flaxOptimizers vs lion-pytorch

flaxOptimizers

A collection of optimizers, some arcane others well known, for Flax. (by nestordemeure)

lion-pytorch

🦁 Lion, new optimizer discovered by Google Brain using genetic algorithms that is purportedly better than Adam(w), in Pytorch (by lucidrains)

Artificial intelligence Deep Learning Optimizers evolutionary-search

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flaxOptimizers		lion-pytorch
	Project
1	Mentions	3
28	Stars	1,920
-	Growth	-
0.0	Activity	3.8
over 2 years ago	Latest Commit	about 1 month ago
Python	Language	Python
Apache License 2.0	License	MIT License

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.

flaxOptimizers

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

[P] Implementation of MADGRAD optimization algorithm for Tensorflow
1 project | /r/MachineLearning | 22 Apr 2021

For those who are interested, I have a Flax implementation of MADGRAD in flaxOptimizers (here). The optimizer solid and a refreshing departure from Adam-derived optimizers. One big caveat, however, is that you will need to tune your hyperparameters as they are likely to be orders of magnitude different from Adam's value.

lion-pytorch

Posts with mentions or reviews of lion-pytorch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-08-11.

Applying All Recent Innovations To Train a Code Model
2 projects | dev.to | 11 Aug 2023

Various people are trying LiON on their projects, with varying degrees of success. A good starting point to look around is the lion-pytorch on github from Phil Wang aka lucidrains (thank you man!).
AMD RoCM Dockerfiles
2 projects | /r/StableDiffusion | 3 May 2023
[D] Lion , An Optimizer That Outperforms Adam - Symbolic Discovery of Optimization Algorithms
1 project | /r/MachineLearning | 15 Feb 2023

Code Implementation: https://github.com/lucidrains/lion-pytorch

What are some alternatives?

When comparing flaxOptimizers and lion-pytorch you can also consider the following projects:

ML-Optimizers-JAX - Toy implementations of some popular ML optimizers using Python/JAX

llm-foundry - LLM training code for Databricks foundation models

opytimizer - 🐦 Opytimizer is a Python library consisting of meta-heuristic optimization algorithms.

dnn_from_scratch - A high level deep learning library for Convolutional Neural Networks,GANs and more, made from scratch(numpy/cupy implementation).

pytorch-lightning - Pretrain, finetune and deploy AI models on multiple GPUs, TPUs with zero code changes.

Gradient-Centralization-TensorFlow - Instantly improve your training performance of TensorFlow models with just 2 lines of code!

RoCMyDocker - A collection of Dockerfiles tailored for Deep Learning and other GPU-accelerated applications on AMD Radeon GPUs using ROCm

spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python