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246 lines
10 KiB
C++
246 lines
10 KiB
C++
/*******************************************************************************
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*
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* MIT License
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*
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* Copyright (c) 2024 Advanced Micro Devices, Inc.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in all
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* copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*
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*******************************************************************************/
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#include "unit_conv_solver.hpp"
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namespace {
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auto GetConvTestCases(miopenDataType_t datatype)
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{
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using TestCase = miopen::unit_tests::ConvTestCase;
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return std::vector{
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// clang-format off
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// rage v4.6
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TestCase{{1, 16, 135, 240}, {16, 16, 3, 3}, {1, 1}, {1, 1}, {1, 1}, datatype},
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TestCase{{2, 4, 64, 64}, {16, 4, 3, 3}, {1, 1}, {1, 1}, {1, 1}, datatype},
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// rage v4.7/v4.9
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TestCase{{1, 16, 135, 240}, {16, 16, 5, 5}, {2, 2}, {1, 1}, {1, 1}, datatype},
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TestCase{{2, 4, 64, 64}, {16, 4, 5, 5}, {2, 2}, {1, 1}, {1, 1}, datatype},
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// group convs
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TestCase{{2, 15, 28, 28}, {15, 3, 3, 3}, {1, 1}, {1, 1}, {1, 1}, 5, datatype},
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TestCase{{2, 15, 28, 28}, {15, 3, 5, 5}, {2, 2}, {1, 1}, {1, 1}, 5, datatype},
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// clang-format on
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};
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}
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auto GetConvTestCasesWrw(miopenDataType_t datatype)
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{
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using TestCase = miopen::unit_tests::ConvTestCase;
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return std::vector{
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// clang-format off
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TestCase{{1, 16, 5, 5}, {16, 16, 3, 3}, {0, 0}, {1, 1}, {1, 1}, datatype},
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TestCase{{1, 32, 7, 7}, { 4, 32, 3, 3}, {0, 0}, {1, 1}, {1, 1}, datatype},
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// group convs
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TestCase{{1, 16, 5, 5}, {16, 1, 3, 3}, {0, 0}, {1, 1}, {1, 1}, 16, datatype},
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TestCase{{2, 16, 28, 28}, {16, 1, 5, 5}, {2, 2}, {1, 1}, {1, 1}, 16, datatype},
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// clang-format on
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};
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}
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const auto& GetTestParams()
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{
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static const auto params = [] {
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auto p = miopen::unit_tests::UnitTestConvSolverParams(Gpu::gfx94X | Gpu::gfx120X);
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return p;
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}();
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return params;
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}
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} // namespace
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using GPU_UnitTestConvSolverWinoRage2x3Fwd_FP16 = GPU_UnitTestConvSolverFwd_FP16;
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using GPU_UnitTestConvSolverWinoRage2x3Bwd_FP16 = GPU_UnitTestConvSolverBwd_FP16;
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using GPU_UnitTestConvSolverWinoRage2x3Wrw_FP16 = GPU_UnitTestConvSolverWrw_FP16;
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using CPU_UnitTestConvSolverWinoRage2x3DevApplicabilityFwd_NONE =
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CPU_UnitTestConvSolverDevApplicabilityFwd_NONE;
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TEST_P(GPU_UnitTestConvSolverWinoRage2x3Fwd_FP16, ConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{});
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};
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TEST_P(GPU_UnitTestConvSolverWinoRage2x3Bwd_FP16, ConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{});
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};
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TEST_P(GPU_UnitTestConvSolverWinoRage2x3Wrw_FP16, ConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{});
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};
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TEST_P(CPU_UnitTestConvSolverWinoRage2x3DevApplicabilityFwd_NONE, ConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::ConvWinoRageRxS<2, 3>{});
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};
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// Smoke tests
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INSTANTIATE_TEST_SUITE_P(Smoke,
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GPU_UnitTestConvSolverWinoRage2x3Fwd_FP16,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(miopenConvolutionAlgoWinograd),
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testing::ValuesIn(GetConvTestCases(miopenHalf))));
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INSTANTIATE_TEST_SUITE_P(Smoke,
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GPU_UnitTestConvSolverWinoRage2x3Bwd_FP16,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(miopenConvolutionAlgoWinograd),
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testing::ValuesIn(GetConvTestCases(miopenHalf))));
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INSTANTIATE_TEST_SUITE_P(Smoke,
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GPU_UnitTestConvSolverWinoRage2x3Wrw_FP16,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(miopenConvolutionAlgoWinograd),
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testing::ValuesIn(GetConvTestCasesWrw(miopenHalf))));
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// Device applicability test
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INSTANTIATE_TEST_SUITE_P(Smoke,
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CPU_UnitTestConvSolverWinoRage2x3DevApplicabilityFwd_NONE,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(GetConvTestCases(miopenHalf)[0])));
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// =====================================================================
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// TransposedConvWinoRageRxS (NHWC layout)
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// =====================================================================
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namespace {
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auto GetConvTestCasesNHWC(miopenDataType_t datatype)
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{
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using TestCase = miopen::unit_tests::ConvTestCase;
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return std::vector{
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// clang-format off
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TestCase{
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{datatype, miopenTensorNHWC, {1, 40, 20, 20}},
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{datatype, miopenTensorNHWC, {20, 20, 3, 3}},
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datatype,
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{{1, 1}, {1, 1}, {1, 1}, 2}
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},
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// g=1 regression test for GetGroupConvLayout NHWC WrW fix
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TestCase{
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{datatype, miopenTensorNHWC, {1, 20, 20, 20}},
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{datatype, miopenTensorNHWC, {20, 20, 3, 3}},
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datatype,
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{{1, 1}, {1, 1}, {1, 1}}
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},
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// clang-format on
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};
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}
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// WrW-specific NHWC test cases including degenerate spatial dimensions (H=1, W=1).
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// With degenerate dims, NCHW strides satisfy NHWC ordering, so HeuristicUpdateLayouts()
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// may fail to update the layout string after NHWC->NCHW transposition.
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// This exercises the GetGroupConvLayout fix for CHWN/HWCN/HWNC layouts.
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auto GetConvTestCasesNHWCWrw(miopenDataType_t datatype)
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{
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using TestCase = miopen::unit_tests::ConvTestCase;
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return std::vector{
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// clang-format off
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TestCase{
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{datatype, miopenTensorNHWC, {1, 40, 20, 20}},
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{datatype, miopenTensorNHWC, {20, 20, 3, 3}},
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datatype,
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{{1, 1}, {1, 1}, {1, 1}, 2}
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},
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// g=1 regression test for GetGroupConvLayout NHWC WrW fix
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TestCase{
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{datatype, miopenTensorNHWC, {1, 20, 20, 20}},
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{datatype, miopenTensorNHWC, {20, 20, 3, 3}},
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datatype,
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{{1, 1}, {1, 1}, {1, 1}}
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},
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// Degenerate spatial dims (H=1, W=1) with 1x1 filter that has ambiguous layout strides
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// so HeuristicUpdateLayouts() can't fix the layout string after NHWC->NCHW transposition.
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// Targets GetSwappedNCLayout(NHWC)->CHWN
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// then hits missing return in GetGroupConvLayout.
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TestCase{
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{datatype, miopenTensorNHWC, {2, 40, 1, 1}},
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{datatype, miopenTensorNHWC, {8, 40, 1, 1}},
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datatype,
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{{0, 0}, {1, 1}, {1, 1}}
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},
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// clang-format on
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};
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}
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} // namespace
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using GPU_UnitTestConvSolverTransposedWinoRageRxSFwd_FP16 = GPU_UnitTestConvSolverFwd_FP16;
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using GPU_UnitTestConvSolverTransposedWinoRageRxSBwd_FP16 = GPU_UnitTestConvSolverBwd_FP16;
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using GPU_UnitTestConvSolverTransposedWinoRageRxSWrw_FP16 = GPU_UnitTestConvSolverWrw_FP16;
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using CPU_UnitTestConvSolverTransposedWinoRageRxSDevApplicabilityFwd_NONE =
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CPU_UnitTestConvSolverDevApplicabilityFwd_NONE;
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TEST_P(GPU_UnitTestConvSolverTransposedWinoRageRxSFwd_FP16, TransposedConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{});
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};
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TEST_P(GPU_UnitTestConvSolverTransposedWinoRageRxSBwd_FP16, TransposedConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{});
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};
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TEST_P(GPU_UnitTestConvSolverTransposedWinoRageRxSWrw_FP16, TransposedConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{});
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};
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TEST_P(CPU_UnitTestConvSolverTransposedWinoRageRxSDevApplicabilityFwd_NONE,
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TransposedConvWinoRageRxSf2x3)
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{
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this->RunTest(miopen::solver::conv::TransposedConvWinoRageRxS<2, 3>{});
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};
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// Smoke tests
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INSTANTIATE_TEST_SUITE_P(Smoke,
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GPU_UnitTestConvSolverTransposedWinoRageRxSFwd_FP16,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(miopenConvolutionAlgoWinograd),
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testing::ValuesIn(GetConvTestCasesNHWC(miopenHalf))));
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INSTANTIATE_TEST_SUITE_P(Smoke,
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GPU_UnitTestConvSolverTransposedWinoRageRxSBwd_FP16,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(miopenConvolutionAlgoWinograd),
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testing::ValuesIn(GetConvTestCasesNHWC(miopenHalf))));
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INSTANTIATE_TEST_SUITE_P(Smoke,
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GPU_UnitTestConvSolverTransposedWinoRageRxSWrw_FP16,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(miopenConvolutionAlgoWinograd),
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testing::ValuesIn(GetConvTestCasesNHWCWrw(miopenHalf))));
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// Device applicability test
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INSTANTIATE_TEST_SUITE_P(Smoke,
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CPU_UnitTestConvSolverTransposedWinoRageRxSDevApplicabilityFwd_NONE,
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testing::Combine(testing::Values(GetTestParams()),
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testing::Values(GetConvTestCasesNHWC(miopenHalf)[0])));
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