BabelStream VS ParallelReductionsBenchmark

Compare BabelStream vs ParallelReductionsBenchmark and see what are their differences.

ParallelReductionsBenchmark

Thrust, CUB, TBB, AVX2, CUDA, OpenCL, OpenMP, SyCL - all it takes to sum a lot of numbers fast! (by ashvardanian)
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BabelStream ParallelReductionsBenchmark
1 2
311 59
2.9% -
7.7 4.6
3 days ago 5 months ago
C++ C++
GNU General Public License v3.0 or later -
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

BabelStream

Posts with mentions or reviews of BabelStream. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-21.
  • Fortran on GPU
    4 projects | /r/fortran | 21 Oct 2022
    I wrote the Fortran version of BabelStream (https://github.com/UoB-HPC/BabelStream/pull/135) to compare all of these, which might be useful as well. There is also MiniWeather, which supports all OpenMP, OpenACC and StdPar for GPU: https://github.com/mrnorman/miniWeather/tree/main/fortran.

ParallelReductionsBenchmark

Posts with mentions or reviews of ParallelReductionsBenchmark. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-02-02.
  • Failing to Reach 204 GB/S DDR4 Bandwidth
    3 projects | news.ycombinator.com | 2 Feb 2022
    For the single threaded version, they have a data hazard on the sums that could be smoothed out with a little loop unrolling and separate variables.

    But in the [threaded version](https://github.com/unum-cloud/ParallelReductions/blob/fd16d9...) they have separate slots for an accumulator but it's still in a shared vector, which most likely has the issue I described.

What are some alternatives?

When comparing BabelStream and ParallelReductionsBenchmark you can also consider the following projects:

nwchem-tce-triples-kernels - NWChem TCE CCSD(T) loop-driven kernels for performance optimization experiments

MatX - An efficient C++17 GPU numerical computing library with Python-like syntax

bedrock-clump - A GPU accelerated program to search the minecraft world for the largest connected clump of layer 5 bedrock

ispc - IntelĀ® Implicit SPMD Program Compiler

gpu-kernel-runner - Runs a single CUDA/OpenCL kernel, taking its source from a file and arguments from the command-line

gpuowl - GPU Mersenne primality test.

miniWeather - A parallel programming training mini app simulating weather-like flows

alpaka - Abstraction Library for Parallel Kernel Acceleration :llama:

cuda_memtest - Fork of CUDA GPU memtest :eyeglasses:

Kernels - This is a set of simple programs that can be used to explore the features of a parallel platform.

eaminer - Heterogeneous Ethereum Miner with support for AMD, Intel and Nvidia GPUs using SYCL, OpenCL and CUDA backends