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ai-science-training-series

alcf_imagenet_benchmarks

Image Net benchmarks at ALCF

alcf_sdlworkshop_2019

This folder contains the example files I used for ALCF Simulation, Data, and Learning Workshop

amrex

AMReX: Software Framework for Block Structured AMR

awesome-deep-learning-papers

The most cited deep learning papers

benchmarks

A benchmark framework for Tensorflow

deepspeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

dl_scaling_hang

dlio-profiler

A low-level profiler for capture I/O calls from deep learning applications.

dlio_benchmark

An I/O benchmark for deep Learning applications

dlio_microbenchmark

dlio_ml_workloads

Set of workloads used for dlio_ml_workloads

dlio_profiling

This repo demonstrate how to profile I/O for deep learning applications. This is based on VaniDL

e3sm-io

Benchmark programs using the I/O pattern of E3SM

e4s-documenter

A tool to generate documentation for a project based on project metadata (README, Changelog, License, etc.) stored in a yaml file.

exahdf5

exahdf5_sdk

ExaHDF5 project build scripts

giavasis2015-qap-paper

Paper describing QAP

h5bench

A benchmark suite for measuring HDF5 performance.

hdf5

Official HDF5® Library Repository

hdf5_tutorial

This is some basic tutorials for HDF5

heisenberg

For solving classical Heisenberg model using transfer matrix method.

horovod

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

incubator-mxnet

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

io_benchmarks

This is a set of tools for io benchmarks

ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

ising

A simple 2D Ising model

megatron-deepspeed

Ongoing research training transformer language models at scale, including: BERT & GPT-2

mlperf_storage

mlperf_training

Reference implementations of MLPerf™ training benchmarks