lora-instruct VS punica

Compare lora-instruct vs punica and see what are their differences.

lora-instruct

Finetune Falcon, LLaMA, MPT, and RedPajama on consumer hardware using PEFT LoRA (by leehanchung)

punica

Serving multiple LoRA finetuned LLM as one (by punica-ai)
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lora-instruct punica
1 1
97 831
- 5.5%
7.0 8.7
5 months ago 14 days ago
Python Python
Apache License 2.0 Apache License 2.0
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lora-instruct

Posts with mentions or reviews of lora-instruct. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-05-09.
  • Training a LoRA with MPT Models
    3 projects | /r/LocalLLaMA | 9 May 2023
    Hi, i have created custom data, same format as alphachas json file. And fine tuned mpt-7b-instruct using this link https://github.com/leehanchung/lora-instruct I have also used your patch, the fine tuning got successfull and also the loss got decreased but when am trying to make prediction using the fine tuned model am not getting correct output even on the trained data, it's generating output with lots of nonsense

punica

Posts with mentions or reviews of punica. We have used some of these posts to build our list of alternatives and similar projects.

What are some alternatives?

When comparing lora-instruct and punica you can also consider the following projects:

FastLoRAChat - Instruct-tune LLaMA on consumer hardware with shareGPT data

llama-peft-tuner - Tune LLaMa-7B on Alpaca Dataset using PEFT / LORA Based on @zphang's https://github.com/zphang/minimal-llama scripts.

AutoLearn-GPT - ChatGPT learns automatically.

LongLoRA - Code and documents of LongLoRA and LongAlpaca (ICLR 2024 Oral)

LMOps - General technology for enabling AI capabilities w/ LLMs and MLLMs

mpt-lora-patch - Patch for MPT-7B which allows using and training a LoRA

Zicklein - Finetuning instruct-LLaMA on german datasets.

Roy - Roy: A lightweight, model-agnostic framework for crafting advanced multi-agent systems using large language models.

LLM-Finetuning-Hub - Toolkit for fine-tuning, ablating and unit-testing open-source LLMs. [Moved to: https://github.com/georgian-io/LLM-Finetuning-Toolkit]