punica VS lora-instruct

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

punica

Serving multiple LoRA finetuned LLM as one (by punica-ai)

lora-instruct

Finetune Falcon, LLaMA, MPT, and RedPajama on consumer hardware using PEFT LoRA (by leehanchung)
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punica lora-instruct
1 1
831 97
5.5% -
8.7 7.0
14 days ago 5 months 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.
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punica

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

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

What are some alternatives?

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

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

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

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

AutoLearn-GPT - ChatGPT learns automatically.

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

Zicklein - Finetuning instruct-LLaMA on german datasets.

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

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

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