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Shang's Projects

black icon black

The uncompromising Python code formatter

cs344_2021 icon cs344_2021

Udacity CS344 Introduction to Parallell Programming (https://classroom.udacity.com/courses/cs344), with assignments/materials updated to build in 2021

dotfiles icon dotfiles

YADR - The best vim,git,zsh plugins and the cleanest vimrc you've ever seen

examples icon examples

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

fbgemm icon fbgemm

FB (Facebook) + GEMM (General Matrix-Matrix Multiplication) - https://code.fb.com/ml-applications/fbgemm/

fbtt-embedding icon fbtt-embedding

This is a Tensor Train based compression library to compress sparse embedding tables used in large-scale machine learning models such as recommendation and natural language processing. We showed this library can reduce the total model size by up to 100x in Facebook’s open sourced DLRM model while achieving same model quality. Our implementation is faster than the state-of-the-art implementations. Existing the state-of-the-art library also decompresses the whole embedding tables on the fly therefore they do not provide memory reduction during runtime of the training. Our library decompresses only the requested rows therefore can provide 10,000 times memory footprint reduction per embedding table. The library also includes a software cache to store a portion of the entries in the table in decompressed format for faster lookup and process.

glow icon glow

Compiler for Neural Network hardware accelerators

hadoop_docker icon hadoop_docker

Project to create HDFS distributed cluster with docker images.

hbase_docker icon hbase_docker

Project to create Hbase distributed cluster with docker images.

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

tooz icon tooz

Coordinate distributed systems.

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