness) working on evaluation, however, all of them are quite slow, because LLM are slow if you don't have infinite money. [This](https://github.com/open-compass/opencompass) one tries to speed up by parallelizing on multiple computers, but none of them takes advantage of the fact that many evaluation queries might be similar and all try to evaluate on all given queries. And that's where this project might come in handy.

intel-extension-for-transformers

3 1,941 9.9 Python

⚡ Build your chatbot within minutes on your favorite device; offer SOTA compression techniques for LLMs; run LLMs efficiently on Intel Platforms⚡

Project mention: Intel Extension for Transformers | news.ycombinator.com | 2023-12-05

InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
GenRead

1 265 10.0 Python

Code and Checkpoints for "Generate rather than Retrieve: Large Language Models are Strong Context Generators" in ICLR 2023.
EasyJailbreak

1 233 8.7 Python

An easy-to-use Python framework to generate adversarial jailbreak prompts.

Project mention: FLaNK AI - 01 April 2024 | dev.to | 2024-04-01

https://github.com/easyjailbreak/easyjailbreak?

LLaMA-8bit-LoRA

3 145 5.1 Python

Repository for Chat LLaMA - training a LoRA for the LLaMA (1 or 2) models on HuggingFace with 8-bit or 4-bit quantization. Research only.
chat-llama-discord-bot

1 113 6.5 Python

A Discord Bot for chatting with LLaMA, Vicuna, Alpaca, MPT, or any other Large Language Model (LLM) supported by text-generation-webui or llama.cpp.
vibraniumdome

1 41 9.3 Python

Discontinued LLM Security Platform.

Project mention: Show HN: The first open source LLM Applications Firewall | news.ycombinator.com | 2024-02-03

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).