C++ wrappers for SIMD intrinsics and parallelized, optimized mathematical functions (SSE, AVX, NEON, AVX512)

Related tags

Miscellaneous cpp neon c-plus-plus-11 avx sse simd vectorization avx512 mathematical-functions simd-instructions simd-intrinsics
Overview

xsimd

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C++ wrappers for SIMD intrinsics

Introduction

SIMD (Single Instruction, Multiple Data) is a feature of microprocessors that has been available for many years. SIMD instructions perform a single operation on a batch of values at once, and thus provide a way to significantly accelerate code execution. However, these instructions differ between microprocessor vendors and compilers.

xsimd provides a unified means for using these features for library authors. Namely, it enables manipulation of batches of numbers with the same arithmetic operators as for single values. It also provides accelerated implementation of common mathematical functions operating on batches.

You can find out more about this implementation of C++ wrappers for SIMD intrinsics at the The C++ Scientist. The mathematical functions are a lightweight implementation of the algorithms used in boost.SIMD.

xsimd requires a C++11 compliant compiler. The following C++ compilers are supported:

Compiler Version
Microsoft Visual Studio MSVC 2015 update 2 and above
g++ 4.9 and above
clang 4.0 and above

The following SIMD instruction set extensions are supported:

Architecture Instruction set extensions
x86 SSE2, SSE3, SSSE3, SSE4.1, SSE4.2, AVX, FMA3, AVX2
x86 AVX512 (gcc7 and higher)
x86 AMD same as above + SSE4A, FMA4, XOP
ARM ARMv7, ARMv8

Installation

Install from conda-forge

A package for xsimd is available on the mamba (or conda) package manager.

mamba install -c conda-forge xsimd

Install with Spack

A package for xsimd is available on the Spack package manager.

spack install xsimd
spack load xsimd

Install from sources

You can directly install it from the sources with cmake:

cmake -D CMAKE_INSTALL_PREFIX=your_install_prefix
make install

Documentation

To get started with using xsimd, check out the full documentation

http://xsimd.readthedocs.io/

Usage

Explicit use of an instruction set extension

Here is an example that computes the mean of two sets of 4 double floating point values, assuming AVX extension is supported:

#include <iostream>
#include "xsimd/xsimd.hpp"

namespace xs = xsimd;

int main(int argc, char* argv[])
{
    xs::batch<double, 4> a(1.5, 2.5, 3.5, 4.5);
    xs::batch<double, 4> b(2.5, 3.5, 4.5, 5.5);
    auto mean = (a + b) / 2;
    std::cout << mean << std::endl;
    return 0;
}

Do not forget to enable AVX extension when building the example. With gcc or clang, this is done with the -march=native flag, on MSVC you have to pass the /arch:AVX option.

This example outputs:

(2.0, 3.0, 4.0, 5.0)

Auto detection of the instruction set extension to be used

The same computation operating on vectors and using the most performant instruction set available:

#include <cstddef>
#include <vector>
#include "xsimd/xsimd.hpp"

namespace xs = xsimd;
using vector_type = std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>>;

void mean(const vector_type& a, const vector_type& b, vector_type& res)
{
    std::size_t size = a.size();
    constexpr std::size_t simd_size = xsimd::simd_type<double>::size;
    std::size_t vec_size = size - size % simd_size;

    for(std::size_t i = 0; i < vec_size; i += simd_size)
    {
        auto ba = xs::load_aligned(&a[i]);
        auto bb = xs::load_aligned(&b[i]);
        auto bres = (ba + bb) / 2.;
        bres.store_aligned(&res[i]);
    }
    for(std::size_t i = vec_size; i < size; ++i)
    {
        res[i] = (a[i] + b[i]) / 2.;
    }
}

We also implement STL algorithms to work optimally on batches. Using xsimd::transform the loop from the example becomes:

#include <cstddef>
#include <vector>
#include "xsimd/xsimd.hpp"
#include "xsimd/stl/algorithms.hpp"

namespace xs = xsimd;
using vector_type = std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>>;

void mean(const vector_type& a, const vector_type& b, vector_type& res)
{
    xsimd::transform(a.begin(), a.end(), b.begin(), res.begin(),
                     [](const auto& x, const auto& y) { (x + y) / 2.; });
}

Building and Running the Tests

Building the tests requires the GTest testing framework and cmake.

gtest and cmake are available as a packages for most linux distributions. Besides, they can also be installed with the conda package manager (even on windows):

conda install -c conda-forge gtest cmake

Once gtest and cmake are installed, you can build and run the tests:

mkdir build
cd build
cmake ../ -DBUILD_TESTS=ON
make xtest

In the context of continuous integration with Travis CI, tests are run in a conda environment, which can be activated with

cd test
conda env create -f ./test-environment.yml
source activate test-xsimd
cd ..
cmake . -DBUILD_TESTS=ON
make xtest

Building the HTML Documentation

xsimd's documentation is built with three tools

While doxygen must be installed separately, you can install breathe by typing

pip install breathe

Breathe can also be installed with conda

conda install -c conda-forge breathe

Finally, build the documentation with

make html

from the docs subdirectory.

License

We use a shared copyright model that enables all contributors to maintain the copyright on their contributions.

This software is licensed under the BSD-3-Clause license. See the LICENSE file for details.

Comments
  • single value batch initialisation failing for double on avx

    single value batch initialisation failing for double on avx

    Screenshot (133)

    It initializes the first value with all other garbage. The broadcast is failing. https://xsimd.readthedocs.io/en/latest/api/xsimd_batch.html#_CPPv4N5xsimd5batch5batchE1T

    opened by prateekgargX 30
  • Header inclusion fails on AVX512

    Header inclusion fails on AVX512

    Compile the following program

    #include <xsimd/xsimd.hpp>

    with command

    /usr/bin/c++  -DXTENSOR_USE_XSIMD -isystem /where-xsimd-lives/include -g   -Wall -Wconversion -Wsign-compare -Wno-sign-conversion -fdiagnostics-color -march=skylake-avx512 -msse2 -msse3 -mssse3 -msse4.1 -msse4.2 -mavx -mfma -mbmi2 -mavx2 -mavx512f -mavx512vl -mavx512cd -mavx512dq -mavx512bw -mno-sse4a -mno-xop -mno-fma4 -mno-avx512pf -mno-avx512er -mno-avx512ifma -mno-avx512vbmi -std=c++17 -o a.o -c a.cc

    fails with

    In file included from /usr/lib/gcc/x86_64-linux-gnu/8/include/immintrin.h:55,
                 from /usr/lib/gcc/x86_64-linux-gnu/8/include/x86intrin.h:48,
                 from /where-xsimd-lives/g/xsimd/config/xsimd_include.hpp:17,
                 from /where-xsimd-lives/g/xsimd/types/xsimd_types_include.hpp:12,
                 from /where-xsimd-lives/g/xsimd/types/xsimd_traits.hpp:15,
                 from /where-xsimd-lives/g/xsimd/xsimd.hpp:14,
                 from a.cc:1:
/where-xsimd-lives/g/xsimd/types/xsimd_avx512_int16.hpp: In instantiation of 'static xsimd::detail::avx512_int16_batch_kernel<T>::batch_type xsimd::detail::avx512_int16_batch_kernel<T>::select(const batch_bool_type&, const batch_type&, const batch_type&) [with T = short int; xsimd::detail::avx512_int16_batch_kernel<T>::batch_type = xsimd::batch<short int, 32>; xsimd::detail::avx512_int16_batch_kernel<T>::batch_bool_type = xsimd::batch_bool<short int, 32>]':
/where-xsimd-lives/g/xsimd/types/xsimd_base.hpp:1623:30:   required from 'xsimd::batch_type_t<X> xsimd::select(const typename xsimd::simd_batch_traits<X>::batch_bool_type&, const xsimd::simd_base<X>&, const xsimd::simd_base<X>&) [with X = xsimd::batch<short int, 32>; xsimd::batch_type_t<X> = xsimd::batch<short int, 32>; typename xsimd::simd_batch_traits<X>::batch_bool_type = xsimd::batch_bool<short int, 32>]'
/where-xsimd-lives/g/xsimd/types/xsimd_avx512_conversion.hpp:45:5:   required from here
/where-xsimd-lives/g/xsimd/types/xsimd_avx512_int16.hpp:313:24: error: can't convert value to a vector
                 return _mm512_mask_blend_epi16(cond, b, a);
                        ^~~~~~~~~~~~~~~~~~~~~~~
/where-xsimd-lives/g/xsimd/types/xsimd_avx512_int16.hpp:313:24: error: can't convert value to a vector
                 return _mm512_mask_blend_epi16(cond, b, a);
                        ^~~~~~~~~~~~~~~~~~~~~~~
    opened by zhihaoy 25
  • [DISCUSSION] How to support Arm SVE

    [DISCUSSION] How to support Arm SVE

    I'm investigating how to support Arm SVE/SVE2 [1] in xsimd.

    SVE vector is size agnotics. The register size (lanes) is determinted at run time, and the according C/C++ type is size-less (incomplete type). E.g., SVE svint8_t maps to NEON int8x16_t but without size. sizeof(svint8_t) does not compile, and it's illegal to declare a member with type svint8_t inside a struct.

    For this reason, looks xsimd core data structures xsimd_register and batch(derived from xsimd_register) do not support SVE, as xsimd_register struct contains a data member of the SIMD register type [2]. Code snippet pasted below.

        struct simd_register<SCALAR_TYPE, ISA>                         \
    {                                                              \
        using register_type = VECTOR_TYPE;                         \
        register_type data;                                        \
        operator register_type() const noexcept { return data; }   \
    };                                                             \

    I studied google highway which supports size agnostic vectors (Arm SVE, RISCV RVV). AFAIK, highway only handles the SIMD register type, without holding a register value [3]. The API often requires an explicit register type argument. Below is a simplified highway example to add two arrays vertically.

    void vsum_hwy(const int* x, const int* y, size_t size, int* z) {
  // generate explicit vector_type from element type
  const ScalableTag<int> vector_type;
  // Lanes(d) generates runtime code for SVE/RVV, constexpr otherwise
  for (size_t i = 0; i < size; i += Lanes(d)) {
    // Load/Store requires explicit vector_type
    auto vx = Load(vector_type, x + i);
    auto vy = Load(vector_type, y + i);
    auto vz = Add(vx, vy);
    Store(vz, vector_type, z + i);
  }
}

    I would like to hear ideas on how to support SVE size-less types. Highway approach may be inspiring, but I don't think xsimd should follow it.

    A simpler but not ideal way is to only support fixed size SVE, e.g., SVE-128, SVE-256, ... SVE-2048. User must recompile the code to match the vector size on target machine.

    [1] https://developer.arm.com/documentation/102476/0100 [2] https://github.com/xtensor-stack/xsimd/blob/8.1.0/include/xsimd/types/xsimd_register.hpp#L40 [3] https://github.com/google/highway/blob/master/g3doc/impl_details.md#vectors-vs-tags

    opened by cyb70289 24
  • AVX512 compilation error on MSVC 19.16.27035.0 (VS 2017)

    AVX512 compilation error on MSVC 19.16.27035.0 (VS 2017)

    While trying to compile code using xsimd::batch<uint32_t, 16> with AVX512 enabled, I got these errors on AppVeyor: https://ci.appveyor.com/project/pitrou/arrow/builds/37935012/job/5k8hyx5vm69f5bav#L1169

    c:\projects\arrow\cpp\build\xsimd_ep\src\xsimd_ep-install\include\xsimd\types\xsimd_sse_conversion.hpp(90): error C3861: '_mm_cvtepu32_ps': identifier not found
c:\projects\arrow\cpp\build\xsimd_ep\src\xsimd_ep-install\include\xsimd\types\xsimd_avx_conversion.hpp(126): error C3861: '_mm256_cvtepu32_ps': identifier not found
c:\projects\arrow\cpp\build\xsimd_ep\src\xsimd_ep-install\include\xsimd\types\xsimd_avx512_double.hpp(452): error C2440: 'type cast': cannot convert from '__m512d' to '__m512i'
c:\projects\arrow\cpp\build\xsimd_ep\src\xsimd_ep-install\include\xsimd\types\xsimd_avx512_double.hpp(452): note: No constructor could take the source type, or constructor overload resolution was ambiguous
c:\projects\arrow\cpp\build\xsimd_ep\src\xsimd_ep-install\include\xsimd\types\xsimd_avx512_double.hpp(452): error C2660: '_mm512_maskz_and_epi64': function does not take 2 arguments
C:\Program Files (x86)\Microsoft Visual Studio\2017\Community\VC\Tools\MSVC\14.16.27023\include\zmmintrin.h(1121): note: see declaration of '_mm512_maskz_and_epi64'
[etc.]

    While generated, the code which is being compiled is really simple: https://github.com/pitrou/arrow/blob/xsimd-bpacking/cpp/src/arrow/util/bpacking_simd512_generated.h

    opened by pitrou 20
  • Tests build failures on armv7hl, ppc64le, s390x

    Tests build failures on armv7hl, ppc64le, s390x

    Hey, I'm trying to package xsimd for Fedora and I have weird failures on armv7hl, ppc64le and s390x architectures.

    I run basically:

    cmake -DBUILD_TESTS=ON .
make
make install
make xtest

    ppc64le says: unrecognized command line option '-march=native'

    armv7hl and s390x have more failures:

    /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:40:58: error: 'XSIMD_DEFAULT_ALIGNMENT' was not declared in this scope; did you mean 'XSIMD_DEFAULT_ALLOCATOR'?
   40 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ba(93, 123), ca(93);
      |                                                          ^~~~~~~~~~~~~~~~~~~~~~~
      |                                                          XSIMD_DEFAULT_ALLOCATOR
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:40:58: error: template argument 2 is invalid
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:40:81: error: template argument 2 is invalid
   40 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ba(93, 123), ca(93);
      |                                                                                 ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:40:94: error: expression list treated as compound expression in initializer [-fpermissive]
   40 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ba(93, 123), ca(93);
      |                                                                                              ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:40:87: warning: left operand of comma operator has no effect [-Wunused-value]
   40 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ba(93, 123), ca(93);
      |                                                                                       ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:40:107: error: expression list treated as compound expression in initializer [-fpermissive]
   40 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ba(93, 123), ca(93);
      |                                                                                                           ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:40:100: warning: left operand of comma operator has no effect [-Wunused-value]
   40 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ba(93, 123), ca(93);
      |                                                                                                    ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:50:25: error: request for member 'begin' in 'aa', which is of non-class type 'int'
   50 |     xsimd::transform(aa.begin(), aa.end(), ba.begin(), c.begin(),
      |                         ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:50:37: error: request for member 'end' in 'aa', which is of non-class type 'int'
   50 |     xsimd::transform(aa.begin(), aa.end(), ba.begin(), c.begin(),
      |                                     ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:50:47: error: request for member 'begin' in 'ba', which is of non-class type 'int'
   50 |     xsimd::transform(aa.begin(), aa.end(), ba.begin(), c.begin(),
      |                                               ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:55:25: error: request for member 'begin' in 'aa', which is of non-class type 'int'
   55 |     xsimd::transform(aa.begin(), aa.end(), b.begin(), c.begin(),
      |                         ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:55:37: error: request for member 'end' in 'aa', which is of non-class type 'int'
   55 |     xsimd::transform(aa.begin(), aa.end(), b.begin(), c.begin(),
      |                                     ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:60:45: error: request for member 'begin' in 'ba', which is of non-class type 'int'
   60 |     xsimd::transform(a.begin(), a.end(), ba.begin(), c.begin(),
      |                                             ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:65:25: error: request for member 'begin' in 'aa', which is of non-class type 'int'
   65 |     xsimd::transform(aa.begin(), aa.end(), ba.begin(), ca.begin(),
      |                         ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:65:37: error: request for member 'end' in 'aa', which is of non-class type 'int'
   65 |     xsimd::transform(aa.begin(), aa.end(), ba.begin(), ca.begin(),
      |                                     ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:65:47: error: request for member 'begin' in 'ba', which is of non-class type 'int'
   65 |     xsimd::transform(aa.begin(), aa.end(), ba.begin(), ca.begin(),
      |                                               ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:65:59: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   65 |     xsimd::transform(aa.begin(), aa.end(), ba.begin(), ca.begin(),
      |                                                           ^~~~~
In file included from /usr/include/gtest/gtest.h:59,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:67:65: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   67 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                 ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:67:99: error: request for member 'size' in 'ca', which is of non-class type 'int'
   67 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                                                   ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:68:18: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   68 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                  ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:68:30: error: request for member 'end' in 'ca', which is of non-class type 'int'
   68 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                              ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:70:25: error: request for member 'begin' in 'aa', which is of non-class type 'int'
   70 |     xsimd::transform(aa.begin(), aa.end(), b.begin(), ca.begin(),
      |                         ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:70:37: error: request for member 'end' in 'aa', which is of non-class type 'int'
   70 |     xsimd::transform(aa.begin(), aa.end(), b.begin(), ca.begin(),
      |                                     ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:70:58: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   70 |     xsimd::transform(aa.begin(), aa.end(), b.begin(), ca.begin(),
      |                                                          ^~~~~
In file included from /usr/include/gtest/gtest.h:59,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:72:65: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   72 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                 ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:72:99: error: request for member 'size' in 'ca', which is of non-class type 'int'
   72 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                                                   ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:73:18: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   73 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                  ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:73:30: error: request for member 'end' in 'ca', which is of non-class type 'int'
   73 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                              ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:75:45: error: request for member 'begin' in 'ba', which is of non-class type 'int'
   75 |     xsimd::transform(a.begin(), a.end(), ba.begin(), ca.begin(),
      |                                             ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:75:57: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   75 |     xsimd::transform(a.begin(), a.end(), ba.begin(), ca.begin(),
      |                                                         ^~~~~
In file included from /usr/include/gtest/gtest.h:59,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:77:65: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   77 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                 ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:77:99: error: request for member 'size' in 'ca', which is of non-class type 'int'
   77 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                                                   ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:78:18: error: request for member 'begin' in 'ca', which is of non-class type 'int'
   78 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                  ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:78:30: error: request for member 'end' in 'ca', which is of non-class type 'int'
   78 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                              ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: In member function 'virtual void xsimd_unary_transform_Test::TestBody()':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:86:58: error: 'XSIMD_DEFAULT_ALIGNMENT' was not declared in this scope; did you mean 'XSIMD_DEFAULT_ALLOCATOR'?
   86 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ca(93);
      |                                                          ^~~~~~~~~~~~~~~~~~~~~~~
      |                                                          XSIMD_DEFAULT_ALLOCATOR
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:86:58: error: template argument 2 is invalid
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:86:81: error: template argument 2 is invalid
   86 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ca(93);
      |                                                                                 ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:86:94: error: expression list treated as compound expression in initializer [-fpermissive]
   86 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ca(93);
      |                                                                                              ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:86:87: warning: left operand of comma operator has no effect [-Wunused-value]
   86 |     std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>> aa(93, 123), ca(93);
      |                                                                                       ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:96:25: error: request for member 'begin' in 'aa', which is of non-class type 'int'
   96 |     xsimd::transform(aa.begin(), aa.end(), c.begin(),
      |                         ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:96:37: error: request for member 'end' in 'aa', which is of non-class type 'int'
   96 |     xsimd::transform(aa.begin(), aa.end(), c.begin(),
      |                                     ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:101:45: error: request for member 'begin' in 'ca', which is of non-class type 'int'
  101 |     xsimd::transform(a.begin(), a.end(), ca.begin(),
      |                                             ^~~~~
In file included from /usr/include/gtest/gtest.h:59,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:103:65: error: request for member 'begin' in 'ca', which is of non-class type 'int'
  103 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                 ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:103:99: error: request for member 'size' in 'ca', which is of non-class type 'int'
  103 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                                                   ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:104:18: error: request for member 'begin' in 'ca', which is of non-class type 'int'
  104 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                  ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:104:30: error: request for member 'end' in 'ca', which is of non-class type 'int'
  104 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                              ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:106:25: error: request for member 'begin' in 'aa', which is of non-class type 'int'
  106 |     xsimd::transform(aa.begin(), aa.end(), ca.begin(),
      |                         ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:106:37: error: request for member 'end' in 'aa', which is of non-class type 'int'
  106 |     xsimd::transform(aa.begin(), aa.end(), ca.begin(),
      |                                     ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:106:47: error: request for member 'begin' in 'ca', which is of non-class type 'int'
  106 |     xsimd::transform(aa.begin(), aa.end(), ca.begin(),
      |                                               ^~~~~
In file included from /usr/include/gtest/gtest.h:59,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:108:65: error: request for member 'begin' in 'ca', which is of non-class type 'int'
  108 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                 ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:108:99: error: request for member 'size' in 'ca', which is of non-class type 'int'
  108 |     EXPECT_TRUE(std::equal(expected.begin(), expected.end(), ca.begin()) && expected.size() == ca.size());
      |                                                                                                   ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:109:18: error: request for member 'begin' in 'ca', which is of non-class type 'int'
  109 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                  ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:109:30: error: request for member 'end' in 'ca', which is of non-class type 'int'
  109 |     std::fill(ca.begin(), ca.end(), -1); // erase
      |                              ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: At global scope:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:115:80: error: 'XSIMD_DEFAULT_ALIGNMENT' was not declared in this scope; did you mean 'XSIMD_DEFAULT_ALLOCATOR'?
  115 |     using aligned_vec_t = std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>>;
      |                                                                                ^~~~~~~~~~~~~~~~~~~~~~~
      |                                                                                XSIMD_DEFAULT_ALLOCATOR
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:115:80: error: template argument 2 is invalid
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:115:103: error: template argument 2 is invalid
  115 |     using aligned_vec_t = std::vector<double, xsimd::aligned_allocator<double, XSIMD_DEFAULT_ALIGNMENT>>;
      |                                                                                                       ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:120:5: error: 'aligned_vec_t' does not name a type
  120 |     aligned_vec_t vec = aligned_vec_t(num_elements, 123.);
      |     ^~~~~~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:121:5: error: 'aligned_vec_t' does not name a type
  121 |     aligned_vec_t small_vec = aligned_vec_t(small_num, 42.);
      |     ^~~~~~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: In member function 'virtual void xsimd_reduce_unaligned_begin_unaligned_end_Test::TestBody()':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:136:34: error: 'vec' was not declared in this scope
  136 |     auto const begin = std::next(vec.begin());
      |                                  ^~~
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:139:5: error: template argument 1 is invalid
  139 |     EXPECT_EQ(std::accumulate(begin, end, init), xsimd::reduce(begin, end, init));
      |     ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:141:8: error: 'small_vec' was not declared in this scope; did you mean 'small_num'?
  141 |     if(small_vec.size() > 1)
      |        ^~~~~~~~~
      |        small_num
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:146:9: error: template argument 1 is invalid
  146 |         EXPECT_EQ(std::accumulate(sbegin, send, init), xsimd::reduce(sbegin, send, init));
      |         ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: In member function 'virtual void xsimd_reduce_unaligned_begin_aligned_end_Test::TestBody()':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:152:34: error: 'vec' was not declared in this scope
  152 |     auto const begin = std::next(vec.begin());
      |                                  ^~~
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:155:5: error: template argument 1 is invalid
  155 |     EXPECT_EQ(std::accumulate(begin, end, init), xsimd::reduce(begin, end, init));
      |     ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:157:8: error: 'small_vec' was not declared in this scope; did you mean 'small_num'?
  157 |     if(small_vec.size() > 1)
      |        ^~~~~~~~~
      |        small_num
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:162:9: error: template argument 1 is invalid
  162 |         EXPECT_EQ(std::accumulate(sbegin, send, init), xsimd::reduce(sbegin, send, init));
      |         ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: In member function 'virtual void xsimd_reduce_aligned_begin_unaligned_end_Test::TestBody()':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:168:24: error: 'vec' was not declared in this scope
  168 |     auto const begin = vec.begin();
      |                        ^~~
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:171:5: error: template argument 1 is invalid
  171 |     EXPECT_EQ(std::accumulate(begin, end, init), xsimd::reduce(begin, end, init));
      |     ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:173:8: error: 'small_vec' was not declared in this scope; did you mean 'small_num'?
  173 |     if(small_vec.size() > 1)
      |        ^~~~~~~~~
      |        small_num
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:178:9: error: template argument 1 is invalid
  178 |         EXPECT_EQ(std::accumulate(sbegin, send, init), xsimd::reduce(sbegin, send, init));
      |         ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: In member function 'virtual void xsimd_reduce_aligned_begin_aligned_end_Test::TestBody()':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:184:24: error: 'vec' was not declared in this scope
  184 |     auto const begin = vec.begin();
      |                        ^~~
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:187:5: error: template argument 1 is invalid
  187 |     EXPECT_EQ(std::accumulate(begin, end, init), xsimd::reduce(begin, end, init));
      |     ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:189:8: error: 'small_vec' was not declared in this scope; did you mean 'small_num'?
  189 |     if(small_vec.size() > 1)
      |        ^~~~~~~~~
      |        small_num
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:194:9: error: template argument 1 is invalid
  194 |         EXPECT_EQ(std::accumulate(sbegin, send, init), xsimd::reduce(sbegin, send, init));
      |         ^~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: In member function 'virtual void xsimd_reduce_using_custom_binary_function_Test::TestBody()':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:200:24: error: 'vec' was not declared in this scope
  200 |     auto const begin = vec.begin();
      |                        ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:205:8: error: 'small_vec' was not declared in this scope; did you mean 'small_num'?
  205 |     if(small_vec.size() > 1)
      |        ^~~~~~~~~
      |        small_num
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp: In member function 'virtual void xsimd_iterator_Test::TestBody()':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:216:56: error: 'XSIMD_DEFAULT_ALIGNMENT' was not declared in this scope; did you mean 'XSIMD_DEFAULT_ALLOCATOR'?
  216 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> a(10 * 16, 0.2);
      |                                                        ^~~~~~~~~~~~~~~~~~~~~~~
      |                                                        XSIMD_DEFAULT_ALLOCATOR
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:216:56: error: template argument 2 is invalid
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:216:79: error: template argument 2 is invalid
  216 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> a(10 * 16, 0.2);
      |                                                                               ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:216:96: error: expression list treated as compound expression in initializer [-fpermissive]
  216 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> a(10 * 16, 0.2);
      |                                                                                                ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:216:87: warning: left operand of comma operator has no effect [-Wunused-value]
  216 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> a(10 * 16, 0.2);
      |                                                                                    ~~~^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:217:79: error: template argument 2 is invalid
  217 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> b(1000, 2.);
      |                                                                               ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:217:92: error: expression list treated as compound expression in initializer [-fpermissive]
  217 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> b(1000, 2.);
      |                                                                                            ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:217:84: warning: left operand of comma operator has no effect [-Wunused-value]
  217 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> b(1000, 2.);
      |                                                                                    ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:218:79: error: template argument 2 is invalid
  218 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> c(1000, 3.);
      |                                                                               ^~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:218:92: error: expression list treated as compound expression in initializer [-fpermissive]
  218 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> c(1000, 3.);
      |                                                                                            ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:218:84: warning: left operand of comma operator has no effect [-Wunused-value]
  218 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> c(1000, 3.);
      |                                                                                    ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:220:17: error: request for member 'begin' in 'a', which is of non-class type 'int'
  220 |     std::iota(a.begin(), a.end(), 0.f);
      |                 ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:220:28: error: request for member 'end' in 'a', which is of non-class type 'int'
  220 |     std::iota(a.begin(), a.end(), 0.f);
      |                            ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:221:32: error: request for member 'begin' in 'a', which is of non-class type 'int'
  221 |     std::vector<float> a_cpy(a.begin(), a.end());
      |                                ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:221:43: error: request for member 'end' in 'a', which is of non-class type 'int'
  221 |     std::vector<float> a_cpy(a.begin(), a.end());
      |                                           ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:224:58: error: invalid types 'int[int]' for array subscript
  224 |     auto begin = xsimd::aligned_iterator<batch_type>(&a[0]);
      |                                                          ^
In file included from /builddir/build/BUILD/xsimd-7.2.3/include/xsimd/xsimd.hpp:20,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:13:
/builddir/build/BUILD/xsimd-7.2.3/include/xsimd/stl/iterator.hpp: In instantiation of 'class xsimd::aligned_iterator<float>':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:224:59:   required from here
/builddir/build/BUILD/xsimd-7.2.3/include/xsimd/stl/iterator.hpp:86:15: error: 'float' is not a class, struct, or union type
   86 |         using value_type = typename B::value_type;
      |               ^~~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:225:56: error: invalid types 'int[int]' for array subscript
  225 |     auto end = xsimd::aligned_iterator<batch_type>(&a[0] + a.size());
      |                                                        ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:225:62: error: request for member 'size' in 'a', which is of non-class type 'int'
  225 |     auto end = xsimd::aligned_iterator<batch_type>(&a[0] + a.size());
      |                                                              ^~~~
In file included from /usr/include/gtest/gtest.h:59,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:237:19: error: request for member 'size' in 'a', which is of non-class type 'int'
  237 |     EXPECT_TRUE(a.size() == a_cpy.size() && std::equal(a.begin(), a.end(), a_cpy.begin()));
      |                   ^~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:237:58: error: request for member 'begin' in 'a', which is of non-class type 'int'
  237 |     EXPECT_TRUE(a.size() == a_cpy.size() && std::equal(a.begin(), a.end(), a_cpy.begin()));
      |                                                          ^~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:237:69: error: request for member 'end' in 'a', which is of non-class type 'int'
  237 |     EXPECT_TRUE(a.size() == a_cpy.size() && std::equal(a.begin(), a.end(), a_cpy.begin()));
      |                                                                     ^~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:239:53: error: invalid types 'int[int]' for array subscript
  239 |     begin = xsimd::aligned_iterator<batch_type>(&a[0]);
      |                                                     ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:242:33: error: 'batch_type' is not a class, namespace, or enumeration
  242 |     for (std::size_t i = 0; i < batch_type::size; ++i)
      |                                 ^~~~~~~~~~
In file included from /usr/include/gtest/gtest.h:382,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:15:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:244:24: error: invalid types 'int[std::size_t {aka long unsigned int}]' for array subscript
  244 |         EXPECT_NEAR(a[i], sinf(a_cpy[i]), 1e-6);
      |                        ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:217:82: warning: unused variable 'b' [-Wunused-variable]
  217 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> b(1000, 2.);
      |                                                                                  ^
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_algorithms.cpp:218:82: warning: unused variable 'c' [-Wunused-variable]
  218 |     std::vector<float, xsimd::aligned_allocator<float, XSIMD_DEFAULT_ALIGNMENT>> c(1000, 3.);
      |                                                                                  ^
make[3]: *** [test/CMakeFiles/test_xsimd.dir/build.make:92: test/CMakeFiles/test_xsimd.dir/xsimd_algorithms.cpp.o] Error 1
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make[3]: Entering directory '/builddir/build/BUILD/xsimd-7.2.3'
[  5%] Building CXX object test/CMakeFiles/test_xsimd.dir/main.cpp.o
cd /builddir/build/BUILD/xsimd-7.2.3/test && /usr/bin/c++   -I/builddir/build/BUILD/xsimd-7.2.3/include  -O2 -g -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fexceptions -fstack-protector-strong -grecord-gcc-switches -specs=/usr/lib/rpm/redhat/redhat-hardened-cc1 -specs=/usr/lib/rpm/redhat/redhat-annobin-cc1 -m64 -march=zEC12 -mtune=z13 -fasynchronous-unwind-tables -fstack-clash-protection -g -fPIC -march=native -Wunused-parameter -Wextra -Wreorder -std=c++11 -DNDEBUG   -o CMakeFiles/test_xsimd.dir/main.cpp.o -c /builddir/build/BUILD/xsimd-7.2.3/test/main.cpp
make[3]: Leaving directory '/builddir/build/BUILD/xsimd-7.2.3'
make[3]: Entering directory '/builddir/build/BUILD/xsimd-7.2.3'
[ 10%] Building CXX object test/CMakeFiles/test_xsimd.dir/xsimd_api_test.cpp.o
cd /builddir/build/BUILD/xsimd-7.2.3/test && /usr/bin/c++   -I/builddir/build/BUILD/xsimd-7.2.3/include  -O2 -g -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fexceptions -fstack-protector-strong -grecord-gcc-switches -specs=/usr/lib/rpm/redhat/redhat-hardened-cc1 -specs=/usr/lib/rpm/redhat/redhat-annobin-cc1 -m64 -march=zEC12 -mtune=z13 -fasynchronous-unwind-tables -fstack-clash-protection -g -fPIC -march=native -Wunused-parameter -Wextra -Wreorder -std=c++11 -DNDEBUG   -o CMakeFiles/test_xsimd.dir/xsimd_api_test.cpp.o -c /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_api_test.cpp
make[3]: Leaving directory '/builddir/build/BUILD/xsimd-7.2.3'
make[3]: Entering directory '/builddir/build/BUILD/xsimd-7.2.3'
[ 15%] Building CXX object test/CMakeFiles/test_xsimd.dir/xsimd_algorithms.cpp.o
cd /builddir/build/BUILD/xsimd-7.2.3/test && /usr/bin/c++   -I/builddir/build/BUILD/xsimd-7.2.3/include  -O2 -g -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fexceptions -fstack-protector-strong -grecord-gcc-switches -specs=/usr/lib/rpm/redhat/redhat-hardened-cc1 -specs=/usr/lib/rpm/redhat/redhat-annobin-cc1 -m64 -march=zEC12 -mtune=z13 -fasynchronous-unwind-tables -fstack-clash-protection -g -fPIC -march=native -Wunused-parameter -Wextra -Wreorder -std=c+make[3]: *** Waiting for unfinished jobs....
In file included from /builddir/build/BUILD/xsimd-7.2.3/include/xsimd/types/xsimd_traits.hpp:15,
                 from /builddir/build/BUILD/xsimd-7.2.3/include/xsimd/xsimd.hpp:14,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_basic_test.hpp:17,
                 from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_basic_test.cpp:16:
/builddir/build/BUILD/xsimd-7.2.3/include/xsimd/types/xsimd_types_include.hpp:74:4: warning: #warning "Please compile with SIMD instructions enabled or activate the fallback mode. (e.g. for x86 -march=native or for ARM -mfpu=neon)" [-Wcpp]
   74 |   #warning "Please compile with SIMD instructions enabled or activate the fallback mode. (e.g. for x86 -march=native or for ARM -mfpu=neon)"
      |    ^~~~~~~
In file included from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_basic_test.cpp:16:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_basic_test.hpp: In function 'bool xsimd::test_char_loading(int8_t, S&)':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_basic_test.hpp:1056:33: warning: requested alignment 64 is larger than 8 [-Wattributes]
 1056 |         alignas(64) char algn[64];
      |                                 ^
In file included from /builddir/build/BUILD/xsimd-7.2.3/test/xsimd_basic_test.cpp:17:
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_complex_basic_test.hpp: In function 'bool xsimd::test_complex_simd_load_store(std::ostream&, T&)':
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_complex_basic_test.hpp:643:15: warning: typedef 'using real_batch_type = typename T::real_batch_type' locally defined but not used [-Wunused-local-typedefs]
  643 |         using real_batch_type = typename T::real_batch_type;
      |               ^~~~~~~~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_complex_basic_test.hpp:644:15: warning: typedef 'using float_vector = typename T::float_vector' locally defined but not used [-Wunused-local-typedefs]
  644 |         using float_vector = typename T::float_vector;
      |               ^~~~~~~~~~~~
/builddir/build/BUILD/xsimd-7.2.3/test/xsimd_complex_basic_test.hpp:645:15: warning: typedef 'using double_vector = typename T::double_vector' locally defined but not used [-Wunused-local-typedefs]
  645 |         using double_vector = typename T::double_vector;
      |               ^~~~~~~~~~~~~
make[2]: *** [CMakeFiles/Makefile2:95: test/CMakeFiles/test_xsimd.dir/all] Error 2
make[1]: *** [CMakeFiles/Makefile2:134: test/CMakeFiles/xtest.dir/rule] Error 2

    Note that there is "Please compile with SIMD instructions enabled or activate the fallback mode. (e.g. for x86 -march=native or for ARM -mfpu=neon)" yet I'm not sure exactly what to use on those architectures. Is there some arch detection here that needs to be adapted?

    Thanks for help.

    opened by hroncok 17
  • Cannot create a batch of xtl::xcomplex

    Cannot create a batch of xtl::xcomplex

    Using current HEAD or latest tags (8.1.0 for xsimd and 0.7.4 for xtl), creating a xsimd::batch<xtl::xcomplex<double>> yields a compile-time error.

    Minimal working example:

    #define XSIMD_ENABLE_XTL_COMPLEX 1
#include <xsimd/xsimd.hpp>

int main()
{
    xsimd::batch<xtl::xcomplex<double>> foo;
    return 0;
}

    The compile error is, using g++ -I xtl/include -I xsimd/include -std=c++14 -c foo.cpp is:

    In file included from xsimd/include/xsimd/memory/../config/../types/../types/./././././xsimd_sse2_register.hpp:16:0,
                 from xsimd/include/xsimd/memory/../config/../types/../types/././././xsimd_sse3_register.hpp:15,
                 from xsimd/include/xsimd/memory/../config/../types/../types/./././xsimd_ssse3_register.hpp:15,
                 from xsimd/include/xsimd/memory/../config/../types/../types/././xsimd_sse4_1_register.hpp:15,
                 from xsimd/include/xsimd/memory/../config/../types/../types/./xsimd_sse4_2_register.hpp:15,
                 from xsimd/include/xsimd/memory/../config/../types/../types/xsimd_fma3_sse_register.hpp:15,
                 from xsimd/include/xsimd/memory/../config/../types/xsimd_all_registers.hpp:12,
                 from xsimd/include/xsimd/memory/../config/xsimd_arch.hpp:19,
                 from xsimd/include/xsimd/memory/xsimd_aligned_allocator.hpp:27,
                 from xsimd/include/xsimd/xsimd.hpp:41,
                 from foo.cpp:2:
xsimd/include/xsimd/memory/../config/../types/../types/././././././xsimd_register.hpp: In instantiation of ‘struct xsimd::types::simd_register<xtl::xcomplex<double>, xsimd::sse2>’:
xsimd/include/xsimd/types/xsimd_batch.hpp:46:11:   required from ‘class xsimd::batch<xtl::xcomplex<double> >’
foo.cpp:6:41:   required from here
xsimd/include/xsimd/memory/../config/../types/../types/././././././xsimd_register.hpp:31:13: error: static assertion failed: usage of simd_register with unsupported type
             static_assert(!Arch::supported() || has_simd_register<T, Arch>::value,
             ^~~~~~~~~~~~~
In file included from xsimd/include/xsimd/xsimd.hpp:46:0,
                 from foo.cpp:2:
xsimd/include/xsimd/types/xsimd_batch.hpp: In instantiation of ‘class xsimd::batch<xtl::xcomplex<double> >’:
foo.cpp:6:41:   required from here
xsimd/include/xsimd/types/xsimd_batch.hpp:53:81: error: no type named ‘register_type’ in ‘struct xsimd::types::simd_register<xtl::xcomplex<double>, xsimd::sse2>’
         using register_type = typename types::simd_register<T, A>::register_type; ///< SIMD register type abstracted by this batch.

    With xsimd 7.6.0, a similar example (replacing the batch declaration with xsimd::simd_type<xtl::xcomplex<double>> foo works.

    Note: I've gotten there when compiling xtensor with -DXTENSOR_USE_XSIMD=ON in the test_xcomplex target. Let me know if this issue should be reported to xtensor.

    opened by lamyj 15
  • Compile-time dispatch instead of switch-case

    Compile-time dispatch instead of switch-case

    As I pointed out in one of my messages in #775, there are many cases like this, where a switch-case is employed to make the decision of which intrinsic to call, even though this decision could be done at compile-time.

    As part of our program to improve debug build performance, as @marzer suggested, and for improving performance overall, this should be changed to using some std::enable_if type thing.

    opened by wermos 13
  • ref #314 First try in order to discuss details and to see how to integrate AVX512 and neon flavor

    ref #314 First try in order to discuss details and to see how to integrate AVX512 and neon flavor

    Add missing saturated sadd ssub

    • int8,uint8,int16,uint16,int32,uint32,int64,uint64
    • sse/sse3/sse4
    • avx/avx2 Test:
    • Validated on unbuntu 1804, g++ 7,4
    • Pb remains globaly for the entire lib especially in debug with visual 2019 Todo:
    • AVX512
    • NEON For the two last how to test ??
    opened by ThomasRetornaz 13
  • Add extract_pair for shifting 128bit data

    Add extract_pair for shifting 128bit data

    Extracts the lowest vector elements from the second source and the highest vector elements from the first source. The index: 'n' specifies the lowest vector element to extract from the first source register. Concatenates the results into th Return value.

    opened by guyuqi 12
  • Testing fails on Debian

    Testing fails on Debian

    Using version 3.0.1 + fix for select, here is the output from the tests:

    [==========] Running 22 tests from 1 test case.
[----------] Global test environment set-up.
[----------] 22 tests from xsimd
[ RUN      ] xsimd.sse_float_trigonometric
[       OK ] xsimd.sse_float_trigonometric (9 ms)
[ RUN      ] xsimd.sse_double_trigonometric
[       OK ] xsimd.sse_double_trigonometric (9 ms)
[ RUN      ] xsimd.sse_float_rounding
/<<PKGBUILDDIR>>/test/xsimd_rounding_test.cpp:34: Failure
Value of: res
  Actual: false
Expected: true
[  FAILED  ] xsimd.sse_float_rounding (0 ms)
[ RUN      ] xsimd.sse_double_rounding
/<<PKGBUILDDIR>>/test/xsimd_rounding_test.cpp:41: Failure
Value of: res
  Actual: false
Expected: true
[  FAILED  ] xsimd.sse_double_rounding (0 ms)
[ RUN      ] xsimd.sse_float_power
[       OK ] xsimd.sse_float_power (6 ms)
[ RUN      ] xsimd.sse_double_power
[       OK ] xsimd.sse_double_power (4 ms)
[ RUN      ] xsimd.sse_float_hyperbolic
[       OK ] xsimd.sse_float_hyperbolic (8 ms)
[ RUN      ] xsimd.sse_double_hyperbolic
[       OK ] xsimd.sse_double_hyperbolic (5 ms)
[ RUN      ] xsimd.sse_float_fp_manipulation
[       OK ] xsimd.sse_float_fp_manipulation (0 ms)
[ RUN      ] xsimd.sse_double_fp_manipulation
[       OK ] xsimd.sse_double_fp_manipulation (0 ms)
[ RUN      ] xsimd.sse_float_exponential
/<<PKGBUILDDIR>>/test/xsimd_exponential_test.cpp:35: Failure
Value of: res
  Actual: false
Expected: true
[  FAILED  ] xsimd.sse_float_exponential (10 ms)
[ RUN      ] xsimd.sse_double_exponential
/<<PKGBUILDDIR>>/test/xsimd_exponential_test.cpp:42: Failure
Value of: res
  Actual: false
Expected: true
[  FAILED  ] xsimd.sse_double_exponential (7 ms)
[ RUN      ] xsimd.sse_float_error_gamma
/<<PKGBUILDDIR>>/test/xsimd_error_gamma_test.cpp:35: Failure
Value of: res
  Actual: false
Expected: true
[  FAILED  ] xsimd.sse_float_error_gamma (23 ms)
[ RUN      ] xsimd.sse_double_error_gamma
/<<PKGBUILDDIR>>/test/xsimd_error_gamma_test.cpp:42: Failure
Value of: res
  Actual: false
Expected: true
[  FAILED  ] xsimd.sse_double_error_gamma (13 ms)
[ RUN      ] xsimd.sse_float_basic_math
[       OK ] xsimd.sse_float_basic_math (0 ms)
[ RUN      ] xsimd.sse_double_basic_math
[       OK ] xsimd.sse_double_basic_math (0 ms)
[ RUN      ] xsimd.sse_float_basic
[       OK ] xsimd.sse_float_basic (0 ms)
[ RUN      ] xsimd.sse_double_basic
[       OK ] xsimd.sse_double_basic (0 ms)
[ RUN      ] xsimd.sse_int32_basic
[       OK ] xsimd.sse_int32_basic (0 ms)
[ RUN      ] xsimd.sse_int64_basic
[       OK ] xsimd.sse_int64_basic (0 ms)
[ RUN      ] xsimd.sse_conversion
[       OK ] xsimd.sse_conversion (0 ms)
[ RUN      ] xsimd.sse_cast
[       OK ] xsimd.sse_cast (0 ms)
[----------] 22 tests from xsimd (94 ms total)

[----------] Global test environment tear-down
[==========] 22 tests from 1 test case ran. (94 ms total)
[  PASSED  ] 16 tests.
[  FAILED  ] 6 tests, listed below:
[  FAILED  ] xsimd.sse_float_rounding
[  FAILED  ] xsimd.sse_double_rounding
[  FAILED  ] xsimd.sse_float_exponential
[  FAILED  ] xsimd.sse_double_exponential
[  FAILED  ] xsimd.sse_float_error_gamma
[  FAILED  ] xsimd.sse_double_error_gamma

 6 FAILED TESTS
    opened by ghisvail 11
  • Please add conan support for this awesome library

    Please add conan support for this awesome library

    Hi, while I'm aware that you provide packaged support for conda, which is great, as a C++ dev it would make it much easier to use xsimd if the library had support for conan. My understanding is that it's very easy (one extra file) to provide this support, especially so for a header-only package. Moreover, the conan team have in my own interactions been very positive -- I'm sure they'll be happy to guide you through the process.

    Thanks for your effort in creating such a great library, by the way.

    opened by seertaak 10
  • Auto detection on MSVC 64bit issue with older CPUs

    Auto detection on MSVC 64bit issue with older CPUs

    Recently when upgrading from xsimd7 to xsimd8, I started seeing some crashes due to illegal instruction exceptions on older x64 CPUs with no SSE4.x instructions when compiling with MSVC. Unfortunately there's no way of disabling this instruction set from this compiler. I was wondering if the auto detection performed by xsimd takes into account this scenario and if it is the expected behaviour, perhaps due to unsupported older cpus.

    opened by joaromera 3
  • Minor difference in test result on macOS

    Minor difference in test result on macOS

    With latest xsimd 9.0.1 I get a failed test on macOS with XCode 13.4.1 (current latest):

    1: [ RUN      ] xsimd_api_float_types_functions/2.asin
1: /Users/bdaci01/builds/nK4EB_yB/0/BioDataAnalysis/xsimd/test/test_xsimd_api.cpp:357: Failure
1: Expected equality of these values:
1:   extract(xsimd::asin(T(val)))
1:     Which is: 1.5708
1:   std::asin(val)
1:     Which is: 1.5708
1: [  FAILED  ] xsimd_api_float_types_functions/2.asin, where TypeParam = xsimd::batch<float, xsimd::avx> (0 ms)

    I'm using not the native build flags for the host, but -march=ivybridge -mtune=skylake instead, in case that is related?

    opened by emmenlau 0
  • Add a fixed size batch

    Add a fixed size batch

    As someone who has worked with Vc and std::experimental::simd before, I miss the equivalent of a fixed size SIMD array in xsimd. This would be a version of xsimd::batch where I can specify the length at compile time and this length is then subdivided and mapped to the available SIMD register sizes. In Vc and std::experimental::simd, this is solved with an additional ABI tag. The equivalence in xsimd would be the architecture type argument A in xsimd::batch<T, A>.

    As an example, a xsimd::batch<float, fixed_size<12>> may use 3 SSE registers internally when compiled for SSE, or 1 AVX and 1 SSE register when compiled with AVX. A xsimd::batch<float, fixed_size<5>> would use an SSE register and a scalar. Etc.

    Such a construct is very handy when the algorithm dictates a vector length. Or when I need to mix element types of different sizes, e.g. a loop over arrays with float and double. In the latter case I could use xsimd::batch<float> and xsimd::batch<double, fixed_size<xsimd::batch<float>::size>> to ensure that both batches have the same number of elements.

    Would it be possible to add such a construct? Thank you!

    opened by bernhardmgruber 1
  • error_gamma_test fails on macOS

    error_gamma_test fails on macOS

    Hello, I'm packaging xsimd 8.1.0 in Nix package manager (https://github.com/NixOS/nixpkgs/pull/187380), and our CI indicate that both M1 and Intel Mac has 1 test case failed (but they failed on different test case)

    aarch64: link to CI log

    [ RUN      ] error_gamma_test/arm_double.gamma
/tmp/nix-build-xsimd-8.1.0.drv-0/source/test/test_error_gamma.cpp:144: Failure
Expected equality of these values:
  diff
    Which is: 5
  0
  while testing lgamma (negative input)
[  FAILED  ] error_gamma_test/arm_double.gamma, where TypeParam = xsimd::batch<double, xsimd::neon64> (3 ms)

    x86_64: link to CI log

    [ RUN      ] error_gamma_test/fallback_double.gamma
/tmp/nix-build-xsimd-8.1.0.drv-0/source/test/test_error_gamma.cpp:144: Failure
Expected equality of these values:
  diff
    Which is: 3
  0
  while testing lgamma (negative input)
[  FAILED  ] error_gamma_test/fallback_double.gamma, where TypeParam = xsimd::batch<double, xsimd::sse4_1> (6 ms)

    Do you have any idea? Thank you!

    opened by sifmelcara 1
  • AArch64 Neon float16x4

    AArch64 Neon float16x4

    As I understand, currently xsimd does not support vectors of 16-bit floats. Their support has been recently added by AVX512-FP16, but I'm particularly interested in float16x4 of ARM Neon. What would be the best way to implement it, I appreciate your recommendations!

    opened by dmikushin 2
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