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Awesome Parallel Computing Resources

A curated list of awesome parallel computing resources. Please feel free to update this page through submitting pull requests or emailing me.

Table of Contents

  • Software
  • Presentations
  • Learning Resources
  • Datasets
  • Links

All the lists in this page are either in alphabetical order or chronological order.

Software

Parallel Programming Library

  • Taskflow: A Modern C++ Task-parallel Programming Library
  • CAF: An Open Source Implementation of the Actor Model in C++
  • CGraph: A cross-platform DAG framework based on C++17
  • Chapel: A Programming Language for Productive Parallel Computing on Large-scale Systems
  • Charm++: A Parallel Programming Framework
  • Cilk Plus: C/C++ Extension for Data and Task Parallelism
  • Faber: A Statically Typed Language Whose Kernel Declarations Run on CPU Threads, Metal and CUDA Devices
  • FastFlow: High-performance Parallel Patterns in C++
  • Galois: A C++ Library to Ease Parallel Programming with Irregular Parallelism
  • Heteroflow: Concurrent CPU-GPU Task Programming using Modern C++
  • HPX: A C++ Standard Library for Concurrency and Parallelism
  • Intel TBB: Threading Building Blocks
  • Kokkos: A C++ Programming Model for Writing Performance Portable Applications on HPC platforms
  • MPICH: High-Performance Portable MPI
  • MPL: A message passing library
  • OmpSs: A task based programming model
  • OpenMP: Multi-platform Shared-memory Parallel Programming in C/C++ and Fortran
  • OpenMPI: A High Performance Message Passing Library
  • RaftLib: A C++ Library for Enabling Stream and Dataflow Parallel Computation
  • STAPL: Standard Template Adaptive Parallel Programming Library in C++
  • STLab: High-level Constructs for Implementing Multicore Algorithms with Minimized Contention
  • Transwarp: A Header-only C++ Library for Task Concurrency
  • UPC++: A C++ library that supports Partitioned Global Address Space (PGAS) programming
  • Workflow: C++ Parallel Computing and Asynchronous Networking Engine
  • nndeploy: An Easy-to-Use and High-Performance AI deployment framework

Concurrent Data Structures

  • Boost.Lockfree: Thread-safe and Lock-free Containers
  • ConcurrentQueue: A Fast Multi-producer Multi-consumer Lock-free Concurrent Queue in C++
  • libcds: A C++ library of Concurrent Data Structures
  • Parallel-Hashmap: A Header-only Very Fast and Memory-friendly Hash Map
  • ReaderWriterQueue: A Fast Single-producer Single-consumer Lock-free Queue in C++
  • xenium: A C++ library Providing Various Concurrent Data Structures and Reclamation Schemes

Coroutine and Fiber

  • Boost.Fiber: A Framework for Userland-threads Programming and Scheduling
  • cppcoro: A Library for C++ Coroutines Abstractions for the Coroutines TS
  • Fiber Tasking Lib: A Library for Enabling Task-based Multi-threading using Fibers
  • coro-async: A lite C++ coroutine TS based networking library

Presentations

Generic Parallel Computing Topics

  • 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

Scheduling in Parallel Processing

  • 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

Memory Model

  • 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

Learning Resources

Books

  • C++ Concurrency in Action: Practical Multithreading - Anthony Williams 2012
  • The Art of Multiprocessor Programming - Maurice Herlihy 2012
  • Parallel Computing: Theory and Practice - Umut A. Acar 2016

Tutorials

  • Parallel Computing Training Tutorials - Lawrence Livermore National Laboratory

Position Papers

  • The Landscape of Parallel Computing Research: A View from Berkeley
  • Extreme Heterogeneity 2018: Productive Computational Science in the Era of Extreme Heterogeneity

Experimental Papers

  • Evaluation and Analysis of Dynamic Loop Scheduling in OpenMP

Courses

  • CS6290 High-performance Computer Architecture - Milos Prvulovic and Catherine Gamboa at George Tech

Datasets

  • HPEC Graph Challenge
  • PARRSEC Benchmark Suite for the Analysis of Multithreaded Programs

Links

Blogs

  • 1024 Cores - Dmitry Vyukov
  • Michael Wong's Standard on Parallelism and Programming Languages - Michael Wong
  • Preshing on Programming - Jeff Preshing
  • Sutter's Mill - Herb Sutter
  • The Black Art of Concurrency - Internal Pointers

Journals

  • IEEE Transactions on Parallel and Distributed Systems (TPDS)
  • Journal of Parallel and Distributed Computing

Conferences

  • ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming (PPoPP)
  • ACM Symposium on Parallel Algorithms and Architectures (SPAA)
  • ACM/IEEE International Conference for High-performance Computing, Networking, Storage, and Analysis (SC)
  • HPC Asia
  • International Conference on Parallel Processing (ICPP)
  • International Conference on Supercomputing
  • IEEE International Parallel and Distributed Processing Symposium (IPDPS)
  • International Symposium on High-Performance Parallel and Distributed Computing
  • ISC High Performance

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A curated list of awesome parallel computing resources

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distributed-computingdistributed-systemsheterogeneous-computingheterogeneous-parallel-programmingparallel-computingparallel-programming

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