peft
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning. (by huggingface)
OpenChatKit
By togethercomputer
| peft | OpenChatKit | |
|---|---|---|
| 26 | 23 | |
| 13,877 | 9,001 | |
| 4.1% | 0.0% | |
| 9.7 | 7.1 | |
| 4 days ago | 26 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
peft
Posts with mentions or reviews of peft.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-12-05.
- LoftQ: LoRA-fine-tuning-aware Quantization
-
Fine Tuning Mistral 7B on Magic the Gathering Draft
There is not a lot of great content out there making this clear, but basically all that matters for basic fine tuning is how much VRAM you have -- since the 3090 / 4090 have 24GB VRAM they're both pretty decent fine tuning chips. I think you could probably fine-tune a model up to ~13B parameters on one of them with PEFT (https://github.com/huggingface/peft)
-
Whisper prompt tuning
Hi everyone. Recently I've been looking into the PEFT library (https://github.com/huggingface/peft) and I was wondering if it would be possible to do prompt tuning with OpenAI's Whisper model. They have an example notebook for tuning Whisper with LoRA (https://colab.research.google.com/drive/1vhF8yueFqha3Y3CpTHN6q9EVcII9EYzs?usp=sharing) but I'm not sure how to go about changing it to use prompt tuning instead.
-
Code Llama - The Hugging Face Edition
In the coming days, we'll work on sharing scripts to train models, optimizations for on-device inference, even nicer demos (and for more powerful models), and more. Feel free to like our GitHub repos (transformers, peft, accelerate). Enjoy!
- PEFT 0.5 supports fine-tuning GPTQ models
-
Exploding loss when trying to train OpenOrca-Platypus2-13B
image
-
[D] Is there a difference between p-tuning and prefix tuning ?
I discussed part of this here: https://github.com/huggingface/peft/issues/123
-
How does using QLoRAs when running Llama on CPU work?
It seems like the merge_and_unload function in this PEFT script might be what they are referring to: https://github.com/huggingface/peft/blob/main/src/peft/tuners/lora.py
-
How to merge the two weights into a single weight?
To obtain the original llama model, one may refer to this doc. To merge a lora model with a base model, one may refer to PEFT or use the merge script provided by LMFlow.
-
[D] [LoRA + weight merge every N step] for pre-training?
you could use a callback, like show here, https://github.com/huggingface/peft/issues/286 and call code to merge them here.
OpenChatKit
Posts with mentions or reviews of OpenChatKit.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-05-18.
- OpenChatKit - OSS Framework for building chatbots
-
How should I get an in-depth mathematical understanding of generative AI?
ChatGPT isn't open sourced so we don't know what the actual implementation is. I think you can read Open Assistant's source code for application design. If that is too much, try Open Chat Toolkit's source code for developer tools . If you need very bare implementation, you should go for lucidrains/PaLM-rlhf-pytorch.
- OpenChatKit
- OpenChatKit: Open-source kit for setting up a local, libre, LLM chatbot
-
I created a locally-run ai assistant for UE5’s documentation
For a locally run open source option, I'd recommend taking a look at OpenChatKit. It's built on top of a couple different open source LLMs that have been fine-tuned for use as chatbots. I've only messed around with the online demo a little bit, but from what I've read it is supposed to run on a laptop and be almost as good as ChatGPT 3.5.
-
[D] Are there any MIT licenced (or similar) open-sourced instruction-tuned LLMs available?
OpenChatKit https://github.com/togethercomputer/OpenChatKit
-
[D] Is there currently anything comparable to the OpenAI API?
Togethercomputer released openchatkit a few weeks ago. Not tested it but looks promising https://github.com/togethercomputer/OpenChatKit
What are some alternatives?
When comparing peft and OpenChatKit you can also consider the following projects:
lora - Using Low-rank adaptation to quickly fine-tune diffusion models.
alpaca.cpp - Locally run an Instruction-Tuned Chat-Style LLM
LoRA - Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
roomGPT - Upload a photo of your room to generate your dream room with AI.
alpaca-lora - Instruct-tune LLaMA on consumer hardware
Open-Assistant - OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so.
dalai - The simplest way to run LLaMA on your local machine
wik - wik is use to get information about anything on the shell using Wikipedia.
mlc-llm - Enable everyone to develop, optimize and deploy AI models natively on everyone's devices.
simple-llm-finetuner - Simple UI for LLM Model Finetuning
minLoRA - minLoRA: a minimal PyTorch library that allows you to apply LoRA to any PyTorch model.
minChatGPT - A minimum example of aligning language models with RLHF similar to ChatGPT