From 215349874b59858aa133c5a18cb9415a7a66878d Mon Sep 17 00:00:00 2001 From: GitHub Actions Date: Tue, 16 Jul 2024 15:43:20 +0000 Subject: [PATCH] Update documentation --- _sources/building_and_running_tests.rst | 51 ++ _sources/building_the_project.rst | 457 ---------- .../building_the_project_with_adaptivecpp.rst | 171 ++++ _sources/building_the_project_with_dpcpp.rst | 475 +++++++++++ _sources/index.rst | 7 +- _sources/using_onemkl_with_cmake.rst | 102 +++ building_and_running_tests.html | 659 ++++++++++++++ building_the_project_with_adaptivecpp.html | 804 ++++++++++++++++++ ...ml => building_the_project_with_dpcpp.html | 726 ++++++++-------- create_new_backend.html | 5 +- domains/blas/asum.html | 5 +- domains/blas/axpby.html | 5 +- domains/blas/axpy.html | 5 +- domains/blas/axpy_batch.html | 5 +- domains/blas/blas-level-1-routines.html | 5 +- domains/blas/blas-level-2-routines.html | 5 +- domains/blas/blas-level-3-routines.html | 5 +- domains/blas/blas-like-extensions.html | 5 +- 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domains/lapack/ungqr_scratchpad_size.html | 5 +- domains/lapack/ungtr.html | 5 +- domains/lapack/ungtr_scratchpad_size.html | 5 +- domains/lapack/unmqr.html | 5 +- domains/lapack/unmqr_scratchpad_size.html | 5 +- domains/lapack/unmrq.html | 5 +- domains/lapack/unmrq_scratchpad_size.html | 5 +- domains/lapack/unmtr.html | 5 +- domains/lapack/unmtr_scratchpad_size.html | 5 +- domains/matrix-storage.html | 5 +- genindex.html | 5 +- index.html | 32 +- introduction.html | 5 +- objects.inv | Bin 6170 -> 6738 bytes onemkl-datatypes.html | 11 +- search.html | 5 +- searchindex.js | 2 +- selecting_a_compiler.html | 11 +- using_onemkl_with_cmake.html | 722 ++++++++++++++++ 168 files changed, 4009 insertions(+), 986 deletions(-) create mode 100644 _sources/building_and_running_tests.rst delete mode 100644 _sources/building_the_project.rst create mode 100644 _sources/building_the_project_with_adaptivecpp.rst create mode 100644 _sources/building_the_project_with_dpcpp.rst create mode 100644 _sources/using_onemkl_with_cmake.rst create mode 100644 building_and_running_tests.html create mode 100644 building_the_project_with_adaptivecpp.html rename building_the_project.html => building_the_project_with_dpcpp.html (58%) create mode 100644 using_onemkl_with_cmake.html diff --git a/_sources/building_and_running_tests.rst b/_sources/building_and_running_tests.rst new file mode 100644 index 000000000..43d3431af --- /dev/null +++ b/_sources/building_and_running_tests.rst @@ -0,0 +1,51 @@ +.. _building_and_running_tests: + +Building and Running Tests +========================== + +The functional tests are enabled by default, and can be enabled/disabled +with the CMake build parameter ``-DBUILD_FUNCTIONAL_TESTS=True/False``. Only +the tests relevant to the enabled backends and target domains will be built. + +Building tests for BLAS and LAPACK domains requires additional libraries for +reference. + +* BLAS: Requires a reference BLAS library. +* LAPACK: Requires a reference LAPACK library. + +For both BLAS and LAPACK, shared libraries supporting both 32 and 64 bit +indexing are required. + +A reference LAPACK implementation (including BLAS) can be built as the +following: + +.. code-block:: bash + + git clone https://github.com/Reference-LAPACK/lapack.git + cd lapack; mkdir -p build; cd build + cmake -DCMAKE_INSTALL_PREFIX=~/lapack -DCBLAS=True -DLAPACK=True -DLAPACKE=True -DBUILD_INDEX64=True -DBUILD_SHARED_LIBS=True .. + cmake --build . -j --target install + cmake -DCMAKE_INSTALL_PREFIX=~/lapack -DCBLAS=True -DLAPACK=True -DLAPACKE=True -DBUILD_INDEX64=False -DBUILD_SHARED_LIBS=True .. + cmake --build . -j --target install + +and then used in oneMKL by setting ``-REF_BLAS_ROOT=/path/to/lapack/install`` +and ``-DREF_LAPACK_ROOT=/path/to/lapack/install``. + +You can re-run tests without re-building the entire project. + +To run the tests, either run test binaries individually, or use ``ctest`` CMake test driver program. + +.. code-block:: bash + + # Run all tests + ctest + # Run only Gpu specific tests + ctest -R Gpu + # Exclude Cpu tests + ctest -E Cpu + +For more ``ctest`` options, refer to `ctest manual page `_. + +When running tests you may encounter the issue ``BACKEND NOT FOUND EXCEPTION``, +you may need to add your ``/lib`` to your +``LD_LIBRARY_PATH`` on Linux. diff --git a/_sources/building_the_project.rst b/_sources/building_the_project.rst deleted file mode 100644 index 216b57807..000000000 --- a/_sources/building_the_project.rst +++ /dev/null @@ -1,457 +0,0 @@ -.. _building_the_project: - -Building the Project -==================== - -.. _build_setup: - -Build Setup -########### - -#. - Install Intel(R) oneAPI DPC++ Compiler (select the variant as described in - :ref:`Selecting a Compiler`). - -#. - Clone this project to ````\ , where ```` - is the root directory of this repository. - -#. - Download and install the required dependencies manually and :ref:`Build with CMake `. - - -.. _build_setup_with_hipsycl: - -Build Setup with hipSYCL -######################## - -#. - Make sure that the dependencies of hipSYCL are fulfilled. For a detailed - description, see the - `hipSYCL installation readme `_. - -#. - Install hipSYCL with the prefered backends enabled. hipSYCL supports - various backends. You can customize support for the target system at - compile time by setting the appropriate configuration flags; see the - `hipSYCL documentation `_ - for instructions. - -#. - Install `AMD rocBLAS `_. - -#. - Clone this project to ````, where ```` is - the root directory of this repository. - -#. - Download and install the required dependencies manually and - :ref:`Build with CMake `. - - - -.. _building_with_cmake: - -Building with CMake -################### - -#. - Make sure you have completed `Build Setup <#build-setup>`_. - -#. - Build and install all required `dependencies <#software-requirements>`_. - -Building for oneMKL -^^^^^^^^^^^^^^^^^^^ - -* On Linux* - - .. code-block:: bash - - # Inside - mkdir build && cd build - cmake .. [-DCMAKE_CXX_COMPILER=/bin/icpx] # required only if icpx is not found in environment variable PATH - [-DCMAKE_C_COMPILER=/bin/icx] # required only if icx is not found in environment variable PATH - [-DMKL_ROOT=] # required only if environment variable MKLROOT is not set - [-DREF_BLAS_ROOT=] # required only for testing - [-DREF_LAPACK_ROOT=] # required only for testing - cmake --build . - ctest - cmake --install . --prefix # required to have full package structure - -* On Windows* - - .. code-block:: bash - - # Inside - md build && cd build - cmake .. -G Ninja [-DCMAKE_CXX_COMPILER=\bin\icx] # required only if icx is not found in environment variable PATH - [-DCMAKE_C_COMPILER=\bin\icx] # required only if icx is not found in environment variable PATH - [-DMKL_ROOT=] # required only if environment variable MKLROOT is not set - [-DREF_BLAS_ROOT=] # required only for testing - [-DREF_LAPACK_ROOT=] # required only for testing - ninja - ctest - cmake --install . --prefix # required to have full package structure - -Building for CUDA (with hipSYCL) -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -* On Linux* - -With the cuBLAS backend: - -.. code-block:: bash - - # Inside - mkdir build && cd build - cmake .. -DENABLE_CUBLAS_BACKEND=True \ - -DENABLE_MKLGPU_BACKEND=False # Disable all backends except for cuBLAS - -DENABLE_MKLCPU_BACKEND=False \ - -DENABLE_NETLIB_BACKEND=False \ - -DENABLE_ROCBLAS_BACKEND=False \ - -DHIPSYCL_TARGETS=cuda:sm_75 \ # Specify the targeted device architectures - -DONEMKL_SYCL_IMPLEMENTATION=hipSYCL \ - [-DREF_BLAS_ROOT=] # required only for testing - cmake --build . - ctest - cmake --install . --prefix # required to have full package structure - -To build with the cuRAND backend instead simply replace: - -.. code-block:: bash - - -DENABLE_CUBLAS_BACKEND=True \ - -With: - -.. code-block:: bash - - -DENABLE_CURAND_BACKEND=True \ - - -Building for CUDA (with clang++) -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -* On Linux* - -With the cuBLAS backend: - -.. code-block:: bash - - # Inside - mkdir build && cd build - cmake .. [-DCMAKE_CXX_COMPILER=/bin/clang++] # required only if clang++ is not found in environment variable PATH - [-DCMAKE_C_COMPILER=/bin/clang] # required only if clang is not found in environment variable PATH - -DENABLE_CUBLAS_BACKEND=True \ - -DENABLE_MKLCPU_BACKEND=False # disable Intel MKL CPU backend - -DENABLE_MKLGPU_BACKEND=False # disable Intel MKL GPU backend - [-DREF_BLAS_ROOT=] # required only for testing - cmake --build . - ctest - cmake --install . --prefix # required to have full package structure - - -The CuFFT and CuRAND backends can be enabled in a similar way to the CuBLAS backend, by setting the corresponding CMake variable(s) to `True`: - -.. code-block:: bash - - -DENABLE_CUFFT_BACKEND=True \ - -DENABLE_CURAND_BACKEND=True \ - - -Building for ROCm (with hipSYCL) -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -With the AMD rocBLAS backend: - -* On Linux* - -.. code-block:: bash - - # Inside - mkdir build && cd build - cmake .. -DENABLE_CUBLAS_BACKEND=False \ - -DENABLE_MKLCPU_BACKEND=False/True # hipSYCL supports MKLCPU backend - -DENABLE_NETLIB_BACKEND=False/True # hipSYCL supports NETLIB backend - -DENABLE_MKLGPU_BACKEND=False # disable Intel MKL GPU backend - -DENABLE_ROCBLAS_BACKEND=True \ - -DTARGET_DOMAINS=blas # hipSYCL supports BLAS and RNG domains - -DHIPSYCL_TARGETS=omp\;hip:gfx906 # Specify the targetted device architectures - -DONEMKL_SYCL_IMPLEMENTATION=hipSYCL # Use the hipSYCL cmake integration - [-DREF_BLAS_ROOT=] # required only for testing - cmake --build . - ctest - cmake --install . --prefix # required to have full package structure - -To build with the rocRAND backend instead simply replace: - -.. code-block:: bash - - -DENABLE_ROCBLAS_BACKEND=True \ - -DTARGET_DOMAINS=blas - -With: - -.. code-block:: bash - - -DENABLE_ROCRAND_BACKEND=True \ - -DTARGET_DOMAINS=rng - -Building for ROCm (with clang++) -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - -With the AMD rocBLAS backend: - - -* On Linux* - -.. code-block:: bash - - # Inside - mkdir build && cd build - cmake .. [-DCMAKE_CXX_COMPILER=/bin/clang++] # required only if clang++ is not found in environment variable PATH - [-DCMAKE_C_COMPILER=/bin/clang] # required only if clang is not found in environment variable PATH - -DENABLE_CUBLAS_BACKEND=False \ - -DENABLE_MKLCPU_BACKEND=False \ # disable Intel MKL CPU backend - -DENABLE_MKLGPU_BACKEND=False \ # disable Intel MKL GPU backend - -DENABLE_ROCBLAS_BACKEND=True \ - -DHIP_TARGETS=gfx90a \ # Specify the targetted device architectures - [-DREF_BLAS_ROOT=] # required only for testing - cmake --build . - export ONEAPI_DEVICE_SELECTOR="hip:gpu" - ctest - cmake --install . --prefix # required to have full package structure - -The rocRAND, rocFFT, and rocSOLVER backends can be enabled in a similar way to the rocBLAS backend, by setting the corresponding CMake variable(s) to `True`: - -.. code-block:: bash - - -DENABLE_ROCRAND_BACKEND=True \ - -DENABLE_ROCFFT_BACKEND=True \ - -DENABLE_ROCSOLVER_BACKEND=True \ - -**AMD GPU device architectures** - -The device architecture can be retrieved via the ``rocminfo`` tool. The architecture will be displayed in the ``Name:`` row. - -A few often-used architectures are listed below: - -.. list-table:: - :header-rows: 1 - - * - Architecture - - AMD GPU name - * - gfx90a - - AMD Instinct(TM) MI210/250/250X Accellerator - * - gfx908 - - AMD Instinct(TM) MI 100 Accelerator - * - gfx906 - - | AMD Radeon Instinct(TM) MI50/60 Accelerator - | AMD Radeon(TM) (Pro) VII Graphics Card - * - gfx900 - - | Radeon Instinct(TM) MI 25 Accelerator - | Radeon(TM) RX Vega 64/56 Graphics - -Building for portBLAS -^^^^^^^^^^^^^^^^^^^^^^ - -Note the portBLAS backend is experimental and currently only supports a -subset of the operations and features. The portBLAS backend cannot be enabled -with other backends and can only be used with the compile time dispatch. -The portBLAS backend uses the `portBLAS `_ -project as a header-only library. - -* On Linux* - -.. code-block:: bash - - # Inside - mkdir build && cd build - cmake .. -DENABLE_PORTBLAS_BACKEND=ON \ - -DENABLE_MKLCPU_BACKEND=OFF \ - -DENABLE_MKLGPU_BACKEND=OFF \ - -DTARGET_DOMAINS=blas \ - [-DREF_BLAS_ROOT=] \ # required only for testing - [-DPORTBLAS_DIR=] - cmake --build . - ./bin/test_main_blas_ct - cmake --install . --prefix - - -portBLAS will be downloaded automatically if not found. -By default, the portBLAS backend is not tuned for any specific device which -will impact performance. -portBLAS can be tuned for a specific hardware target by adding compiler -definitions in 2 ways: - -#. - Manually specify a tuning target with ``-DPORTBLAS_TUNING_TARGET=``. - The list of portBLAS targets can be found - `here `_. - This will automatically set ``-fsycl-targets`` if needed. - In case of ``AMD_GPU`` target, it is mandatory to set one or more device - architectures by means of ``HIP_TARGETS``, e.g., ``-DHIP_TARGETS=gfx90a``. - In case of ``NVIDIA_GPU`` target, it is possible to select a specific device - architecture by means of ``CUDA_TARGET``, e.g., ``-DCUDA_TARGET=sm_80``. -#. - If one target is set via ``-fsycl-targets`` the configuration step will - try to automatically detect the portBLAS tuning target. One can manually - specify ``-fsycl-targets`` via ``CMAKE_CXX_FLAGS``. See - `DPC++ User Manual `_ - for more information on ``-fsycl-targets``. - -Building for portFFT -^^^^^^^^^^^^^^^^^^^^^^ - -Note the portFFT backend is experimental and currently only supports a -subset of the operations and features. -The portFFT backend uses the `portFFT `_ -project as a header-only library. - -* On Linux* - -.. code-block:: bash - - # Inside - mkdir build && cd build - cmake .. -DENABLE_PORTFFT_BACKEND=ON \ - -DENABLE_MKLCPU_BACKEND=OFF \ - -DENABLE_MKLGPU_BACKEND=OFF \ - -DTARGET_DOMAINS=dft \ - [-DPORTFFT_REGISTERS_PER_WI=128] \ # Example portFFT tuning parameter - [-DREF_BLAS_ROOT=] \ # required only for testing - [-DPORTFFT_DIR=] - cmake --build . - ./bin/test_main_dft_ct - cmake --install . --prefix - - -portFFT will be downloaded automatically if not found. - -By default, the portFFT backend is not tuned for any specific device. The tuning flags are -detailed in the `portFFT `_ repository. -The tuning parameters can be set at configuration time, -with the above example showing how to set the tuning parameter -``PORTFFT_REGISTERS_PER_WI``. Note that some tuning configurations may be incompatible -with some targets. - -The portFFT library is compiled using the same ``-fsycl-targets`` as specified -by the ``CMAKE_CXX_FLAGS``. If none are found, it will compile for -``-fsycl-targets=nvptx64-nvidia-cuda,spir64``. To enable HIP targets, -``HIP_TARGETS`` must be specified. See -`DPC++ User Manual `_ -for more information on ``-fsycl-targets``. - - -Build Options -^^^^^^^^^^^^^ - -When building oneMKL the SYCL implementation can be specified by setting the -``ONEMKL_SYCL_IMPLEMENTATION`` option. Possible values are: - -* ``dpc++`` (default) for the - `Intel(R) oneAPI DPC++ Compiler `_ - and for the - `oneAPI DPC++ Compiler `_ compilers. -* ``hipsycl`` for the `hipSYCL `_ SYCL implementation. - -The following table provides details of CMake options and their default values: - -.. list-table:: - :header-rows: 1 - - * - CMake Option - - Supported Values - - Default Value - * - BUILD_SHARED_LIBS - - True, False - - True - * - ENABLE_MKLCPU_BACKEND - - True, False - - True - * - ENABLE_MKLGPU_BACKEND - - True, False - - True - * - ENABLE_CUBLAS_BACKEND - - True, False - - False - * - ENABLE_CUSOLVER_BACKEND - - True, False - - False - * - ENABLE_CUFFT_BACKEND - - True, False - - False - * - ENABLE_CURAND_BACKEND - - True, False - - False - * - ENABLE_NETLIB_BACKEND - - True, False - - False - * - ENABLE_ROCBLAS_BACKEND - - True, False - - False - * - ENABLE_ROCFFT_BACKEND - - True, False - - False - * - ENABLE_MKLCPU_THREAD_TBB - - True, False - - True - * - ENABLE_PORTBLAS_BACKEND - - True, False - - False - * - ENABLE_PORTFFT_BACKEND - - True, False - - False - * - BUILD_FUNCTIONAL_TESTS - - True, False - - True - * - BUILD_EXAMPLES - - True, False - - True - * - BUILD_DOC - - True, False - - False - * - TARGET_DOMAINS (list) - - blas, lapack, rng, dft - - All domains - -.. note:: - ``build_functional_tests`` and related CMake options affect all domains at a - global scope. - -  -.. note:: - When building with hipSYCL, you must additionally provide - ``-DHIPSYCL_TARGETS`` according to the targeted hardware. For the options, - see the tables in the hipSYCL-specific sections. - - -.. note:: - When building with clang++ for AMD backends, you must additionally set - ``ONEAPI_DEVICE_SELECTOR`` to ``hip:gpu`` and provide ``-DHIP_TARGETS`` according to - the targeted hardware. This backend has only been tested for the ``gfx90a`` - architecture (MI210) at the time of writing. - -.. note:: - When building with ``BUILD_FUNCTIONAL_TESTS=yes`` (default option) only single CUDA backend can be built - (`#270 `_). - -.. _project_cleanup: - -Project Cleanup -############### - -Most use-cases involve building the project without the need to cleanup the -build directory. However, if you wish to cleanup the build directory, you can -delete the ``build`` folder and create a new one. If you wish to cleanup the -build files but retain the build configuration, following commands will help -you do so. - -.. code-block:: sh - - # If you use "GNU/Unix Makefiles" for building, - make clean - - # If you use "Ninja" for building - ninja -t clean diff --git a/_sources/building_the_project_with_adaptivecpp.rst b/_sources/building_the_project_with_adaptivecpp.rst new file mode 100644 index 000000000..98c763b90 --- /dev/null +++ b/_sources/building_the_project_with_adaptivecpp.rst @@ -0,0 +1,171 @@ +.. _building_the_project_with_adaptivecpp: + +Building the Project with AdaptiveCpp +===================================== + +.. _build_setup_with_adaptivecpp: + +Environment Setup +################# + +#. + Build and install AdaptiveCpp. For a detailed description of available + AdaptiveCpp backends, their dependencies, and installation, see the + `AdaptiveCpp installation readme + `_. + +#. + Clone this project. The root directory of the cloned repository will be + referred to as ````. + +#. + Download and install the `required dependencies + `_ + manually. + +Build Commands +############### + +In most cases, building oneMKL Interfaces is as simple as setting the compiler and +selecting the desired backends to build with. + +On Linux (other OSes are not supported with the AdaptiveCpp compiler): + +.. code-block:: bash + + # Inside + mkdir build && cd build + cmake .. -DONEMKL_SYCL_IMPLEMENTATION=hipsycl \ # Indicate that AdaptiveCpp is being used. + -DENABLE_MKLGPU_BACKEND=False \ # MKLGPU backend is not supported by AdaptiveCpp + -DENABLE__BACKEND=True \ # Enable backend(s) (optional) + -DENABLE__BACKEND=True \ # Multiple backends can be enabled at once. + -DHIPSYCL_TARGETS=omp/;hip:gfx90a,gfx906 \ # Set target architectures depending on supported devices. + -DBUILD_FUNCTIONAL_TESTS=False \ # See section *Building the tests* for more on building tests. True by default. + -DBUILD_EXAMPLES=False # Optional: True by default. + cmake --build . + cmake --install . --prefix # required to have full package structure + +Backends should be enabled by setting ``-DENABLE__BACKEND=True`` for +each desired backend. By default, the ``MKLGPU`` and ``MKLCPU`` backends are +enabled, but ``MKLGPU`` must be disabled with AdaptiveCpp. The supported +backends for the compilers are given in the table at `oneMKL supported +configurations table +`_, +and the CMake option names are given in the table below. Some backends may +require additional parameters to be set. See the relevant section below for +additional guidance. The target architectures must be specified with +``HIP_TARGETS``. See the `AdaptiveCpp documentation +`_. + +If a backend library supports multiple domains (i.e. BLAS, RNG), it may be +desirable to only enable selected domains. For this, the ``TARGET_DOMAINS`` +variable should be set. For further details, see :ref:`_build_target_domains`. + +By default, the library also additionally builds examples and tests. These can +be disabled by setting the parameters ``BUILD_FUNCTIONAL_TESTS`` and +``BUILD_EXAMPLES`` to False. Building the functional tests may require additional +external libraries. See the section :ref:`building_and_running_tests` for more +information. + +The most important supported build options are: + +.. list-table:: + :header-rows: 1 + + * - CMake Option + - Supported Values + - Default Value + * - ENABLE_MKLCPU_BACKEND + - True, False + - True + * - ENABLE_CUBLAS_BACKEND + - True, False + - False + * - ENABLE_CURAND_BACKEND + - True, False + - False + * - ENABLE_NETLIB_BACKEND + - True, False + - False + * - ENABLE_ROCBLAS_BACKEND + - True, False + - False + * - ENABLE_ROCRAND_BACKEND + - True, False + - False + * - ENABLE_MKLCPU_THREAD_TBB + - True, False + - True + * - BUILD_FUNCTIONAL_TESTS + - True, False + - True + * - BUILD_EXAMPLES + - True, False + - True + * - TARGET_DOMAINS (list) + - blas, rng + - All supported domains + +Some additional build options are given in +:ref:`build_additional_options_dpcpp`. + +Backends +######## + +.. _build_for_cuda_adaptivecpp: + +Building for CUDA +~~~~~~~~~~~~~~~~~ + +The CUDA backends can be enabled with ``ENABLE_CUBLAS_BACKEND`` and +``ENABLE_CURAND_BACKEND``. + +The target architecture must be set using the ``HIPSYCL_TARGETS`` parameter. For +example, to target a Nvidia A100 (Ampere architecture), set +``-DHIPSYCL_TARGETS=cuda:sm_80``, where the figure ``80`` corresponds to a CUDA +compute capability of 8.0. The correspondence between compute capabilities and +Nvidia GPU products is given on the `Nvidia website +`_. Multiple architectures can be +enabled using a comma separated list. See the `AdaptiveCpp documentation +`_. + +No additional parameters are required for using CUDA libraries. In most cases, +the CUDA libraries should be found automatically by CMake. + +.. _build_for_rocm_adaptivecpp: + +Building for ROCm +~~~~~~~~~~~~~~~~~ + +The ROCm backends can be enabled with ``ENABLE_ROCBLAS_BACKEND`` and +``ENABLE_ROCRAND_BACKEND``. + +The target architecture must be set using the ``HIPSYCL_TARGETS`` parameter. See +the `AdaptiveCpp documentation +`_. +For example, to target the MI200 series, set ``-DHIPSYCL_TARGETS=hip:gfx90a``. +Multiple architectures can be enabled using a comma separated list. For example, +``-DHIPSYCL_TARGETS=hip:gfx906,gfx90a``, and multiple APIs with a semicolon +(``-DHIPSYCL_TARGETS=omp\;hip:gfx906,gfx90a``). + +For common AMD GPU architectures, see the :ref:`build_for_ROCM_dpcpp` in the +DPC++ build guide. + +.. _project_cleanup: + +Project Cleanup +############### + +Most use-cases involve building the project without the need to clean up the +build directory. However, if you wish to clean up the build directory, you can +delete the ``build`` folder and create a new one. If you wish to clean up the +build files but retain the build configuration, following commands will help you +do so. + +.. code-block:: sh + + # If you use "GNU/Unix Makefiles" for building, + make clean + + # If you use "Ninja" for building + ninja -t clean diff --git a/_sources/building_the_project_with_dpcpp.rst b/_sources/building_the_project_with_dpcpp.rst new file mode 100644 index 000000000..365028237 --- /dev/null +++ b/_sources/building_the_project_with_dpcpp.rst @@ -0,0 +1,475 @@ +.. _building_the_project_with_dpcpp: + +Building the Project with DPC++ +=============================== + +This page describes building the oneMKL Interfaces with either the Intel(R) +oneAPI DPC++ Compiler or open-source oneAPI DPC++ Compiler. For guidance on +building the project with AdaptiveCpp, see +:ref:`building_the_project_with_adaptivecpp`. + +.. _build_setup_with_dpcpp: + +Environment Setup +################## + +#. + Install the required DPC++ compiler (Intel(R) DPC++ or Open DPC++ - see + :ref:`Selecting a Compiler`). + +#. + Clone this project. The root directory of the cloned repository will be + referred to as ````. + +#. + Build and install all `required dependencies + `_. + +.. _build_introduction_with_dpcpp: + +Build Commands +############### + +The build commands for various compilers and backends differ mostly in setting +the values of CMake options for compiler and backend. In this section, we +describe the common build commands. We will discuss backend-specific details in +the `Backends`_ section and provide examples in `CMake invocation examples`_. + +On Linux, the common form of the build command looks as follows (see `Building +for Windows`_ for building on Windows): + +.. code-block:: bash + + # Inside + mkdir build && cd build + cmake .. -DCMAKE_CXX_COMPILER=$CXX_COMPILER \ # Should be icpx or clang++ + -DCMAKE_C_COMPILER=$C_COMPILER \ # Should be icx or clang + -DENABLE_MKLGPU_BACKEND=False \ # Optional: The MKLCPU backend is True by default. + -DENABLE_MKLGPU_BACKEND=False \ # Optional: The MKLGPU backend is True by default. + -DENABLE__BACKEND=True \ # Enable any other backend(s) (optional) + -DENABLE__BACKEND=True \ # Multiple backends can be enabled at once. + -DBUILD_FUNCTIONAL_TESTS=False \ # See page *Building and Running Tests* for more on building tests. True by default. + -DBUILD_EXAMPLES=False # Optional: True by default. + cmake --build . + cmake --install . --prefix # required to have full package structure + +In the above, the ``$CXX_COMPILER`` and ``$C_COMPILER`` should be set to +``icpx`` and ``icx`` respectively when using the Intel(R) oneAPI DPC++ Compiler, +or ``clang++`` and ``clang`` respectively when using the Open DPC++ Compiler. + +Backends should be enabled by setting ``-DENABLE__BACKEND=True`` for +each desired backend. By default, only the ``MKLGPU`` and ``MKLCPU`` backends +are enabled. Multiple backends for multiple device vendors can be enabled at +once (albeit with limitations when using portBLAS and portFFT). The supported +backends for the compilers are given in the table at `oneMKL supported +configurations table +`_, +and the CMake option names are given in the table below. Some backends may +require additional parameters to be set. See the relevant section below for +additional guidance. + +If a backend library supports multiple domains (i.e., BLAS, LAPACK, DFT, RNG, +sparse BLAS), it may be desirable to only enable selected domains. For this, the +``TARGET_DOMAINS`` variable should be set. See the section `TARGET_DOMAINS`_. + +By default, the library also additionally builds examples and tests. These can +be disabled by setting the parameters ``BUILD_FUNCTIONAL_TESTS`` and +``BUILD_EXAMPLES`` to ``False``. Building the functional tests requires +additional external libraries for the BLAS and LAPACK domains. See the section +:ref:`building_and_running_tests` for more information. + +The most important supported build options are: + +.. list-table:: + :header-rows: 1 + + * - CMake Option + - Supported Values + - Default Value + * - ENABLE_MKLCPU_BACKEND + - True, False + - True + * - ENABLE_MKLGPU_BACKEND + - True, False + - True + * - ENABLE_CUBLAS_BACKEND + - True, False + - False + * - ENABLE_CUSOLVER_BACKEND + - True, False + - False + * - ENABLE_CUFFT_BACKEND + - True, False + - False + * - ENABLE_CURAND_BACKEND + - True, False + - False + * - ENABLE_NETLIB_BACKEND + - True, False + - False + * - ENABLE_ROCBLAS_BACKEND + - True, False + - False + * - ENABLE_ROCFFT_BACKEND + - True, False + - False + * - ENABLE_ROCSOLVER_BACKEND + - True, False + - False + * - ENABLE_ROCRAND_BACKEND + - True, False + - False + * - ENABLE_MKLCPU_THREAD_TBB + - True, False + - True + * - ENABLE_PORTBLAS_BACKEND + - True, False + - False + * - ENABLE_PORTFFT_BACKEND + - True, False + - False + * - BUILD_FUNCTIONAL_TESTS + - True, False + - True + * - BUILD_EXAMPLES + - True, False + - True + * - TARGET_DOMAINS (list) + - blas, lapack, rng, dft, sparse_blas + - All domains + +Some additional build options are given in the section `Additional build options`_. + +.. _build_target_domains: + +TARGET_DOMAINS +^^^^^^^^^^^^^^ + +oneMKL supports multiple domains: BLAS, DFT, LAPACK, RNG and sparse BLAS. The +domains built by oneMKL can be selected using the ``TARGET_DOMAINS`` parameter. +In most cases, ``TARGET_DOMAINS`` is set automatically according to the domains +supported by the backend libraries enabled. However, while most backend +libraries support only one of these domains, but some may support multiple. For +example, the ``MKLCPU`` backend supports every domain. To enable support for +only the BLAS domain in the oneMKL Interfaces whilst compiling with ``MKLCPU``, +``TARGET_DOMAINS`` could be set to ``blas``. To enable BLAS and DFT, +``-DTARGET_DOMAINS="blas dft"`` would be used. + + +Backends +######### + +.. _build_for_intel_onemkl_dpcpp: + +Building for Intel(R) oneMKL +^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The Intel(R) oneMKL backend supports multiple domains on both x86 CPUs and Intel +GPUs. The MKLCPU backend using Intel(R) oneMKL for x86 CPU is enabled by +default, and controlled with the parameter ``ENABLE_MKLCPU_BACKEND``. The MKLGPU +backend using Intel(R) oneMKL for Intel GPU is enabled by default, and +controlled with the parameter ``ENABLE_MKLGPU_BACKEND``. + +When using the Intel(R) oneAPI DPC++ Compiler, it is likely that Intel(R) oneMKL +will be found automatically. If it is not, the parameter ``MKL_ROOT`` can be set +to point to the installation prefix of Intel(R) oneMKL. Alternatively, the +``MKLROOT`` environment variable can be set, either manually or by using an +environment script provided by the package. + + +.. _build_for_CUDA_dpcpp: + +Building for CUDA +^^^^^^^^^^^^^^^^^ + +The CUDA backends can be enabled with ``ENABLE_CUBLAS_BACKEND``, +``ENABLE_CUFFT_BACKEND``, ``ENABLE_CURAND_BACKEND``, and +``ENABLE_CUSOLVER_BACKEND``. + +No additional parameters are required for using CUDA libraries. In most cases, +the CUDA libraries should be found automatically by CMake. + +.. _build_for_ROCM_dpcpp: + +Building for ROCm +^^^^^^^^^^^^^^^^^ + +The ROCm backends can be enabled with ``ENABLE_ROCBLAS_BACKEND``, +``ENABLE_ROCFFT_BACKEND``, ``ENABLE_ROCSOLVER_BACKEND`` and +``ENABLE_ROCRAND_BACKEND``. + +For *RocBLAS*, *RocSOLVER* and *RocRAND*, the target device architecture must be +set. This can be set with using the ``HIP_TARGETS`` parameter. For example, to +enable a build for MI200 series GPUs, ``-DHIP_TARGETS=gfx90a`` should be set. +Currently, DPC++ can only build for a single HIP target at a time. This may +change in future versions. + +A few often-used architectures are listed below: + +.. list-table:: + :header-rows: 1 + + * - Architecture + - AMD GPU name + * - gfx90a + - AMD Instinct(TM) MI210/250/250X Accelerator + * - gfx908 + - AMD Instinct(TM) MI 100 Accelerator + * - gfx906 + - | AMD Radeon Instinct(TM) MI50/60 Accelerator + | AMD Radeon(TM) (Pro) VII Graphics Card + * - gfx900 + - | Radeon Instinct(TM) MI 25 Accelerator + | Radeon(TM) RX Vega 64/56 Graphics + +For a host with ROCm installed, the device architecture can be retrieved via the +``rocminfo`` tool. The architecture will be displayed in the ``Name:`` row. + +.. _build_for_portlibs_dpcpp: + +Pure SYCL backends: portBLAS and portFFT +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +`portBLAS `_ and `portFFT +`_ are experimental pure-SYCL +backends that work on all SYCL targets supported by the DPC++ compiler. Since +they support multiple targets, they cannot be enabled with other backends in the +same domain, or the MKLCPU or MKLGPU backends. Both libraries are experimental +and currently only support a subset of operations and features. + +For best performance, both libraries must be tuned. See the individual sections +for more details. + +Both portBLAS and portFFT are used as header-only libraries, and will be +downloaded automatically if not found. + +.. _build_for_portblas_dpcpp: + +Building for portBLAS +--------------------- + +`portBLAS `_ is +enabled by setting ``-DENABLE_PORTBLAS_BACKEND=True``. + +By default, the portBLAS backend is not tuned for any specific device. +This tuning is required to achieve best performance. +portBLAS can be tuned for a specific hardware target by adding compiler +definitions in 2 ways: + +#. + Manually specify a tuning target with ``-DPORTBLAS_TUNING_TARGET=``. + The list of portBLAS targets can be found + `here `_. + This will automatically set ``-fsycl-targets`` if needed. +#. + If one target is set via ``-fsycl-targets`` the configuration step will + try to automatically detect the portBLAS tuning target. One can manually + specify ``-fsycl-targets`` via ``CMAKE_CXX_FLAGS``. See + `DPC++ User Manual `_ + for more information on ``-fsycl-targets``. + +portBLAS relies heavily on JIT compilation. This may cause time-outs on some +systems. To avoid this issue, use ahead-of-time compilation through tuning +targets or ``sycl-targets``. + +.. _build_for_portfft_dpcpp: + +Building for portFFT +--------------------- + +`portFFT `_ is enabled by setting +``-DENABLE_PORTFFT_BACKEND=True``. + +By default, the portFFT backend is not tuned for any specific device. The tuning +flags are detailed in the `portFFT +`_ repository, and can set at +configuration time. Note that some tuning configurations may be incompatible +with some targets. + +The portFFT library is compiled using the same ``-fsycl-targets`` as specified +by the ``CMAKE_CXX_FLAGS``. If none are found, it will compile for +``-fsycl-targets=spir64``, and -if the compiler supports it- +``nvptx64-nvidia-cuda``. To enable HIP targets, ``HIP_TARGETS`` must be +specified. See `DPC++ User Manual +`_ for more information on +``-fsycl-targets``. + +.. _build_additional_options_dpcpp: + +Additional Build Options +########################## + +When building oneMKL the SYCL implementation can be specified by setting the +``ONEMKL_SYCL_IMPLEMENTATION`` option. Possible values are: + +* ``dpc++`` (default) for the `Intel(R) oneAPI DPC++ Compiler + `_ and for the `oneAPI + DPC++ Compiler `_ compilers. +* ``hipsycl`` for the `AdaptiveCpp `_ + SYCL implementation. +Please see :ref:`building_the_project_with_adaptivecpp` if using this option. + +The following table provides details of CMake options and their default values: + +.. list-table:: + :header-rows: 1 + + * - CMake Option + - Supported Values + - Default Value + * - BUILD_SHARED_LIBS + - True, False + - True + * - BUILD_DOC + - True, False + - False + + +.. note:: + When building with ``clang++`` for AMD backends, you must additionally set + ``ONEAPI_DEVICE_SELECTOR`` to ``hip:gpu`` and provide ``-DHIP_TARGETS`` + according to the targeted hardware. This backend has only been tested for the + ``gfx90a`` architecture (MI210) at the time of writing. + +.. note:: + When building with ``BUILD_FUNCTIONAL_TESTS=True`` (default option) only single CUDA backend can be built + (`#270 `_). + + +.. _build_invocation_examples_dpcpp: + +CMake invocation examples +########################## + +Build oneMKL with support for Nvidia GPUs with tests +disabled using the Ninja build system: + +.. code-block:: bash + + cmake $ONEMKL_DIR \ + -GNinja \ + -DCMAKE_CXX_COMPILER=clang++ \ + -DCMAKE_C_COMPILER=clang \ + -DENABLE_MKLGPU_BACKEND=False \ + -DENABLE_MKLCPU_BACKEND=False \ + -DENABLE_CUFFT_BACKEND=True \ + -DENABLE_CUBLAS_BACKEND=True \ + -DENABLE_CUSOLVER_BACKEND=True \ + -DENABLE_CURAND_BACKEND=True \ + -DBUILD_FUNCTIONAL_TESTS=False + +``$ONEMKL_DIR`` points at the oneMKL source directly. The x86 CPU (``MKLCPU``) +and Intel GPU (``MKLGPU``) backends are enabled by default, but are disabled +here. The backends for Nvidia GPUs must all be explicilty enabled. The tests are +disabled, but the examples will still be built. + +Building oneMKL with support for AMD GPUs with tests +disabled: + +.. code-block:: bash + + cmake $ONEMKL_DIR \ + -DCMAKE_CXX_COMPILER=clang++ \ + -DCMAKE_C_COMPILER=clang \ + -DENABLE_MKLCPU_BACKEND=False \ + -DENABLE_MKLGPU_BACKEND=False \ + -DENABLE_ROCFFT_BACKEND=True \ + -DENABLE_ROCBLAS_BACKEND=True \ + -DENABLE_ROCSOLVER_BACKEND=True \ + -DHIP_TARGETS=gfx90a \ + -DBUILD_FUNCTIONAL_TESTS=False + +``$ONEMKL_DIR`` points at the oneMKL source directly. The x86 CPU (``MKLCPU``) +and Intel GPU (``MKLGPU``) backends are enabled by default, but are disabled +here. The backends for AMD GPUs must all be explicilty enabled. The tests are +disabled, but the examples will still be built. + + +Build oneMKL for the DFT domain only with support for x86 CPU, Intel GPU, AMD +GPU and Nvidia GPU with testing enabled: + +.. code-block:: bash + + cmake $ONEMKL_DIR \ + -DCMAKE_CXX_COMPILER=icpx \ + -DCMAKE_C_COMPILER=icx \ + -DENABLE_ROCFFT_BACKEND=True \ + -DENABLE_CUFFT_BACKEND=True \ + -DTARGET_DOMAINS=dft \ + -DBUILD_EXAMPLES=False + +Note that this is not a supported configuration, and requires Codeplay's oneAPI +for `AMD `_ and +`Nvidia `_ GPU +plugins. The MKLCPU and MKLGPU backends are enabled by +default, with backends for Nvidia GPU and AMD GPU explicitly enabled. +``-DTARGET_DOMAINS=dft`` causes only DFT backends to be built. If this was not +set, the backend libraries to enable the use of BLAS, LAPACK and RNG with MKLGPU +and MKLCPU would also be enabled. The build of examples is disabled. Since +functional testing was not disabled, tests would be built. + +.. _project_cleanup: + +Project Cleanup +############### + +Most use-cases involve building the project without the need to clean up the +build directory. However, if you wish to clean up the build directory, you can +delete the ``build`` folder and create a new one. If you wish to clean up the +build files but retain the build configuration, following commands will help you +do so. + +.. code-block:: sh + + # If you use "GNU/Unix Makefiles" for building, + make clean + + # If you use "Ninja" for building + ninja -t clean + + +.. _build_for_windows_dpcpp: + +Building for Windows +#################### + +The Windows build is similar to the Linux build, albeit that `fewer backends are +supported `_. +Additionally, the Ninja build system must be used. For example: + +.. code-block:: bash + + # Inside + md build && cd build + cmake .. -G Ninja [-DCMAKE_CXX_COMPILER=\bin\icx] # required only if icx is not found in environment variable PATH + [-DCMAKE_C_COMPILER=\bin\icx] # required only if icx is not found in environment variable PATH + [-DMKL_ROOT=] # required only if environment variable MKLROOT is not set + [-DREF_BLAS_ROOT=] # required only for testing + [-DREF_LAPACK_ROOT=] # required only for testing + ninja + ctest + cmake --install . --prefix # required to have full package structure + +.. _build_common_problems_dpcpp: + +Build FAQ +######### + +clangrt builtins lib not found + Encountered when trying to build oneMKL with some ROCm libraries. There are + several possible solutions: * If building Open DPC++ from source, add + ``compiler-rt`` to the external projects compile option: + ``--llvm-external-projects compiler-rt``. * The *clangrt* from ROCm can be + used, depending on ROCm version: ``export + LIBRARY_PATH=/path/to/rocm-$rocm-version$/llvm/lib/clang/$clang-version$/lib/linux/:$LIBRARY_PATH`` + +Could NOT find CBLAS (missing: CBLAS file) + Encountered when tests are enabled along with the BLAS domain. The tests + require a reference BLAS implementation, but cannot find one. Either install + or build a BLAS library and set ``-DREF_BLAS_ROOT``` as described in + :ref:`building_and_running_tests`. Alternatively, the tests can be disabled by + setting ``-DBUILD_FUNCTIONAL_TESTS=False``. + +error: invalid target ID ''; format is a processor name followed by an optional colon-delimited list of features followed by an enable/disable sign (e.g.,'gfx908:sramecc+:xnack-') + The HIP_TARGET has not been set. Please see `Building for ROCm`_. + diff --git a/_sources/index.rst b/_sources/index.rst index e1a051524..51e4216ee 100644 --- a/_sources/index.rst +++ b/_sources/index.rst @@ -1,5 +1,5 @@ .. - Copyright 2020–2022 Intel Corporation + Copyright 2020-2024 Intel Corporation .. _onemkl: @@ -21,7 +21,10 @@ Contents :maxdepth: 2 selecting_a_compiler.rst - building_the_project.rst + building_the_project_with_dpcpp.rst + building_the_project_with_adaptivecpp.rst + building_and_running_tests.rst + using_onemkl_with_cmake.rst .. toctree:: :caption: Developer Reference diff --git a/_sources/using_onemkl_with_cmake.rst b/_sources/using_onemkl_with_cmake.rst new file mode 100644 index 000000000..5fb497362 --- /dev/null +++ b/_sources/using_onemkl_with_cmake.rst @@ -0,0 +1,102 @@ +.. _using_onemkl_interface_library_with_cmake: + +Using the oneMKL Interfaces in your project with CMake +============================================================= + +The CMake build tool can help you use oneMKL Interfaces in your own project. +Instead of manually linking and including directories, you can use the CMake targets +exported by the oneMKL Interfaces project. You can use oneMKL in one of two +forms, with the target names depending on the approach taken: + +* you can use a previously installed copy, either from a binary distribution or + built from source. This can be imported using CMake's ``find_package`` + command. See the section `using_from_installed_binary`_. +* or you can have CMake automatically download and build oneMKL as part of the + build process using CMake's FetchContent_ functionality. + See the section `using_with_fetchcontent`_. + + +.. _using_from_installed_binary: + +Using an installed oneMKL Interfaces +#################################### + +If the oneMKL Interfaces have been previously installed, either by building from +source or as a distributed binary, they can be consumed using CMake using +``find_package(oneMKL REQUIRED)``. The compiler used for the target library or +application should match that used to build oneMKL Interfaces. + +For example: + +.. code-block:: cmake + + find_package(oneMKL REQUIRED) + target_link_libraries(myTarget PRIVATE MKL::onemkl) + +Different targets can be used depending on the requirements of oneMKL. +To link against the entire library, the ``MKL::onemkl`` target should be used. +For specific domains, ``MKL::onemkl_`` should be used. +And for specific backends, ``MKL::onemkl__`` should be used. + +When using a binary, it may be useful to know the backends that were enabled +during the build. To check for the existence of backends, CMake's ``if(TARGET +)`` construct can be used. For example, with the ``cufft`` backend: + +.. code-block:: cmake + + if(TARGET MKL::onemkl_dft_cufft) + target_link_libraries(myTarget PRIVATE MKL::onemkl_dft_cufft) + else() + message(FATAL_ERROR "oneMKL Interfaces was not built with CuFFT backend") + endif() + + +If oneMKL Interfaces has been installed to a non-standard location, the +operating system may not find the backend libraries when they're lazily loaded +at runtime. To make sure they're found you may need to set +``LD_LIBRARY_PATH=/lib:$LD_LIBRARY_PATH`` on Linux. + +.. _using_with_fetchcontent: + +Using CMake's FetchContent +########################## + + +The FetchContent_ functionality of CMake can be used to download, build and +install oneMKL Interfaces as part of the build. + +For example: + +.. code-block:: cmake + + include(FetchContent) + set(BUILD_FUNCTIONAL_TESTS False) + set(BUILD_EXAMPLES False) + set(ENABLE__BACKEND True) + FetchContent_Declare( + onemkl_interface_library + GIT_REPOSITORY https://github.com/oneapi-src/oneMKL.git + GIT_TAG develop + ) + FetchContent_MakeAvailable(onemkl_interface_library) + + target_link_libraries(myTarget PRIVATE onemkl) + +The build parameters should be appropriately set before +``FetchContent_Declare``. See :ref:`building_the_project_with_dpcpp` or +:ref:`building_the_project_with_adaptivecpp`. + +To link against the main library with run-time dispatching, use the target +``onemkl``. To link against particular domains, use the target +``onemkl_``. For example, ``onemkl_blas`` or ``onemkl_dft``. To link +against particular backends (as required for static dispatch of oneAPI calls to +a particular backend), use the target ``onemkl__``. For +example, ``onemkl_dft_cufft``. + +When using the run-time dispatch mechanism, it is likely that the operating +system will not find the backend libraries when they're loaded at runtime. To +make sure they're found you may need to set +``LD_LIBRARY_PATH=/lib:$LD_LIBRARY_PATH`` on Linux. + + +.. _FetchContent: https://cmake.org/cmake/help/latest/module/FetchContent.html diff --git a/building_and_running_tests.html b/building_and_running_tests.html new file mode 100644 index 000000000..889547485 --- /dev/null +++ b/building_and_running_tests.html @@ -0,0 +1,659 @@ + + + + + + + + + + + Building and Running Tests — oneAPI Math Kernel Library Interfaces 0.1 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + +
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+ + + Ctrl+K +
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+

Building and Running Tests

+ +
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+ +
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+ + + + +
+ +
+

Building and Running Tests#

+

The functional tests are enabled by default, and can be enabled/disabled +with the CMake build parameter -DBUILD_FUNCTIONAL_TESTS=True/False. Only +the tests relevant to the enabled backends and target domains will be built.

+

Building tests for BLAS and LAPACK domains requires additional libraries for +reference.

+
    +

  • BLAS: Requires a reference BLAS library.

    • +

  • LAPACK: Requires a reference LAPACK library.

    • +
+

For both BLAS and LAPACK, shared libraries supporting both 32 and 64 bit +indexing are required.

+

A reference LAPACK implementation (including BLAS) can be built as the +following:

+
git clone https://github.com/Reference-LAPACK/lapack.git
+cd lapack; mkdir -p build; cd build
+cmake -DCMAKE_INSTALL_PREFIX=~/lapack -DCBLAS=True -DLAPACK=True -DLAPACKE=True -DBUILD_INDEX64=True -DBUILD_SHARED_LIBS=True ..
+cmake --build . -j --target install
+cmake -DCMAKE_INSTALL_PREFIX=~/lapack -DCBLAS=True -DLAPACK=True -DLAPACKE=True -DBUILD_INDEX64=False -DBUILD_SHARED_LIBS=True ..
+cmake --build . -j --target install
+
+
+

and then used in oneMKL by setting -REF_BLAS_ROOT=/path/to/lapack/install +and -DREF_LAPACK_ROOT=/path/to/lapack/install.

+

You can re-run tests without re-building the entire project.

+

To run the tests, either run test binaries individually, or use ctest CMake test driver program.

+
# Run all tests
+ctest
+# Run only Gpu specific tests
+ctest -R Gpu
+# Exclude Cpu tests
+ctest -E Cpu
+
+
+

For more ctest options, refer to ctest manual page.

+

When running tests you may encounter the issue BACKEND NOT FOUND EXCEPTION, +you may need to add your <oneMKL build directory>/lib to your +LD_LIBRARY_PATH on Linux.

+
+ + +
+ + + + + + + + +
+ + + +
+ + +
+
+ +
+ +
+ +

+By Intel Corporation +

+ +
+ +
+ + +

+ + © Copyright 2020-2022, Intel Corporation. +
+ +

+ +
+ +
+ +
+ +
+ +
+

Cookies

+
+
+ +
+
+ + +
+
+
+ + + + + +
+
+ + \ No newline at end of file diff --git a/building_the_project_with_adaptivecpp.html b/building_the_project_with_adaptivecpp.html new file mode 100644 index 000000000..125bb0699 --- /dev/null +++ b/building_the_project_with_adaptivecpp.html @@ -0,0 +1,804 @@ + + + + + + + + + + + Building the Project with AdaptiveCpp — oneAPI Math Kernel Library Interfaces 0.1 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + +
+
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+ + + Ctrl+K +
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+

Building the Project with AdaptiveCpp

+ +
+ +
+
+ + + + +
+ +
+

Building the Project with AdaptiveCpp#

+
+

Environment Setup#

+
    +

  1. Build and install AdaptiveCpp. For a detailed description of available +AdaptiveCpp backends, their dependencies, and installation, see the +AdaptiveCpp installation readme.

    2. +

  2. Clone this project. The root directory of the cloned repository will be +referred to as <path to onemkl>.

    3. +

  3. Download and install the required dependencies +manually.

    4. +
+
+
+

Build Commands#

+

In most cases, building oneMKL Interfaces is as simple as setting the compiler and +selecting the desired backends to build with.

+

On Linux (other OSes are not supported with the AdaptiveCpp compiler):

+
# Inside <path to onemkl>
+mkdir build && cd build
+cmake .. -DONEMKL_SYCL_IMPLEMENTATION=hipsycl    \ # Indicate that AdaptiveCpp is being used.
+        -DENABLE_MKLGPU_BACKEND=False            \ # MKLGPU backend is not supported by AdaptiveCpp
+        -DENABLE_<BACKEND_NAME>_BACKEND=True     \ # Enable backend(s) (optional)
+        -DENABLE_<BACKEND_NAME_2>_BACKEND=True   \ # Multiple backends can be enabled at once.
+        -DHIPSYCL_TARGETS=omp/;hip:gfx90a,gfx906 \ # Set target architectures depending on supported devices.
+        -DBUILD_FUNCTIONAL_TESTS=False           \ # See section *Building the tests* for more on building tests. True by default.
+        -DBUILD_EXAMPLES=False                   # Optional: True by default.
+cmake --build .
+cmake --install . --prefix <path_to_install_dir> # required to have full package structure
+
+
+

Backends should be enabled by setting -DENABLE_<BACKEND_NAME>_BACKEND=True for +each desired backend. By default, the MKLGPU and MKLCPU backends are +enabled, but MKLGPU must be disabled with AdaptiveCpp. The supported +backends for the compilers are given in the table at oneMKL supported +configurations table, +and the CMake option names are given in the table below. Some backends may +require additional parameters to be set. See the relevant section below for +additional guidance. The target architectures must be specified with +HIP_TARGETS. See the AdaptiveCpp documentation.

+

If a backend library supports multiple domains (i.e. BLAS, RNG), it may be +desirable to only enable selected domains. For this, the TARGET_DOMAINS +variable should be set. For further details, see _build_target_domains.

+

By default, the library also additionally builds examples and tests. These can +be disabled by setting the parameters BUILD_FUNCTIONAL_TESTS and +BUILD_EXAMPLES to False. Building the functional tests may require additional +external libraries. See the section Building and Running Tests for more +information.

+

The most important supported build options are:

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

CMake Option

Supported Values

Default Value

ENABLE_MKLCPU_BACKEND

True, False

True

ENABLE_CUBLAS_BACKEND

True, False

False

ENABLE_CURAND_BACKEND

True, False

False

ENABLE_NETLIB_BACKEND

True, False

False

ENABLE_ROCBLAS_BACKEND

True, False

False

ENABLE_ROCRAND_BACKEND

True, False

False

ENABLE_MKLCPU_THREAD_TBB

True, False

True

BUILD_FUNCTIONAL_TESTS

True, False

True

BUILD_EXAMPLES

True, False

True

TARGET_DOMAINS (list)

blas, rng

All supported domains

+

Some additional build options are given in +Additional Build Options.

+
+
+

Backends#

+
+

Building for CUDA#

+

The CUDA backends can be enabled with ENABLE_CUBLAS_BACKEND and +ENABLE_CURAND_BACKEND.

+

The target architecture must be set using the HIPSYCL_TARGETS parameter. For +example, to target a Nvidia A100 (Ampere architecture), set +-DHIPSYCL_TARGETS=cuda:sm_80, where the figure 80 corresponds to a CUDA +compute capability of 8.0. The correspondence between compute capabilities and +Nvidia GPU products is given on the Nvidia website. Multiple architectures can be +enabled using a comma separated list. See the AdaptiveCpp documentation.

+

No additional parameters are required for using CUDA libraries. In most cases, +the CUDA libraries should be found automatically by CMake.

+
+
+

Building for ROCm#

+

The ROCm backends can be enabled with ENABLE_ROCBLAS_BACKEND and +ENABLE_ROCRAND_BACKEND.

+

The target architecture must be set using the HIPSYCL_TARGETS parameter. See +the AdaptiveCpp documentation. +For example, to target the MI200 series, set -DHIPSYCL_TARGETS=hip:gfx90a. +Multiple architectures can be enabled using a comma separated list. For example, +-DHIPSYCL_TARGETS=hip:gfx906,gfx90a, and multiple APIs with a semicolon +(-DHIPSYCL_TARGETS=omp\;hip:gfx906,gfx90a).

+

For common AMD GPU architectures, see the Building for ROCm in the +DPC++ build guide.

+
+
+
+

Project Cleanup#

+

Most use-cases involve building the project without the need to clean up the +build directory. However, if you wish to clean up the build directory, you can +delete the build folder and create a new one. If you wish to clean up the +build files but retain the build configuration, following commands will help you +do so.

+
# If you use "GNU/Unix Makefiles" for building,
+make clean
+
+# If you use "Ninja" for building
+ninja -t clean
+
+
+
+
+ + +
+ + + + + + + + +
+ + + +
+ + +
+
+ Contents +
+
+ +
+ + +
+
+ +
+ +
+ +

+By Intel Corporation +

+ +
+ +
+ + +

+ + © Copyright 2020-2022, Intel Corporation. +
+ +

+ +
+ +
+ +
+ +
+ +
+

Cookies

+
+
+ +
+
+ + +
+
+
+ + + + + +
+
+ + \ No newline at end of file diff --git a/building_the_project.html b/building_the_project_with_dpcpp.html similarity index 58% rename from building_the_project.html rename to building_the_project_with_dpcpp.html index 4c055e64b..a69dd0fc4 100644 --- a/building_the_project.html +++ b/building_the_project_with_dpcpp.html @@ -8,7 +8,7 @@ - Building the Project — oneAPI Math Kernel Library Interfaces 0.1 documentation + Building the Project with DPC++ — oneAPI Math Kernel Library Interfaces 0.1 documentation @@ -40,11 +40,11 @@ - + - + @@ -159,7 +159,10 @@

Get Started

Developer Reference

    @@ -379,7 +382,7 @@ -
  • -

    Building the Project

    +

    Building the Project with DPC++

    @@ -520,22 +523,27 @@

    Contents

    @@ -547,192 +555,190 @@

    Contents

    -
    -

    Building the Project#

    -
    -

    Build Setup#

    +
    +

    Building the Project with DPC++#

    +

    This page describes building the oneMKL Interfaces with either the Intel(R) +oneAPI DPC++ Compiler or open-source oneAPI DPC++ Compiler. For guidance on +building the project with AdaptiveCpp, see +Building the Project with AdaptiveCpp.

    +
    +

    Environment Setup#

      -

    1. Install Intel(R) oneAPI DPC++ Compiler (select the variant as described in +

    2. Install the required DPC++ compiler (Intel(R) DPC++ or Open DPC++ - see Selecting a Compiler).

      3. -

    3. Clone this project to <path to onemkl>, where <path to onemkl> -is the root directory of this repository.

      4. -

    4. Download and install the required dependencies manually and Build with CMake.

      5. +

    5. Clone this project. The root directory of the cloned repository will be +referred to as <path to onemkl>.

      6. +

    6. Build and install all required dependencies.

    -
    -

    Build Setup with hipSYCL#

    -
      -

    1. Make sure that the dependencies of hipSYCL are fulfilled. For a detailed -description, see the -hipSYCL installation readme.

      2. -

    2. Install hipSYCL with the prefered backends enabled. hipSYCL supports -various backends. You can customize support for the target system at -compile time by setting the appropriate configuration flags; see the -hipSYCL documentation -for instructions.

      3. -

    3. Install AMD rocBLAS.

      4. -

    4. Clone this project to <path to onemkl>, where <path to onemkl> is -the root directory of this repository.

      5. -

    5. Download and install the required dependencies manually and -Build with CMake.

      6. -
    -
    -
    -

    Building with CMake#

    -
      -

    1. Make sure you have completed Build Setup.

      2. -

    2. Build and install all required dependencies.

      3. -
    -
    -

    Building for oneMKL#

    -
      -

    • On Linux*

      -
      # Inside <path to onemkl>
-mkdir build && cd build
-cmake .. [-DCMAKE_CXX_COMPILER=<path_to_icpx_compiler>/bin/icpx]    # required only if icpx is not found in environment variable PATH
-         [-DCMAKE_C_COMPILER=<path_to_icx_compiler>/bin/icx]        # required only if icx is not found in environment variable PATH
-         [-DMKL_ROOT=<mkl_install_prefix>]                          # required only if environment variable MKLROOT is not set
-         [-DREF_BLAS_ROOT=<reference_blas_install_prefix>]          # required only for testing
-         [-DREF_LAPACK_ROOT=<reference_lapack_install_prefix>]      # required only for testing
-cmake --build .
-ctest
-cmake --install . --prefix <path_to_install_dir>                    # required to have full package structure
-
      -
      -
      • -

    • On Windows*

      -
      # Inside <path to onemkl>
-md build && cd build
-cmake .. -G Ninja [-DCMAKE_CXX_COMPILER=<path_to_icx_compiler>\bin\icx]      # required only if icx is not found in environment variable PATH
-                  [-DCMAKE_C_COMPILER=<path_to_icx_compiler>\bin\icx]        # required only if icx is not found in environment variable PATH
-                  [-DMKL_ROOT=<mkl_install_prefix>]                          # required only if environment variable MKLROOT is not set
-                  [-DREF_BLAS_ROOT=<reference_blas_install_prefix>]          # required only for testing
-                  [-DREF_LAPACK_ROOT=<reference_lapack_install_prefix>]      # required only for testing
-ninja
-ctest
-cmake --install . --prefix <path_to_install_dir>                             # required to have full package structure
-
      -
      -
      • -
    -
    -

    Building for CUDA (with hipSYCL)#

    -
      -

    • On Linux*

      • -
    -

    With the cuBLAS backend:

    +
    +

    Build Commands#

    +

    The build commands for various compilers and backends differ mostly in setting +the values of CMake options for compiler and backend. In this section, we +describe the common build commands. We will discuss backend-specific details in +the Backends section and provide examples in CMake invocation examples.

    +

    On Linux, the common form of the build command looks as follows (see Building +for Windows for building on Windows):

    # Inside <path to onemkl>
 mkdir build && cd build
-cmake .. -DENABLE_CUBLAS_BACKEND=True \
-         -DENABLE_MKLGPU_BACKEND=False                                # Disable all backends except for cuBLAS
-         -DENABLE_MKLCPU_BACKEND=False \
-         -DENABLE_NETLIB_BACKEND=False \
-         -DENABLE_ROCBLAS_BACKEND=False \
-         -DHIPSYCL_TARGETS=cuda:sm_75 \                               # Specify the targeted device architectures
-         -DONEMKL_SYCL_IMPLEMENTATION=hipSYCL \
-         [-DREF_BLAS_ROOT=<reference_blas_install_prefix>]            # required only for testing
+cmake .. -DCMAKE_CXX_COMPILER=$CXX_COMPILER    \ # Should be icpx or clang++
+        -DCMAKE_C_COMPILER=$C_COMPILER         \ # Should be icx or clang
+        -DENABLE_MKLGPU_BACKEND=False          \ # Optional: The MKLCPU backend is True by default.
+        -DENABLE_MKLGPU_BACKEND=False          \ # Optional: The MKLGPU backend is True by default.
+        -DENABLE_<BACKEND_NAME>_BACKEND=True   \ # Enable any other backend(s) (optional)
+        -DENABLE_<BACKEND_NAME_2>_BACKEND=True \ # Multiple backends can be enabled at once.
+        -DBUILD_FUNCTIONAL_TESTS=False         \ # See page *Building and Running Tests* for more on building tests. True by default.
+        -DBUILD_EXAMPLES=False                   # Optional: True by default.
 cmake --build .
-ctest
-cmake --install . --prefix <path_to_install_dir>                      # required to have full package structure
-
    -
    -

    To build with the cuRAND backend instead simply replace:

    -
    -DENABLE_CUBLAS_BACKEND=True   \
-
    -
    -

    With:

    -
    -DENABLE_CURAND_BACKEND=True   \
+cmake --install . --prefix <path_to_install_dir>  # required to have full package structure
    +

    In the above, the $CXX_COMPILER and $C_COMPILER should be set to +icpx and icx respectively when using the Intel(R) oneAPI DPC++ Compiler, +or clang++ and clang respectively when using the Open DPC++ Compiler.

    +

    Backends should be enabled by setting -DENABLE_<BACKEND_NAME>_BACKEND=True for +each desired backend. By default, only the MKLGPU and MKLCPU backends +are enabled. Multiple backends for multiple device vendors can be enabled at +once (albeit with limitations when using portBLAS and portFFT). The supported +backends for the compilers are given in the table at oneMKL supported +configurations table, +and the CMake option names are given in the table below. Some backends may +require additional parameters to be set. See the relevant section below for +additional guidance.

    +

    If a backend library supports multiple domains (i.e., BLAS, LAPACK, DFT, RNG, +sparse BLAS), it may be desirable to only enable selected domains. For this, the +TARGET_DOMAINS variable should be set. See the section TARGET_DOMAINS.

    +

    By default, the library also additionally builds examples and tests. These can +be disabled by setting the parameters BUILD_FUNCTIONAL_TESTS and +BUILD_EXAMPLES to False. Building the functional tests requires +additional external libraries for the BLAS and LAPACK domains. See the section +Building and Running Tests for more information.

    +

    The most important supported build options are:

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    CMake Option

    Supported Values

    Default Value

    ENABLE_MKLCPU_BACKEND

    True, False

    True

    ENABLE_MKLGPU_BACKEND

    True, False

    True

    ENABLE_CUBLAS_BACKEND

    True, False

    False

    ENABLE_CUSOLVER_BACKEND

    True, False

    False

    ENABLE_CUFFT_BACKEND

    True, False

    False

    ENABLE_CURAND_BACKEND

    True, False

    False

    ENABLE_NETLIB_BACKEND

    True, False

    False

    ENABLE_ROCBLAS_BACKEND

    True, False

    False

    ENABLE_ROCFFT_BACKEND

    True, False

    False

    ENABLE_ROCSOLVER_BACKEND

    True, False

    False

    ENABLE_ROCRAND_BACKEND

    True, False

    False

    ENABLE_MKLCPU_THREAD_TBB

    True, False

    True

    ENABLE_PORTBLAS_BACKEND

    True, False

    False

    ENABLE_PORTFFT_BACKEND

    True, False

    False

    BUILD_FUNCTIONAL_TESTS

    True, False

    True

    BUILD_EXAMPLES

    True, False

    True

    TARGET_DOMAINS (list)

    blas, lapack, rng, dft, sparse_blas

    All domains

    +

    Some additional build options are given in the section Additional build options.

    +
    +

    TARGET_DOMAINS#

    +

    oneMKL supports multiple domains: BLAS, DFT, LAPACK, RNG and sparse BLAS. The +domains built by oneMKL can be selected using the TARGET_DOMAINS parameter. +In most cases, TARGET_DOMAINS is set automatically according to the domains +supported by the backend libraries enabled. However, while most backend +libraries support only one of these domains, but some may support multiple. For +example, the MKLCPU backend supports every domain. To enable support for +only the BLAS domain in the oneMKL Interfaces whilst compiling with MKLCPU, +TARGET_DOMAINS could be set to blas. To enable BLAS and DFT, +-DTARGET_DOMAINS="blas dft" would be used.

    -
    -

    Building for CUDA (with clang++)#

    -
      -

    • On Linux*

      • -
    -

    With the cuBLAS backend:

    -
    # Inside <path to onemkl>
-mkdir build && cd build
-cmake .. [-DCMAKE_CXX_COMPILER=<path_to_clang++_compiler>/bin/clang++]  # required only if clang++ is not found in environment variable PATH
-         [-DCMAKE_C_COMPILER=<path_to_clang_compiler>/bin/clang]        # required only if clang is not found in environment variable PATH
-         -DENABLE_CUBLAS_BACKEND=True  \
-         -DENABLE_MKLCPU_BACKEND=False                                  # disable Intel MKL CPU backend
-         -DENABLE_MKLGPU_BACKEND=False                                  # disable Intel MKL GPU backend
-         [-DREF_BLAS_ROOT=<reference_blas_install_prefix>]              # required only for testing
-cmake --build .
-ctest
-cmake --install . --prefix <path_to_install_dir>                        # required to have full package structure
-
    -
    -

    The CuFFT and CuRAND backends can be enabled in a similar way to the CuBLAS backend, by setting the corresponding CMake variable(s) to True:

    -
    -DENABLE_CUFFT_BACKEND=True    \
--DENABLE_CURAND_BACKEND=True   \
-
    -
    -
    -

    Building for ROCm (with hipSYCL)#

    -

    With the AMD rocBLAS backend:

    -
      -

    • On Linux*

      • -
    -
    # Inside <path to onemkl>
-mkdir build && cd build
-cmake .. -DENABLE_CUBLAS_BACKEND=False                     \
-         -DENABLE_MKLCPU_BACKEND=False/True                  # hipSYCL supports MKLCPU backend
-         -DENABLE_NETLIB_BACKEND=False/True                  # hipSYCL supports NETLIB backend
-         -DENABLE_MKLGPU_BACKEND=False                       # disable Intel MKL GPU backend
-         -DENABLE_ROCBLAS_BACKEND=True                     \
-         -DTARGET_DOMAINS=blas                               # hipSYCL supports BLAS and RNG domains
-         -DHIPSYCL_TARGETS=omp\;hip:gfx906                   # Specify the targetted device architectures
-         -DONEMKL_SYCL_IMPLEMENTATION=hipSYCL                # Use the hipSYCL cmake integration
-         [-DREF_BLAS_ROOT=<reference_blas_install_prefix>]   # required only for testing
-cmake --build .
-ctest
-cmake --install . --prefix <path_to_install_dir>             # required to have full package structure
-
    -
    -

    To build with the rocRAND backend instead simply replace:

    -
    -DENABLE_ROCBLAS_BACKEND=True   \
--DTARGET_DOMAINS=blas
-
    -
    -

    With:

    -
    -DENABLE_ROCRAND_BACKEND=True   \
--DTARGET_DOMAINS=rng
-
    -
    +
    +

    Backends#

    +
    +

    Building for Intel(R) oneMKL#

    +

    The Intel(R) oneMKL backend supports multiple domains on both x86 CPUs and Intel +GPUs. The MKLCPU backend using Intel(R) oneMKL for x86 CPU is enabled by +default, and controlled with the parameter ENABLE_MKLCPU_BACKEND. The MKLGPU +backend using Intel(R) oneMKL for Intel GPU is enabled by default, and +controlled with the parameter ENABLE_MKLGPU_BACKEND.

    +

    When using the Intel(R) oneAPI DPC++ Compiler, it is likely that Intel(R) oneMKL +will be found automatically. If it is not, the parameter MKL_ROOT can be set +to point to the installation prefix of Intel(R) oneMKL. Alternatively, the +MKLROOT environment variable can be set, either manually or by using an +environment script provided by the package.

    -
    -

    Building for ROCm (with clang++)#

    -

    With the AMD rocBLAS backend:

    -
      -

    • On Linux*

      • -
    -
    # Inside <path to onemkl>
-mkdir build && cd build
-cmake .. [-DCMAKE_CXX_COMPILER=<path_to_clang++_compiler>/bin/clang++]  # required only if clang++ is not found in environment variable PATH
-         [-DCMAKE_C_COMPILER=<path_to_clang_compiler>/bin/clang]        # required only if clang is not found in environment variable PATH
-         -DENABLE_CUBLAS_BACKEND=False                                \
-         -DENABLE_MKLCPU_BACKEND=False                                \ # disable Intel MKL CPU backend
-         -DENABLE_MKLGPU_BACKEND=False                                \ # disable Intel MKL GPU backend
-         -DENABLE_ROCBLAS_BACKEND=True                                \
-         -DHIP_TARGETS=gfx90a                                         \ # Specify the targetted device architectures
-         [-DREF_BLAS_ROOT=<reference_blas_install_prefix>]              # required only for testing
-cmake --build .
-export ONEAPI_DEVICE_SELECTOR="hip:gpu"
-ctest
-cmake --install . --prefix <path_to_install_dir>                        # required to have full package structure
-
    -
    -

    The rocRAND, rocFFT, and rocSOLVER backends can be enabled in a similar way to the rocBLAS backend, by setting the corresponding CMake variable(s) to True:

    -
    -DENABLE_ROCRAND_BACKEND=True     \
--DENABLE_ROCFFT_BACKEND=True      \
--DENABLE_ROCSOLVER_BACKEND=True   \
-
    -
    -

    AMD GPU device architectures

    -

    The device architecture can be retrieved via the rocminfo tool. The architecture will be displayed in the Name: row.

    +
    +

    Building for CUDA#

    +

    The CUDA backends can be enabled with ENABLE_CUBLAS_BACKEND, +ENABLE_CUFFT_BACKEND, ENABLE_CURAND_BACKEND, and +ENABLE_CUSOLVER_BACKEND.

    +

    No additional parameters are required for using CUDA libraries. In most cases, +the CUDA libraries should be found automatically by CMake.

    +
    +
    +

    Building for ROCm#

    +

    The ROCm backends can be enabled with ENABLE_ROCBLAS_BACKEND, +ENABLE_ROCFFT_BACKEND, ENABLE_ROCSOLVER_BACKEND and +ENABLE_ROCRAND_BACKEND.

    +

    For RocBLAS, RocSOLVER and RocRAND, the target device architecture must be +set. This can be set with using the HIP_TARGETS parameter. For example, to +enable a build for MI200 series GPUs, -DHIP_TARGETS=gfx90a should be set. +Currently, DPC++ can only build for a single HIP target at a time. This may +change in future versions.

    A few often-used architectures are listed below:

    @@ -742,7 +748,7 @@

    Building for ROCm (with clang++)

    - + @@ -763,100 +769,71 @@

    Building for ROCm (with clang++)rocminfo tool. The architecture will be displayed in the Name: row.

    - +
    +

    Pure SYCL backends: portBLAS and portFFT#

    +

    portBLAS and portFFT are experimental pure-SYCL +backends that work on all SYCL targets supported by the DPC++ compiler. Since +they support multiple targets, they cannot be enabled with other backends in the +same domain, or the MKLCPU or MKLGPU backends. Both libraries are experimental +and currently only support a subset of operations and features.

    +

    For best performance, both libraries must be tuned. See the individual sections +for more details.

    +

    Both portBLAS and portFFT are used as header-only libraries, and will be +downloaded automatically if not found.

    -

    Building for portBLAS#

    -

    Note the portBLAS backend is experimental and currently only supports a -subset of the operations and features. The portBLAS backend cannot be enabled -with other backends and can only be used with the compile time dispatch. -The portBLAS backend uses the portBLAS -project as a header-only library.

    -
      -

    • On Linux*

      • -
    -
    # Inside <path to onemkl>
-mkdir build && cd build
-cmake .. -DENABLE_PORTBLAS_BACKEND=ON \
-         -DENABLE_MKLCPU_BACKEND=OFF  \
-         -DENABLE_MKLGPU_BACKEND=OFF  \
-         -DTARGET_DOMAINS=blas \
-         [-DREF_BLAS_ROOT=<reference_blas_install_prefix>] \ # required only for testing
-         [-DPORTBLAS_DIR=<path to portBLAS install directory>]
-cmake --build .
-./bin/test_main_blas_ct
-cmake --install . --prefix <path_to_install_dir>
-
    -
    -

    portBLAS will be downloaded automatically if not found. -By default, the portBLAS backend is not tuned for any specific device which -will impact performance. +

    Building for portBLAS#

    +

    portBLAS is +enabled by setting -DENABLE_PORTBLAS_BACKEND=True.

    +

    By default, the portBLAS backend is not tuned for any specific device. +This tuning is required to achieve best performance. portBLAS can be tuned for a specific hardware target by adding compiler definitions in 2 ways:

    1. Manually specify a tuning target with -DPORTBLAS_TUNING_TARGET=<target>. The list of portBLAS targets can be found here. -This will automatically set -fsycl-targets if needed. -In case of AMD_GPU target, it is mandatory to set one or more device -architectures by means of HIP_TARGETS, e.g., -DHIP_TARGETS=gfx90a. -In case of NVIDIA_GPU target, it is possible to select a specific device -architecture by means of CUDA_TARGET, e.g., -DCUDA_TARGET=sm_80.

      2. +This will automatically set -fsycl-targets if needed.

    2. If one target is set via -fsycl-targets the configuration step will try to automatically detect the portBLAS tuning target. One can manually specify -fsycl-targets via CMAKE_CXX_FLAGS. See DPC++ User Manual for more information on -fsycl-targets.

    +

    portBLAS relies heavily on JIT compilation. This may cause time-outs on some +systems. To avoid this issue, use ahead-of-time compilation through tuning +targets or sycl-targets.

    -

    Building for portFFT#

    -

    Note the portFFT backend is experimental and currently only supports a -subset of the operations and features. -The portFFT backend uses the portFFT -project as a header-only library.

    -
      -

    • On Linux*

      • -
    -
    # Inside <path to onemkl>
-mkdir build && cd build
-cmake .. -DENABLE_PORTFFT_BACKEND=ON \
-         -DENABLE_MKLCPU_BACKEND=OFF  \
-         -DENABLE_MKLGPU_BACKEND=OFF  \
-         -DTARGET_DOMAINS=dft \
-         [-DPORTFFT_REGISTERS_PER_WI=128] \ # Example portFFT tuning parameter
-         [-DREF_BLAS_ROOT=<reference_blas_install_prefix>] \ # required only for testing
-         [-DPORTFFT_DIR=<path to portFFT install directory>]
-cmake --build .
-./bin/test_main_dft_ct
-cmake --install . --prefix <path_to_install_dir>
-
    -
    -

    portFFT will be downloaded automatically if not found.

    -

    By default, the portFFT backend is not tuned for any specific device. The tuning flags are -detailed in the portFFT repository. -The tuning parameters can be set at configuration time, -with the above example showing how to set the tuning parameter -PORTFFT_REGISTERS_PER_WI. Note that some tuning configurations may be incompatible +

    Building for portFFT#

    +

    portFFT is enabled by setting +-DENABLE_PORTFFT_BACKEND=True.

    +

    By default, the portFFT backend is not tuned for any specific device. The tuning +flags are detailed in the portFFT repository, and can set at +configuration time. Note that some tuning configurations may be incompatible with some targets.

    The portFFT library is compiled using the same -fsycl-targets as specified by the CMAKE_CXX_FLAGS. If none are found, it will compile for --fsycl-targets=nvptx64-nvidia-cuda,spir64. To enable HIP targets, -HIP_TARGETS must be specified. See -DPC++ User Manual -for more information on -fsycl-targets.

    +-fsycl-targets=spir64, and -if the compiler supports it- +nvptx64-nvidia-cuda. To enable HIP targets, HIP_TARGETS must be +specified. See DPC++ User Manual for more information on +-fsycl-targets.

    +
    -
    -

    Build Options#

    +
    +
    +

    Additional Build Options#

    When building oneMKL the SYCL implementation can be specified by setting the ONEMKL_SYCL_IMPLEMENTATION option. Possible values are:

    +

    Please see Building the Project with AdaptiveCpp if using this option.

    The following table provides details of CMake options and their default values:

    gfx90a

    AMD Instinct(TM) MI210/250/250X Accellerator

    AMD Instinct(TM) MI210/250/250X Accelerator

    gfx908

    AMD Instinct(TM) MI 100 Accelerator

    @@ -870,104 +847,92 @@

    Build Options

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -

    ENABLE_MKLCPU_BACKEND

    True, False

    True

    ENABLE_MKLGPU_BACKEND

    True, False

    True

    ENABLE_CUBLAS_BACKEND

    True, False

    False

    ENABLE_CUSOLVER_BACKEND

    True, False

    False

    ENABLE_CUFFT_BACKEND

    True, False

    False

    ENABLE_CURAND_BACKEND

    True, False

    False

    ENABLE_NETLIB_BACKEND

    True, False

    False

    ENABLE_ROCBLAS_BACKEND

    True, False

    False

    ENABLE_ROCFFT_BACKEND

    True, False

    False

    ENABLE_MKLCPU_THREAD_TBB

    True, False

    True

    ENABLE_PORTBLAS_BACKEND

    True, False

    False

    ENABLE_PORTFFT_BACKEND

    True, False

    False

    BUILD_FUNCTIONAL_TESTS

    True, False

    True

    BUILD_EXAMPLES

    True, False

    True

    BUILD_DOC

    True, False

    False

    TARGET_DOMAINS (list)

    blas, lapack, rng, dft

    All domains

    Note

    -

    build_functional_tests and related CMake options affect all domains at a -global scope.

    -
    -
    -

    Note

    -

    When building with hipSYCL, you must additionally provide --DHIPSYCL_TARGETS according to the targeted hardware. For the options, -see the tables in the hipSYCL-specific sections.

    +

    When building with clang++ for AMD backends, you must additionally set +ONEAPI_DEVICE_SELECTOR to hip:gpu and provide -DHIP_TARGETS +according to the targeted hardware. This backend has only been tested for the +gfx90a architecture (MI210) at the time of writing.

    Note

    -

    When building with clang++ for AMD backends, you must additionally set -ONEAPI_DEVICE_SELECTOR to hip:gpu and provide -DHIP_TARGETS according to -the targeted hardware. This backend has only been tested for the gfx90a -architecture (MI210) at the time of writing.

    -
    -
    -

    Note

    -

    When building with BUILD_FUNCTIONAL_TESTS=yes (default option) only single CUDA backend can be built +

    When building with BUILD_FUNCTIONAL_TESTS=True (default option) only single CUDA backend can be built (#270).

    +
    +

    CMake invocation examples#

    +

    Build oneMKL with support for Nvidia GPUs with tests +disabled using the Ninja build system:

    +
    cmake $ONEMKL_DIR \
+    -GNinja \
+    -DCMAKE_CXX_COMPILER=clang++ \
+    -DCMAKE_C_COMPILER=clang \
+    -DENABLE_MKLGPU_BACKEND=False \
+    -DENABLE_MKLCPU_BACKEND=False \
+    -DENABLE_CUFFT_BACKEND=True \
+    -DENABLE_CUBLAS_BACKEND=True \
+    -DENABLE_CUSOLVER_BACKEND=True \
+    -DENABLE_CURAND_BACKEND=True \
+    -DBUILD_FUNCTIONAL_TESTS=False
+
    +
    +

    $ONEMKL_DIR points at the oneMKL source directly. The x86 CPU (MKLCPU) +and Intel GPU (MKLGPU) backends are enabled by default, but are disabled +here. The backends for Nvidia GPUs must all be explicilty enabled. The tests are +disabled, but the examples will still be built.

    +

    Building oneMKL with support for AMD GPUs with tests +disabled:

    +
    cmake $ONEMKL_DIR \
+    -DCMAKE_CXX_COMPILER=clang++ \
+    -DCMAKE_C_COMPILER=clang \
+    -DENABLE_MKLCPU_BACKEND=False \
+    -DENABLE_MKLGPU_BACKEND=False \
+    -DENABLE_ROCFFT_BACKEND=True  \
+    -DENABLE_ROCBLAS_BACKEND=True \
+    -DENABLE_ROCSOLVER_BACKEND=True \
+    -DHIP_TARGETS=gfx90a \
+    -DBUILD_FUNCTIONAL_TESTS=False
+
    +
    +

    $ONEMKL_DIR points at the oneMKL source directly. The x86 CPU (MKLCPU) +and Intel GPU (MKLGPU) backends are enabled by default, but are disabled +here. The backends for AMD GPUs must all be explicilty enabled. The tests are +disabled, but the examples will still be built.

    +

    Build oneMKL for the DFT domain only with support for x86 CPU, Intel GPU, AMD +GPU and Nvidia GPU with testing enabled:

    +
    cmake $ONEMKL_DIR \
+    -DCMAKE_CXX_COMPILER=icpx \
+    -DCMAKE_C_COMPILER=icx \
+    -DENABLE_ROCFFT_BACKEND=True \
+    -DENABLE_CUFFT_BACKEND=True \
+    -DTARGET_DOMAINS=dft \
+    -DBUILD_EXAMPLES=False
+
    +
    +

    Note that this is not a supported configuration, and requires Codeplay’s oneAPI +for AMD and +Nvidia GPU +plugins. The MKLCPU and MKLGPU backends are enabled by +default, with backends for Nvidia GPU and AMD GPU explicitly enabled. +-DTARGET_DOMAINS=dft causes only DFT backends to be built. If this was not +set, the backend libraries to enable the use of BLAS, LAPACK and RNG with MKLGPU +and MKLCPU would also be enabled. The build of examples is disabled. Since +functional testing was not disabled, tests would be built.

    -

    Project Cleanup#

    -

    Most use-cases involve building the project without the need to cleanup the -build directory. However, if you wish to cleanup the build directory, you can -delete the build folder and create a new one. If you wish to cleanup the -build files but retain the build configuration, following commands will help -you do so.

    +

    Project Cleanup#

    +

    Most use-cases involve building the project without the need to clean up the +build directory. However, if you wish to clean up the build directory, you can +delete the build folder and create a new one. If you wish to clean up the +build files but retain the build configuration, following commands will help you +do so.

    # If you use "GNU/Unix Makefiles" for building,
 make clean
 
@@ -976,6 +941,44 @@ 
    Build Options
+
    Building for Windows#
    
+
    The Windows build is similar to the Linux build, albeit that fewer backends are
+supported.
+Additionally, the Ninja build system must be used. For example:
    
+
    # Inside <path to onemkl>
+md build && cd build
+cmake .. -G Ninja [-DCMAKE_CXX_COMPILER=<path_to_icx_compiler>\bin\icx] # required only if icx is not found in environment variable PATH
+                  [-DCMAKE_C_COMPILER=<path_to_icx_compiler>\bin\icx]   # required only if icx is not found in environment variable PATH
+                  [-DMKL_ROOT=<mkl_install_prefix>]                     # required only if environment variable MKLROOT is not set
+                  [-DREF_BLAS_ROOT=<reference_blas_install_prefix>]     # required only for testing
+                  [-DREF_LAPACK_ROOT=<reference_lapack_install_prefix>] # required only for testing
+ninja
+ctest
+cmake --install . --prefix <path_to_install_dir> # required to have full package structure
+
    
+
    
+
    +
    +

    Build FAQ#

    +
    +
    clangrt builtins lib not found

    Encountered when trying to build oneMKL with some ROCm libraries. There are +several possible solutions: * If building Open DPC++ from source, add +compiler-rt to the external projects compile option: +--llvm-external-projects compiler-rt. * The clangrt from ROCm can be +used, depending on ROCm version: export +LIBRARY_PATH=/path/to/rocm-$rocm-version$/llvm/lib/clang/$clang-version$/lib/linux/:$LIBRARY_PATH

    +
    +
    Could NOT find CBLAS (missing: CBLAS file)

    Encountered when tests are enabled along with the BLAS domain. The tests +require a reference BLAS implementation, but cannot find one. Either install +or build a BLAS library and set -DREF_BLAS_ROOT` as described in +Building and Running Tests. Alternatively, the tests can be disabled by +setting -DBUILD_FUNCTIONAL_TESTS=False.

    +
    +
    error: invalid target ID ‘’; format is a processor name followed by an optional colon-delimited list of features followed by an enable/disable sign (e.g.,’gfx908:sramecc+:xnack-‘)

    The HIP_TARGET has not been set. Please see Building for ROCm.

    +
    +
    +
    @@ -999,11 +1002,11 @@

    Build Options

    next

    -

    oneMKL Defined Datatypes

    +

    Building the Project with AdaptiveCpp

     @@ -1023,22 +1026,27 @@

    Build Options
      -
    • Build Setup
      • -
    • Build Setup with hipSYCL
      • -
    • Building with CMake
        -
      • Building for oneMKL diff --git a/create_new_backend.html b/create_new_backend.html index b842647c6..09331d43f 100644 --- a/create_new_backend.html +++ b/create_new_backend.html @@ -158,7 +158,10 @@

        Get Started

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          diff --git a/domains/blas/asum.html b/domains/blas/asum.html index 86ed5c777..65b966c7b 100644 --- a/domains/blas/asum.html +++ b/domains/blas/asum.html @@ -160,7 +160,10 @@

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                                                                    diff --git a/domains/blas/her2.html b/domains/blas/her2.html index d2f9277d2..8e0b08f30 100644 --- a/domains/blas/her2.html +++ b/domains/blas/her2.html @@ -160,7 +160,10 @@

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                                                                      diff --git a/domains/blas/her2k.html b/domains/blas/her2k.html index 7f2a20c4f..2aff80a78 100644 --- a/domains/blas/her2k.html +++ b/domains/blas/her2k.html @@ -160,7 +160,10 @@

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                                                                          diff --git a/domains/blas/hpmv.html b/domains/blas/hpmv.html index 4c458381c..83388fc8f 100644 --- a/domains/blas/hpmv.html +++ b/domains/blas/hpmv.html @@ -160,7 +160,10 @@

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                                                                              diff --git a/domains/blas/hpr2.html b/domains/blas/hpr2.html index 536b84d47..33d29f23b 100644 --- a/domains/blas/hpr2.html +++ b/domains/blas/hpr2.html @@ -160,7 +160,10 @@

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                                                                                          diff --git a/domains/blas/rotm.html b/domains/blas/rotm.html index d94a275dc..3a0897a05 100644 --- a/domains/blas/rotm.html +++ b/domains/blas/rotm.html @@ -160,7 +160,10 @@

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                                                                                              diff --git a/domains/blas/sbmv.html b/domains/blas/sbmv.html index 2c88cac30..deb695138 100644 --- a/domains/blas/sbmv.html +++ b/domains/blas/sbmv.html @@ -160,7 +160,10 @@

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                                                                                                diff --git a/domains/blas/scal.html b/domains/blas/scal.html index 8a1790c48..d24da7456 100644 --- a/domains/blas/scal.html +++ b/domains/blas/scal.html @@ -160,7 +160,10 @@

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                                                                                                                diff --git a/domains/blas/syr.html b/domains/blas/syr.html index 5a0ab9f6e..541d982df 100644 --- a/domains/blas/syr.html +++ b/domains/blas/syr.html @@ -160,7 +160,10 @@

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                                                                                                                    diff --git a/domains/blas/syr2k.html b/domains/blas/syr2k.html index 9512986af..022d48855 100644 --- a/domains/blas/syr2k.html +++ b/domains/blas/syr2k.html @@ -160,7 +160,10 @@

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                                                                                                                        diff --git a/domains/blas/syrk_batch.html b/domains/blas/syrk_batch.html index 7ff5451f0..6800f6215 100644 --- a/domains/blas/syrk_batch.html +++ b/domains/blas/syrk_batch.html @@ -160,7 +160,10 @@

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                                                                                                                            diff --git a/domains/blas/tbsv.html b/domains/blas/tbsv.html index a8e837354..1b189fbeb 100644 --- a/domains/blas/tbsv.html +++ b/domains/blas/tbsv.html @@ -160,7 +160,10 @@

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                                                                                                                                      diff --git a/domains/blas/trsm.html b/domains/blas/trsm.html index 314228e01..3e0c2f7f8 100644 --- a/domains/blas/trsm.html +++ b/domains/blas/trsm.html @@ -160,7 +160,10 @@

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                                                                                                                                        diff --git a/domains/blas/trsm_batch.html b/domains/blas/trsm_batch.html index 6ef9969f4..1a9866961 100644 --- a/domains/blas/trsm_batch.html +++ b/domains/blas/trsm_batch.html @@ -160,7 +160,10 @@

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                                                                                                                                          diff --git a/domains/blas/trsv.html b/domains/blas/trsv.html index 15ee24de3..1c18e2510 100644 --- a/domains/blas/trsv.html +++ b/domains/blas/trsv.html @@ -160,7 +160,10 @@

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                                                                                                                                            diff --git a/domains/dense_linear_algebra.html b/domains/dense_linear_algebra.html index 01e199b97..e72cbdc73 100644 --- a/domains/dense_linear_algebra.html +++ b/domains/dense_linear_algebra.html @@ -160,7 +160,10 @@

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                                                                                                                                              diff --git a/domains/lapack/gebrd.html b/domains/lapack/gebrd.html index 493f634ee..66c5fcf77 100644 --- a/domains/lapack/gebrd.html +++ b/domains/lapack/gebrd.html @@ -160,7 +160,10 @@

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                                                                                                                                                  diff --git a/domains/lapack/geqrf.html b/domains/lapack/geqrf.html index b43eb9f62..2f005c405 100644 --- a/domains/lapack/geqrf.html +++ b/domains/lapack/geqrf.html @@ -160,7 +160,10 @@

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                                                                                                                                                      diff --git a/domains/lapack/geqrf_batch_scratchpad_size.html b/domains/lapack/geqrf_batch_scratchpad_size.html index 3c4f2de09..4dae9172f 100644 --- a/domains/lapack/geqrf_batch_scratchpad_size.html +++ b/domains/lapack/geqrf_batch_scratchpad_size.html @@ -160,7 +160,10 @@

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                                                                                                                                                        diff --git a/domains/lapack/geqrf_scratchpad_size.html b/domains/lapack/geqrf_scratchpad_size.html index c0ea3b0e7..1401a60cf 100644 --- a/domains/lapack/geqrf_scratchpad_size.html +++ b/domains/lapack/geqrf_scratchpad_size.html @@ -160,7 +160,10 @@

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                                                                                                                                                          diff --git a/domains/lapack/gerqf.html b/domains/lapack/gerqf.html index 2d7695851..079277619 100644 --- a/domains/lapack/gerqf.html +++ b/domains/lapack/gerqf.html @@ -160,7 +160,10 @@

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                                                                                                                                                              diff --git a/domains/lapack/gesvd.html b/domains/lapack/gesvd.html index bf21a4c72..cc06936a7 100644 --- a/domains/lapack/gesvd.html +++ b/domains/lapack/gesvd.html @@ -160,7 +160,10 @@

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                                                                                                                                                                  diff --git a/domains/lapack/getrf.html b/domains/lapack/getrf.html index bded9f25c..c5bb27ab0 100644 --- a/domains/lapack/getrf.html +++ b/domains/lapack/getrf.html @@ -160,7 +160,10 @@

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                                                                                                                                                                                diff --git a/domains/lapack/getri_scratchpad_size.html b/domains/lapack/getri_scratchpad_size.html index 9d298fcb5..64d5ca622 100644 --- a/domains/lapack/getri_scratchpad_size.html +++ b/domains/lapack/getri_scratchpad_size.html @@ -160,7 +160,10 @@

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                                                                                                                                                                                  diff --git a/domains/lapack/getrs.html b/domains/lapack/getrs.html index b9463eb29..aef9498ca 100644 --- a/domains/lapack/getrs.html +++ b/domains/lapack/getrs.html @@ -160,7 +160,10 @@

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                                                                                                                                                                                          diff --git a/domains/lapack/heevd.html b/domains/lapack/heevd.html index f6ec9d0da..740fceaa7 100644 --- a/domains/lapack/heevd.html +++ b/domains/lapack/heevd.html @@ -160,7 +160,10 @@

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                                                                                                                                                                                                                  diff --git a/domains/lapack/orgbr.html b/domains/lapack/orgbr.html index 23849f726..b466f6ad7 100644 --- a/domains/lapack/orgbr.html +++ b/domains/lapack/orgbr.html @@ -160,7 +160,10 @@

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                                                                                                                                                                                                                                                                                                                        Contents

                                                                                                                                                                                                                                                                                                                        Get Started

                                                                                                                                                                                                                                                                                                                        • Selecting a Compiler
                                                                                                                                                                                                                                                                                                                          • -
                                                                                                                                                                                                                                                                                                                        • Building the Project diff --git a/introduction.html b/introduction.html index 765b85163..dbcbd932f 100644 --- a/introduction.html +++ b/introduction.html @@ -159,7 +159,10 @@

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                                                                                                                                                                                                                                                                                                                          Developer Reference

                                                                                                                                                                                                                                                                                                                            diff --git a/objects.inv b/objects.inv index 340c21341b3fc5cc33f7988cdc66334a36156480..3352ea0a19bd6c74a38890f23ec064fc3bcb3fc8 100644 GIT binary patch delta 6647 zcmZ{oWmME#+s2Q?0MgwdAtK!aNFyZ;($bA|N%@x=L>d+8ICQHZAOb^|G>mj3Fd#kD z3^Vh1JkNSRJ@1#j)?RC`d++=DUHA22=ZH*8q`e2ef8LVHSXpbZiw(Eeh+npcjh2V} zvHV_3%dx+2#w0XW@>3r5I$mXUeR-;=7t`LB;-hs0DFgnjaDj%qb=#8Z zV#{n^H1)rxvp#88>_n$_eU-0*A=|15X!pCbt&Eizv-|pRw|i8C9EOf@wI!QOC!n3- zxo3dIM`~9Zo}M49y5dgAc?7EWxNCo%j*ZL#JKPMQ&!u6LKYMN0G*a^PN9Hro0BasY zF$cl(+&WBb=r>6y_35kFQ_S_2FwtRg_)P~+vq9AL)>BDX1vcWPZO80EWWe&CqQ0Nm z?l#f8;H`-ObY9BUd1|cOnqKXymO!&!s#zz!?vC0ezYwV#J%r7( zMNB1sEoj`l=?M!cvVkxl;$2lJE{5#A<7mBllk 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b/onemkl-datatypes.html index 244ba9b4f..a3a099aa4 100644 --- a/onemkl-datatypes.html +++ b/onemkl-datatypes.html @@ -45,7 +45,7 @@ - + @@ -159,7 +159,10 @@

                                                                                                                                                                                                                                                                                                                            Get Started

                                                                                                                                                                                                                                                                                                                            Developer Reference

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                                                                                                                                                                                                                                                                                                                              Building the Project

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                                                                                                                                                                                                                                                                                                                              Using the oneMKL Interfaces in your project with CMake

                                                                                                                                                                                                                                                                                                                               Get Started

                                                                                                                                                                                                                                                                                                                              Developer Reference

                                                                                                                                                                                                                                                                                                                                diff --git a/searchindex.js b/searchindex.js index 0db64e223..625561596 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"1. Create Header Files": [[1, "create-header-files"]], "2. Integrate Header Files": [[1, "integrate-header-files"]], "3. Create Wrappers": [[1, "create-wrappers"]], "4. Integrate Wrappers to the Build System": [[1, "integrate-wrappers-to-the-build-system"]], "5. Update the Test System": [[1, "update-the-test-system"]], "About": [[151, null]], "BLAS Level 1 Routines": [[7, "blas-level-1-routines"]], "BLAS Level 2 Routines": [[8, "blas-level-2-routines"]], "BLAS Level 3 Routines": [[9, "blas-level-3-routines"]], "BLAS Routines": [[6, "blas-routines"]], "BLAS-like Extensions": [[10, "blas-like-extensions"]], "Build Options": [[0, "build-options"]], "Build Setup": [[0, "build-setup"]], "Build Setup with hipSYCL": [[0, "build-setup-with-hipsycl"]], "Building for CUDA (with clang++)": [[0, "building-for-cuda-with-clang"]], "Building for CUDA (with hipSYCL)": [[0, "building-for-cuda-with-hipsycl"]], "Building for ROCm (with clang++)": [[0, "building-for-rocm-with-clang"]], "Building for ROCm (with hipSYCL)": [[0, "building-for-rocm-with-hipsycl"]], "Building for oneMKL": [[0, "building-for-onemkl"]], "Building for portBLAS": [[0, "building-for-portblas"]], "Building for portFFT": [[0, "building-for-portfft"]], "Building the Project": [[0, "building-the-project"]], "Building with CMake": [[0, "building-with-cmake"]], "Contents": [[151, "contents"]], "Dense Linear Algebra": [[67, "dense-linear-algebra"]], "Developer Reference": [[151, null]], "Get Started": [[151, null]], "Integrating a Third-Party Library to oneAPI Math Kernel Library (oneMKL) Interfaces": [[1, "integrating-a-third-party-library-to-oneapi-math-kernel-library-onemkl-interfaces"]], "Introduction": [[152, "introduction"]], "LAPACK Linear Equation Routines": [[98, "lapack-linear-equation-routines"], [100, "lapack-linear-equation-routines"]], "LAPACK Routines": [[98, "lapack-routines"]], "LAPACK Singular Value and Eigenvalue Problem Routines": [[98, "lapack-singular-value-and-eigenvalue-problem-routines"], [101, "lapack-singular-value-and-eigenvalue-problem-routines"]], "LAPACK-like Extensions Routines": [[98, "lapack-like-extensions-routines"], [99, "lapack-like-extensions-routines"]], "Matrix Storage": [[150, "matrix-storage"]], "Project Cleanup": [[0, 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58, 59, 60, 61, 62, 63, 64, 65, 66, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 84, 85, 86, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 102, 103, 104, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149], "host": 1, "host_selector": 1, "how": [0, 1, 96, 97, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 132, 133], "howev": [0, 90, 126], "hpmv": 8, "hpp": [1, 153], "hpr": 8, "hpr2": 8, "hu": 122, "hu_i": [117, 123, 124], "hx": [86, 89, 134, 135], "hx_i": [87, 88], "i": [0, 1, 2, 3, 4, 5, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 68, 70, 71, 72, 74, 76, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 102, 104, 105, 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118, 123, 124, 139, 140, 150], "indic": [1, 78, 79, 86, 87, 88, 89, 96, 97, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 132, 133, 134, 135], "inf": 98, "info": [92, 128], "inform": [0, 1, 67], "initi": [1, 18, 19, 20, 21, 28, 51, 62, 64, 65], "inlin": 1, "inner": [32, 55], "input": [1, 2, 3, 4, 5, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 153], "insid": [0, 71, 72, 79, 80, 83, 84, 87, 88, 105, 106, 117, 118, 123, 124, 139, 140], "instal": 0, 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76, 78, 79, 82, 83, 86, 87, 90, 92, 94, 96, 102, 104, 105, 108, 110, 112, 114, 116, 117, 120, 122, 123, 126, 128, 130, 132, 134, 136, 138, 139, 142, 144, 146, 148], "introduc": 153, "introduct": 151, "invers": [82, 83, 98, 99, 100, 120], "invert": [98, 100], "involv": 0, "ipiv": [78, 79, 80, 82, 83, 84, 86, 87, 88, 96, 132], "ipiv_i": [79, 84], "ipivi": 88, "is_host": 1, "its": [1, 21, 28, 32, 33, 51, 55, 56, 57, 70, 71, 74], "ityp": [92, 93, 128, 129], "j": [5, 12, 13, 19, 23, 57, 65, 150], "j4": 1, "job": [76, 77, 90, 91, 92, 93, 126, 127, 128, 129], "jobu": [76, 77], "jobvt": [76, 77], "jobz": [90, 91, 92, 93, 126, 127, 128, 129], "k": [9, 13, 18, 19, 20, 21, 27, 32, 33, 44, 55, 56, 57, 58, 59, 61, 66, 79, 96, 102, 103, 104, 105, 106, 107, 110, 111, 112, 113, 132, 136, 137, 138, 139, 140, 141, 144, 145, 146, 147, 148, 149, 150], "k_g": [105, 106, 139, 140], "kahan": [90, 126], "kaufman": [96, 98, 100, 132], "kernel": [10, 98, 99, 151], "kg": 106, "kl": [17, 150], "ku": [17, 150], "l": [78, 92, 96, 116, 122, 125, 128, 132, 153], "l_i": [79, 117, 123, 124], "l_il_i": [117, 123, 124], "lambda": [90, 92, 93, 126, 128, 129], "lambda_i": [90, 126], "lapack": [0, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 153, 154], "largest": 37, "last": [42, 43], "latest": 154, "layer": 1, "layout": [13, 17, 18, 19, 20, 22, 23, 24, 25, 26, 28, 51, 62, 64, 65, 150], "lda": [13, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 44, 51, 52, 53, 54, 55, 56, 57, 58, 59, 62, 63, 64, 65, 66, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150], "lda_g": [72, 79], "ldag": 118, "ldb": [18, 19, 20, 21, 28, 32, 51, 55, 62, 64, 65, 86, 87, 88, 89, 92, 93, 122, 123, 124, 125, 128, 129, 134, 135], "ldc": [13, 18, 19, 20, 21, 28, 32, 33, 51, 55, 56, 57, 110, 111, 112, 113, 114, 115, 144, 145, 146, 147, 148, 149], "ldl": [96, 97, 132, 133], "ldm": 150, "ldot": 150, "ldu": [76, 77], "ldvt": [76, 77], "le": [68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149], "lead": [13, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 44, 51, 52, 53, 54, 55, 56, 57, 58, 59, 62, 63, 64, 65, 66, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150], "least": [2, 3, 4, 5, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 74, 75, 76, 78, 79, 80, 82, 83, 84, 86, 87, 88, 90, 92, 94, 96, 98, 100, 102, 105, 106, 108, 110, 112, 114, 116, 117, 118, 120, 122, 123, 124, 126, 128, 130, 132, 134, 136, 139, 140, 142, 144, 146, 148, 150], "left": [13, 28, 40, 50, 51, 62, 64, 65, 76, 77, 110, 111, 112, 113, 114, 115, 144, 145, 146, 147, 148, 149, 150, 153], "left_right": [13, 28, 51, 62, 64, 65], "leftarrow": [3, 4, 11, 17, 18, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 40, 44, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 60, 62, 63], "len": [13, 17, 22, 23], "length": [17, 22, 24, 25, 26, 27, 29, 30, 31, 34, 35, 36, 44, 47, 48, 49, 52, 53, 54, 58, 59, 60, 61, 63, 66], "less": [68, 70, 71, 74, 76, 78, 79, 82, 83, 86, 87, 90, 92, 94, 96, 102, 104, 105, 108, 110, 112, 114, 116, 117, 120, 122, 123, 126, 128, 130, 132, 134, 136, 138, 139, 142, 144, 146, 148], "level": [1, 2, 4, 6, 11, 14, 15, 16, 17, 18, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 61, 62, 63, 64, 66], "level1": 6, "level2": 6, "level3": 6, "lib": 1, "lib_nam": 1, "lib_obj": 1, "libnewlib": 1, "libonemkl": 1, "libonemkl_blas_mklcpu": 1, "libonemkl_blas_newlib": 1, "librari": [0, 10, 98, 99, 151, 152], "like": [3, 5, 6, 12, 13, 19, 20, 21, 23, 57, 65, 71, 72, 79, 80, 83, 84, 87, 88, 105, 106, 117, 118, 123, 124, 139, 140, 153], "linear": [6, 8, 59, 61, 65, 66, 70, 73, 74, 75, 78, 81, 82, 85, 86, 87, 89, 96, 97, 99, 104, 107, 110, 111, 112, 113, 116, 119, 120, 121, 122, 123, 125, 132, 133, 134, 135, 138, 141, 144, 145, 146, 147, 151], "link": 1, "linux": [0, 154], "list": [0, 1, 2, 3, 4, 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 68, 70, 71, 74, 76, 78, 79, 82, 83, 86, 87, 90, 92, 94, 96, 98, 99, 100, 101, 102, 104, 105, 108, 110, 112, 114, 116, 117, 120, 122, 123, 126, 128, 130, 132, 134, 136, 138, 139, 142, 144, 146, 148], "ll": [92, 116, 122, 125, 128], "load": 1, "loader": 1, "locat": 1, "long": 153, "longer": 153, "lower": [10, 21, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 44, 47, 48, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 68, 78, 79, 90, 91, 92, 93, 94, 95, 96, 97, 108, 109, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 142, 143, 148, 149, 150, 153], "lu": [78, 79, 82, 83, 86, 87, 98, 99, 100, 117, 123], "m": [13, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 51, 52, 62, 64, 65, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 96, 98, 100, 102, 103, 104, 105, 106, 107, 110, 111, 112, 113, 114, 115, 132, 136, 137, 138, 139, 140, 141, 144, 145, 146, 147, 148, 149, 150], "m1": 150, "m2": 150, "m3": 150, "m_g": [71, 72, 79, 80, 105, 106, 139, 140], "macro": 1, "magnitud": [2, 7], "mai": [0, 98, 153], "main": 150, "main_test": 1, "major": [13, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 32, 33, 51, 55, 56, 57, 62, 64, 65, 150], "make": [0, 1], "makefil": 0, "mandatori": 0, "mani": [10, 98, 99], "manual": [0, 1], "map": 1, "math": [10, 98, 99, 139, 151], "matric": [9, 10, 13, 18, 19, 20, 21, 23, 28, 32, 51, 55, 57, 62, 64, 65, 67, 68, 71, 72, 79, 80, 83, 84, 87, 88, 92, 93, 94, 95, 96, 98, 99, 102, 105, 106, 117, 118, 123, 124, 128, 129, 130, 131, 132, 134, 136, 139, 140, 150, 153], "matrix": [2, 3, 4, 5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 73, 74, 75, 76, 77, 78, 79, 81, 82, 85, 86, 89, 90, 91, 92, 94, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 122, 123, 125, 126, 127, 128, 130, 132, 133, 134, 135, 136, 137, 138, 139, 141, 142, 143, 144, 145, 146, 147, 148, 149, 151, 153], "max": [20, 68, 70, 74, 75, 76, 78, 79, 82, 86, 90, 92, 94, 96, 108, 110, 112, 114, 115, 116, 120, 122, 126, 128, 130, 132, 134, 135, 136, 142, 144, 146, 148, 149, 150], "maxim": 37, "maximum": [7, 37], "md": 0, "mean": 0, "mechan": 1, 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Create Header Files": [[3, "create-header-files"]], "2. Integrate Header Files": [[3, "integrate-header-files"]], "3. Create Wrappers": [[3, "create-wrappers"]], "4. Integrate Wrappers to the Build System": [[3, "integrate-wrappers-to-the-build-system"]], "5. 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33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 88, 89, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 122, 123, 124, 125, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 155, 157], "There": 2, "These": [1, 2, 12, 100, 101, 152], "To": [0, 2, 3, 104, 106, 107, 138, 140, 141, 157], "_": [3, 152, 157], "__has_includ": 3, "_backend": [1, 2, 157], "_batch": [7, 14, 15, 21, 25, 59, 67], "_build_target_domain": 1, "_count": [7, 14, 15, 21, 25, 59, 67], "_dyn": 3, "_g": [73, 82, 85, 86, 89, 90, 119, 120, 125, 126], "_i": [81, 82, 85, 89], "_offset": 22, "_size": [7, 14, 15, 21, 25, 59, 67, 73, 81, 85, 89, 119, 125], "a100": 1, "a_": 152, "a_arrai": 15, "a_i": [73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142], "a_ihx_i": 90, "a_ix_i": [89, 90, 125], "a_offset": 22, "ab": [4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 24, 25, 26, 27, 28, 29, 31, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 60, 61, 62, 63, 65, 68, 152], "abl": [71, 74, 75, 77, 79, 82, 83, 86, 87, 90, 91, 93, 95, 97, 99, 105, 108, 109, 111, 113, 115, 117, 120, 121, 123, 126, 127, 129, 131, 133, 135, 137, 139, 142, 143, 145, 147, 149, 151], "about": [3, 69], "abov": [2, 34, 57, 70, 72, 73, 76, 96, 132], "absolut": [9, 39, 40], "abx": [94, 95, 130, 131], "acceler": 2, "access": [3, 155], "accessor_result": 3, "accessor_x": 3, "accord": [2, 154, 156], "achiev": 2, "ad": [2, 3, 5, 12, 48], "adaptivecpp": [2, 153, 157], "add": [0, 2, 3, 5, 6, 7, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 36, 37, 38, 46, 49, 50, 51, 53, 54, 55, 56], "add_depend": 3, "add_librari": 3, "add_subdirectori": 3, "addit": [0, 1, 12, 100, 101, 153], "addition": [1, 2], "after": [107, 110, 116, 141, 144, 150], "against": 157, "ahead": 2, "ai": 108, "albeit": 2, "algebra": [8, 100, 153], "algorithm": [92, 94, 100, 103, 128, 130], "all": [0, 1, 2, 3, 4, 7, 14, 15, 21, 25, 39, 40, 59, 64, 66, 67, 73, 74, 78, 79, 81, 82, 85, 86, 89, 90, 92, 94, 100, 103, 104, 107, 108, 119, 120, 125, 126, 128, 130, 138, 141, 142, 152, 155], "alloc": [5, 7, 14], "allvec": [78, 79], "along": 2, "alpha": [5, 6, 7, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 46, 47, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 64, 66, 67], "also": [1, 2, 94, 130], "altern": 2, "amd": [1, 2, 156], "amper": 1, "an": [2, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 44, 45, 46, 49, 50, 51, 54, 55, 56, 57, 58, 60, 61, 62, 63, 65, 67, 68, 70, 73, 78, 84, 88, 100, 102, 106, 107, 119, 125, 132, 140, 141, 152, 153, 154, 155], "ani": [2, 4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 152], "anoth": [13, 14, 52], "ao": 22, "api": [1, 3, 7, 14, 15, 21, 25, 59, 67, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142], "append": 3, "appli": [19, 20, 21, 22, 23, 24, 25, 34, 35, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 112, 113, 114, 115, 116, 117, 146, 147, 148, 149, 150, 151, 155], "applic": [155, 156, 157], "approach": 157, "appropri": 157, "ar": [0, 1, 2, 3, 5, 6, 7, 13, 14, 15, 16, 19, 20, 21, 22, 23, 24, 25, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 44, 45, 46, 49, 51, 53, 54, 56, 57, 58, 59, 61, 63, 64, 66, 67, 68, 69, 70, 72, 73, 76, 78, 79, 80, 81, 88, 89, 92, 93, 94, 95, 96, 98, 100, 102, 103, 104, 119, 120, 124, 125, 126, 128, 129, 130, 131, 132, 134, 136, 137, 138, 141, 152, 155], "architectur": [1, 2], "arg": 3, "argument": [30, 53, 64, 104, 138], "arrai": [4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 67, 68, 70, 72, 73, 74, 76, 78, 80, 81, 82, 84, 85, 86, 88, 89, 90, 92, 94, 96, 98, 100, 104, 107, 108, 118, 119, 120, 121, 124, 125, 126, 128, 130, 132, 134, 136, 137, 138, 141, 142, 150, 152, 155], "ascend": [92, 94, 128, 130], "associ": 43, "assum": [36, 37, 38, 44, 45, 64, 66, 67, 94, 100, 130, 136, 137], "asum": [3, 9], "asum_postcondit": 3, "asum_precondit": 3, "auto": 3, "automat": [1, 2, 3, 155, 157], "avail": 1, "avoid": 2, "ax": [88, 91, 94, 95, 124, 130, 131, 136, 137], "axpi": [7, 9], "axpy_batch": 12, "az_i": 92, "b": [15, 20, 21, 22, 23, 30, 34, 43, 53, 57, 59, 61, 63, 64, 66, 67, 68, 70, 88, 89, 90, 91, 94, 95, 97, 124, 125, 126, 127, 130, 131, 136, 137], "b_": 70, "b_1": 70, "b_i": [89, 90, 125, 126], "b_offset": 22, "backend": [0, 3, 153, 154, 156, 157], "backend_map": 3, "backend_nam": [1, 2, 157], "backend_name_2": [1, 2], "backendmap": 3, "backends_t": 3, "backward": [11, 66], "band": [10, 19, 29, 46, 60, 61, 62, 63, 65, 68, 152], "base": [3, 39, 40, 44, 45, 152], "basi": [106, 107, 140, 141], "basic": 8, "batch": [7, 14, 21, 25, 59, 67, 73, 74, 81, 82, 85, 86, 89, 90, 100, 101, 107, 108, 119, 120, 125, 126, 141, 142], "batch_siz": [7, 14, 15, 21, 25, 59, 67, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142], "bax": [94, 95, 130, 131], "becom": 100, "been": [2, 122, 123, 124, 125, 126, 127, 157], "befor": [4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 72, 73, 76, 78, 80, 81, 84, 85, 88, 89, 92, 94, 96, 98, 104, 106, 107, 110, 112, 114, 116, 118, 119, 122, 124, 125, 128, 130, 132, 134, 136, 138, 140, 141, 144, 146, 148, 150, 152, 157], "begin": [42, 43, 44, 45, 52, 70, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142, 152], "being": [1, 119], "belong": [73, 74, 81, 82, 85, 86, 89, 90, 119, 120, 125, 126, 155], "below": [1, 2, 3, 22, 70, 72, 73, 96, 116, 117, 132, 150], "best": 2, "beta": [5, 19, 20, 21, 22, 23, 24, 25, 29, 30, 31, 34, 35, 36, 46, 49, 53, 54, 57, 58, 59], "between": [1, 5, 7, 14, 15, 16, 17, 18, 21, 25, 48, 59, 67, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142], "bfloat16": 20, "bia": [12, 22], "bias": 22, "bidiagon": [70, 100, 103], "bin": 2, "binari": [0, 157], "bit": 0, "bla": [0, 1, 2, 3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 152, 153, 155], "blas_ct": 3, "blas_ct_templ": 3, "blas_load": 3, "blas_mklcpu": 3, "blas_newlib": 3, "block": [98, 134], "bmatrix": [43, 44, 45, 152], "bo": 22, "both": [0, 2, 3, 34, 57, 76, 78, 155], "bottom": 152, "buffer": [3, 77, 79, 99, 135], "build": [153, 156, 157], "build_doc": 2, "build_exampl": [1, 2, 157], "build_functional_test": [1, 2, 157], "build_shared_lib": [2, 3], "built": [0, 2, 3, 157], "builtin": 2, "bunch": [98, 100, 102, 134], "butter": 92, "bx": [94, 95, 130, 131], "bya": 116, "bz": [94, 130], "c": [3, 15, 20, 21, 22, 23, 30, 34, 35, 42, 43, 52, 53, 57, 58, 59, 112, 113, 114, 115, 116, 117, 146, 147, 148, 149, 150, 151, 154, 155], "c_arrai": 15, "c_compil": 2, "c_offset": [22, 155], "calcul": [21, 25, 59, 71, 73, 74, 75, 76, 77, 79, 81, 82, 83, 85, 86, 87, 89, 90, 91, 93, 95, 97, 99, 105, 107, 108, 109, 111, 113, 115, 117, 119, 120, 121, 123, 125, 126, 127, 129, 131, 133, 135, 137, 139, 141, 142, 143, 145, 147, 149, 151], "call": [3, 7, 14, 15, 20, 21, 22, 23, 25, 30, 53, 59, 67, 70, 71, 75, 77, 79, 83, 84, 85, 87, 88, 89, 91, 93, 95, 97, 99, 105, 107, 109, 110, 111, 113, 115, 116, 117, 121, 122, 123, 124, 125, 127, 129, 131, 133, 135, 137, 139, 141, 143, 144, 145, 147, 149, 150, 151, 157], "can": [0, 1, 2, 3, 92, 112, 114, 116, 128, 146, 148, 150, 154, 155, 156, 157], "cannot": [2, 78], "capabl": 1, "card": 2, "cartesian": [43, 45], "case": [1, 2, 3, 34, 44, 45, 57, 76, 104, 138, 155], "caus": [2, 100], "cbla": 2, "cd": [0, 1, 2, 3], "cdot": [72, 73, 84, 98, 119, 125, 134], "cgh": 3, "chang": [2, 3], "char": 3, "charact": 155, "check": [3, 157], "chetrd": 96, "choleski": [94, 100, 101, 102, 118, 119, 122, 124, 125, 130], "choos": 156, "chosen": 3, "cl": [3, 156], "clang": [2, 156], "clangrt": 2, "class": 3, "clean": [1, 2], "cleanup": 153, "clone": [0, 1, 2], "cmake": [0, 1, 3, 153], "cmake_cxx_flag": 2, "cmake_library_output_directori": 3, "cmakedefin": 3, "cmakelist": 3, "co": [22, 155], "code": 3, "codeplai": 2, "coeffici": [61, 63, 68, 88, 89, 100, 101, 102, 124, 136], "col": 22, "colon": 2, "column": [15, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 46, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 88, 89, 92, 98, 104, 105, 106, 107, 108, 109, 112, 113, 114, 115, 116, 124, 125, 128, 134, 136, 138, 139, 140, 141, 142, 143, 146, 147, 148, 149, 150, 151, 152, 155], "column_major": [4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68], "columnwis": 78, "com": [0, 157], "combin": [104, 138], "come": 155, "comma": 1, "command": [3, 153, 157], "common": [1, 2], "compil": [1, 2, 3, 153, 157], "complet": [3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 72, 73, 76, 78, 80, 81, 84, 85, 88, 89, 92, 94, 96, 98, 104, 106, 107, 110, 112, 114, 116, 118, 119, 122, 124, 125, 128, 130, 132, 134, 136, 138, 140, 141, 144, 146, 148, 150], "complex": [4, 5, 6, 7, 13, 14, 15, 17, 18, 19, 20, 21, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 47, 52, 53, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 112, 114, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 155], "compon": [44, 45], "comput": [1, 4, 5, 6, 7, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151], "condit": 3, "config": 3, "configur": [1, 2], "conjg": [33, 34, 38], "conjtran": [34, 35, 57, 58, 59, 88, 89, 90, 91, 136, 137, 146, 147, 148, 149, 150, 151, 155], "conjug": [9, 10, 17, 27, 57, 58, 59, 155], "conquer": [92, 94, 100, 103, 128, 130], "consecut": [5, 15, 25], "consist": 70, "const": [3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 72, 73, 76, 78, 80, 81, 84, 85, 88, 89, 92, 94, 96, 98, 104, 106, 107, 110, 112, 114, 116, 118, 119, 122, 124, 125, 128, 130, 132, 134, 136, 138, 140, 141, 144, 146, 148, 150], "constraint": [104, 105, 138, 139], "construct": 157, "consum": 157, "contain": [3, 7, 14, 15, 21, 25, 39, 40, 44, 45, 59, 67, 69, 70, 72, 73, 76, 78, 80, 81, 88, 89, 92, 94, 96, 98, 100, 112, 114, 116, 118, 119, 122, 124, 125, 128, 130, 132, 134, 136, 146, 148, 150, 152], "content": 78, "contigu": 152, "control": 2, "convent": 152, "convert": 3, "coordin": [43, 45], "copi": [9, 14, 157], "correspond": [1, 3, 73, 96, 98, 107, 119, 125, 132, 134, 141, 152], "could": 2, "cpp": 3, "cpu": [0, 2, 3], "cq": [112, 114, 116, 146, 148, 150], "creat": [1, 2, 153], "ctest": [0, 2, 3], "cubla": 3, "cuda": 156, "cufft": 157, "current": [2, 95, 97, 129], "cxx_compil": 2, "d": [70, 96, 98, 132, 134], "d1": 45, "d2": 45, "d_": [98, 134], "data": [3, 4, 7, 14, 16, 17, 23, 30, 34, 35, 53, 57, 58, 59, 72, 73, 76, 118, 119, 124, 125, 126, 127, 141, 154, 155], "datatyp": [15, 19, 21, 22, 23, 24, 25, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 46, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 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92, 93, 94, 95, 96, 97, 98, 99, 104, 105, 106, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151], "host": [2, 3], "host_selector": 3, "how": [3, 98, 99, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 134, 135], "howev": [1, 2, 92, 128], "hpmv": 10, "hpp": [3, 155], "hpr": 10, "hpr2": 10, "http": [0, 157], "hu": 124, "hu_i": [119, 125, 126], "hx": [88, 91, 136, 137], "hx_i": [89, 90], "i": [1, 2, 3, 4, 5, 6, 7, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 72, 73, 74, 76, 78, 80, 81, 82, 84, 85, 86, 88, 89, 90, 91, 92, 94, 95, 96, 97, 98, 99, 104, 106, 107, 108, 110, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 134, 135, 136, 137, 138, 140, 141, 142, 144, 146, 147, 148, 149, 150, 151, 152, 154, 155, 156, 157], "iamax": 9, "iamin": 9, "icpx": [2, 156], "icx": [2, 156], "id": 2, "idx": [7, 14, 15, 21, 25, 59, 67], "ieee": 100, "ifdef": 3, "ii": [98, 134], "im": [4, 39, 40], "imaginari": [4, 32, 33, 35, 36, 37, 38], "implement": [0, 2, 3, 154], "import": [1, 2, 3, 157], "imported_loc": 3, "inci": [5, 6, 7, 13, 14, 16, 17, 18, 19, 24, 25, 26, 27, 28, 29, 31, 33, 36, 38, 42, 44, 46, 48, 49, 51, 52, 54, 56], "includ": [0, 3, 9, 10, 11, 12, 94, 100, 101, 130, 155, 157], "include_guard": 3, "incompat": 2, "increment": 152, "incx": [3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 24, 25, 26, 27, 28, 29, 31, 32, 33, 36, 37, 38, 39, 40, 41, 42, 44, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 60, 61, 62, 63, 65, 68, 152], "incxi": 48, "independ": [12, 100, 101], "index": [0, 9, 39, 40, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142, 152], "indic": [1, 3, 80, 81, 88, 89, 90, 91, 98, 99, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 134, 135, 136, 137], "individu": [0, 2], "inf": 100, "info": [94, 130], "inform": [1, 2, 3, 69], "initi": [3, 20, 21, 22, 23, 30, 53, 64, 66, 67], "inlin": 3, "inner": [34, 57], "input": [3, 4, 5, 6, 7, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 155], "insid": [1, 2, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142], "instal": [0, 1, 2, 153], "instanti": 3, "instead": [72, 73, 76, 157], "instinct": 2, "instruct": 3, "int": 3, "int32_t": 22, "int64_t": [3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151], "int8_t": 22, "int_64": [98, 134], "integ": [7, 12, 14, 15, 21, 22, 25, 59, 67, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142], "integr": 153, "intel": [3, 156], "interchang": [80, 81, 98, 134, 155], "interfac": [1, 2, 8, 100, 154, 155], "intermedi": [70, 72, 73, 76, 78, 80, 81, 84, 85, 88, 89, 92, 94, 96, 98, 104, 106, 107, 110, 112, 114, 116, 118, 119, 122, 124, 125, 128, 130, 132, 134, 136, 138, 140, 141, 144, 146, 148, 150], "introduc": 155, "introduct": 153, "invalid": 2, "invers": [84, 85, 100, 101, 102, 122], "invert": [100, 102], "invoc": 153, "involv": [1, 2], "ipiv": [80, 81, 82, 84, 85, 86, 88, 89, 90, 98, 134], "ipiv_i": [81, 86], "ipivi": 90, "is_host": 3, "issu": [0, 2], "its": [3, 23, 30, 34, 35, 53, 57, 58, 59, 72, 73, 76], "ityp": [94, 95, 130, 131], "j": [0, 7, 14, 15, 21, 25, 59, 67, 152], "j4": 3, "jit": 2, "job": [78, 79, 92, 93, 94, 95, 128, 129, 130, 131], "jobu": [78, 79], "jobvt": [78, 79], "jobz": [92, 93, 94, 95, 128, 129, 130, 131], "k": [11, 15, 20, 21, 22, 23, 29, 34, 35, 46, 57, 58, 59, 60, 61, 63, 68, 81, 98, 104, 105, 106, 107, 108, 109, 112, 113, 114, 115, 134, 138, 139, 140, 141, 142, 143, 146, 147, 148, 149, 150, 151, 152], "k_g": [107, 108, 141, 142], "kahan": [92, 128], "kaufman": [98, 100, 102, 134], "kernel": [12, 100, 101, 153], "kg": 108, "kl": [19, 152], "know": 157, "ku": [19, 152], "l": [80, 94, 98, 118, 124, 127, 130, 134, 155], "l_i": [81, 119, 125, 126], "l_il_i": [119, 125, 126], "lambda": [92, 94, 95, 128, 130, 131], "lambda_i": [92, 128], "lapack": [0, 2, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 155, 156], "largest": 39, "last": [44, 45], "latest": 156, "layer": 3, "layout": [15, 19, 20, 21, 22, 24, 25, 26, 27, 28, 30, 53, 64, 66, 67, 152], "lazili": 157, "ld_library_path": [0, 157], "lda": [15, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 46, 53, 54, 55, 56, 57, 58, 59, 60, 61, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152], "lda_g": [74, 81], "ldag": 120, "ldb": [20, 21, 22, 23, 30, 34, 53, 57, 64, 66, 67, 88, 89, 90, 91, 94, 95, 124, 125, 126, 127, 130, 131, 136, 137], "ldc": [15, 20, 21, 22, 23, 30, 34, 35, 53, 57, 58, 59, 112, 113, 114, 115, 116, 117, 146, 147, 148, 149, 150, 151], "ldl": [98, 99, 134, 135], "ldm": 152, "ldot": 152, "ldu": [78, 79], "ldvt": [78, 79], "le": [70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151], "lead": [15, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 46, 53, 54, 55, 56, 57, 58, 59, 60, 61, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152], "least": [4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 72, 73, 74, 76, 77, 78, 80, 81, 82, 84, 85, 86, 88, 89, 90, 92, 94, 96, 98, 100, 102, 104, 107, 108, 110, 112, 114, 116, 118, 119, 120, 122, 124, 125, 126, 128, 130, 132, 134, 136, 138, 141, 142, 144, 146, 148, 150, 152], "left": [15, 30, 42, 52, 53, 64, 66, 67, 78, 79, 112, 113, 114, 115, 116, 117, 146, 147, 148, 149, 150, 151, 152, 155], "left_right": [15, 30, 53, 64, 66, 67], "leftarrow": [5, 6, 13, 19, 20, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 42, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 60, 62, 64, 65], "len": [15, 19, 24, 25], "length": [19, 24, 26, 27, 28, 29, 31, 32, 33, 36, 37, 38, 46, 49, 50, 51, 54, 55, 56, 60, 61, 62, 63, 65, 68], "less": [70, 72, 73, 76, 78, 80, 81, 84, 85, 88, 89, 92, 94, 96, 98, 104, 106, 107, 110, 112, 114, 116, 118, 119, 122, 124, 125, 128, 130, 132, 134, 136, 138, 140, 141, 144, 146, 148, 150], "level": [3, 4, 6, 8, 13, 16, 17, 18, 19, 20, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 65, 66, 68], "level1": 8, "level2": 8, "level3": 8, "lib": [0, 2, 3, 157], "lib_nam": 3, "lib_obj": 3, "libnewlib": 3, "libonemkl": 3, "libonemkl_blas_mklcpu": 3, "libonemkl_blas_newlib": 3, "librari": [0, 1, 2, 12, 100, 101, 153, 154, 157], "library_path": 2, "like": [2, 5, 7, 8, 14, 15, 21, 22, 23, 25, 59, 67, 73, 74, 81, 82, 85, 86, 89, 90, 107, 108, 119, 120, 125, 126, 141, 142, 155, 157], "limit": 2, "linear": [8, 10, 61, 63, 67, 68, 72, 75, 76, 77, 80, 83, 84, 87, 88, 89, 91, 98, 99, 101, 106, 109, 112, 113, 114, 115, 118, 121, 122, 123, 124, 125, 127, 134, 135, 136, 137, 140, 143, 146, 147, 148, 149, 153], "link": [3, 157], "linux": [0, 1, 2, 156, 157], "list": [1, 2, 3, 4, 5, 6, 7, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 72, 73, 76, 78, 80, 81, 84, 85, 88, 89, 92, 94, 96, 98, 100, 101, 102, 103, 104, 106, 107, 110, 112, 114, 116, 118, 119, 122, 124, 125, 128, 130, 132, 134, 136, 138, 140, 141, 144, 146, 148, 150], "ll": [94, 118, 124, 127, 130], "llvm": 2, "load": [3, 157], "loader": 3, "locat": [3, 157], "long": 155, "longer": 155, "look": 2, "lower": [12, 23, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 46, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 80, 81, 92, 93, 94, 95, 96, 97, 98, 99, 110, 111, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 144, 145, 150, 151, 152, 155], "lu": [80, 81, 84, 85, 88, 89, 100, 101, 102, 119, 125], "m": [15, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 53, 54, 64, 66, 67, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 98, 100, 102, 104, 105, 106, 107, 108, 109, 112, 113, 114, 115, 116, 117, 134, 138, 139, 140, 141, 142, 143, 146, 147, 148, 149, 150, 151, 152], "m1": 152, "m2": 152, "m3": 152, "m_g": [73, 74, 81, 82, 107, 108, 141, 142], "macro": 3, "magnitud": [4, 9], "mai": [0, 1, 2, 100, 155, 157], "main": [152, 157], "main_test": 3, "major": [15, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 34, 35, 53, 57, 58, 59, 64, 66, 67, 152], "make": [1, 2, 3, 157], "makefil": [1, 2], "mani": [12, 100, 101], "manual": [0, 1, 2, 3, 157], "map": 3, "match": 157, "math": [12, 100, 101, 141, 153], "matric": [11, 12, 15, 20, 21, 22, 23, 25, 30, 34, 53, 57, 59, 64, 66, 67, 69, 70, 73, 74, 81, 82, 85, 86, 89, 90, 94, 95, 96, 97, 98, 100, 101, 104, 107, 108, 119, 120, 125, 126, 130, 131, 132, 133, 134, 136, 138, 141, 142, 152, 155], "matrix": [4, 5, 6, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 83, 84, 87, 88, 91, 92, 93, 94, 96, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 122, 123, 124, 125, 127, 128, 129, 130, 132, 134, 135, 136, 137, 138, 139, 140, 141, 143, 144, 145, 146, 147, 148, 149, 150, 151, 153, 155], "max": [22, 70, 72, 76, 77, 78, 80, 81, 84, 88, 92, 94, 96, 98, 110, 112, 114, 116, 117, 118, 122, 124, 128, 130, 132, 134, 136, 137, 138, 144, 146, 148, 150, 151, 152], "maxim": 39, "maximum": [9, 39], "md": 2, "mechan": [3, 157], "memori": [5, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152], "messag": 157, "method": [3, 94, 98, 130, 134], "mi": 2, "mi200": [1, 2], "mi210": 2, "mi50": 2, "min": [70, 72, 73, 76, 78, 79, 80, 81, 104, 105, 138, 139, 152], "minim": 40, "minimum": [9, 40], "miss": 2, "mix": 16, "mkdir": [0, 1, 2], "mkl": [3, 4, 5, 6, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 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