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+
+// =================================================================================================
+// This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This
+// project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max-
+// width of 100 characters per line.
+//
+// Author(s):
+// Cedric Nugteren <www.cedricnugteren.nl>
+//
+// This file tests any CLBlast routine. It contains two types of tests: one testing all sorts of
+// input combinations, and one deliberatly testing with invalid values.
+// Typename T: the data-type of the routine's memory buffers (==precision)
+// Typename U: the data-type of the alpha and beta arguments
+//
+// =================================================================================================
+
+#ifndef CLBLAST_TEST_CORRECTNESS_TESTBLAS_H_
+#define CLBLAST_TEST_CORRECTNESS_TESTBLAS_H_
+
+#include <vector>
+#include <string>
+#include <algorithm>
+
+#include "test/correctness/tester.hpp"
+
+namespace clblast {
+// =================================================================================================
+
+// See comment at top of file for a description of the class
+template <typename T, typename U>
+class TestBlas: public Tester<T,U> {
+ public:
+
+ // Uses several variables from the Tester class
+ using Tester<T,U>::context_;
+ using Tester<T,U>::queue_;
+ using Tester<T,U>::full_test_;
+ using Tester<T,U>::verbose_;
+ using Tester<T,U>::device_;
+ using Tester<T,U>::compare_clblas_;
+ using Tester<T,U>::compare_cblas_;
+
+ // Uses several helper functions from the Tester class
+ using Tester<T,U>::TestStart;
+ using Tester<T,U>::TestEnd;
+ using Tester<T,U>::TestErrorCount;
+ using Tester<T,U>::TestErrorCodes;
+ using Tester<T,U>::GetOffsets;
+ using Tester<T,U>::GetOptionsString;
+ using Tester<T,U>::GetSizesString;
+
+ // Test settings for the regular test. Append to these lists in case more tests are required.
+ const std::vector<size_t> kVectorDims = { 7, 93, 4096 };
+ const std::vector<size_t> kIncrements = { 1, 2, 7 };
+ const std::vector<size_t> kMatrixDims = { 7, 64 };
+ const std::vector<size_t> kMatrixVectorDims = { 61, 512 };
+ const std::vector<size_t> kBandSizes = { 4, 19 };
+ const std::vector<size_t> kOffsets = GetOffsets();
+ const std::vector<U> kAlphaValues = GetExampleScalars<U>(full_test_);
+ const std::vector<U> kBetaValues = GetExampleScalars<U>(full_test_);
+
+ // Test settings for the invalid tests
+ const std::vector<size_t> kInvalidIncrements = { 0, 1 };
+ const size_t kBufferSize = 64;
+ const std::vector<size_t> kMatSizes = {0, kBufferSize*kBufferSize-1, kBufferSize*kBufferSize};
+ const std::vector<size_t> kVecSizes = {0, kBufferSize - 1, kBufferSize};
+
+ // The layout/transpose/triangle options to test with
+ const std::vector<Layout> kLayouts = {Layout::kRowMajor, Layout::kColMajor};
+ const std::vector<Triangle> kTriangles = {Triangle::kUpper, Triangle::kLower};
+ const std::vector<Side> kSides = {Side::kLeft, Side::kRight};
+ const std::vector<Diagonal> kDiagonals = {Diagonal::kUnit, Diagonal::kNonUnit};
+ static const std::vector<Transpose> kTransposes; // Data-type dependent, see .cc-file
+
+ // Shorthand for the routine-specific functions passed to the tester
+ using Routine = std::function<StatusCode(const Arguments<U>&, Buffers<T>&, Queue&)>;
+ using ResultGet = std::function<std::vector<T>(const Arguments<U>&, Buffers<T>&, Queue&)>;
+ using ResultIndex = std::function<size_t(const Arguments<U>&, const size_t, const size_t)>;
+ using ResultIterator = std::function<size_t(const Arguments<U>&)>;
+
+ // Constructor, initializes the base class tester and input data
+ TestBlas(int argc, char *argv[], const bool silent,
+ const std::string &name, const std::vector<std::string> &options,
+ const Routine run_routine,
+ const Routine run_reference1, const Routine run_reference2,
+ const ResultGet get_result, const ResultIndex get_index,
+ const ResultIterator get_id1, const ResultIterator get_id2);
+
+ // The test functions, taking no inputs
+ void TestRegular(std::vector<Arguments<U>> &test_vector, const std::string &name);
+ void TestInvalid(std::vector<Arguments<U>> &test_vector, const std::string &name);
+
+ private:
+
+ // Source data to test with
+ std::vector<T> x_source_;
+ std::vector<T> y_source_;
+ std::vector<T> a_source_;
+ std::vector<T> b_source_;
+ std::vector<T> c_source_;
+ std::vector<T> ap_source_;
+ std::vector<T> scalar_source_;
+
+ // The routine-specific functions passed to the tester
+ Routine run_routine_;
+ Routine run_reference_;
+ ResultGet get_result_;
+ ResultIndex get_index_;
+ ResultIterator get_id1_;
+ ResultIterator get_id2_;
+};
+
+// =================================================================================================
+
+// The interface to the correctness tester. This is a separate function in the header such that it
+// is automatically compiled for each routine, templated by the parameter "C".
+template <typename C, typename T, typename U>
+size_t RunTests(int argc, char *argv[], const bool silent, const std::string &name) {
+
+ // Sets the reference to test against
+ #if defined(CLBLAST_REF_CLBLAS) && defined(CLBLAST_REF_CBLAS)
+ const auto reference_routine1 = C::RunReference1; // clBLAS
+ const auto reference_routine2 = C::RunReference2; // CBLAS
+ #elif CLBLAST_REF_CLBLAS
+ const auto reference_routine1 = C::RunReference1; // clBLAS
+ const auto reference_routine2 = C::RunReference1; // not used, dummy
+ #elif CLBLAST_REF_CBLAS
+ const auto reference_routine1 = C::RunReference2; // not used, dummy
+ const auto reference_routine2 = C::RunReference2; // CBLAS
+ #endif
+
+ // Non-BLAS routines cannot be fully tested
+ if (!silent && C::BLASLevel() == 4) {
+ fprintf(stdout, "\n* NOTE: This non-BLAS routine is tested against a custom implementation,\n");
+ fprintf(stdout, " not against clBLAS or a CPU BLAS library. Thus, the arguments '-clblas'\n");
+ fprintf(stdout, " and '-cblas' have no effect.\n");
+ }
+
+ // Creates a tester
+ auto options = C::GetOptions();
+ TestBlas<T,U> tester{argc, argv, silent, name, options,
+ C::RunRoutine, reference_routine1, reference_routine2,
+ C::DownloadResult, C::GetResultIndex, C::ResultID1, C::ResultID2};
+
+ // This variable holds the arguments relevant for this routine
+ auto args = Arguments<U>{};
+
+ // Initializes the vectors with a single element. If this particular option is relevant for this
+ // routine, this vector is overridden. Otherwise, it is unused - the value here does not matter.
+ auto ms = std::vector<size_t>{args.m};
+ auto ns = std::vector<size_t>{args.n};
+ auto ks = std::vector<size_t>{args.k};
+ auto kus = std::vector<size_t>{args.ku};
+ auto kls = std::vector<size_t>{args.kl};
+ auto layouts = std::vector<Layout>{args.layout};
+ auto a_transposes = std::vector<Transpose>{args.a_transpose};
+ auto b_transposes = std::vector<Transpose>{args.b_transpose};
+ auto sides = std::vector<Side>{args.side};
+ auto triangles = std::vector<Triangle>{args.triangle};
+ auto diagonals = std::vector<Diagonal>{args.diagonal};
+ auto x_incs = std::vector<size_t>{args.x_inc};
+ auto y_incs = std::vector<size_t>{args.y_inc};
+ auto x_offsets = std::vector<size_t>{args.x_offset};
+ auto y_offsets = std::vector<size_t>{args.y_offset};
+ auto a_lds = std::vector<size_t>{args.a_ld};
+ auto b_lds = std::vector<size_t>{args.b_ld};
+ auto c_lds = std::vector<size_t>{args.c_ld};
+ auto a_offsets = std::vector<size_t>{args.a_offset};
+ auto b_offsets = std::vector<size_t>{args.b_offset};
+ auto c_offsets = std::vector<size_t>{args.c_offset};
+ auto ap_offsets = std::vector<size_t>{args.ap_offset};
+ auto dot_offsets = std::vector<size_t>{args.dot_offset};
+ auto nrm2_offsets = std::vector<size_t>{args.nrm2_offset};
+ auto asum_offsets = std::vector<size_t>{args.asum_offset};
+ auto imax_offsets = std::vector<size_t>{args.imax_offset};
+ auto alphas = std::vector<U>{args.alpha};
+ auto betas = std::vector<U>{args.beta};
+ auto x_sizes = std::vector<size_t>{args.x_size};
+ auto y_sizes = std::vector<size_t>{args.y_size};
+ auto a_sizes = std::vector<size_t>{args.a_size};
+ auto b_sizes = std::vector<size_t>{args.b_size};
+ auto c_sizes = std::vector<size_t>{args.c_size};
+ auto ap_sizes = std::vector<size_t>{args.ap_size};
+
+ // Sets the dimensions of the matrices or vectors depending on the BLAS level
+ auto dimensions = (C::BLASLevel() == 4) ? tester.kMatrixDims : // non-BLAS extra routines
+ (C::BLASLevel() == 3) ? tester.kMatrixDims : // level 3
+ (C::BLASLevel() == 2) ? tester.kMatrixVectorDims : // level 2
+ tester.kVectorDims; // else: level 1
+
+ // For the options relevant to this routine, sets the vectors to proper values
+ for (auto &option: options) {
+ if (option == kArgM) { ms = dimensions; }
+ if (option == kArgN) { ns = dimensions; }
+ if (option == kArgK) { ks = dimensions; }
+ if (option == kArgKU) { kus = tester.kBandSizes; }
+ if (option == kArgKL) { kls = tester.kBandSizes; }
+ if (option == kArgLayout) { layouts = tester.kLayouts; }
+ if (option == kArgATransp) { a_transposes = C::GetATransposes(tester.kTransposes); }
+ if (option == kArgBTransp) { b_transposes = C::GetBTransposes(tester.kTransposes); }
+ if (option == kArgSide) { sides = tester.kSides; }
+ if (option == kArgTriangle) { triangles = tester.kTriangles; }
+ if (option == kArgDiagonal) { diagonals = tester.kDiagonals; }
+ if (option == kArgXInc) { x_incs = tester.kIncrements; }
+ if (option == kArgYInc) { y_incs = tester.kIncrements; }
+ if (option == kArgXOffset) { x_offsets = tester.kOffsets; }
+ if (option == kArgYOffset) { y_offsets = tester.kOffsets; }
+ if (option == kArgALeadDim) { a_lds = dimensions; }
+ if (option == kArgBLeadDim) { b_lds = dimensions; }
+ if (option == kArgCLeadDim) { c_lds = dimensions; }
+ if (option == kArgAOffset) { a_offsets = tester.kOffsets; }
+ if (option == kArgBOffset) { b_offsets = tester.kOffsets; }
+ if (option == kArgCOffset) { c_offsets = tester.kOffsets; }
+ if (option == kArgAPOffset) { ap_offsets = tester.kOffsets; }
+ if (option == kArgDotOffset) { dot_offsets = tester.kOffsets; }
+ if (option == kArgNrm2Offset) { nrm2_offsets = tester.kOffsets; }
+ if (option == kArgAsumOffset) { asum_offsets = tester.kOffsets; }
+ if (option == kArgImaxOffset) { imax_offsets = tester.kOffsets; }
+ if (option == kArgAlpha) { alphas = tester.kAlphaValues; }
+ if (option == kArgBeta) { betas = tester.kBetaValues; }
+
+ if (option == kArgXOffset) { x_sizes = tester.kVecSizes; }
+ if (option == kArgYOffset) { y_sizes = tester.kVecSizes; }
+ if (option == kArgAOffset) { a_sizes = tester.kMatSizes; }
+ if (option == kArgBOffset) { b_sizes = tester.kMatSizes; }
+ if (option == kArgCOffset) { c_sizes = tester.kMatSizes; }
+ if (option == kArgAPOffset) { ap_sizes = tester.kMatSizes; }
+ }
+
+ // Loops over the test-cases from a data-layout point of view
+ for (auto &layout: layouts) { args.layout = layout;
+ for (auto &a_transpose: a_transposes) { args.a_transpose = a_transpose;
+ for (auto &b_transpose: b_transposes) { args.b_transpose = b_transpose;
+ for (auto &side: sides) { args.side = side;
+ for (auto &triangle: triangles) { args.triangle = triangle;
+ for (auto &diagonal: diagonals) { args.diagonal = diagonal;
+
+ // Creates the arguments vector for the regular tests
+ auto regular_test_vector = std::vector<Arguments<U>>{};
+ auto r_args = args;
+ for (auto &m: ms) { r_args.m = m;
+ for (auto &n: ns) { r_args.n = n;
+ for (auto &k: ks) { r_args.k = k;
+ for (auto &ku: kus) { r_args.ku = ku;
+ for (auto &kl: kls) { r_args.kl = kl;
+ for (auto &x_inc: x_incs) { r_args.x_inc = x_inc;
+ for (auto &x_offset: x_offsets) { r_args.x_offset = x_offset;
+ for (auto &y_inc: y_incs) { r_args.y_inc = y_inc;
+ for (auto &y_offset: y_offsets) { r_args.y_offset = y_offset;
+ for (auto &a_ld: a_lds) { r_args.a_ld = a_ld;
+ for (auto &a_offset: a_offsets) { r_args.a_offset = a_offset;
+ for (auto &b_ld: b_lds) { r_args.b_ld = b_ld;
+ for (auto &b_offset: b_offsets) { r_args.b_offset = b_offset;
+ for (auto &c_ld: c_lds) { r_args.c_ld = c_ld;
+ for (auto &c_offset: c_offsets) { r_args.c_offset = c_offset;
+ for (auto &ap_offset: ap_offsets) { r_args.ap_offset = ap_offset;
+ for (auto &dot_offset: dot_offsets) { r_args.dot_offset = dot_offset;
+ for (auto &nrm2_offset: nrm2_offsets) { r_args.nrm2_offset = nrm2_offset;
+ for (auto &asum_offset: asum_offsets) { r_args.asum_offset = asum_offset;
+ for (auto &imax_offset: imax_offsets) { r_args.imax_offset = imax_offset;
+ for (auto &alpha: alphas) { r_args.alpha = alpha;
+ for (auto &beta: betas) { r_args.beta = beta;
+ C::SetSizes(r_args);
+ regular_test_vector.push_back(r_args);
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+ }
+
+ // 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;
+ 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