Awesome High Performance Computing
A curated list of awesome high performance computing resources
This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.
General Info >Most Recent List of the Top500 Supercomputers
General Info >History
General Info >Trends
Software
alpaka
The alpaka library is a header-only C++17 abstraction library for accelerator development
async-rdma
A framework for writing RDMA applications with high-level abstraction and asynchronous APIs
CANN
Compute Architecture for Neural Networks for Huawei Ascend GPUs
CAF
An Open Source Implementation of the Actor Model in C++
Chapel
A Programming Language for Productive Parallel Computing on Large-scale Systems
Charm++
Parallel Programming with Migratable Objects
Cilk Plus
C/C++ Extension for Data and Task Parallelism
Codon
high-performance Python compiler that compiles Python code to native machine code without any runtime overhead
CUDA
High performance NVIDIA GPU acceleration
CUDA-oxide
custom rustc backend for compiling GPU kernels in pure Rust
dask
Dask provides advanced parallelism for analytics, enabling performance at scale for the tools you love
DeepSpeed
An easy-to-use deep learning optimization software suite that enables unprecedented scale and speed for Deep Learning Training and Inference
DeterminedAI
Distributed deep learning
Dispenso
Meta/facebook C++ Task Library
FastFlow
High-performance Parallel Patterns in C++
Galois
A C++ Library to Ease Parallel Programming with Irregular Parallelism
Halide
A language for fast, portable computation on images and tensors
Heteroflow
Concurrent CPU-GPU Task Programming using Modern C++
highway
Performance portable SIMD intrinsics
HIP
HIP is a C++ Runtime API and Kernel Language for AMD/Nvidia GPU
HPC-X
Nvidia implementation of MPI
HPX
A C++ Standard Library for Concurrency and Parallelism
Horovod
Distributed deep learning training framework for TensorFlow, Keras, PyTorch, and Apache MXNet
ISPC
An open-source compiler for high-performance SIMD programming on the CPU and GPU
Intel ISPC
SPMD compiler
Intel TBB
Threading Building Blocks
joblib
Data-flow programming for performance (python)
Kompute
The general purpose GPU compute framework for cross vendor graphics cards (AMD, Qualcomm, NVIDIA & friends)
Kokkos
A C++ Programming Model for Writing Performance Portable Applications on HPC platforms
Kubeflow MPI Operator
MPI Operator for Kubeflow
Legate
Nvidia replacement for numpy based on Legion
Legion
Distributed heterogeneous programming library
MAGMA
Next generation linear algebra (LA) GPU accelerated libraries
Merlin
A distributed task queuing system, designed to allow complex HPC workflows to scale to large numbers of simulations
Metal
Apple's GPU API
Microsoft MPI
Microsoft's implementation of MPI
MOGSLib
User defined schedulers
mpi4jax
Zero-copy mpi for jax arrays
mpi4py
Python bindings for MPI
MPI
OpenMPI implementation of the Message passing interface
MPI
MPICH implementation of the Message passing interface
MPI Standardization Forum
Forum for MPI standardization
MPAVICH
Implementation of MPI
NCCL
The NVIDIA Collective Communication Library for multi-GPU and multi-node communication
NVSHMEM
GPU-accelerated implementation of the OpenSHMEM programming model developed by NVIDIA
cuNumeric
GPU drop-in for numpy
stdpar
GPU accelerated C++ from NVIDIA
numba
A JIT compiler that translates a subset of Python into fast machine code
oneAPI
A unified, multiarchitecture, multi-vendor programming model
OpenACC
"OpenMP for GPUs"
OpenCilk
MIT continuation of Cilk Plus
OpenSHMEM
OpenSHMEM is a one-sided, PGAS-based parallel programming model enabling direct remote memory access for high-performance computing
PVM
Parallel Virtual Machine: A predecessor to MPI for distributed computing
PMIX
Standard for process management
Pollux
Message Passing Cloud orchestrator
Pyfi
Distributed flow and computation system
Pyper
concurrent python made simple
RAJA
Architecture and programming model portability for HPC applications
RaftLib
A C++ Library for Enabling Stream and Dataflow Parallel Computation
ray
Scale AI and Python workloads from reinforcement learning to deep learning
ROCM
First open-source software development platform for HPC/Hyperscale-class GPU computing
RS MPI
Rust bindings for MPI
Scalix
Data parallel computing framework
Simgrid
Simulate cluster/HPC environments
SkelCL
A Skeleton Library for Heterogeneous Systems
STAPL
Standard Template Adaptive Parallel Programming Library in C++
STLab
High-level Constructs for Implementing Multicore Algorithms with Minimized Contention
SYCL
C++ Abstraction layer for heterogeneous devices
Taichi
Parallel programming language for high-performance numerical computations in Python
The Open Community Runtime
Specification for Asynchronous Many Task systems
Triton
Triton is a language and compiler for parallel programming
Tuplex
Blazing fast python data science
UCX
Optimized production proven-communication framework
Zluda
Run unmodified CUDA applications with near-native performance on Intel AMD GPUs.
HyperQueue
HyperQueue is a tool designed to simplify execution of large workflows (task graphs) on HPC clusters.
cpuid
A software instruction available on Intel, AMD, and other processors that can be used to determine processor type and features.
cpuid instruction note
A detailed note on the CPUID instruction used for processor identification.
cpufetch
A simple yet fancy CPU architecture fetching tool.
gpufetch
A tool similar to cpufetch, but for fetching GPU architecture.
intel cpuinfo
Intel tool providing information about the characteristics of Intel CPUs.
Likwid
Provides all information about the supercomputer/cluster.
LIKWID.jl
Julia wrapper for LIKWID.
openmpi hwloc
Portable Hardware Locality (hwloc) software project.
PRK - Parallel Research Kernels
A collection of kernels for parallel programming research.
ClusterVisor
Cluster management tool by Advanced Clustering.
BeeGFS
A parallel file system designed for performance-critical environments.
Bluebanquise
An open-source cluster management tool.
NVIDIA Base Command Manager (formerly Bright Cluster Manager)
Software for deploying and managing HPC and AI server clusters.
Ceph
An open-source distributed storage system.
DeepOps
Nvidia's GPU infrastructure and automation tools for Kubernetes and Slurm clusters.
E4S - The Extreme Scale HPC Scientific Stack
A collection of open-source software packages for HPC environments.
Easybuild
A package manager for HPC/supercomputers.
EESSI
A shared stack of scientific software installations.
Flux framework
A framework for high-performance computing clusters.
fpsync
A tool for fast parallel data transfer using fpart and rsync.
GPFS
A high-performance parallel file system developed by IBM.
Guix
A package manager for HPC/supercomputers.
Intel DAOS
A software-defined scale-out object store for HPC applications.
LSF
A batch system for HPC and distributed computing environments.
Lmod
A Lua-based module system for software environment management on HPC systems.
Lustre Parallel File System
A high-performance distributed filesystem for large-scale cluster computing.
moosefs
A fault-tolerant, highly available, distributed file system.
MrPackMod
TACC Alternative to Easybuild/Spack
OKA
Analytics and reporting tool for HPC schedulers: helps administrators and users to understand how compute resources are used, and optimize their usage.
Open Cluster Scheduler
A scalable HPC/AI workload manager based on SGE.
OpenHPC
A community-led set of HPC components.
OpenOnDemand
A web portal for accessing supercomputing resources.
OpenPBS
A software for workload management and job scheduling.
OpenXdMod
A tool for managing high-performance computing resources.
RADIUSS
Rapid Application Development via an Institutional Universal Software Stack.
rocks
An open-source Linux cluster distribution.
Ruse
A tool for managing software environments in HPC clusters.
SGE
A resource management software for large clusters of computers.
Slurm
A cluster management and job scheduling system for Linux clusters.
Spectrum LSF
Workload management platform and job scheduler for distributed high performance computing (HPC)
sstack
A tool to install multiple software stacks such as Spack, EasyBuild, and Conda.
Starfish
Unstructured data management and metadata solution for files and objects.
Warewulf
An operating system provisioning system and cluster management tool.
Velda
A modern cluster management and job scheduler, with personalizable dev-containers and scale-to-cloud capabilities.
xCat
A distributed computing management and provisioning tool.
XDMoD
An open-source tool for managing high-performance computing resources.
Globus Connect
A fast data transfer tool between supercomputers.
Slurm Web
Open source web dashboard for Slurm HPC clusters.
s9s
TUI for SLURM cluster management
lazyslurm
A lazygit-style terminal UI for Slurm. Monitor jobs, tail logs, and inspect nodes and partitions.
slurm-why
Plain-English diagnoses for confusing Slurm job states (OOM kills, pending-reason codes, impossible requests) instead of decoding raw sacct/squeue/scontrol output by hand.
Kitten
A lightweight kernel designed for high-performance computing. It focuses on providing low noise and predictable performance for HPC applications.
McKernel
A hybrid kernel that combines Linux and a lightweight kernel designed to provide high performance for HPC applications.
mOS
A specialized operating system for high-performance computing, designed to support large-scale, manycore processors.
Apache Airflow
A platform to programmatically author, schedule, and monitor workflows.
Apptainer (formerly Singularity)
Container platform designed for scientific and high-performance computing (HPC) environments.
arbiter2
Monitors and protects interactive nodes with cgroups.
Charliecloud
Lightweight container solution for high-performance computing (HPC).
Docker
A set of platform as a service products that use OS-level virtualization to deliver software in packages called containers.
genv
GPU Environment Management for managing and scheduling GPU resources.
grpc
A high-performance, open-source universal RPC framework.
HPC Rocket
Allows submitting Slurm jobs in Continuous Integration (CI) pipelines.
HTCondor
An open-source high-throughput computing software framework.
Jacamar-ci
CI/CD tool designed for HPC and scientific computing workflows.
Kubernetes
An open-source system for automating deployment, scaling, and management of containerized applications.
nextflow
A workflow framework to deploy data-driven computational pipelines.
perun
Energy monitor for HPC systems, focusing on performance and energy efficiency.
Prefect
A workflow management system, designed for modern infrastructure and powered by the open-source Prefect Core workflow engine.
Prometheus
An open-source monitoring system with a dimensional data model, flexible query language, efficient time series database and modern alerting approach.
redun
Workflow engine that emphasizes simplicity, reliability, and scalability.
remora
Tool for monitoring and reporting the performance of batch jobs on HPC systems.
ruptime
A utility for monitoring the status of computational jobs and systems.
server-spy
A monitoring tool for multi-run experiments on shared servers. It tracks congestion (PSI, scheduler wait) and shows how much specific runs got slowed down by other users' jobs, helping researchers identify skewed experiment comparisons.
slop
"top"-like command for slurm clusters
Slurmvision slurm dashboard
A dashboard for monitoring and managing Slurm jobs.
slurm docker cluster
A Slurm cluster implemented using Docker containers, for development and testing.
snakemake
A workflow management system that reduces the complexity of creating reproducible and scalable data analyses.
srunx
Python toolkit for managing SLURM jobs and workflows. Provides a CLI (sbatch / squeue / scancel parity), a FastAPI Web UI, an MCP server for natural-language control from Claude, YAML workflows with parameter sweeps and inter-job dependencies, GPU resource monitoring, SSH-based remote execution…
Stui slurm dashboard for the terminal
A terminal-based UI for managing and monitoring Slurm clusters.
Vaex
A Python library for lazy Out-of-Core DataFrames (similar to Pandas), to visualize and explore big tabular datasets.
HPC Client GUI
A cross-platform desktop client for SSH, SFTP, remote file management, Slurm job submission and monitoring, terminal workflows, and optional X11 forwarding. Runs locally and requires no server-side installation. Source-available for noncommercial use.
ddt
A powerful debugger designed for developers to solve complex problems on multi-threaded and multi-process environments in HPC.
marmot MPI checker
A tool for detecting and reporting issues in MPI (Message Passing Interface) applications.
python debugging tools
A collection of tools for debugging Python applications, including pdb and other utilities.
seer modern gui for gdb
A graphical user interface for GDB, aiming to improve the debugging experience with modern features and visuals.
Summary of C/C++ debugging tools
An overview of various debugging tools available for C/C++ applications, focusing on HPC environments.
totalview
A comprehensive source code analysis and debugging tool designed for complex software running on HPC systems, supporting a wide range of languages and architectures.
demonspawn
A framework for automated execution of benchmarks and simulations, designed for HPC environments.
Google benchmark
A microbenchmark support library for C++ that tracks performance over time.
HPL benchmark
The High Performance Linpack Benchmark for measuring floating-point computing power of systems.
kerncraft
A tool for analytical modeling of loop performance and cache behavior on HPC systems.
NASA parallel benchmark suite
A set of benchmarks designed to evaluate the performance of parallel supercomputers.
papi
Provides standard APIs for accessing hardware performance counters available on modern microprocessors.
scalasca
A software tool that supports performance analysis of large-scale parallel applications.
scalene
A high-performance, high-precision CPU, GPU, and memory profiler for Python.
Summary of code performance analysis tools
An overview of tools for analyzing HPC application performance.
Summary of profiling tools
A comprehensive list of profiling tools for performance analysis in HPC.
tau
TAU (Tuning and Analysis Utilities) is a profiling and tracing toolkit for performance analysis of parallel programs.
The Bandwidth Benchmark
A tool for measuring memory bandwidth across various CPUs and systems.
vampir
A tool for detailed analysis of MPI program executions by visualizing their event traces.
bytehound memory profiler
A detailed memory profiler for tracking down memory issues and leaks.
Flamegraphs
Visualization tool for profiling software, allowing quick identification of performance bottlenecks.
flameox
Profiling and optimization toolkit for agents that captures and compares evidence from native services, PyTorch, GPU kernels, and inference workloads.
fio
Flexible I/O tester for benchmarking and stress/hardware verification.
IBM Spectrum Scale Key Performance Indicators (KPI)
Provides key performance indicators for IBM Spectrum Scale, aiding in performance tuning and monitoring.
Ior
A parallel file system I/O benchmarking tool used widely in HPC for testing storage systems.
ngstress
A versatile tool for stressing various subsystems of a computer to find hardware faults or to benchmark performance.
Hotspot
The Linux perf GUI for in-depth performance analysis and visualization of software behavior.
HPC Challenge Benchmark Suite
benchmark suite that measures a range memory access patterns across CPU/GPU nodes.
mixbench
A benchmark suite designed to evaluate CPUs and GPUs across different compute and memory operations.
pmu-tools (toplev)
Performance monitoring tools for modern Intel CPUs, offering detailed insights into hardware and application performance.
SPEC CPU Benchmark
A benchmark suite designed to provide a comparative measure of compute-intensive performance across the widest practical range of hardware.
STREAM Memory Bandwidth Benchmark
Measures sustainable memory bandwidth and the corresponding computation rate for simple vector kernels.
Intel MPI benchmarks
A set of benchmarks designed to measure the performance and scalability of MPI implementations on Intel architectures.
Ohio state MPI benchmarks
A comprehensive suite of benchmarks for evaluating MPI performance across a variety of message passing patterns and communication protocols.
hpctoolkit
An integrated suite of tools for measurement and analysis of program performance on computers ranging from desktops to supercomputers.
core-to-core-latency
A diagnostic tool designed to measure and report the latency between CPU cores, aiding in the optimization of parallel computing tasks.
speedscope
An interactive, web-based viewer for performance profiles of software. It supports various formats and provides a flamegraph visualization to identify hot paths efficiently.
Differential Flamegraphs
A visualization technique developed by Brendan Gregg that highlights differences between performance profiles, making it easier to spot performance regressions or improvements.
Hyperfine
A command-line benchmarking tool that provides a simple and user-friendly means to compare the performance of commands, featuring statistical analysis across multiple runs.
Openfoam HPC benchmark
A benchmarking suite for evaluating the High Performance Computing capabilities of OpenFOAM, an open-source CFD software, under various computational loads.
fio flexible I/O tester
A versatile tool for I/O workload simulation and benchmarking, capable of testing a wide array of storage and filesystem configurations.
vftrace
A tracing tool specifically designed for the NEC SX-Aurora TSUBASA Vector Engine, enabling detailed performance analysis of vectorized code.
tinymembench
A simple memory benchmark tool, focusing on benchmarking memory bandwidth and latency with minimal dependencies, suitable for various platforms.
Geekbench
Cross platform benchmarking tool
Empirical Roofline Tool (ERT)
Create empirical roofline plots, alternative to intel vtune for any machine
Roofline Visualizer for ERT
Visualizer for ERT
Caliper
A Performance Analysis Toolbox in a Library
KDiskMark
Benchmarking Tool For SSD/HDD Drives
OpenBenchmarking
Open benchmarks on a variety of algorithms and hardware
Phoronix Test Suite
Benchmarking suite for Linux
Palanteer Python/C++ Profiler
Profiler for both Python and C++
HECBioSim Benchmarks
The HECBioSim benchmark suite consists of a set of simple benchmarks for a number of popular Molecular Dynamics (MD) engines
JUPITER Benchmark Suite
The JUPITER Benchmark Suite incorporates 16 applications from various domains. It was designed for and used in the procurement of JUPITER, the first European exascale supercomputer.
OpenCL Cross-Hardware PhysX Benchmarks
Benchmark across all types of GPU, CPU
Flopper.io
Comparison of GPUs
ADIOS2
The Adaptable IO System version 2, designed for flexible and efficient I/O for scientific data, supporting a wide range of HPC simulations.
Amira
A powerful, multifaceted 3D software platform for visualizing, manipulating, and understanding Life Science and bio-medical data coming from all types of sources.
hdf5
The Hierarchical Data Format version 5 (HDF5), is an open source file format that supports large, complex, heterogeneous data.
paraview
An open-source, multi-platform data analysis and visualization application.
Scientific Visualization Wiki
A comprehensive guide to the field of scientific visualization, detailing techniques, tools, and applications.
the yt project
An open-source, Python-based package for analyzing and visualizing volumetric data.
vedo
A lightweight and powerful python module for scientific analysis and visualization of 3D objects and point clouds based on VTK.
visit
An Open Source, interactive, scalable, visualization, animation and analysis tool.
WebDataset
library for writing I/O pipelines for large datasets.
petsc
Parallel solution of scientific applications modeled by PDEs. (C, 2-clause BSD, GitLab)
ginkgo
High-performance manycore linear algebra library, focus on sparse systems. (C++, BSD, GitHub)
GSL
is a numerical library for C and C++ programmers. It is free software under the GNU General Public License. The library provides a wide range of mathematical routines such as random number generators, special functions and least-squares fitting. There are over 1000 functions in total with an…
RunMat
MATLAB-syntax runtime with automatic CPU/GPU execution and fused array math kernels.
mimalloc memory allocator
mimalloc is a compact general purpose allocator with excellent performance.
jemalloc memory allocator
General purpose malloc(3) implementation that emphasizes fragmentation avoidance and scalable concurrency support. [BSD] website
tcmalloc memory allocator
Google's fast, multi-threaded malloc implementation. [Apache-2.0] website
Horde memory allocator
Fast, Scalable, and Memory-efficient Malloc for Linux, Windows, and Mac. [Apache-2.0] website
Hardware >Vendors (Work in Progress)
Hardware >Interconnects/Topology
Hardware >CPU
Hardware >GPU
Inside NVIDIA GPUs: Anatomy of high performance matmul kernels
by Aleksa Gordić
A trip through the Graphics Pipeline
🟪 - A somewhat-dated dive into a typical graphics pipeline, intended for those with some exposure to graphics APIs such as OpenGL or Direct3D 11.
Hardware >TPU/Tensor Cores
Hardware >Many integrated core processor (MIC)
Hardware >Cloud
Hardware >Custom/FPGA/ASIC/APU
Hardware >Certification
Hardware >Student Opportunities / Workshops
Hardware >Other/Wikis
Supercomputer
most generally refers to the practice of aggregating computing power in a way that delivers much higher performance than one could get out of a typical desktop computer or workstation in order to solve large problems in science, engineering, or business.
People
Resources
Distributed AI Systems
Fuheng Wu 2026
Supercomputers for Linux SysAdmins
Vladimir Zhumatiy 2025
Grokking concurrency
Kirill Bobrov 2024
Scaling Python with Dask
Holden Karau, Mika Kimmins 2023
MPI with Python (free)
Gregor von Laszewski, Fidel Leal 2022
Parallel and High Performance Computing
Robert Robey, Yuliana Zamora 2021
High Performance Parallel Runtimes
Michael Klemm, Jim Cownie 2021
Introduction to High Performance Scientific Computing
Victor Eijkhout 2021
Parallel Programming for Science and Engineering
Victor EIjkhout 2021
Parallel Programming for Science and Engineering - HTML Version
Victor Eijkhout 2021
C++ High Performance
Björn Andrist, Viktor Sehr 2020
Performance Analysis and Tuning on Modern CPUs
Denis Bakhvalov 2020
High Performance Computing: Modern Systems and Practices
Thomas Sterling, Maciej Brodowicz, Matthew Anderson 2017
Introduction to Parallel Computing
Zbigniew J. Czech 2017
Practical guide to bare metal C++
Alex Robenko 2017
Parallel Computing: Theory and Practice
Umut A. Acar 2016
Power and Performance_ Software Analysis and Optimization
Jim Kukunas 2015
High Performance Python
Micha Gorelick, Ian Ozsvald 2014
C++ Concurrency in Action: Practical Multithreading
Anthony Williams 2012
The Art of Multiprocessor Programming
Maurice Herlihy 2012
The Little Book of Semaphores
Allen B. Downey 2008
Building Clustered Linux Systems
Robert W. Lucke 2004
Introduction to parallel computing
Ananth Grama 2003
Parallel Programming with MPI
Peter Pacheco 1997
Programming with POSIX threads
David Butenhof 1997
Free Modern HPC Books by Victor Eijkhout
by Victor Eijkhout
Algorithms for Modern Hardware
Sergey Slotin
Optimizing software in C++
Agner Fog
HPC Carpentry
Teaching basic skills for high-performance computing.
Berkeley: Applications of Parallel Computers
Detailed course on HPC
CS6290 High-performance Computer Architecture
Milos Prvulovic and Catherine Gamboa at George Tech
Illinois - Intro to HPC
Creator of PyCuda
Performance Ninja Optimization Course
This is an online course where you can learn and master the skill of low-level performance analysis and tuning.
Aalto University course CS-E4580 Programming Parallel Computers
by Jukka Suomela, Samuli Laine, and Jaakko Lehtinen
Energy vs. performance: Introducing the Z-plot
Georg Hager on visualizing energy-to-solution vs. performance to analyze core count and clock speed tradeoffs.
InsideHPC
insideHPC is a global publication recognized for its comprehensive and insightful coverage of the HPC-AI community, linking vendors, end-users and HPC strategists.
HPCWire
Since 1987 covering the fastest computers in the world and the people who run them.
HPCPodcast
Join Shahin Khan and Doug Black as they discuss Supercomputing technologies and the applications, markets, and policies that shape them.
CppCon
zap: - The C++ conference.
Concurrency in C++20 and Beyond
A. Williams
Is Parallel Programming still Hard?
P. McKenney, M. Michael, and M. Wong at CppCon 2017
The Speed of Concurrency: Is Lock-free Faster?
Fedor G Pikus in CppCon 2016
Expressing Parallelism in C++ with Threading Building Blocks
Mike Voss at Intel Webinar 2018
A Work-stealing Runtime for Rust
Aaron Todd in Air Mozilla 2017
C++11/14/17 atomics and memory model: Before the story consumes you
Michael Wong in CppCon 2015
The C++ Memory Model
Valentin Ziegler at C++ Meeting 2014
Task based Parallelism and why it's awesome
Pedro Gonnet
Optimizing a Math Expression Parser in Rust
by Ricardo Pallás
1024 Cores
Dmitry Vyukov
The Black Art of Concurrency
Internal Pointers
Johnny's Software Lab
by Ivica Bogosavljević
SC conference (SC)
The International Conference for High Performance Computing, Networking, Storage, and Analysis.
FosDem
Annual 2-day gathering of F/OSS developers in Brussels which sometimes has a "Lua devroom".
International Data Corporation
A global provider of market intelligence and advisory services.
xbyak jit assembler
A JIT assembler for x86/x64 architectures supporting the latest instruction set extensions such as AVX10.2 and ACE
cpufetch
A simple yet fancy CPU architecture fetching tool.
Quickly benchmark C++ functions
Quick C++ Benchmarks.
BOINC Compute for science
Open-source cross-platform volunteer computing network connecting computers of volunteers/citizen scientists to scientific research projects. Used by CERN and universities around the world.
Vim Adventures
Learning Vim while playing a game.
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