mace VS Simd

Compare mace vs Simd and see what are their differences.

mace

MACE is a deep learning inference framework optimized for mobile heterogeneous computing platforms. (by XiaoMi)

Simd

C++ image processing and machine learning library with using of SIMD: SSE, AVX, AVX-512, AMX for x86/x64, VMX(Altivec) and VSX(Power7) for PowerPC, NEON for ARM. (by ermig1979)
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mace Simd
1 1
4,882 1,979
0.4% -
2.5 9.6
2 days ago 8 days ago
C++ C++
Apache License 2.0 MIT License
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.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
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.

mace

Posts with mentions or reviews of mace. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-09-06.

Simd

Posts with mentions or reviews of Simd. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-08.
  • The Case of the Missing SIMD Code
    7 projects | news.ycombinator.com | 8 Jun 2023
    I was curious about these libraries a few weeks ago and did some searching. Is there one that's got a clearly dominating set of users or contributors?

    I don't know what a good way to compare these might be, other than perhaps activity/contributor count.

    [1] https://github.com/simd-everywhere/simde

    [2] https://github.com/ermig1979/Simd

    [3] https://github.com/google/highway

    [4] https://gitlab.com/libeigen/eigen

    [5] https://github.com/shibatch/sleef

What are some alternatives?

When comparing mace and Simd you can also consider the following projects:

MNN - MNN is a blazing fast, lightweight deep learning framework, battle-tested by business-critical use cases in Alibaba

StringZilla - Up to 10x faster strings for C, C++, Python, Rust, and Swift, leveraging SWAR and SIMD on Arm Neon and x86 AVX2 & AVX-512-capable chips to accelerate search, sort, edit distances, alignment scores, etc 🦖

ncnn - ncnn is a high-performance neural network inference framework optimized for the mobile platform

MIPP - MIPP is a portable wrapper for SIMD instructions written in C++11. It supports NEON, SSE, AVX, AVX-512 and SVE (length specific).

pytorch_dlprim - DLPrimitives/OpenCL out of tree backend for pytorch

eigen

TNN - TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework for mobile、desktop and server. TNN is distinguished by several outstanding features, including its cross-platform capability, high performance, model compression and code pruning. Based on ncnn and Rapidnet, TNN further strengthens the support and performance optimization for mobile devices, and also draws on the advantages of good extensibility and high performance from existed open source efforts. TNN has been deployed in multiple Apps from Tencent, such as Mobile QQ, Weishi, Pitu, etc. Contributions are welcome to work in collaborative with us and make TNN a better framework.

sse-popcount - SIMD (SSE) population count --- http://0x80.pl/articles/sse-popcount.html

CNTK - Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit

fpng-java - Java Wrapper for the fast, native FPNG Encoder

PaddlePaddle - PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)

tensorflow - An Open Source Machine Learning Framework for Everyone