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455 lines
24 KiB
C++
455 lines
24 KiB
C++
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// =================================================================================================
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// This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This
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// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max-
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// width of 100 characters per line.
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//
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// Author(s):
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// Cedric Nugteren <www.cedricnugteren.nl>
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//
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// This file tests any CLBlast routine. It contains two types of tests: one testing all sorts of
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// input combinations, and one deliberatly testing with invalid values.
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// Typename T: the data-type of the routine's memory buffers (==precision)
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// Typename U: the data-type of the alpha and beta arguments
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//
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// =================================================================================================
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#ifndef CLBLAST_TEST_CORRECTNESS_TESTBLAS_H_
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#define CLBLAST_TEST_CORRECTNESS_TESTBLAS_H_
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#include <vector>
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#include <string>
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#include <algorithm>
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#include "test/correctness/tester.hpp"
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namespace clblast {
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// =================================================================================================
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// See comment at top of file for a description of the class
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template <typename T, typename U>
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class TestBlas: public Tester<T,U> {
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public:
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static const int kSeed;
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// Uses several variables from the Tester class
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using Tester<T,U>::context_;
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using Tester<T,U>::queue_;
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using Tester<T,U>::full_test_;
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using Tester<T,U>::verbose_;
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using Tester<T,U>::device_;
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using Tester<T,U>::compare_clblas_;
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using Tester<T,U>::compare_cblas_;
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// Uses several helper functions from the Tester class
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using Tester<T,U>::TestStart;
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using Tester<T,U>::TestEnd;
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using Tester<T,U>::TestErrorCount;
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using Tester<T,U>::TestErrorCodes;
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using Tester<T,U>::GetOffsets;
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using Tester<T,U>::GetOptionsString;
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using Tester<T,U>::GetSizesString;
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// Test settings for the regular test. Append to these lists in case more tests are required.
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static const std::vector<size_t> kVectorDims;
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static const std::vector<size_t> kIncrements;
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static const std::vector<size_t> kMatrixDims;
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static const std::vector<size_t> kMatrixVectorDims;
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static const std::vector<size_t> kBandSizes;
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static const std::vector<size_t> kPadSizes;
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static const std::vector<size_t> kDilationSizes;
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static const std::vector<size_t> kKernelSizes;
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static const std::vector<size_t> kBatchCounts;
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const std::vector<size_t> kOffsets;
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const std::vector<U> kAlphaValues;
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const std::vector<U> kBetaValues;
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// Test settings for the invalid tests
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static const std::vector<size_t> kInvalidIncrements;
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static const size_t kBufferSize;
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static const std::vector<size_t> kMatSizes;
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static const std::vector<size_t> kVecSizes;
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// The layout/transpose/triangle options to test with
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static const std::vector<Layout> kLayouts;
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static const std::vector<Triangle> kTriangles;
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static const std::vector<Side> kSides;
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static const std::vector<Diagonal> kDiagonals;
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static const std::vector<Transpose> kTransposes; // Data-type dependent, see .cpp-file
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// Shorthand for the routine-specific functions passed to the tester
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using DataPrepare = std::function<void(const Arguments<U>&, Queue&, const int,
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std::vector<T>&, std::vector<T>&,
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std::vector<T>&, std::vector<T>&, std::vector<T>&,
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std::vector<T>&, std::vector<T>&)>;
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using Routine = std::function<StatusCode(const Arguments<U>&, Buffers<T>&, Queue&)>;
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using ResultGet = std::function<std::vector<T>(const Arguments<U>&, Buffers<T>&, Queue&)>;
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using ResultIndex = std::function<size_t(const Arguments<U>&, const size_t, const size_t)>;
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using ResultIterator = std::function<size_t(const Arguments<U>&)>;
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// Constructor, initializes the base class tester and input data
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TestBlas(const std::vector<std::string> &arguments, const bool silent,
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const std::string &name, const std::vector<std::string> &options,
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const DataPrepare prepare_data,
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const Routine run_routine,
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const Routine run_reference1, const Routine run_reference2,
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const ResultGet get_result, const ResultIndex get_index,
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const ResultIterator get_id1, const ResultIterator get_id2);
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// The test functions, taking no inputs
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void TestRegular(std::vector<Arguments<U>> &test_vector, const std::string &name);
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void TestInvalid(std::vector<Arguments<U>> &test_vector, const std::string &name);
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private:
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// Source data to test with
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std::vector<T> x_source_;
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std::vector<T> y_source_;
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std::vector<T> a_source_;
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std::vector<T> b_source_;
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std::vector<T> c_source_;
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std::vector<T> ap_source_;
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std::vector<T> scalar_source_;
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// The routine-specific functions passed to the tester
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const DataPrepare prepare_data_;
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const Routine run_routine_;
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const Routine run_reference1_;
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const Routine run_reference2_;
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const ResultGet get_result_;
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const ResultIndex get_index_;
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const ResultIterator get_id1_;
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const ResultIterator get_id2_;
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};
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// =================================================================================================
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template <typename T, typename U> const int TestBlas<T,U>::kSeed = 42; // fixed seed for reproducibility
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// Test settings for the regular test. Append to these lists in case more tests are required.
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kVectorDims = { 7, 93, 144, 4096 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kIncrements = { 1, 2, 7 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kMatrixDims = { 7, 64 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kMatrixVectorDims = { 61, 256 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kBandSizes = { 4, 19 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kBatchCounts = { 1, 3 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kPadSizes = { 0, 1 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kDilationSizes = { 1, 2 };
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kKernelSizes = { 1, 3 };
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// Test settings for the invalid tests
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kInvalidIncrements = { 0, 1 };
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template <typename T, typename U> const size_t TestBlas<T,U>::kBufferSize = 64;
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kMatSizes = {0, kBufferSize*kBufferSize-1, kBufferSize*kBufferSize};
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template <typename T, typename U> const std::vector<size_t> TestBlas<T,U>::kVecSizes = {0, kBufferSize - 1, kBufferSize};
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// The layout/triangle options to test with
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template <typename T, typename U> const std::vector<Layout> TestBlas<T,U>::kLayouts = {Layout::kRowMajor, Layout::kColMajor};
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template <typename T, typename U> const std::vector<Triangle> TestBlas<T,U>::kTriangles = {Triangle::kUpper, Triangle::kLower};
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template <typename T, typename U> const std::vector<Side> TestBlas<T,U>::kSides = {Side::kLeft, Side::kRight};
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template <typename T, typename U> const std::vector<Diagonal> TestBlas<T,U>::kDiagonals = {Diagonal::kUnit, Diagonal::kNonUnit};
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// =================================================================================================
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// Bogus reference function, in case a comparison library is not available
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template <typename T, typename U, typename BufferType>
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static StatusCode ReferenceNotAvailable(const Arguments<U> &, BufferType &, Queue &) {
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return StatusCode::kNotImplemented;
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}
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// The interface to the correctness tester. This is a separate function in the header such that it
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// is automatically compiled for each routine, templated by the parameter "C".
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template <typename C, typename T, typename U>
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size_t RunTests(int argc, char *argv[], const bool silent, const std::string &name) {
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auto command_line_args = RetrieveCommandLineArguments(argc, argv);
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// Sets the clBLAS reference to test against
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#ifdef CLBLAST_REF_CLBLAS
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auto reference_routine1 = C::RunReference1; // clBLAS when available
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#else
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auto reference_routine1 = ReferenceNotAvailable<T,U,Buffers<T>>;
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#endif
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// Sets the CBLAS reference to test against
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#ifdef CLBLAST_REF_CBLAS
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auto reference_routine2 = [](const Arguments<U> &args, Buffers<T> &buffers, Queue &queue) -> StatusCode {
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auto buffers_host = BuffersHost<T>();
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DeviceToHost(args, buffers, buffers_host, queue, C::BuffersIn());
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C::RunReference2(args, buffers_host, queue);
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HostToDevice(args, buffers, buffers_host, queue, C::BuffersOut());
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return StatusCode::kSuccess;
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};
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#else
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auto reference_routine2 = ReferenceNotAvailable<T,U,Buffers<T>>;
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#endif
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// Non-BLAS routines cannot be fully tested
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if (!silent && C::BLASLevel() == 4) {
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fprintf(stdout, "\n* NOTE: This non-BLAS routine is tested against a custom implementation,\n");
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fprintf(stdout, " not against clBLAS or a CPU BLAS library. Thus, the arguments '-clblas'\n");
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fprintf(stdout, " and '-cblas' have no effect.\n");
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}
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// Creates a tester
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auto options = C::GetOptions();
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TestBlas<T,U> tester{command_line_args, silent, name, options,
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C::PrepareData, C::RunRoutine, reference_routine1, reference_routine2,
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C::DownloadResult, C::GetResultIndex, C::ResultID1, C::ResultID2};
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// This variable holds the arguments relevant for this routine
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auto args = Arguments<U>{};
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// Initializes the vectors with a single element. If this particular option is relevant for this
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// routine, this vector is overridden. Otherwise, it is unused - the value here does not matter.
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auto ms = std::vector<size_t>{args.m};
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auto ns = std::vector<size_t>{args.n};
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auto ks = std::vector<size_t>{args.k};
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auto kus = std::vector<size_t>{args.ku};
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auto kls = std::vector<size_t>{args.kl};
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auto layouts = std::vector<Layout>{args.layout};
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auto a_transposes = std::vector<Transpose>{args.a_transpose};
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auto b_transposes = std::vector<Transpose>{args.b_transpose};
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auto sides = std::vector<Side>{args.side};
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auto triangles = std::vector<Triangle>{args.triangle};
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auto diagonals = std::vector<Diagonal>{args.diagonal};
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auto x_incs = std::vector<size_t>{args.x_inc};
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auto y_incs = std::vector<size_t>{args.y_inc};
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auto x_offsets = std::vector<size_t>{args.x_offset};
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auto y_offsets = std::vector<size_t>{args.y_offset};
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auto a_lds = std::vector<size_t>{args.a_ld};
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auto b_lds = std::vector<size_t>{args.b_ld};
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auto c_lds = std::vector<size_t>{args.c_ld};
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auto a_offsets = std::vector<size_t>{args.a_offset};
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auto b_offsets = std::vector<size_t>{args.b_offset};
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auto c_offsets = std::vector<size_t>{args.c_offset};
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auto ap_offsets = std::vector<size_t>{args.ap_offset};
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auto dot_offsets = std::vector<size_t>{args.dot_offset};
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auto nrm2_offsets = std::vector<size_t>{args.nrm2_offset};
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auto asum_offsets = std::vector<size_t>{args.asum_offset};
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auto imax_offsets = std::vector<size_t>{args.imax_offset};
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auto alphas = std::vector<U>{args.alpha};
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auto betas = std::vector<U>{args.beta};
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auto channelss = std::vector<size_t>{args.channels};
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auto heights = std::vector<size_t>{args.height};
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auto widths = std::vector<size_t>{args.width};
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auto kernel_hs = std::vector<size_t>{args.kernel_h};
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auto kernel_ws = std::vector<size_t>{args.kernel_w};
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auto pad_hs = std::vector<size_t>{args.pad_h};
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auto pad_ws = std::vector<size_t>{args.pad_w};
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auto stride_hs = std::vector<size_t>{args.stride_h};
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auto stride_ws = std::vector<size_t>{args.stride_w};
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auto dilation_hs = std::vector<size_t>{args.dilation_h};
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auto dilation_ws = std::vector<size_t>{args.dilation_w};
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auto batch_counts = std::vector<size_t>{args.batch_count};
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auto x_sizes = std::vector<size_t>{args.x_size};
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auto y_sizes = std::vector<size_t>{args.y_size};
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auto a_sizes = std::vector<size_t>{args.a_size};
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auto b_sizes = std::vector<size_t>{args.b_size};
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auto c_sizes = std::vector<size_t>{args.c_size};
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auto ap_sizes = std::vector<size_t>{args.ap_size};
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// Sets the dimensions of the matrices or vectors depending on the BLAS level
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auto dimensions = (C::BLASLevel() == 4) ? tester.kMatrixDims : // non-BLAS extra routines
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(C::BLASLevel() == 3) ? tester.kMatrixDims : // level 3
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(C::BLASLevel() == 2) ? tester.kMatrixVectorDims : // level 2
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tester.kVectorDims; // else: level 1
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// For the options relevant to this routine, sets the vectors to proper values
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for (auto &option: options) {
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if (option == kArgM) { ms = dimensions; }
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if (option == kArgN) { ns = dimensions; }
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if (option == kArgK) { ks = dimensions; }
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if (option == kArgKU) { kus = tester.kBandSizes; }
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if (option == kArgKL) { kls = tester.kBandSizes; }
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if (option == kArgLayout) { layouts = tester.kLayouts; }
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if (option == kArgATransp) { a_transposes = C::GetATransposes(tester.kTransposes); }
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if (option == kArgBTransp) { b_transposes = C::GetBTransposes(tester.kTransposes); }
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if (option == kArgSide) { sides = tester.kSides; }
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if (option == kArgTriangle) { triangles = tester.kTriangles; }
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if (option == kArgDiagonal) { diagonals = tester.kDiagonals; }
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if (option == kArgXInc) { x_incs = tester.kIncrements; }
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if (option == kArgYInc) { y_incs = tester.kIncrements; }
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if (option == kArgXOffset) { x_offsets = tester.kOffsets; }
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if (option == kArgYOffset) { y_offsets = tester.kOffsets; }
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if (option == kArgALeadDim) { a_lds = dimensions; }
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if (option == kArgBLeadDim) { b_lds = dimensions; }
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if (option == kArgCLeadDim) { c_lds = dimensions; }
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if (option == kArgAOffset) { a_offsets = tester.kOffsets; }
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if (option == kArgBOffset) { b_offsets = tester.kOffsets; }
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if (option == kArgCOffset) { c_offsets = tester.kOffsets; }
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if (option == kArgAPOffset) { ap_offsets = tester.kOffsets; }
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if (option == kArgDotOffset) { dot_offsets = tester.kOffsets; }
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if (option == kArgNrm2Offset) { nrm2_offsets = tester.kOffsets; }
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if (option == kArgAsumOffset) { asum_offsets = tester.kOffsets; }
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if (option == kArgImaxOffset) { imax_offsets = tester.kOffsets; }
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if (option == kArgAlpha) { alphas = tester.kAlphaValues; }
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if (option == kArgBeta) { betas = tester.kBetaValues; }
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if (option == kArgChannels) { channelss = tester.kKernelSizes; }
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if (option == kArgHeight) { heights = tester.kMatrixDims; }
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if (option == kArgWidth) { widths = tester.kMatrixDims; }
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if (option == kArgKernelH) { kernel_hs = tester.kKernelSizes; }
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if (option == kArgKernelW) { kernel_ws = tester.kKernelSizes; }
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if (option == kArgPadH) { pad_hs = tester.kPadSizes; }
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if (option == kArgPadW) { pad_ws = tester.kPadSizes; }
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if (option == kArgStrideH) { stride_hs = tester.kKernelSizes; }
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if (option == kArgStrideW) { stride_ws = tester.kKernelSizes; }
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if (option == kArgDilationH) { dilation_hs = tester.kDilationSizes; }
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if (option == kArgDilationW) { dilation_ws = tester.kDilationSizes; }
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if (option == kArgBatchCount) { batch_counts = tester.kBatchCounts; }
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if (option == kArgXOffset) { x_sizes = tester.kVecSizes; }
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if (option == kArgYOffset) { y_sizes = tester.kVecSizes; }
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if (option == kArgAOffset) { a_sizes = tester.kMatSizes; }
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if (option == kArgBOffset) { b_sizes = tester.kMatSizes; }
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if (option == kArgCOffset) { c_sizes = tester.kMatSizes; }
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if (option == kArgAPOffset) { ap_sizes = tester.kMatSizes; }
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}
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// Loops over the test-cases from a data-layout point of view
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for (auto &layout: layouts) { args.layout = layout;
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for (auto &a_transpose: a_transposes) { args.a_transpose = a_transpose;
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for (auto &b_transpose: b_transposes) { args.b_transpose = b_transpose;
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for (auto &side: sides) { args.side = side;
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for (auto &triangle: triangles) { args.triangle = triangle;
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for (auto &diagonal: diagonals) { args.diagonal = diagonal;
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// Creates the arguments vector for the regular tests
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auto regular_test_vector = std::vector<Arguments<U>>{};
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auto r_args = args;
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for (auto &m: ms) { r_args.m = m;
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for (auto &n: ns) { r_args.n = n;
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for (auto &k: ks) { r_args.k = k;
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for (auto &ku: kus) { r_args.ku = ku;
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for (auto &kl: kls) { r_args.kl = kl;
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for (auto &x_inc: x_incs) { r_args.x_inc = x_inc;
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for (auto &x_offset: x_offsets) { r_args.x_offset = x_offset;
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for (auto &y_inc: y_incs) { r_args.y_inc = y_inc;
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for (auto &y_offset: y_offsets) { r_args.y_offset = y_offset;
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for (auto &a_ld: a_lds) { r_args.a_ld = a_ld;
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for (auto &a_offset: a_offsets) { r_args.a_offset = a_offset;
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for (auto &b_ld: b_lds) { r_args.b_ld = b_ld;
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for (auto &b_offset: b_offsets) { r_args.b_offset = b_offset;
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for (auto &c_ld: c_lds) { r_args.c_ld = c_ld;
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for (auto &c_offset: c_offsets) { r_args.c_offset = c_offset;
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for (auto &ap_offset: ap_offsets) { r_args.ap_offset = ap_offset;
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for (auto &dot_offset: dot_offsets) { r_args.dot_offset = dot_offset;
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for (auto &nrm2_offset: nrm2_offsets) { r_args.nrm2_offset = nrm2_offset;
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for (auto &asum_offset: asum_offsets) { r_args.asum_offset = asum_offset;
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for (auto &imax_offset: imax_offsets) { r_args.imax_offset = imax_offset;
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for (auto &alpha: alphas) { r_args.alpha = alpha;
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for (auto &beta: betas) { r_args.beta = beta;
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for (auto &channels: channelss) { r_args.channels = channels;
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for (auto &height: heights) { r_args.height = height;
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for (auto &width: widths) { r_args.width = width;
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for (auto &kernel_h: kernel_hs) { r_args.kernel_h = kernel_h;
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for (auto &kernel_w: kernel_ws) { r_args.kernel_w = kernel_w;
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for (auto &pad_h: pad_hs) { r_args.pad_h = pad_h;
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for (auto &pad_w: pad_ws) { r_args.pad_w = pad_w;
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for (auto &stride_h: stride_hs) { r_args.stride_h = stride_h;
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|
for (auto &stride_w: stride_ws) { r_args.stride_w = stride_w;
|
|
for (auto &dilation_h: dilation_hs) { r_args.dilation_h = dilation_h;
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|
for (auto &dilation_w: dilation_ws) { r_args.dilation_w = dilation_w;
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|
for (auto &batch_count: batch_counts) { r_args.batch_count = batch_count;
|
|
C::SetSizes(r_args);
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|
regular_test_vector.push_back(r_args);
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|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
// Creates the arguments vector for the invalid-buffer tests
|
|
#ifdef CLBLAST_REF_CLBLAS
|
|
auto invalid_test_vector = std::vector<Arguments<U>>{};
|
|
auto i_args = args;
|
|
i_args.m = i_args.n = i_args.k = i_args.kl = i_args.ku = tester.kBufferSize;
|
|
i_args.a_ld = i_args.b_ld = i_args.c_ld = tester.kBufferSize;
|
|
i_args.batch_count = 3;
|
|
i_args.alphas = std::vector<U>(i_args.batch_count);
|
|
i_args.betas = std::vector<U>(i_args.batch_count);
|
|
i_args.a_offsets = std::vector<size_t>(i_args.batch_count);
|
|
i_args.b_offsets = std::vector<size_t>(i_args.batch_count);
|
|
i_args.c_offsets = std::vector<size_t>(i_args.batch_count);
|
|
for (auto &x_size: x_sizes) { i_args.x_size = x_size;
|
|
for (auto &y_size: y_sizes) { i_args.y_size = y_size;
|
|
for (auto &a_size: a_sizes) { i_args.a_size = a_size;
|
|
for (auto &b_size: b_sizes) { i_args.b_size = b_size;
|
|
for (auto &c_size: c_sizes) { i_args.c_size = c_size;
|
|
for (auto &ap_size: ap_sizes) { i_args.ap_size = ap_size;
|
|
invalid_test_vector.push_back(i_args);
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
#endif
|
|
|
|
// Sets the name of this test-case
|
|
auto names = std::vector<std::string>{};
|
|
for (auto &option: options) {
|
|
if (option == kArgLayout) { names.push_back(ToString(layout)); }
|
|
if (option == kArgATransp) { names.push_back(ToString(a_transpose)); }
|
|
if (option == kArgBTransp) { names.push_back(ToString(b_transpose)); }
|
|
if (option == kArgSide) { names.push_back(ToString(side)); }
|
|
if (option == kArgTriangle) { names.push_back(ToString(triangle)); }
|
|
if (option == kArgDiagonal) { names.push_back(ToString(diagonal)); }
|
|
}
|
|
if (names.size() == 0) { names.push_back("default"); }
|
|
auto case_name = std::string{};
|
|
for (auto i=size_t{0}; i<names.size(); ++i) {
|
|
case_name += names[i];
|
|
if (i != names.size()-1) { case_name += " "; }
|
|
}
|
|
|
|
// Runs the tests
|
|
tester.TestRegular(regular_test_vector, case_name);
|
|
#ifdef CLBLAST_REF_CLBLAS
|
|
if (C::BLASLevel() != 4) {
|
|
tester.TestInvalid(invalid_test_vector, case_name);
|
|
}
|
|
#endif
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
}
|
|
return tester.NumFailedTests();
|
|
}
|
|
|
|
// =================================================================================================
|
|
} // namespace clblast
|
|
|
|
// CLBLAST_TEST_CORRECTNESS_TESTBLAS_H_
|
|
#endif
|