Discover argonne-lcf/ATPESC_MachineLearning Open Source project

Integrating the TensorFlow 1.15 C-API into OpenFOAM 5.0 for data-driven CFD algorithm development

205

TensorFlowFoam

In-situ data analyses and machine learning with OpenFOAM and Python

201

PythonFOAM

High throughput workflows and automation for HPC

161

balsam

An I/O benchmark for deep Learning applications

dlio_benchmark

The ALCF hosts a regular simulation, data, and learning workshop to help users scale their applications. This repository contains the examples used in the workshop.

ALCF_Hands_on_HPC_Workshop

ALCF Computational Performance Workshop

CompPerfWorkshop

Data analytics for molecular solids melting points

molan

Active learning workflow developed as a part of the upcoming article "Machine Learning Inter-Atomic Potentials Generation Driven by Active Learning: A Case Study for Amorphous and Liquid Hafnium dioxide"

active-learning-md

ALCFBeginnersGuide

Cuda

llm-workshop

A tutorial for students that surveys basic ML techniques in ipython notebook format.

AI4ScienceTutorial

A tracing infrastructure for heterogeneous computing applications.

THAPI

user-guides

ALCF Systems User Documentation

Collection of small examples for running on ALCF resources

GettingStarted

AIaccelerators-SC23-tutorial

AI Accelerators-SC23-tutorial Repository

Provide examples on how to use GPU with Parallel Programing Paradigm (MPI, OpenMP, SYCL)

HPC-Patterns

AI Accelerator Tutorial SC22

AIaccelerators-SC22-tutorial

Argonne Leadership Computing Facility OpenCL tutorial

alcl

alcf-nccl-tests

NCCL tests for ALCF machines

Roff

alcf4_benchmarks

Repository for ALCF-4 Benchmarks as defined in the RFP.

copper

scalable data movement in Exascale Supercomputers

Staging area for Theta-GPU documentation

ThetaGPU-Docs

ALCF benchmarks for coupled simulation and AI workflows

SimAI-Bench

scripts for working with PBS

summer-school-2024

pbs_utils

Sycl complex library header-only

SyclCPLX

AI-Testbed at ALCF provides an infrastructure for the next-generation of AI-accelerator machines.

ai-testbed-userdocs

Scripts and tools for IRI applications at ALCF

nexus

This repo is for providing instructions on how to do checkpoint/restart at large scale simulations on exasscale machines

checkpoint_restart

Simple tests to verify ML/DL environments on ALCF HPC resources are working correctly.

dlSoftwareTests

Example scripts and profiling demonstrations for deep learning models

DL-Profiling-Examples

This is a spack environment for THAPI.

THAPI-spack

AD/AE repo for the paper on AI Accelerator Evaluation

AIAccelerators-AE

IntroSYCLtutorial

Reference workloads for DLIO Benchmark

dlio_ml_workloads

CCS (C Configuration Space and Tuning Library) aims at providing interoperability between autotuning frameworks and applications with auto-tuning needs. It does so by providing a C interface to describe autotuning problems and autotuners.

CCS

autoperf

Core autoperf source

polaris-userdocs

Temporary documentation for Polaris resource

LLM-Inference-Bench

Some install scripts for miniconda that include tensorflow and keras in the intel channel.

conda_install_scripts

Profiling tools for performance studies of competing ML frameworks on HPC systems

mlprof

Contains images and recipes to run container images on Theta, ThetaGPU, Polaris and Sunspot

container-registry

Scaling Deep learning on HPC systems

dl_scaling

OSU benchmarks on ALCF systems

alcf-osu-benchmarks

Roff

scalable_conda_env

This is to show how to setup conda environment for large scale runs

This is a repository with examples to run inference endpoints on various ALCF clusters

storage

storage benchmarks

inference-endpoints

Implementation of triangle counting for Graphcore IPU

tc-ipu

Emacs Lisp

balsam-serial-mode-profiling

Contains application tools and scripts for measuring balsam performance in serial mode.

Files for building anaconda cloud packages for Theta.

theta_conda_channel

A repository for image recipe files useful for ALCF systems.

docker_image_recipes

Dockerfile

babeltrace2-ruby

Babeltrace2 Ruby bindings

Ruby

ALCF-AI-Testbed