tiger
xTuring
tiger | xTuring | |
---|---|---|
3 | 31 | |
385 | 2,525 | |
- | 0.9% | |
9.0 | 8.4 | |
6 months ago | about 2 months ago | |
Jupyter Notebook | Python | |
Apache License 2.0 | Apache License 2.0 |
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tiger
- FLaNK Stack Weekly for 13 November 2023
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TigerLab – open-source LLM toolkit (RAG, FineTune, AI safety)
Introducing TigerLab - an Open Source LLM toolkit, providing solutions to a variety of LLM domains (RAG, finetune, search, AIsafety)
More about TigerLab: https://github.com/tigerlab-ai/tiger
You can also find more experiments on https://www.tigerlab.ai
xTuring
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I'm developing an open-source AI tool called xTuring, enabling anyone to construct a Language Model with just 5 lines of code. I'd love to hear your thoughts!
Explore the project on GitHub here.
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LLaMA 2 fine-tuning made easier and faster
If you're curious, I encourage you to: - Dive deeper with the LLaMA 2 tutorial here. - Explore the project on GitHub here. - Connect with our community on Discord here.
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RAG vs. Fine-Tuning
If you want best performance, you need to do both RAG and fine-tuning very well. There are plenty of resources on doing fine-tuning thought. I'm one of the contributors to https://github.com/stochasticai/xturing project focused on fine-tuning LLMs. You can find help in the discord channel listed on the GitHub.
- Build, customize and control your own personal LLMs via xTuring OSS
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Finetuning LLaMA 2 (the base models) ?
What tools do you use and achieved great results ? … For me i have tried xturing and SFTTrainer and they got me a semi okay results.
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Finetuning using Google Colab (Free Tier)
Code: https://github.com/stochasticai/xTuring/blob/main/examples/llama/llama_lora_int8.py Colab: https://colab.research.google.com/drive/1SQUXq1AMZPSLD4mk3A3swUIc6Y2dclme?usp=sharing
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I would like to try my hand at finetuning some models. What is the best way to start? I have some questions that I'd appreciate your help on.
We are a group of researchers out of Harvard working on open-source library called xTuring, focused on fine-tuning LLMs: https://github.com/stochasticai/xturing.
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Fine tuning on my tweets
Fine tuning I was thinking about using this (low GPU memory footprint): https://github.com/stochasticai/xturing/blob/main/examples/int4_finetuning/README.md
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Colab for finetuning llama models in 4-bit?
I can't speak for QLORA, as I haven't had a chance to get an implementation working, but I've had success with StochasticAI's Xturing. It's by far the most streamlined method of finetuning I've come across, and they offer int8 and int4 fintuning (but only for llama-7B).
- Just wanna say this.
What are some alternatives?
canopy - Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
quivr - Your GenAI Second Brain 🧠 A personal productivity assistant (RAG) ⚡️🤖 Chat with your docs (PDF, CSV, ...) & apps using Langchain, GPT 3.5 / 4 turbo, Private, Anthropic, VertexAI, Ollama, LLMs, Groq that you can share with users ! Local & Private alternative to OpenAI GPTs & ChatGPT powered by retrieval-augmented generation.
discus - A data-centric AI package for ML/AI. Get the best high-quality data for the best results. Discord: https://discord.gg/t6ADqBKrdZ
axolotl - Go ahead and axolotl questions
inshellisense - IDE style command line auto complete
FinGPT - FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.
engblogs - learn from your favorite tech companies
awesome-totally-open-chatgpt - A list of totally open alternatives to ChatGPT
TencentPretrain - Tencent Pre-training framework in PyTorch & Pre-trained Model Zoo
Meshtasticator - Discrete-event and interactive simulator for Meshtastic.
YiVal - Your Automatic Prompt Engineering Assistant for GenAI Applications
Zicklein - Finetuning instruct-LLaMA on german datasets.