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Add SpMV test for DIA-I and DIA-J #974
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//////////////////////////////////////////////////////////////////////////////// | ||
// BSD 3-Clause License | ||
// | ||
// Copyright (c) 2025, NVIDIA Corporation | ||
// All rights reserved. | ||
// | ||
// Redistribution and use in source and binary forms, with or without | ||
// modification, are permitted provided that the following conditions are met: | ||
// | ||
// 1. Redistributions of source code must retain the above copyright notice, | ||
// this list of conditions and the following disclaimer. | ||
// | ||
// 2. Redistributions in binary form must reproduce the above copyright notice, | ||
// this list of conditions and the following disclaimer in the documentation | ||
// and/or other materials provided with the distribution. | ||
// | ||
// 3. Neither the name of the copyright holder nor the names of its | ||
// contributors may be used to endorse or promote products derived from | ||
// this software without specific prior written permission. | ||
// | ||
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE | ||
// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE | ||
// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR | ||
// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF | ||
// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS | ||
// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN | ||
// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) | ||
// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE | ||
// POSSIBILITY OF SUCH DAMAGE. | ||
///////////////////////////////////////////////////////////////////////////////// | ||
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#include "assert.h" | ||
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#include "matx.h" | ||
#include "test_types.h" | ||
#include "utilities.h" | ||
#include "gtest/gtest.h" | ||
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using namespace matx; | ||
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// | ||
// Helper method to construct: | ||
// | ||
// | 1 1 0 0 | | ||
// | -1 2 1 0 | | ||
// | 0 -1 3 1 | | ||
// | 0 0 -1 4 | | ||
// | ||
template <typename T, typename IDX> static auto makeDIA() { | ||
const index_t n = 4; | ||
const index_t d = 3; | ||
auto D = make_tensor<T>({d * n}); | ||
// DL ////////////////////// | ||
D(0) = static_cast<T>(-1); | ||
D(1) = static_cast<T>(-1); | ||
D(2) = static_cast<T>(-1); | ||
D(3) = static_cast<T>(-1); | ||
// DM ////////////////////// | ||
D(4) = static_cast<T>(1); | ||
D(5) = static_cast<T>(2); | ||
D(6) = static_cast<T>(3); | ||
D(7) = static_cast<T>(4); | ||
// DU ////////////////////// | ||
D(8) = static_cast<T>(1); | ||
D(9) = static_cast<T>(1); | ||
D(10) = static_cast<T>(1); | ||
D(11) = static_cast<T>(1); | ||
// FIX DL/DU /////////////// | ||
if constexpr (std::is_same_v<IDX, experimental::DIA_INDEX_I>) { | ||
D(0) = static_cast<T>(0); | ||
D(11) = static_cast<T>(0); | ||
} else { | ||
D(3) = static_cast<T>(0); | ||
D(8) = static_cast<T>(0); | ||
} | ||
//////////////////////////// | ||
auto O = make_tensor<index_t>({d}); | ||
O(0) = -1; | ||
O(1) = 0; | ||
O(2) = 1; | ||
return experimental::make_tensor_dia<IDX>(D, O, {n, n}); | ||
} | ||
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template <typename T> static auto makeB() { | ||
const index_t n = 4; | ||
tensor_t<T, 1> B = make_tensor<T>({n}); | ||
B(0) = static_cast<T>(10); | ||
B(1) = static_cast<T>(20); | ||
B(2) = static_cast<T>(30); | ||
B(3) = static_cast<T>(40); | ||
return B; | ||
} | ||
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template <typename T> static auto makeC() { | ||
const index_t n = 4; | ||
tensor_t<T, 1> C = make_tensor<T>({n}); | ||
C(0) = static_cast<T>(30); | ||
C(1) = static_cast<T>(60); | ||
C(2) = static_cast<T>(110); | ||
C(3) = static_cast<T>(130); | ||
return C; | ||
} | ||
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template <typename T> class MatvecSparseTest : public ::testing::Test { | ||
protected: | ||
using GTestType = cuda::std::tuple_element_t<0, T>; | ||
using GExecType = cuda::std::tuple_element_t<1, T>; | ||
void SetUp() override { CheckTestTypeSupport<GTestType>(); } | ||
float thresh = 0.001f; | ||
}; | ||
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template <typename T> | ||
class MatvecSparseTestsAll : public MatvecSparseTest<T> {}; | ||
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TYPED_TEST_SUITE(MatvecSparseTestsAll, MatXFloatNonComplexHalfTypesCUDAExec); | ||
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TYPED_TEST(MatvecSparseTestsAll, MatvecDIAI) { | ||
MATX_ENTER_HANDLER(); | ||
using TestType = cuda::std::tuple_element_t<0, TypeParam>; | ||
using ExecType = cuda::std::tuple_element_t<1, TypeParam>; | ||
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ExecType exec{}; | ||
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auto A = makeDIA<TestType, experimental::DIA_INDEX_I>(); | ||
auto B = makeB<TestType>(); | ||
auto C = makeC<TestType>(); | ||
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const auto m = A.Size(0); | ||
const auto n = A.Size(1); | ||
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// Matvec. | ||
auto O = make_tensor<TestType>({m}); | ||
(O = matvec(A, B)).run(exec); | ||
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// Verify result. | ||
exec.sync(); | ||
for (index_t i = 0; i < m; i++) { | ||
if constexpr (is_complex_v<TestType>) { | ||
ASSERT_NEAR(O(i).real(), C(i).real(), this->thresh); | ||
ASSERT_NEAR(O(i).imag(), C(i).imag(), this->thresh); | ||
} else { | ||
ASSERT_NEAR(O(i), C(i), this->thresh); | ||
} | ||
} | ||
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MATX_EXIT_HANDLER(); | ||
} | ||
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TYPED_TEST(MatvecSparseTestsAll, MatvecDIAJ) { | ||
MATX_ENTER_HANDLER(); | ||
using TestType = cuda::std::tuple_element_t<0, TypeParam>; | ||
using ExecType = cuda::std::tuple_element_t<1, TypeParam>; | ||
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ExecType exec{}; | ||
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auto A = makeDIA<TestType, experimental::DIA_INDEX_J>(); | ||
auto B = makeB<TestType>(); | ||
auto C = makeC<TestType>(); | ||
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const auto m = A.Size(0); | ||
const auto n = A.Size(1); | ||
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// Matvec. | ||
auto O = make_tensor<TestType>({m}); | ||
(O = matvec(A, B)).run(exec); | ||
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// Verify result. | ||
exec.sync(); | ||
for (index_t i = 0; i < m; i++) { | ||
if constexpr (is_complex_v<TestType>) { | ||
ASSERT_NEAR(O(i).real(), C(i).real(), this->thresh); | ||
ASSERT_NEAR(O(i).imag(), C(i).imag(), this->thresh); | ||
} else { | ||
ASSERT_NEAR(O(i), C(i), this->thresh); | ||
} | ||
} | ||
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MATX_EXIT_HANDLER(); | ||
} |
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