Top 5 Python instruction-following Projects

stanford_alpaca

108 28,761 2.0 Python

Code and documentation to train Stanford's Alpaca models, and generate the data.

Project mention: How Open is Generative AI? Part 2 | dev.to | 2023-12-19

Alpaca is an instruction-oriented LLM derived from LLaMA, enhanced by Stanford researchers with a dataset of 52,000 examples of following instructions, sourced from OpenAI’s InstructGPT through the self-instruct method. The extensive self-instruct dataset, details of data generation, and the model refinement code were publicly disclosed. This model complies with the licensing requirements of its base model. Due to the utilization of InstructGPT for data generation, it also adheres to OpenAI’s usage terms, which prohibit the creation of models competing with OpenAI. This illustrates how dataset restrictions can indirectly affect the resulting fine-tuned model.

LMFlow

10 8,000 9.6 Python

An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.

Project mention: Your weekly machine learning digest | /r/learnmachinelearning | 2023-07-03

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.
PhoGPT

1 720 7.6 Python

PhoGPT: Generative Pre-training for Vietnamese (2023)

Project mention: Ai biết con AI của tập đoàn Vin không | /r/TroChuyenLinhTinh | 2023-12-07

alpaca_farm

1 717 7.5 Python

A simulation framework for RLHF and alternatives. Develop your RLHF method without collecting human data.

Project mention: [P] AlpacaEval : An Automatic Evaluator for Instruction-following Language Models | /r/MachineLearning | 2023-06-08

AlpacaEval dataset: 805 instructions, which are a simplification of AlpacaFarm's evaluation set.

Lion

1 191 8.9 Python

Code for "Lion: Adversarial Distillation of Proprietary Large Language Models (EMNLP 2023)" (by YJiangcm)

Project mention: Anybody tried Lion: Adversarial Distillation of Closed-Source Large Language Model? | /r/LocalLLaMA | 2023-06-02

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).