punica VS Zicklein

Compare punica vs Zicklein and see what are their differences.

punica

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

Zicklein

Finetuning instruct-LLaMA on german datasets. (by avocardio)
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punica Zicklein
1 3
817 32
3.9% -
8.7 5.0
7 days ago 9 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.
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.

punica

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

Zicklein

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

What are some alternatives?

When comparing punica and Zicklein 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.

xTuring - Build, customize and control you own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHXuSJEk6

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

nanoChatGPT - nanogpt turned into a chat model

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

unsloth - Finetune Llama 3, Mistral & Gemma LLMs 2-5x faster with 80% less memory

lora-instruct - Finetune Falcon, LLaMA, MPT, and RedPajama on consumer hardware using PEFT 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]

llm-toys - Small(7B and below) finetuned LLMs for a diverse set of useful tasks

LLaMA-LoRA-Tuner - UI tool for fine-tuning and testing your own LoRA models base on LLaMA, GPT-J and more. One-click run on Google Colab. + A Gradio ChatGPT-like Chat UI to demonstrate your language models.