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A translator from Intel SSE intrinsics to Arm/Aarch64 NEON implementation

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sse2neon

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A C/C++ header file that converts Intel SSE intrinsics to Arm/Aarch64 NEON intrinsics.

Introduction

sse2neon is a translator of Intel SSE (Streaming SIMD Extensions) intrinsics to Arm NEON, shortening the time needed to get an Arm working program that then can be used to extract profiles and to identify hot paths in the code. The header file sse2neon.h contains several of the functions provided by Intel intrinsic headers such as <xmmintrin.h>, only implemented with NEON-based counterparts to produce the exact semantics of the intrinsics.

Mapping and Coverage

Header file Extension
<mmintrin.h> MMX
<xmmintrin.h> SSE
<emmintrin.h> SSE2
<pmmintrin.h> SSE3
<tmmintrin.h> SSSE3
<smmintrin.h> SSE4.1
<nmmintrin.h> SSE4.2
<wmmintrin.h> AES

sse2neon aims to support SSE, SSE2, SSE3, SSSE3, SSE4.1, SSE4.2 and AES extension.

In order to deliver NEON-equivalent intrinsics for all SSE intrinsics used widely, please be aware that some SSE intrinsics exist a direct mapping with a concrete NEON-equivalent intrinsic. However, others lack of 1-to-1 mapping, that means the equivalents are implemented using several NEON intrinsics.

For example, SSE intrinsic _mm_loadu_si128 has a direct NEON mapping (vld1q_s32), but SSE intrinsic _mm_maddubs_epi16 has to be implemented with 13+ NEON instructions.

Usage

  • Put the file sse2neon.h in to your source code directory.

  • Locate the following SSE header files included in the code:

#include <xmmintrin.h>
#include <emmintrin.h>

{p,t,s,n,w}mmintrin.h should be replaceable, but the coverage of these extensions might be limited though.

  • Replace them with:
#include "sse2neon.h"
  • Explicitly specify platform-specific options to gcc/clang compilers.
    • On ARMv8-A targets, you should specify the following compiler option: (Remove crypto and/or crc if your architecture does not support cryptographic and/or CRC32 extensions)
    -march=armv8-a+fp+simd+crypto+crc
    • On ARMv7-A targets, you need to append the following compiler option:
    -mfpu=neon

Compile-time Configurations

Considering the balance between correctness and performance, sse2neon recognizes the following compile-time configurations:

  • SSE2NEON_PRECISE_MINMAX: Enable precise implementation of _mm_min_ps and _mm_max_ps. If you need consistent results such as NaN special cases, enable it.
  • SSE2NEON_PRECISE_DIV: Enable precise implementation of _mm_rcp_ps and _mm_div_ps by additional Netwon-Raphson iteration for accuracy.
  • SSE2NEON_PRECISE_SQRT: Enable precise implementation of _mm_sqrt_ps and _mm_rsqrt_ps by additional Netwon-Raphson iteration for accuracy.

The above are turned off by default, and you should define the corresponding macro(s) as 1 before including sse2neon.h if you need the precise implementations.

Run Built-in Test Suite

sse2neon provides a unified interface for developing test cases. These test cases are located in tests directory, and the input data is specified at runtime. Use the following commands to perform test cases:

$ make check

You can specify GNU toolchain for cross compilation as well. QEMU should be installed in advance.

$ make CROSS_COMPILE=aarch64-linux-gnu- check # ARMv8-A

or

$ make CROSS_COMPILE=arm-linux-gnueabihf- check # ARMv7-A

Check the details via Test Suite for SSE2NEON.

Adoptions

Here is a partial list of open source projects that have adopted sse2neon for Arm/Aarch64 support.

  • aether-game-utils is a collection of cross platform utilities for quickly creating small game prototypes in C++.
  • Apache Doris is a Massively Parallel Processing (MPP) based interactive SQL data warehousing for reporting and analysis.
  • Apache Impala is a lightning-fast, distributed SQL queries for petabytes of data stored in Apache Hadoop clusters.
  • Apache Kudu completes Hadoop's storage layer to enable fast analytics on fast data.
  • ART is an implementation in OCaml of Adaptive Radix Tree (ART).
  • Async is a set of c++ primitives that allows efficient and rapid development in C++17 on GNU/Linux systems.
  • avec is a little library for using SIMD instructions on both x86 and Arm.
  • Blender is the free and open source 3D creation suite, supporting the entirety of the 3D pipeline.
  • Boo is a cross-platform windowing and event manager similar to SDL or SFML, with additional 3D rendering functionality.
  • CARTA is a new visualization tool designed for viewing radio astronomy images in CASA, FITS, MIRIAD, and HDF5 formats (using the IDIA custom schema for HDF5).
  • Catcoon is a feedforward neural network implementation in C.
  • dab-cmdline provides entries for the functionality to handle Digital audio broadcasting (DAB)/DAB+ through some simple calls.
  • EDGE is an advanced OpenGL source port spawned from the DOOM engine, with focus on easy development and expansion for modders and end-users.
  • Embree a collection of high-performance ray tracing kernels. Its target users are graphics application engineers who want to improve the performance of their photo-realistic rendering application by leveraging Embree's performance-optimized ray tracing kernels.
  • emp-tool aims to provide a benchmark for secure computation and allowing other researchers to experiment and extend.
  • FoundationDB is a distributed database designed to handle large volumes of structured data across clusters of commodity servers.
  • iqtree_arm_neon is the Arm NEON port of IQ-TREE, fast and effective stochastic algorithm to infer phylogenetic trees by maximum likelihood.
  • kram is a wrapper to several popular encoders to and from PNG/KTX files with LDR/HDR and BC/ASTC/ETC2.
  • libscapi stands for the "Secure Computation API", providing reliable, efficient, and highly flexible cryptographic infrastructure.
  • libmatoya is a cross-platform application development library, providing various features such as common cryptography tasks.
  • Madronalib enables efficient audio DSP on SIMD processors with readable and brief C++ code.
  • minimap2 is a versatile sequence alignment program that aligns DNA or mRNA sequences against a large reference database.
  • MMseqs2 (Many-against-Many sequence searching) is a software suite to search and cluster huge protein and nucleotide sequence sets.
  • MRIcroGL is a cross-platform tool for viewing NIfTI, DICOM, MGH, MHD, NRRD, AFNI format medical images.
  • N2 is an approximate nearest neighborhoods algorithm library written in C++, providing a much faster search speed than other implementations when modeling large dataset.
  • niimath is a general image calculator with superior performance.
  • OBS Studio is software designed for capturing, compositing, encoding, recording, and streaming video content, efficiently.
  • OGRE is a scene-oriented, flexible 3D engine written in C++ designed to make it easier and more intuitive for developers to produce games and demos utilising 3D hardware.
  • OpenXRay is an improved version of the X-Ray engine, used in world famous S.T.A.L.K.E.R. game series by GSC Game World.
  • parallel-n64 is an optimized/rewritten Nintendo 64 emulator made specifically for Libretro.
  • PFFFT does 1D Fast Fourier Transforms, of single precision real and complex vectors.
  • PlutoSDR Firmware is the customized firmware for the PlutoSDR that can be used to introduce fundamentals of Software Defined Radio (SDR) or Radio Frequency (RF) or Communications as advanced topics in electrical engineering in a self or instructor lead setting.
  • Pygame is cross-platform and designed to make it easy to write multimedia software, such as games, in Python.
  • simd_utils is a header-only library implementing common mathematical functions using SIMD intrinsics.
  • SMhasher provides comprehensive Hash function quality and speed tests.
  • Spack is a multi-platform package manager that builds and installs multiple versions and configurations of software.
  • srsLTE is an open source SDR LTE software suite.
  • Surge is an open source digital synthesizer.
  • XMRig is an open source CPU miner for Monero cryptocurrency.

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Licensing

sse2neon is freely redistributable under the MIT License.

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A translator from Intel SSE intrinsics to Arm/Aarch64 NEON implementation

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