/******************************************************************************* * * MIT License * * Copyright (c) 2024 Advanced Micro Devices, Inc. * * 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 "unit_conv_solver.hpp" namespace { auto GetConvTestCases(miopenDataType_t datatype) { using TestCase = miopen::unit_tests::ConvTestCase; return std::vector{ // clang-format off // rage v4.6 TestCase{{1, 16, 135, 240}, {16, 16, 3, 3}, {1, 1}, {1, 1}, {1, 1}, datatype}, TestCase{{2, 4, 64, 64}, {16, 4, 3, 3}, {1, 1}, {1, 1}, {1, 1}, datatype}, // rage v4.7/v4.9 TestCase{{1, 16, 135, 240}, {16, 16, 5, 5}, {2, 2}, {1, 1}, {1, 1}, datatype}, TestCase{{2, 4, 64, 64}, {16, 4, 5, 5}, {2, 2}, {1, 1}, {1, 1}, datatype}, // group convs TestCase{{2, 15, 28, 28}, {15, 3, 3, 3}, {1, 1}, {1, 1}, {1, 1}, 5, datatype}, TestCase{{2, 15, 28, 28}, {15, 3, 5, 5}, {2, 2}, {1, 1}, {1, 1}, 5, datatype}, // clang-format on }; } auto GetConvTestCasesWrw(miopenDataType_t datatype) { using TestCase = miopen::unit_tests::ConvTestCase; return std::vector{ // clang-format off TestCase{{1, 16, 5, 5}, {16, 16, 3, 3}, {0, 0}, {1, 1}, {1, 1}, datatype}, TestCase{{1, 32, 7, 7}, { 4, 32, 3, 3}, {0, 0}, {1, 1}, {1, 1}, datatype}, // group convs TestCase{{1, 16, 5, 5}, {16, 1, 3, 3}, {0, 0}, {1, 1}, {1, 1}, 16, datatype}, TestCase{{2, 16, 28, 28}, {16, 1, 5, 5}, {2, 2}, {1, 1}, {1, 1}, 16, datatype}, // clang-format on }; } const auto& GetTestParams() { static const auto params = [] { auto p = miopen::unit_tests::UnitTestConvSolverParams(Gpu::gfx94X | Gpu::gfx120X); return p; }(); return params; } } // namespace using GPU_UnitTestConvSolverWinoRage2x3Fwd_FP16 = GPU_UnitTestConvSolverFwd_FP16; using GPU_UnitTestConvSolverWinoRage2x3Bwd_FP16 = GPU_UnitTestConvSolverBwd_FP16; using GPU_UnitTestConvSolverWinoRage2x3Wrw_FP16 = GPU_UnitTestConvSolverWrw_FP16; using CPU_UnitTestConvSolverWinoRage2x3DevApplicabilityFwd_NONE = CPU_UnitTestConvSolverDevApplicabilityFwd_NONE; TEST_P(GPU_UnitTestConvSolverWinoRage2x3Fwd_FP16, ConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{}); }; TEST_P(GPU_UnitTestConvSolverWinoRage2x3Bwd_FP16, ConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{}); }; TEST_P(GPU_UnitTestConvSolverWinoRage2x3Wrw_FP16, ConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{}); }; TEST_P(CPU_UnitTestConvSolverWinoRage2x3DevApplicabilityFwd_NONE, ConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{}); }; // Smoke tests INSTANTIATE_TEST_SUITE_P(Smoke, GPU_UnitTestConvSolverWinoRage2x3Fwd_FP16, testing::Combine(testing::Values(GetTestParams()), testing::Values(miopenConvolutionAlgoWinograd), testing::ValuesIn(GetConvTestCases(miopenHalf)))); INSTANTIATE_TEST_SUITE_P(Smoke, GPU_UnitTestConvSolverWinoRage2x3Bwd_FP16, testing::Combine(testing::Values(GetTestParams()), testing::Values(miopenConvolutionAlgoWinograd), testing::ValuesIn(GetConvTestCases(miopenHalf)))); INSTANTIATE_TEST_SUITE_P(Smoke, GPU_UnitTestConvSolverWinoRage2x3Wrw_FP16, testing::Combine(testing::Values(GetTestParams()), testing::Values(miopenConvolutionAlgoWinograd), testing::ValuesIn(GetConvTestCasesWrw(miopenHalf)))); // Device applicability test INSTANTIATE_TEST_SUITE_P(Smoke, CPU_UnitTestConvSolverWinoRage2x3DevApplicabilityFwd_NONE, testing::Combine(testing::Values(GetTestParams()), testing::Values(GetConvTestCases(miopenHalf)[0]))); // ===================================================================== // TransposedConvWinoRageRxS (NHWC layout) // ===================================================================== namespace { auto GetConvTestCasesNHWC(miopenDataType_t datatype) { using TestCase = miopen::unit_tests::ConvTestCase; return std::vector{ // clang-format off TestCase{ {datatype, miopenTensorNHWC, {1, 40, 20, 20}}, {datatype, miopenTensorNHWC, {20, 20, 3, 3}}, datatype, {{1, 1}, {1, 1}, {1, 1}, 2} }, // g=1 regression test for GetGroupConvLayout NHWC WrW fix TestCase{ {datatype, miopenTensorNHWC, {1, 20, 20, 20}}, {datatype, miopenTensorNHWC, {20, 20, 3, 3}}, datatype, {{1, 1}, {1, 1}, {1, 1}} }, // clang-format on }; } // WrW-specific NHWC test cases including degenerate spatial dimensions (H=1, W=1). // With degenerate dims, NCHW strides satisfy NHWC ordering, so HeuristicUpdateLayouts() // may fail to update the layout string after NHWC->NCHW transposition. // This exercises the GetGroupConvLayout fix for CHWN/HWCN/HWNC layouts. auto GetConvTestCasesNHWCWrw(miopenDataType_t datatype) { using TestCase = miopen::unit_tests::ConvTestCase; return std::vector{ // clang-format off TestCase{ {datatype, miopenTensorNHWC, {1, 40, 20, 20}}, {datatype, miopenTensorNHWC, {20, 20, 3, 3}}, datatype, {{1, 1}, {1, 1}, {1, 1}, 2} }, // g=1 regression test for GetGroupConvLayout NHWC WrW fix TestCase{ {datatype, miopenTensorNHWC, {1, 20, 20, 20}}, {datatype, miopenTensorNHWC, {20, 20, 3, 3}}, datatype, {{1, 1}, {1, 1}, {1, 1}} }, // Degenerate spatial dims (H=1, W=1) with 1x1 filter that has ambiguous layout strides // so HeuristicUpdateLayouts() can't fix the layout string after NHWC->NCHW transposition. // Targets GetSwappedNCLayout(NHWC)->CHWN // then hits missing return in GetGroupConvLayout. TestCase{ {datatype, miopenTensorNHWC, {2, 40, 1, 1}}, {datatype, miopenTensorNHWC, {8, 40, 1, 1}}, datatype, {{0, 0}, {1, 1}, {1, 1}} }, // clang-format on }; } } // namespace using GPU_UnitTestConvSolverTransposedWinoRageRxSFwd_FP16 = GPU_UnitTestConvSolverFwd_FP16; using GPU_UnitTestConvSolverTransposedWinoRageRxSBwd_FP16 = GPU_UnitTestConvSolverBwd_FP16; using GPU_UnitTestConvSolverTransposedWinoRageRxSWrw_FP16 = GPU_UnitTestConvSolverWrw_FP16; using CPU_UnitTestConvSolverTransposedWinoRageRxSDevApplicabilityFwd_NONE = CPU_UnitTestConvSolverDevApplicabilityFwd_NONE; TEST_P(GPU_UnitTestConvSolverTransposedWinoRageRxSFwd_FP16, TransposedConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{}); }; TEST_P(GPU_UnitTestConvSolverTransposedWinoRageRxSBwd_FP16, TransposedConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{}); }; TEST_P(GPU_UnitTestConvSolverTransposedWinoRageRxSWrw_FP16, TransposedConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{}); }; TEST_P(CPU_UnitTestConvSolverTransposedWinoRageRxSDevApplicabilityFwd_NONE, TransposedConvWinoRageRxSf2x3) { this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{}); }; // Smoke tests INSTANTIATE_TEST_SUITE_P(Smoke, GPU_UnitTestConvSolverTransposedWinoRageRxSFwd_FP16, testing::Combine(testing::Values(GetTestParams()), testing::Values(miopenConvolutionAlgoWinograd), testing::ValuesIn(GetConvTestCasesNHWC(miopenHalf)))); INSTANTIATE_TEST_SUITE_P(Smoke, GPU_UnitTestConvSolverTransposedWinoRageRxSBwd_FP16, testing::Combine(testing::Values(GetTestParams()), testing::Values(miopenConvolutionAlgoWinograd), testing::ValuesIn(GetConvTestCasesNHWC(miopenHalf)))); INSTANTIATE_TEST_SUITE_P(Smoke, GPU_UnitTestConvSolverTransposedWinoRageRxSWrw_FP16, testing::Combine(testing::Values(GetTestParams()), testing::Values(miopenConvolutionAlgoWinograd), testing::ValuesIn(GetConvTestCasesNHWCWrw(miopenHalf)))); // Device applicability test INSTANTIATE_TEST_SUITE_P(Smoke, CPU_UnitTestConvSolverTransposedWinoRageRxSDevApplicabilityFwd_NONE, testing::Combine(testing::Values(GetTestParams()), testing::Values(GetConvTestCasesNHWC(miopenHalf)[0])));