Adan VS Sophia

Compare Adan vs Sophia and see what are their differences.

Adan

Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models (by sail-sg)
adan bert-model convnext Deep Learning fairseq mae Optimizer resnet timm vit transformer-xl Artificial intelligence diffusion dreamfusion gpt2 Pytorch cuda-programming
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Sophia

Effortless plugin and play Optimizer to cut model training costs by 50%. New optimizer that is 2x faster than Adam on LLMs. (by kyegomez)
Artificial intelligence chatgpt Deep Learning multi-modality neural-network Optimizer
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Adan Sophia
1 3
727 361
1.2% -
4.6 7.0
about 1 month ago 6 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.

Adan

Posts with mentions or reviews of Adan. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-03-24.

Sophia

Posts with mentions or reviews of Sophia. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-08-17.

What are some alternatives?

When comparing Adan and Sophia you can also consider the following projects:

AdamP - AdamP: Slowing Down the Slowdown for Momentum Optimizers on Scale-invariant Weights (ICLR 2021)

Adan-pytorch - Implementation of the Adan (ADAptive Nesterov momentum algorithm) Optimizer in Pytorch

Otter - 🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.

dadaptation - D-Adaptation for SGD, Adam and AdaGrad

LOGICGUIDE - Plug in and Play implementation of "Certified Reasoning with Language Models" that elevates model reasoning by 40%

pytorch_resnet_cifar10 - Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description of the original paper.

tree-of-thoughts - Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%

DeepFake-Detection - Towards deepfake detection that actually works

Sophia - The official implementation of “Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training”

LaTeX-OCR - pix2tex: Using a ViT to convert images of equations into LaTeX code.

deep-daze - Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun

Adan vs AdamP Sophia vs Adan-pytorch Adan vs Adan-pytorch Sophia vs Otter Adan vs dadaptation Sophia vs LOGICGUIDE Adan vs pytorch_resnet_cifar10 Sophia vs tree-of-thoughts Adan vs DeepFake-Detection Sophia vs Sophia Adan vs LaTeX-OCR Sophia vs deep-daze