/******************************************************************************* * * MIT License * * Copyright (C) 2019-2022 Advanced Micro Devices, Inc. All rights reserved. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. * *******************************************************************************/ #include #include #include using namespace Tensile; TEST(ContractionProblem, OperationDescription) { EXPECT_EQ(ContractionProblem::GEMM(false, false, 4, 4, 4, 4, 4, 4, 1.5, false, 2).beta(), 1.5); EXPECT_EQ(ContractionProblem::GEMM(false, false, 4, 4, 4, 4, 4, 4, 1.5, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[ilk] * B[ljk]) + beta * C[ijk]"); EXPECT_EQ(ContractionProblem::GEMM(false, true, 4, 4, 4, 4, 4, 4, 1.5, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[ilk] * B[jlk]) + beta * C[ijk]"); EXPECT_EQ(ContractionProblem::GEMM(true, false, 4, 4, 4, 4, 4, 4, 1.5, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[lik] * B[ljk]) + beta * C[ijk]"); EXPECT_EQ(ContractionProblem::GEMM(true, true, 4, 4, 4, 4, 4, 4, 1.5, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[lik] * B[jlk]) + beta * C[ijk]"); EXPECT_EQ(ContractionProblem::GEMM(false, false, 4, 4, 4, 4, 4, 4, 0.0, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[ilk] * B[ljk])"); EXPECT_EQ(ContractionProblem::GEMM(false, true, 4, 4, 4, 4, 4, 4, 0.0, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[ilk] * B[jlk])"); EXPECT_EQ(ContractionProblem::GEMM(true, false, 4, 4, 4, 4, 4, 4, 0.0, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[lik] * B[ljk])"); EXPECT_EQ(ContractionProblem::GEMM(true, true, 4, 4, 4, 4, 4, 4, 0.0, false, 2) .operationDescription(), "D[ijk] = alpha * (Sum[l] A[lik] * B[jlk])"); } TEST(ContractionProblem, OperationIdentifier) { EXPECT_EQ(ContractionProblem::GEMM(false, false, 4, 4, 4, 4, 4, 4, 1.5, false, 2) .operationIdentifier(), "Contraction_l_Ailk_Bljk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(false, true, 4, 4, 4, 4, 4, 4, 1.5, false, 2) .operationIdentifier(), "Contraction_l_Ailk_Bjlk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(true, false, 4, 4, 4, 4, 4, 4, 1.5, false, 2) .operationIdentifier(), "Contraction_l_Alik_Bljk_Cijk_Dijk"); EXPECT_EQ( ContractionProblem::GEMM(true, true, 4, 4, 4, 4, 4, 4, 1.5, false, 2).operationIdentifier(), "Contraction_l_Alik_Bjlk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(false, false, 4, 4, 4, 4, 4, 4, 1.0, false, 2) .operationIdentifier(), "Contraction_l_Ailk_Bljk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(false, true, 4, 4, 4, 4, 4, 4, 1.0, false, 2) .operationIdentifier(), "Contraction_l_Ailk_Bjlk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(true, false, 4, 4, 4, 4, 4, 4, 1.0, false, 2) .operationIdentifier(), "Contraction_l_Alik_Bljk_Cijk_Dijk"); EXPECT_EQ( ContractionProblem::GEMM(true, true, 4, 4, 4, 4, 4, 4, 1.0, false, 2).operationIdentifier(), "Contraction_l_Alik_Bjlk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(false, false, 4, 4, 4, 4, 4, 4, 0.0, false, 2) .operationIdentifier(), "Contraction_l_Ailk_Bljk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(false, true, 4, 4, 4, 4, 4, 4, 0.0, false, 2) .operationIdentifier(), "Contraction_l_Ailk_Bjlk_Cijk_Dijk"); EXPECT_EQ(ContractionProblem::GEMM(true, false, 4, 4, 4, 4, 4, 4, 0.0, false, 2) .operationIdentifier(), "Contraction_l_Alik_Bljk_Cijk_Dijk"); EXPECT_EQ( ContractionProblem::GEMM(true, true, 4, 4, 4, 4, 4, 4, 0.0, false, 2).operationIdentifier(), "Contraction_l_Alik_Bjlk_Cijk_Dijk"); } TEST(ContractionProblem, FromOperationIdentifier) { std::vector sizes{5, 6, 4, 2}; std::vector empty; std::string identifier = "Contraction_l_AlikC_Bjlk_Cijk_Dijk"; auto problem = ContractionProblem::FromIndexSizes(identifier, sizes, DataType::ComplexFloat, empty, DataType::ComplexFloat, empty, DataType::ComplexFloat, empty, DataType::ComplexFloat, empty, 2.0); EXPECT_EQ(problem.operationIdentifier(), identifier); identifier = "Contraction_l_ALik_Bjlk_Cijk_Dijk"; auto mirrorProblem = ContractionProblem::FromIndexSizes(identifier, sizes, DataType::Float, empty, DataType::Float, empty, DataType::Float, empty, DataType::Float, empty, 2.0); EXPECT_TRUE(mirrorProblem.boundIndices()[0].aMirror); EXPECT_FALSE(mirrorProblem.boundIndices()[0].bMirror); EXPECT_EQ(mirrorProblem.operationIdentifier(), identifier); } #if 0 TEST(ContractionProblem, Simple) { TensorOps noOps; TensorDescriptor a(DataType::Float, {1534, 2147, 28}); TensorDescriptor b(DataType::Float, {2147, 3481, 28}); TensorDescriptor c(DataType::Float, {1534, 3481, 28}); ContractionProblem p(a, noOps, b, noOps, c, noOps, c, noOps, false); EXPECT_EQ(p.blas_m(), 1534); EXPECT_EQ(p.blas_n(), 3481); EXPECT_EQ(p.blas_k(), 2147); EXPECT_EQ(p.blas_batchCount(), 28); EXPECT_EQ(p.blas_transA(), false); EXPECT_EQ(p.blas_transB(), false); EXPECT_EQ(p.tensile_I(), 1534); EXPECT_EQ(p.tensile_J(), 3481); EXPECT_EQ(p.tensile_K(), 28); EXPECT_EQ(p.tensile_L(), 2147); EXPECT_EQ(p.tensile_strideA1(), 1534); EXPECT_EQ(p.tensile_strideA2(), 1534*2147); EXPECT_EQ(p.tensile_strideB1(), 2147); EXPECT_EQ(p.tensile_strideB2(), 2147*3481); EXPECT_EQ(p.tensile_strideC1(), 1534); EXPECT_EQ(p.tensile_strideC2(), 1534*3481); EXPECT_EQ(p.tensile_strideD1(), 1534); EXPECT_EQ(p.tensile_strideD2(), 1534*3481); } TEST(ContractionProblem, TransposeA) { TensorOps noOps; TensorDescriptor a(DataType::Float, {2147, 1534, 28}); TensorDescriptor b(DataType::Float, {2147, 3481, 28}); TensorDescriptor c(DataType::Float, {1534, 3481, 28}); a.transpose(0,1); ContractionProblem p(a, noOps, b, noOps, c, noOps, c, noOps, false); EXPECT_EQ(p.blas_m(), 1534); EXPECT_EQ(p.blas_n(), 3481); EXPECT_EQ(p.blas_k(), 2147); EXPECT_EQ(p.blas_batchCount(), 28); EXPECT_EQ(p.blas_transA(), true); EXPECT_EQ(p.blas_transB(), false); EXPECT_EQ(p.tensile_I(), 1534); EXPECT_EQ(p.tensile_J(), 3481); EXPECT_EQ(p.tensile_K(), 28); EXPECT_EQ(p.tensile_L(), 2147); EXPECT_EQ(p.tensile_strideA1(), 2147); EXPECT_EQ(p.tensile_strideA2(), 1534*2147); EXPECT_EQ(p.tensile_strideB1(), 2147); EXPECT_EQ(p.tensile_strideB2(), 2147*3481); EXPECT_EQ(p.tensile_strideC1(), 1534); EXPECT_EQ(p.tensile_strideC2(), 1534*3481); EXPECT_EQ(p.tensile_strideD1(), 1534); EXPECT_EQ(p.tensile_strideD2(), 1534*3481); } TEST(ContractionProblem, TransposeB) { TensorOps noOps; TensorDescriptor a(DataType::Float, {1534, 2147, 28}); TensorDescriptor b(DataType::Float, {3481, 2147, 28}); TensorDescriptor c(DataType::Float, {1534, 3481, 28}); b.transpose(0,1); ContractionProblem p(a, noOps, b, noOps, c, noOps, c, noOps, false); EXPECT_EQ(p.blas_m(), 1534); EXPECT_EQ(p.blas_n(), 3481); EXPECT_EQ(p.blas_k(), 2147); EXPECT_EQ(p.blas_batchCount(), 28); EXPECT_EQ(p.blas_transA(), false); EXPECT_EQ(p.blas_transB(), true); EXPECT_EQ(p.tensile_I(), 1534); EXPECT_EQ(p.tensile_J(), 3481); EXPECT_EQ(p.tensile_K(), 28); EXPECT_EQ(p.tensile_L(), 2147); EXPECT_EQ(p.tensile_strideA1(), 1534); EXPECT_EQ(p.tensile_strideA2(), 1534*2147); EXPECT_EQ(p.tensile_strideB1(), 3481); EXPECT_EQ(p.tensile_strideB2(), 2147*3481); EXPECT_EQ(p.tensile_strideC1(), 1534); EXPECT_EQ(p.tensile_strideC2(), 1534*3481); EXPECT_EQ(p.tensile_strideD1(), 1534); EXPECT_EQ(p.tensile_strideD2(), 1534*3481); } TEST(ContractionProblem, TransposeAB) { TensorOps noOps; TensorDescriptor a(DataType::Float, {2147, 1534, 28}); TensorDescriptor b(DataType::Float, {3481, 2147, 28}); TensorDescriptor c(DataType::Float, {1534, 3481, 28}); a.transpose(0,1); b.transpose(0,1); ContractionProblem p(a, noOps, b, noOps, c, noOps, c, noOps, false); EXPECT_EQ(p.blas_m(), 1534); EXPECT_EQ(p.blas_n(), 3481); EXPECT_EQ(p.blas_k(), 2147); EXPECT_EQ(p.blas_batchCount(), 28); EXPECT_EQ(p.blas_transA(), true); EXPECT_EQ(p.blas_transB(), true); EXPECT_EQ(p.tensile_I(), 1534); EXPECT_EQ(p.tensile_J(), 3481); EXPECT_EQ(p.tensile_K(), 28); EXPECT_EQ(p.tensile_L(), 2147); EXPECT_EQ(p.tensile_strideA1(), 2147); EXPECT_EQ(p.tensile_strideA2(), 1534*2147); EXPECT_EQ(p.tensile_strideB1(), 3481); EXPECT_EQ(p.tensile_strideB2(), 2147*3481); EXPECT_EQ(p.tensile_strideC1(), 1534); EXPECT_EQ(p.tensile_strideC2(), 1534*3481); EXPECT_EQ(p.tensile_strideD1(), 1534); EXPECT_EQ(p.tensile_strideD2(), 1534*3481); } TEST(ContractionProblem, Padding) { TensorOps noOps; TensorDescriptor a(DataType::Float, {1534, 2147, 28}, {1536, 2147, 28}); TensorDescriptor b(DataType::Float, {2147, 3481, 28}, {2176, 3481, 28}); TensorDescriptor c(DataType::Float, {1534, 3481, 28}, {1536, 3481, 28}); TensorDescriptor d(DataType::Float, {1534, 3481, 28}, {1568, 3481, 28}); ContractionProblem p(a, noOps, b, noOps, c, noOps, d, noOps, false); EXPECT_EQ(p.blas_m(), 1534); EXPECT_EQ(p.blas_n(), 3481); EXPECT_EQ(p.blas_k(), 2147); EXPECT_EQ(p.blas_batchCount(), 28); EXPECT_EQ(p.blas_transA(), false); EXPECT_EQ(p.blas_transB(), false); EXPECT_EQ(p.tensile_I(), 1534); EXPECT_EQ(p.tensile_J(), 3481); EXPECT_EQ(p.tensile_K(), 28); EXPECT_EQ(p.tensile_L(), 2147); EXPECT_EQ(p.tensile_strideA1(), 1536); EXPECT_EQ(p.tensile_strideA2(), 1536*2147); EXPECT_EQ(p.tensile_strideB1(), 2176); EXPECT_EQ(p.tensile_strideB2(), 2176*3481); EXPECT_EQ(p.tensile_strideC1(), 1536); EXPECT_EQ(p.tensile_strideC2(), 1536*3481); EXPECT_EQ(p.tensile_strideD1(), 1568); EXPECT_EQ(p.tensile_strideD2(), 1568*3481); } TEST(ContractionProblem, Bad) { TensorOps noOps; TensorDescriptor a(DataType::Float, {2147, 1534, 28}); TensorDescriptor b(DataType::Float, {3481, 2147, 28}); TensorDescriptor c(DataType::Float, {1534, 3481, 28}); TensorDescriptor b_batch(DataType::Float, {3481, 2147, 12}); EXPECT_THROW(ContractionProblem(a, noOps, a, noOps, c, noOps, c, noOps, false), std::runtime_error); EXPECT_THROW(ContractionProblem(a, noOps, b, noOps, c, noOps, a, noOps, false), std::runtime_error); EXPECT_THROW(ContractionProblem(a, noOps, b, noOps, a, noOps, c, noOps, false), std::runtime_error); EXPECT_THROW(ContractionProblem(a, noOps, b_batch, noOps, c, noOps, c, noOps, false), std::runtime_error); a.transpose(0,1); b.transpose(0,1); ContractionProblem p(a, noOps, b, noOps, c, noOps, c, noOps, false); EXPECT_EQ(p.blas_m(), 1534); EXPECT_EQ(p.blas_n(), 3481); EXPECT_EQ(p.blas_k(), 2147); EXPECT_EQ(p.blas_batchCount(), 28); EXPECT_EQ(p.blas_transA(), true); EXPECT_EQ(p.blas_transB(), true); EXPECT_EQ(p.tensile_I(), 1534); EXPECT_EQ(p.tensile_J(), 3481); EXPECT_EQ(p.tensile_K(), 28); EXPECT_EQ(p.tensile_L(), 2147); EXPECT_EQ(p.tensile_strideA1(), 2147); EXPECT_EQ(p.tensile_strideA2(), 1534*2147); EXPECT_EQ(p.tensile_strideB1(), 3481); EXPECT_EQ(p.tensile_strideB2(), 2147*3481); EXPECT_EQ(p.tensile_strideC1(), 1534); EXPECT_EQ(p.tensile_strideC2(), 1534*3481); EXPECT_EQ(p.tensile_strideD1(), 1534); EXPECT_EQ(p.tensile_strideD2(), 1534*3481); } #endif