minLoRA VS SkinDeep

Compare minLoRA vs SkinDeep and see what are their differences.

minLoRA

minLoRA: a minimal PyTorch library that allows you to apply LoRA to any PyTorch model. (by cccntu)
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minLoRA SkinDeep
3 16
389 928
- -
2.4 3.1
11 months ago 12 months ago
Jupyter Notebook Jupyter Notebook
MIT License 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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minLoRA

Posts with mentions or reviews of minLoRA. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-04-11.
  • [D] Is it possible to train the same LLM instance on different users' data?
    2 projects | /r/MachineLearning | 11 Apr 2023
    This repository seems to be doing it. Basically, you want to take the weights/biases that were trained during the LoRA training process and include them in the compute graph for the larger network, or remove them.
  • [P] minLoRA: An Easy-to-Use PyTorch Library for Applying LoRA to PyTorch Models
    3 projects | /r/MachineLearning | 21 Feb 2023
    Theirs requires you to rewrite the whole model and replace every layer you want to apply LoRA to to the LoRA counterpart, or use monky-patching. Mine utilizes PyTorch parametrizations to inject the LoRA logic to existing models. If your model has nn.Linear, you can call add_lora(model) to add LoRA to all the linear layers. And it's not limited to Linear, you can see how I extended it to Embedding, Conv2d in a couple lines of code. https://github.com/cccntu/minLoRA/blob/main/minlora/model.py

SkinDeep

Posts with mentions or reviews of SkinDeep. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-04-11.

What are some alternatives?

When comparing minLoRA and SkinDeep you can also consider the following projects:

peft - 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

GTSRB - Convolutional Neural Network for German Traffic Sign Recognition Benchmark

fastbook - The fastai book, published as Jupyter Notebooks

labml - 🔎 Monitor deep learning model training and hardware usage from your mobile phone 📱

ydata-synthetic - Synthetic data generators for tabular and time-series data

CatBox.NET - CatBox.NET is a library for interacting with the CatBox.moe website to upload images and create image albums

fastai - The fastai deep learning library

REaLTabFormer - A suite of auto-regressive and Seq2Seq (sequence-to-sequence) transformer models for tabular and relational synthetic data generation.

tsai - Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai