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[Test][gtest] Sl/test solver (#1877)
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/******************************************************************************* | ||
* | ||
* MIT License | ||
* | ||
* Copyright (c) 2022 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. | ||
* | ||
*******************************************************************************/ | ||
#pragma once | ||
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#include <gtest/gtest.h> | ||
#include "cpu_conv.hpp" | ||
#include "get_handle.hpp" | ||
#include "tensor_util.hpp" | ||
#include <fusionHost.hpp> | ||
#include <miopen/conv/data_invoke_params.hpp> | ||
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template <typename T> | ||
miopenDataType_t GetDataType(); | ||
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template <> | ||
miopenDataType_t GetDataType<float>() | ||
{ | ||
return miopenFloat; | ||
} | ||
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template <> | ||
miopenDataType_t GetDataType<half_float::half>() | ||
{ | ||
return miopenHalf; | ||
} | ||
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struct ConvTestCase | ||
{ | ||
size_t N; | ||
size_t C; | ||
size_t H; | ||
size_t W; | ||
size_t k; | ||
size_t y; | ||
size_t x; | ||
size_t pad_x; | ||
size_t pad_y; | ||
size_t stride_x; | ||
size_t stride_y; | ||
size_t dialtion_x; | ||
size_t dilation_y; | ||
miopenConvolutionMode_t conv_mode; | ||
friend std::ostream& operator<<(std::ostream& os, const ConvTestCase& tc) | ||
{ | ||
return os << "N: " << tc.N << " C:" << tc.C << " H:" << tc.H << " W:" << tc.W | ||
<< " k: " << tc.k << " y:" << tc.y << " x:" << tc.x << " pad_y:" << tc.pad_y | ||
<< " pad_x:" << tc.pad_x << " stride_y:" << tc.stride_y | ||
<< " dilation_y:" << tc.dilation_y << " conv_mode:" << tc.conv_mode; | ||
} | ||
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miopen::ConvolutionDescriptor GetConv() | ||
{ | ||
return miopen::ConvolutionDescriptor{ | ||
{static_cast<int>(pad_y), static_cast<int>(pad_x)}, | ||
{static_cast<int>(stride_y), static_cast<int>(stride_x)}, | ||
{static_cast<int>(dilation_y), static_cast<int>(dilation_y)}}; | ||
} | ||
}; | ||
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std::vector<ConvTestCase> ConvTestConfigs() | ||
{ // n c h w k y x pad_x pad_y stri_x stri_y dia_x dia_y | ||
return {{16, 128, 16, 16, 128, 3, 3, 1, 1, 1, 1, 1, 1, miopenConvolution}, | ||
{64, 128, 28, 28, 128, 3, 3, 1, 1, 1, 1, 1, 1, miopenConvolution}, | ||
{64, 256, 14, 14, 256, 3, 3, 1, 1, 1, 1, 1, 1, miopenConvolution}, | ||
{64, 512, 7, 7, 512, 3, 3, 1, 1, 1, 1, 1, 1, miopenConvolution}, | ||
{64, 1024, 14, 14, 1024, 3, 3, 1, 1, 1, 1, 1, 1, miopenConvolution}}; | ||
} | ||
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template <typename T = float> | ||
struct ConvFwdSolverTest | ||
: public ::testing::TestWithParam<std::tuple<miopenConvFwdAlgorithm_t, ConvTestCase>> | ||
{ | ||
protected: | ||
void SetUp() override | ||
{ | ||
test_skipped = false; | ||
std::tie(algo, conv_config) = GetParam(); | ||
input = tensor<T>{conv_config.N, conv_config.C, conv_config.H, conv_config.W}; | ||
weights = tensor<T>{1, conv_config.k, conv_config.x, conv_config.y}; | ||
input.generate(tensor_elem_gen_integer{17}); | ||
weights.generate(tensor_elem_gen_integer{17}); | ||
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conv_desc = conv_config.GetConv(); | ||
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miopen::TensorDescriptor output_desc = | ||
conv_desc.GetForwardOutputTensor(input.desc, weights.desc, GetDataType<T>()); | ||
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output = tensor<T>{output_desc.GetLengths()}; | ||
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std::fill(output.begin(), output.end(), std::numeric_limits<double>::quiet_NaN()); | ||
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auto&& handle = get_handle(); | ||
in_dev = handle.Write(input.data); | ||
wei_dev = handle.Write(weights.data); | ||
out_dev = handle.Write(output.data); | ||
} | ||
void TearDown() override | ||
{ | ||
if(test_skipped) | ||
return; | ||
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auto&& handle = get_handle(); | ||
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miopen::TensorDescriptor output_desc = | ||
conv_desc.GetForwardOutputTensor(input.desc, weights.desc, GetDataType<T>()); | ||
ref_out = tensor<T>{output_desc.GetLengths()}; | ||
cpu_convolution_forward(conv_desc.GetSpatialDimension(), | ||
input, | ||
weights, | ||
ref_out, | ||
conv_desc.GetConvPads(), | ||
conv_desc.GetConvStrides(), | ||
conv_desc.GetConvDilations(), | ||
conv_desc.GetGroupCount()); | ||
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output.data = handle.Read<T>(out_dev, output.data.size()); | ||
EXPECT_FALSE(miopen::range_zero(ref_out)) << "Cpu data is all zeros"; | ||
EXPECT_FALSE(miopen::range_zero(output)) << "Gpu data is all zeros"; | ||
EXPECT_TRUE(miopen::range_distance(ref_out) == miopen::range_distance(output)); | ||
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const double tolerance = 80; | ||
double threshold = std::numeric_limits<T>::epsilon() * tolerance; | ||
auto error = miopen::rms_range(ref_out, output); | ||
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EXPECT_FALSE(miopen::find_idx(ref_out, miopen::not_finite) >= 0) | ||
<< "Non finite number found in the CPU data"; | ||
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EXPECT_TRUE(error < threshold) | ||
<< "Error beyond tolerance Error:" << error << ", Threshold: " << threshold; | ||
} | ||
ConvTestCase conv_config; | ||
miopen::ConvolutionDescriptor conv_desc; | ||
tensor<T> input; | ||
tensor<T> weights; | ||
tensor<T> output; | ||
tensor<T> ref_out; | ||
miopen::Allocator::ManageDataPtr in_dev; | ||
miopen::Allocator::ManageDataPtr wei_dev; | ||
miopen::Allocator::ManageDataPtr out_dev; | ||
miopenConvFwdAlgorithm_t algo = miopenConvolutionFwdAlgoDirect; | ||
bool test_skipped = false; | ||
}; |
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/******************************************************************************* | ||
* | ||
* MIT License | ||
* | ||
* Copyright (c) 2022 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 "solver.hpp" | ||
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struct ConvFwdSolverTestFloat : ConvFwdSolverTest<float> | ||
{ | ||
}; | ||
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template <typename Solver> | ||
void SolverFwd(const miopen::TensorDescriptor& inputDesc, | ||
ConstData_t input, | ||
const miopen::TensorDescriptor& wDesc, | ||
ConstData_t weight, | ||
const miopen::TensorDescriptor& outputDesc, | ||
Data_t output, | ||
const miopen::ConvolutionDescriptor& convDesc, | ||
const ConvTestCase& conv_config, | ||
bool& test_skipped) | ||
{ | ||
auto&& handle = get_handle(); | ||
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Solver solv{}; | ||
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const auto tensors = | ||
miopen::ConvFwdTensors{inputDesc, input, wDesc, weight, outputDesc, output}; | ||
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auto ctx = miopen::ConvolutionContext{ | ||
inputDesc, wDesc, outputDesc, convDesc, miopen::conv::Direction::Forward}; | ||
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ctx.SetStream(&handle); | ||
ctx.DetectRocm(); | ||
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if(!solv.IsApplicable(ctx)) | ||
{ | ||
test_skipped = true; | ||
GTEST_SKIP() << solv.SolverDbId() << "ConvAsm3x3U Not Applicable for this problem" | ||
<< conv_config; | ||
} | ||
const auto invoke_params = miopen::conv::DataInvokeParams{ | ||
tensors, nullptr, 0, convDesc.attribute.gfx90aFp16alt.GetFwd()}; | ||
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ASSERT_TRUE(solv.IsApplicable(ctx)); | ||
auto sol = solv.GetSolution(ctx, solv.GetDefaultPerformanceConfig(ctx)); | ||
ASSERT_TRUE(sol.Succeeded()); | ||
ASSERT_TRUE(sol.invoker_factory); | ||
const auto invoker = handle.PrepareInvoker(*sol.invoker_factory, sol.construction_params); | ||
(invoker)(handle, invoke_params); | ||
handle.Finish(); | ||
} | ||
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TEST_P(ConvFwdSolverTestFloat, ConvASM3x3UFwd) | ||
{ | ||
SolverFwd<miopen::solver::ConvAsm3x3U>(input.desc, | ||
in_dev.get(), | ||
weights.desc, | ||
wei_dev.get(), | ||
output.desc, | ||
out_dev.get(), | ||
conv_desc, | ||
conv_config, | ||
test_skipped); | ||
} | ||
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INSTANTIATE_TEST_SUITE_P(ConvFwdTest, | ||
ConvFwdSolverTestFloat, | ||
testing::Combine(testing::Values(miopenConvolutionFwdAlgoDirect), | ||
testing::ValuesIn(ConvTestConfigs()))); |
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