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Hongyi Wang's Projects

atomo icon atomo

Atomo: Communication-efficient Learning via Atomic Sparsification

basicsr icon basicsr

Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, etc. Also support StyleGAN2, DFDNet.

comparison_mx_tf icon comparison_mx_tf

comparison between mxnet and tensorflow on both signal machine and distributed tasks

csrankings icon csrankings

A web app for ranking computer science departments according to their research output in selective venues.

cuttlefish icon cuttlefish

The implementation for MLSys 2023 paper: "Cuttlefish: Low-rank Model Training without All The Tuning"

detox icon detox

DETOX: A Redundancy-based Framework for Faster and More Robust Gradient Aggregation

draco icon draco

DRACO: Byzantine-resilient Distributed Training via Redundant Gradients

erasurehead icon erasurehead

distributed gradient descent using approximate coding to mitigate stragglers

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

hwang595.github.io icon hwang595.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

mxnet icon mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

nlp icon nlp

This is where I put all my work in Natural Language Processing

open_lth icon open_lth

A repository in preparation for open-sourcing lottery ticket hypothesis code.

ps_pytorch icon ps_pytorch

implement distributed machine learning with Pytorch + OpenMPI

pufferfish icon pufferfish

The implementation for MLSys 2021 paper: "Pufferfish: Communication-efficient Models At No Extra Cost"

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