Alpaca-CoT

LLM fine-tuner

Provides a unified interface for fine-tuning large language models with parameter-efficient methods and instruction collection data

We unified the interfaces of instruction-tuning data (e.g., CoT data), multiple LLMs and parameter-efficient methods (e.g., lora, p-tuning) together for easy use. We welcome open-source enthusiasts to initiate any meaningful PR on this repo and integrate as many LLM related technologies as possible. 我们打造了方便研究人员上手和使用大模型等微调平台,我们欢迎开源爱好者发起任何有意义的pr!

GitHub

3k stars
35 watching
248 forks
Language: Jupyter Notebook
last commit: almost 3 years ago
Linked from 1 awesome list

alpacachatglmchatgptcotinstruction-tuningllamallmloramossp-tuningparameter-efficientpytorchtabultabular-datatabular-model

Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
tloen/alpaca-loraTuning a large language model on consumer hardware using low-rank adaptation18,710
tatsu-lab/stanford_alpacaDevelops an instruction-following LLaMA model for research use only, with the goal of fine-tuning and releasing it under specific licenses and restrictions.29,663
zjh-819/llmdatahubA curated collection of high-quality datasets for training large language models.2,708
instruction-tuning-with-gpt-4/gpt-4-llmThis project generates instruction-following data using GPT-4 to fine-tune large language models for real-world tasks.4,244
lc1332/chinese-alpaca-loraDevelops and maintains a Chinese language model finetuned on LLaMA, used for text generation and summarization tasks.711
mooler0410/llmspracticalguideA curated list of resources to help developers navigate the landscape of large language models and their applications in NLP9,551
hiyouga/llama-factoryA tool for efficiently fine-tuning large language models across multiple architectures and methods.36,219
antimatter15/alpaca.cppA locally run Instruction-Tuned Chat-Style LLM project that combines foundation models and fine-tuning to create a chat interface.10,249
mlabonne/llm-courseA comprehensive course and resource package on building and deploying Large Language Models (LLMs)40,053
microsoft/loraA method to adapt large language models by reducing their parameter count using low-rank adaptation matrices10,959
opengvlab/llama-adapterAn implementation of a method for fine-tuning language models to follow instructions with high efficiency and accuracy5,775
haotian-liu/llavaA system that uses large language and vision models to generate and process visual instructions20,683
facico/chinese-vicunaAn instruction-following Chinese LLaMA-based model project aimed at training and fine-tuning models on specific hardware configurations for efficient deployment.4,152
alpha-vllm/llama2-accessoryAn open-source toolkit for pretraining and fine-tuning large language models2,732
lightning-ai/lit-llamaAn implementation of a large language model using the nanoGPT architecture6,013