libxsmm

(★ 974)

Library for specialized dense and sparse matrix operations, and deep learning primitives.

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- - base.env
  - clang-100.env
  - clang-111.env
  - clang-120.env
  - clang-130.env
  - clang-140.env
  - clang-150.env
  - clang-160.env
  - clang-37.env
  - clang-38.env
  - clang-39.env
  - clang-40.env
  - clang-50.env
  - clang-60.env
  - clang-70.env
  - clang-71.env
  - clang-80.env
  - clang-90.env
  - clang-system.env
  - gcc-101.env
  - gcc-105.env
  - gcc-111.env
  - gcc-114.env
  - gcc-122.env
  - gcc-123.env
  - gcc-131.env
  - gcc-132.env
  - gcc-42.env
  - gcc-45.env
  - gcc-49.env
  - gcc-51.env
  - gcc-55.env
  - gcc-61.env
  - gcc-65.env
  - gcc-71.env
  - gcc-75.env
  - gcc-81.env
  - gcc-85.env
  - gcc-91.env
  - gcc-95.env
  - gcc-system.env
  - intel-2014.env
  - intel-2015.env
  - intel-2016.env
  - intel-2017.env
  - intel-2018.env
  - intel-2019.env
  - intel-2020.env
  - intel-2021.env
  - intel-2022.env
  - intel-2023.env
  - intel-next.env
  - pgi.env
  - random.env
- buildkite.env
- - bug_report.md
  - feature_request.md
  - other-request.md
- - cmake.yml
  - codeql-analysis.yml
  - libxsmm-arm-graviton3.yml
  - libxsmm-ppc10.yml
- .mailmap
- install.sh
- post-commit
- pre-commit
- prepare-commit-msg
- - favicon.ico
  - favicon.png
  - favicon.pptx
  - libxsmm-256x256.png
  - libxsmm-64x64.png
- ford.css
- ford_hook.py
- main.html
- requirements.txt
- search.js
- style.css
- c_cpp_properties.json
- conf.py
- CONTRIBUTING.md
- cp2k.md
- Doxyfile.in
- index.md
- index.rst
- libxsmm-dev.pptm
- libxsmm.pdf
- libxsmm.pptm
- libxsmm_aux.md
- libxsmm_be.md
- libxsmm_compat.md
- libxsmm_fortran.md
- libxsmm_magazine.docx
- libxsmm_mm.docx
- libxsmm_mm.md
- libxsmm_prof-vtune.png
- libxsmm_prof.md
- libxsmm_qna.md
- libxsmm_samples.md
- libxsmm_samples.pdf
- libxsmm_scripts.md
- libxsmm_tpp.md
- libxsmm_tune.md
- libxsmm_valid.md
- LICENSE.md
- QemuForRv64.md
- README.md
- _configure.bat
- _vs.bat
- _vs2022.bat
- _vs2022.sln
- libxsmm.vcxproj
- libxsmm.vcxproj.filters
- libxsmm_generator_gemm_driver.vcxproj
- - libxsmm_barrier.h
  - libxsmm_lpflt_quant.h
  - libxsmm_math.h
  - libxsmm_timer.h
- libxsmm.h
- libxsmm_config.h
- libxsmm_cpuid.h
- libxsmm_fsspmdm.h
- libxsmm_generator.h
- libxsmm_intrinsics_rv64.h
- libxsmm_intrinsics_x86.h
- libxsmm_macros.h
- libxsmm_malloc.h
- libxsmm_math.h
- libxsmm_memory.h
- libxsmm_source.h
- libxsmm_sync.h
- libxsmm_typedefs.h
- libxsmm_utils.h
- - perf_counter_markers.c
  - perf_counter_markers.h
- - .gitignore
  - eltwise_binary_simple.c
  - eltwise_binary_simple.vcxproj
  - eltwise_common.h
  - eltwise_ternary_simple.c
  - eltwise_unary_dropout.c
  - eltwise_unary_dropout.vcxproj
  - eltwise_unary_gather_scatter.c
  - eltwise_unary_gather_scatter.vcxproj
  - eltwise_unary_quantization.c
  - eltwise_unary_quantization.vcxproj
  - eltwise_unary_quantization_to_mxbf8.c
  - eltwise_unary_quantization_to_mxfp4.c
  - eltwise_unary_quantization_to_nvfp4.c
  - eltwise_unary_reduce.c
  - eltwise_unary_reduce.vcxproj
  - eltwise_unary_relu.c
  - eltwise_unary_relu.vcxproj
  - eltwise_unary_simple.c
  - eltwise_unary_simple.vcxproj
  - eltwise_unary_transform.c
  - eltwise_unary_transform.vcxproj
  - Makefile
  - README.md
  - run_test.sh
- - .entitlements2
  - .gitignore
  - decode-bin.sh
  - encoder_aarch64.c
  - encoder_riscv.c
  - encoder_x86.c
  - jit_bigsur_test.c
  - Makefile
  - print_test_summary.sh
- - equation_bf16_x3_split_f32.c
  - equation_bf16_x3_split_f32.vcxproj
  - equation_common.h
  - equation_gather_bcstmul_add.c
  - equation_gather_bcstmul_add.vcxproj
  - equation_gather_dot.c
  - equation_gather_dot.vcxproj
  - equation_gather_reduce.c
  - equation_gather_reduce.vcxproj
  - equation_layernorm.c
  - equation_layernorm.vcxproj
  - equation_matmul.c
  - equation_matmul.vcxproj
  - equation_relu.c
  - equation_relu.vcxproj
  - equation_simple.c
  - equation_simple.vcxproj
  - equation_simple_layernorm.c
  - equation_simple_layernorm.vcxproj
  - equation_softmax.c
  - equation_softmax.vcxproj
  - equation_splitSGD.c
  - equation_splitSGD.vcxproj
  - Makefile
  - run_test.sh
  - setup_eqn_tpp_prec_list.sh
- - .gitignore
  - BUILD
  - hello.c
  - hello.cpp
  - hello.f
  - hello_c.vcxproj
  - hello_cpp.vcxproj
  - Makefile
  - README.md
  - WORKSPACE
- - .gitignore
  - benchmark-plot-all.sh
  - benchmark-plot.sh
  - benchmark.plt
  - benchmark.set
  - benchmark.sh
  - magazine.h
  - magazine_blaze.cpp
  - magazine_blaze.vcxproj
  - magazine_eigen.cpp
  - magazine_eigen.vcxproj
  - magazine_xsmm.c
  - magazine_xsmm.vcxproj
  - Makefile
  - README.md
- - .gitignore
  - Makefile
  - statictest.c
  - statictest_aarch64.json
  - statictest_riscv64.json
  - statictest_x86_64.json
- - .gitignore
- - .entitlements
  - .entitlements2
  - .gitignore
  - gemm_kernel.c
  - gemm_kernel.vcxproj
  - gemm_kernel_fused.c
  - gemm_kernel_fused.vcxproj
  - gemm_kernel_parallel.c
  - gemm_kernel_parallel.vcxproj
  - kernel_appsizes.sh
  - kernel_test.sh
  - kernel_test_ace.sh
  - kernel_test_ace_f32.sh
  - kernel_test_ace_mx.sh
  - kernel_test_allprec_nofusion.sh
  - kernel_test_dmr.sh
  - kernel_test_gnr.sh
  - kernel_test_srf.sh
  - Makefile
- - .gitignore
  - analyze_test_matops_out.sh
  - asparse_packed_csr.c
  - asparse_packed_csr.vcxproj
  - bsparse_packed_csc.c
  - bsparse_packed_csc.vcxproj
  - bsparse_packed_csr.c
  - bsparse_packed_csr.vcxproj
  - common_edge_proxy.h
  - dense_packedacrm.c
  - dense_packedacrm.vcxproj
  - dense_packedbcrm.c
  - dense_packedbcrm.vcxproj
  - edge_download_mats.sh
  - Makefile
  - test_dense_packedacrm.sh
  - test_dense_packedbcrm.sh
  - test_matops.sh
- - .gitignore
  - gemm_packed_kernel.c
  - kernel_test.sh
  - kernel_test_wsm.txt
  - Makefile
- - .gitignore
  - kernel_test.sh
  - kernel_test_a64fx.txt
  - kernel_test_aarch64.txt
  - kernel_test_adl.txt
  - kernel_test_appl_m1.txt
  - kernel_test_avx512_vl256.txt
  - kernel_test_avx512_vl256_clx.txt
  - kernel_test_avx512_vl256_cpx.txt
  - kernel_test_clx.txt
  - kernel_test_cpx.txt
  - kernel_test_gnr.txt
  - kernel_test_hsw.txt
  - kernel_test_knl.txt
  - kernel_test_knm.txt
  - kernel_test_neov1.txt
  - kernel_test_neov2.txt
  - kernel_test_skx.txt
  - kernel_test_snb.txt
  - kernel_test_spr.txt
  - kernel_test_srf.txt
  - kernel_test_sve128.txt
  - kernel_test_sve256.txt
  - kernel_test_sve512.txt
  - kernel_test_wsm.txt
  - Makefile
  - spmm_kernel.c
- - .gitignore
  - gimmik.c
  - gimmik.h
  - gimmik.vcxproj
  - Makefile
  - performance.sh
  - pyfr_download_mats.sh
  - pyfr_driver_asp_reg.c
  - pyfr_driver_asp_reg.vcxproj
  - test.sh
- .gitignore
- - libxsmm-all-tpp.yml
  - libxsmm-arm-a64fx.yml
  - libxsmm-arm-graviton3.yml
  - libxsmm-arm-jetson.yml
  - libxsmm-arm-macmini.yml
  - libxsmm-clang.yml
  - libxsmm-gcc.yml
  - libxsmm-intel.yml
  - libxsmm-mixed.yml
  - libxsmm-next.yml
  - libxsmm-rv64.yml
- - libxsmm.spec
- .gitignore
- gen_rv64_asm.sh
- libxsmm-config-version.cmake.in
- libxsmm-config.cmake
- libxsmm-config.cmake.in
- libxsmm.pc.in
- libxsmm_config.py
- libxsmm_dispatch.py
- libxsmm_interface.py
- libxsmm_source.sh
- libxsmm_specialized.py
- libxsmm_staticlib.py
- libxsmm_utilities.py
- libxsmmf.pc.in
- README.md
- release.sh
- requirements.txt
- tool_analyze.sh
- tool_changelog.sh
- tool_checkabi.sh
- tool_cpuinfo.sh
- tool_envrestore.sh
- tool_getenvars.sh
- tool_gitaddforks.sh
- tool_gitauthors.sh
- tool_gitprune.sh
- tool_inspector.sh
- tool_logperf.sh
- tool_logrept.sh
- tool_normalize.sh
- tool_pexec.sh
- tool_report.py
- tool_scan.sh
- tool_test.sh
- tool_version.sh
- - libxsmm.f
  - libxsmm.h
  - libxsmm_config.h
  - libxsmm_version.h
- generator_aarch64_instructions.c
- generator_aarch64_instructions.h
- generator_aarch64_reference.c
- generator_aarch64_reference.h
- generator_common.c
- generator_common.h
- generator_common_aarch64.c
- generator_common_aarch64.h
- generator_common_rv64.c
- generator_common_rv64.h
- generator_common_x86.c
- generator_common_x86.h
- generator_gemm.c
- generator_gemm_aarch64.c
- generator_gemm_aarch64.h
- generator_gemm_amx.c
- generator_gemm_amx.h
- generator_gemm_amx_microkernel.c
- generator_gemm_amx_microkernel.h
- generator_gemm_avx2_microkernel.c
- generator_gemm_avx2_microkernel.h
- generator_gemm_avx512_microkernel.c
- generator_gemm_avx512_microkernel.h
- generator_gemm_avx_microkernel.c
- generator_gemm_avx_microkernel.h
- generator_gemm_common.c
- generator_gemm_common.h
- generator_gemm_common_aarch64.c
- generator_gemm_common_aarch64.h
- generator_gemm_common_rv64.c
- generator_gemm_common_rv64.h
- generator_gemm_mma_microkernel.c
- generator_gemm_mma_microkernel.h
- generator_gemm_noarch.c
- generator_gemm_noarch.h
- generator_gemm_ppc64le.c
- generator_gemm_ppc64le.h
- generator_gemm_reference_impl.c
- generator_gemm_reference_impl.h
- generator_gemm_rv64.c
- generator_gemm_rv64.h
- generator_gemm_sme.c
- generator_gemm_sme.h
- generator_gemm_sme_microkernel.c
- generator_gemm_sme_microkernel.h
- generator_gemm_sse_avx_avx2_avx512.c
- generator_gemm_sse_avx_avx2_avx512.h
- generator_gemm_sse_microkernel.c
- generator_gemm_sse_microkernel.h
- generator_gemm_vsx_microkernel.c
- generator_gemm_vsx_microkernel.h
- generator_mateltwise.c
- generator_mateltwise_aarch64.c
- generator_mateltwise_aarch64.h
- generator_mateltwise_common.c
- generator_mateltwise_common.h
- generator_mateltwise_gather_scatter_aarch64.c
- generator_mateltwise_gather_scatter_aarch64.h
- generator_mateltwise_gather_scatter_avx_avx512.c
- generator_mateltwise_gather_scatter_avx_avx512.h
- generator_mateltwise_misc_aarch64.c
- generator_mateltwise_misc_aarch64.h
- generator_mateltwise_misc_avx_avx512.c
- generator_mateltwise_misc_avx_avx512.h
- generator_mateltwise_reduce_aarch64.c
- generator_mateltwise_reduce_aarch64.h
- generator_mateltwise_reduce_avx_avx512.c
- generator_mateltwise_reduce_avx_avx512.h
- generator_mateltwise_reference_impl.c
- generator_mateltwise_reference_impl.h
- generator_mateltwise_rv64.c
- generator_mateltwise_rv64.h
- generator_mateltwise_sse_avx_avx512.c
- generator_mateltwise_sse_avx_avx512.h
- generator_mateltwise_transform_aarch64_asimd.c
- generator_mateltwise_transform_aarch64_asimd.h
- generator_mateltwise_transform_aarch64_sve.c
- generator_mateltwise_transform_aarch64_sve.h
- generator_mateltwise_transform_avx.c
- generator_mateltwise_transform_avx.h
- generator_mateltwise_transform_avx512.c
- generator_mateltwise_transform_avx512.h
- generator_mateltwise_transform_common.c
- generator_mateltwise_transform_common.h
- generator_mateltwise_transform_common_x86.c
- generator_mateltwise_transform_common_x86.h
- generator_mateltwise_transform_rv64.c
- generator_mateltwise_transform_rv64.h
- generator_mateltwise_transform_sse.c
- generator_mateltwise_transform_sse.h
- generator_mateltwise_unary_binary_aarch64.c
- generator_mateltwise_unary_binary_aarch64.h
- generator_mateltwise_unary_binary_avx_avx512.c
- generator_mateltwise_unary_binary_avx_avx512.h
- generator_mateltwise_unary_binary_rv64.c
- generator_mateltwise_unary_binary_rv64.h
- generator_matequation.c
- generator_matequation_aarch64.c
- generator_matequation_aarch64.h
- generator_matequation_avx_avx512.c
- generator_matequation_avx_avx512.h
- generator_matequation_reference_impl.c
- generator_matequation_reference_impl.h
- generator_matequation_regblocks_aarch64.c
- generator_matequation_regblocks_aarch64.h
- generator_matequation_regblocks_avx_avx512.c
- generator_matequation_regblocks_avx_avx512.h
- generator_matequation_scratch_aarch64.c
- generator_matequation_scratch_aarch64.h
- generator_matequation_scratch_avx_avx512.c
- generator_matequation_scratch_avx_avx512.h
- generator_packed_gemm.c
- generator_packed_gemm_aarch64.c
- generator_packed_gemm_aarch64.h
- generator_packed_gemm_ac_rm.c
- generator_packed_gemm_ac_rm_aarch64.c
- generator_packed_gemm_ac_rm_aarch64.h
- generator_packed_gemm_ac_rm_avx_avx2_avx512.c
- generator_packed_gemm_ac_rm_avx_avx2_avx512.h
- generator_packed_gemm_avx_avx2_avx512.c
- generator_packed_gemm_avx_avx2_avx512.h
- generator_packed_gemm_bc_rm.c
- generator_packed_gemm_bc_rm_aarch64.c
- generator_packed_gemm_bc_rm_aarch64.h
- generator_packed_gemm_bc_rm_avx_avx2_avx512.c
- generator_packed_gemm_bc_rm_avx_avx2_avx512.h
- generator_packed_spgemm.c
- generator_packed_spgemm_bcsc_bsparse.c
- generator_packed_spgemm_bcsc_bsparse.h
- generator_packed_spgemm_bcsc_bsparse_aarch64.c
- generator_packed_spgemm_bcsc_bsparse_aarch64.h
- generator_packed_spgemm_bcsc_bsparse_avx_avx2_avx512_amx.c
- generator_packed_spgemm_bcsc_bsparse_avx_avx2_avx512_amx.h
- generator_packed_spgemm_csc_bsparse.c
- generator_packed_spgemm_csc_bsparse.h
- generator_packed_spgemm_csc_bsparse_aarch64.c
- generator_packed_spgemm_csc_bsparse_aarch64.h
- generator_packed_spgemm_csc_bsparse_avx_avx2_avx512.c
- generator_packed_spgemm_csc_bsparse_avx_avx2_avx512.h
- generator_packed_spgemm_csc_csparse.c
- generator_packed_spgemm_csc_csparse.h
- generator_packed_spgemm_csc_csparse_avx_avx2_avx512.c
- generator_packed_spgemm_csc_csparse_avx_avx2_avx512.h
- generator_packed_spgemm_csr_asparse.c
- generator_packed_spgemm_csr_asparse.h
- generator_packed_spgemm_csr_asparse_aarch64.c
- generator_packed_spgemm_csr_asparse_aarch64.h
- generator_packed_spgemm_csr_asparse_avx_avx2_avx512.c
- generator_packed_spgemm_csr_asparse_avx_avx2_avx512.h
- generator_packed_spgemm_csr_bsparse.c
- generator_packed_spgemm_csr_bsparse.h
- generator_packed_spgemm_csr_bsparse_aarch64.c
- generator_packed_spgemm_csr_bsparse_aarch64.h
- generator_packed_spgemm_csr_bsparse_avx_avx2_avx512.c
- generator_packed_spgemm_csr_bsparse_avx_avx2_avx512.h
- generator_ppc64le_instructions.c
- generator_ppc64le_instructions.h
- generator_ppc64le_reference.c
- generator_ppc64le_reference.h
- generator_rv64_instructions.c
- generator_rv64_instructions.h
- generator_rv64_reference.c
- generator_rv64_reference.h
- generator_spgemm.c
- generator_spgemm_csc_asparse.c
- generator_spgemm_csc_asparse.h
- generator_spgemm_csc_bsparse.c
- generator_spgemm_csc_bsparse.h
- generator_spgemm_csc_reader.c
- generator_spgemm_csc_reader.h
- generator_spgemm_csr_asparse.c
- generator_spgemm_csr_asparse.h
- generator_spgemm_csr_asparse_reg.c
- generator_spgemm_csr_asparse_reg.h
- generator_spgemm_csr_reader.c
- generator_spgemm_csr_reader.h
- generator_x86_instructions.c
- generator_x86_instructions.h
- generator_x86_reference.c
- generator_x86_reference.h
- libxsmm_barrier.c
- libxsmm_binaryexport_generator.c
- libxsmm_cpuid_arm.c
- libxsmm_cpuid_ppc.c
- libxsmm_cpuid_rv64.c
- libxsmm_cpuid_x86.c
- libxsmm_diff.h
- libxsmm_fsspmdm.c
- libxsmm_generator.c
- libxsmm_generator_gemm_driver.c
- libxsmm_hash.c
- libxsmm_hash.h
- libxsmm_lpflt_quant.c
- libxsmm_main.c
- libxsmm_main.h
- libxsmm_malloc.c
- libxsmm_matdiff.h
- libxsmm_math.c
- libxsmm_matrixeqn.c
- libxsmm_matrixeqn.h
- libxsmm_memory.c
- libxsmm_perf.c
- libxsmm_perf.h
- libxsmm_rng.c
- libxsmm_sync.c
- libxsmm_timer.c
- libxsmm_trace.c
- libxsmm_trace.h
- libxsmm_utils.c
- perf_jitdump.h
- .gitignore
- atomics.c
- atomics.vcxproj
- CMakeLists.txt
- dispatch.sh
- eltwise.sh
- equation.sh
- fsspmdm.sh
- gemmflags.c
- gemmflags.vcxproj
- hash.c
- hash.vcxproj
- headeronly.c
- headeronly.vcxproj
- headeronly_aux.c
- Makefile
- malloc.c
- malloc.vcxproj
- matdiff.c
- matdiff.vcxproj
- math.c
- math.vcxproj
- memcmp.sh
- memory.c
- memory.vcxproj
- opreduce.sh
- packed.sh
- README.md
- registry.c
- registry.vcxproj
- rng.c
- rng.vcxproj
- smm.sh
- test.sh
- threadsafety.c
- threadsafety.vcxproj
- timer.c
- timer.vcxproj
- vla.c
- vla.vcxproj
.abi.txt
.clang-format
.codefile
.flock.sh
.gitattributes
.gitconfig
.gitignore
.markdownlint.json
.mktmp.sh
.packit.yaml
.readthedocs.yml
.state.sh
.travis.yml
_config.yml
BUILD
CHANGELOG.md
CMakeLists.txt
CODE_OF_CONDUCT.md
CONTRIBUTING.md
fpm.toml
LICENSE.md
Makefile
Makefile.inc
mkdocs.yml
PULL_REQUEST_TEMPLATE.md
README.md
SECURITY.md
VERSION
version.txt
WORKSPACE

# Installation Guide

1. Get the code

git clone https://github.com/libxsmm/libxsmm

Downloads the entire project code from GitHub to your computer.

cd libxsmm

Moves into the project folder you just downloaded.

2. CMake

Medium Recommended

Prerequisites

Git Needed to download the project code from GitHub.
CMake The tool used to generate build configuration.
C/C++ 컴파일러 Windows needs Visual Studio (Community edition, free), macOS needs Xcode Command Line Tools, Linux needs the gcc/g++ package.

cmake -S . -B build -DCMAKE_INSTALL_PREFIX=/path/to/libxsmm-install

Type this command into your terminal and run it.

cmake --build build --target install -j

Type this command into your terminal and run it.

✅ Check that an executable was created inside the build folder, then run it directly (e.g. ./build/app_name).

Pulled directly from this repo's README.

3. .NET

Medium

Prerequisites

Git Needed to download the project code from GitHub.
.NET SDK The SDK required for the dotnet command.

cd ide

This project's files live in a subfolder, so move into it first.

dotnet restore

Downloads the packages the project depends on.

dotnet run

Builds the project and runs it immediately.

✅ After dotnet run, check the message or address shown in the terminal.

4. Python

Easy

Prerequisites

Git Needed to download the project code from GitHub.
Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.

pip install -r .theme/requirements.txt

Installs the Python libraries listed in requirements.txt (or similar).

python <실행할 파일명>.py # README에서 정확한 실행 파일명을 확인하세요

Runs the Python script (or module).

✅ If it runs without errors and prints output in the terminal, it worked.

5. Make

Medium

Prerequisites

Git Needed to download the project code from GitHub.
Make Usually pre-installed on Linux/macOS. On Windows, install separately (e.g. via MSYS2 or WSL).

make STATIC=0