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TheRock/rocm-libraries/projects/miopen/test/gtest/unit_conv_ProblemDescription.cpp
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

375 lines
17 KiB
C++

/*******************************************************************************
*
* 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 <gtest/gtest.h>
#include <miopen/conv/problem_description.hpp>
#include "unit_TensorDescriptor.hpp"
#include "unit_conv_ConvolutionDescriptor.hpp"
namespace {
struct TestCaseProblemDescription
{
miopen::unit_tests::TensorDescriptorParams in;
miopen::unit_tests::TensorDescriptorParams weights;
miopen::unit_tests::TensorDescriptorParams out;
miopen::unit_tests::ConvolutionDescriptorParams conv;
miopen::conv::Direction direction;
std::string layout_in;
std::string layout_weights;
std::string layout_out;
friend std::ostream& operator<<(std::ostream& os, const TestCaseProblemDescription& tc)
{
os << "(";
os << "(" << tc.in << "), ";
os << "(" << tc.weights << "), ";
os << "(" << tc.out << "), ";
os << "(" << tc.conv << "), ";
os << static_cast<int>(tc.direction) << ", ";
os << tc.layout_in << ", ";
os << tc.layout_weights << ", ";
os << tc.layout_out;
os << ")";
return os;
}
};
class TestLayoutCalc : public ::testing::TestWithParam<TestCaseProblemDescription>
{
public:
static auto GetTestCases()
{
using TestCase = TestCaseProblemDescription;
return std::vector{
// clang-format off
// 4D
TestCase{
{miopenHalf, miopenTensorNCHW, {1, 4, 4, 4}}, // NCHW
{miopenHalf, miopenTensorNCHW, {1, 4, 4, 4}}, // NCHW
{miopenHalf, miopenTensorNCHW, {1, 4, 4, 4}}, // NCHW
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NCHW", "NCHW"
},
TestCase{
{miopenHalf, {1, 1, 1, 1}, {1000, 100, 10, 1}}, // NCHW
{miopenHalf, {1, 1, 1, 1}, {1000, 100, 10, 1}}, // NCHW
{miopenHalf, {1, 1, 1, 1}, {1000, 100, 10, 1}}, // NCHW
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NCHW", "NCHW"
},
TestCase{
{miopenHalf, miopenTensorNHWC, {1, 4, 4, 4}}, // NHWC
{miopenHalf, miopenTensorNHWC, {1, 4, 4, 4}}, // NHWC
{miopenHalf, miopenTensorNHWC, {1, 4, 4, 4}}, // NHWC
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NHWC", "NHWC", "NHWC"
},
TestCase{
{miopenHalf, {1, 1, 1, 1}, {1000, 1, 100, 10}}, // NHWC
{miopenHalf, {1, 1, 1, 1}, {1000, 1, 100, 10}}, // NHWC
{miopenHalf, {1, 1, 1, 1}, {1000, 1, 100, 10}}, // NHWC
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NHWC", "NHWC", "NHWC"
},
TestCase{
{miopenHalf, miopenTensorCHWN, {1, 4, 4, 4}}, // CHWN
{miopenHalf, miopenTensorCHWN, {1, 4, 4, 4}}, // CHWN
{miopenHalf, miopenTensorCHWN, {1, 4, 4, 4}}, // CHWN
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"CHWN", "CHWN", "CHWN"
},
TestCase{
{miopenHalf, {1, 1, 1, 1}, {1, 1000, 100, 10}}, // CHWN
{miopenHalf, {1, 1, 1, 1}, {1, 1000, 100, 10}}, // CHWN
{miopenHalf, {1, 1, 1, 1}, {1, 1000, 100, 10}}, // CHWN
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"CHWN", "CHWN", "CHWN"
},
TestCase{
{miopenHalf, {1, 1, 1, 1}, {1000, 100, 10, 1}}, // NCHW
{miopenHalf, {1, 1, 1, 1}, {1000, 1, 100, 10}}, // NHWC
{miopenHalf, {1, 1, 1, 1}, {1, 1000, 100, 10}}, // CHWN
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NCHW", "NCHW"
},
TestCase{
{miopenHalf, {2, 2, 2, 2}, {1000, 100, 10, 1}}, // NCHW
{miopenHalf, {2, 2, 2, 2}, {1000, 1, 100, 10}}, // NHWC
{miopenHalf, {2, 2, 2, 2}, {1, 1000, 100, 10}}, // CHWN
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NHWC", "CHWN"
},
TestCase{
{miopenHalf, {2, 2, 2, 2}, {1, 1000, 100, 10}}, // CHWN
{miopenHalf, {2, 2, 2, 2}, {1000, 100, 10, 1}}, // NCHW
{miopenHalf, {2, 2, 2, 2}, {1000, 1, 100, 10}}, // NHWC
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"CHWN", "NCHW", "NHWC"
},
TestCase{
{miopenHalf, {2, 2, 2, 2}, {1000, 1, 100, 10}}, // NHWC
{miopenHalf, {2, 2, 2, 2}, {1, 1000, 100, 10}}, // CHWN
{miopenHalf, {2, 2, 2, 2}, {1000, 100, 10, 1}}, // NCHW
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NHWC", "CHWN", "NCHW"
},
TestCase{
{miopenHalf, miopenTensorNCHWc4, {1, 16, 4, 4}}, // NCHWc4
{miopenHalf, miopenTensorNCHWc4, {4, 16, 4, 4}}, // NCHWc4
{miopenHalf, miopenTensorNCHWc4, {1, 16, 4, 4}}, // NCHWc4
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHWc", "NCHWc", "NCHWc"
},
TestCase{
{miopenHalf, miopenTensorNCHWc8, {1, 32, 4, 4}}, // NCHWc8
{miopenHalf, miopenTensorNCHWc8, {8, 32, 4, 4}}, // NCHWc8
{miopenHalf, miopenTensorNCHWc8, {1, 32, 4, 4}}, // NCHWc8
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHWc", "NCHWc", "NCHWc"
},
TestCase{
{miopenHalf, miopenTensorCHWNc4, {1, 16, 4, 4}}, // CHWNc4
{miopenHalf, miopenTensorCHWNc4, {4, 16, 4, 4}}, // CHWNc4
{miopenHalf, miopenTensorCHWNc4, {1, 16, 4, 4}}, // CHWNc4
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"CHWNc", "CHWNc", "CHWNc"
},
TestCase{
{miopenHalf, miopenTensorCHWNc8, {1, 32, 4, 4}}, // CHWNc8
{miopenHalf, miopenTensorCHWNc8, {8, 32, 4, 4}}, // CHWNc8
{miopenHalf, miopenTensorCHWNc8, {1, 32, 4, 4}}, // CHWNc8
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"CHWNc", "CHWNc", "CHWNc"
},
#if 1
TestCase{
{miopenHalf, {1, 1, 1, 1}, {1, 1, 1, 1}}, // ?
{miopenHalf, {1, 1, 1, 1}, {1, 1, 1, 1}}, // ?
{miopenHalf, {1, 1, 1, 1}, {1, 1, 1, 1}}, // ?
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NCHW", "NCHW"
},
#endif
// 5D
TestCase{
{miopenHalf, miopenTensorNCDHW, {1, 4, 4, 4, 4}}, // NCDHW
{miopenHalf, miopenTensorNCDHW, {1, 4, 4, 4, 4}}, // NCDHW
{miopenHalf, miopenTensorNCDHW, {1, 4, 4, 4, 4}}, // NCDHW
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
TestCase{
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
TestCase{
{miopenHalf, miopenTensorNDHWC, {1, 4, 4, 4, 4}}, // NDHWC
{miopenHalf, miopenTensorNDHWC, {1, 4, 4, 4, 4}}, // NDHWC
{miopenHalf, miopenTensorNDHWC, {1, 4, 4, 4, 4}}, // NDHWC
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NDHWC", "NDHWC", "NDHWC"
},
TestCase{
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NDHWC
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NDHWC
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NDHWC
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NDHWC", "NDHWC", "NDHWC"
},
TestCase{
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
TestCase{
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NDHWC
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
TestCase{
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NDHWC
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NDHWC
{miopenHalf, miopenTensorNCDHW, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
TestCase{
{miopenHalf, {1, 10, 10, 10, 10}, {10000, 1, 1000, 100, 10}}, // NDHWC
{miopenHalf, {10, 10, 10, 10, 10}, {10000, 1, 1000, 100, 10}}, // NDHWC
{miopenHalf, miopenTensorNCDHW, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NCDHW
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NDHWC", "NDHWC", "NDHWC"
},
TestCase{
{miopenHalf, {1, 1, 1, 1, 1}, {1, 1, 1, 1, 1}}, // ?
{miopenHalf, {1, 1, 1, 1, 1}, {1, 1, 1, 1, 1}}, // ?
{miopenHalf, {1, 1, 1, 1, 1}, {1, 1, 1, 1, 1}}, // ?
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
TestCase{
{miopenHalf, {1, 1, 1, 1}, {1000, 100, 10, 1}}, // NCHW
{miopenHalf, {1, 1, 1, 1}, {1000, 1, 100, 10}}, // NHWC
{miopenHalf, {1, 1, 1, 1}, {1, 1000, 100, 10}}, // CHWN
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NCHW", "NCHW"
},
TestCase{
{miopenHalf, {2, 1, 3, 1}, {3000, 1000, 1, 100}}, // NCWH (NCHW | NHWC allowed with less restrictive checks)
{miopenHalf, {2, 1, 3, 1}, {3000, 1000, 1, 100}}, // NCWH (NCHW | NHWC allowed with less restrictive checks)
{miopenHalf, {2, 1, 3, 1}, {3000, 1000, 1, 100}}, // NCWH (NCHW | NHWC allowed with less restrictive checks)
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::BackwardData, // Calculating output tensor with invalid input tensor layout isn't allowed.
"NCHW", "NCHW", "NCHW"
},
TestCase{
{miopenHalf, miopenTensorNCHW, {2, 1, 3, 1}, {3000, 1000, 1, 100}}, // NCHW
{miopenHalf, miopenTensorNHWC, {2, 1, 3, 1}, {3000, 1000, 1, 100}}, // NHWC
{miopenHalf, {2, 1, 3, 1}, {3000, 1000, 1, 100}}, // NCWH (NCHW | NHWC allowed with less restrictive checks)
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NCHW", "NCHW"
},
TestCase{
{miopenHalf, {1, 1, 1, 1}, {500, 400, 300, 200}}, // NCHW
{miopenHalf, {4, 1, 3, 3}, {36, 9, 3, 1}}, // NCHW
{miopenHalf, {4, 4, 1, 1}, {8, 1, 1, 1}}, // NHWC | NCHW
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NCHW", "NCHW"
},
TestCase{
{miopenHalf, {1, 1, 2, 3, 4}, {24000, 12000, 12, 4, 1}}, // NCDHW
{miopenHalf, {1, 1, 2, 3, 4}, {24000, 12000, 12, 4, 1}}, // NCDHW
{miopenHalf, {1, 1, 2, 3, 4}, {24000, 12000, 12, 4, 1}}, // NCDHW
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
TestCase{
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1000, 100, 10, 1}}, // NCDHW strides
{miopenHalf, {1, 1, 1, 1, 1}, {10000, 1, 1000, 100, 10}}, // NDHWC strides
{miopenHalf, {1, 1, 1, 1, 1}, {1, 10000, 1000, 100, 10}}, // CDHWN strides
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NCDHW", "NCDHW"
},
// Shapes all default to their stride order no matching valid layouts
TestCase{
{miopenHalf, {2, 3, 4, 5}, {60, 20, 5, 1}}, // Valid NCHW
{miopenHalf, {2, 3, 4, 5}, {120, 1, 6, 30}}, // Invalid/inconsistent stride pattern
{miopenHalf, {2, 3, 4, 5}, {60, 20, 5, 1}}, // Valid NCHW
{{0, 0}, {1, 1}, {1, 1}},
miopen::conv::Direction::Forward,
"NCHW", "NWHC", "NCHW"
},
TestCase{
{miopenHalf, {2, 2, 2, 2, 2}, {10000, 1000, 100, 10, 1}}, // NCDHW strides
{miopenHalf, {2, 2, 2, 2, 2}, {10000, 1, 1000, 100, 10}}, // NDHWC strides
{miopenHalf, {2, 2, 2, 2, 2}, {1, 10000, 1000, 100, 10}}, // CDHWN strides
{{0, 0, 0}, {1, 1, 1}, {1, 1, 1}},
miopen::conv::Direction::Forward,
"NCDHW", "NDHWC", "CDHWN"
},
// clang-format on
};
}
void RunTest()
{
const auto p = GetParam();
auto inLayoutDescriptor = p.in.GetTensorDescriptor();
auto weightsLayoutDescriptor = p.weights.GetTensorDescriptor();
auto outLayoutDescriptor = p.out.GetTensorDescriptor();
auto convDescriptor = p.conv.GetConvolutionDescriptor();
const auto pd = miopen::conv::ProblemDescription{inLayoutDescriptor,
weightsLayoutDescriptor,
outLayoutDescriptor,
convDescriptor,
p.direction};
ASSERT_EQ(pd.GetInLayout(), p.layout_in);
ASSERT_EQ(pd.GetWeightsLayout(), p.layout_weights);
ASSERT_EQ(pd.GetOutLayout(), p.layout_out);
if(p.direction == miopen::conv::Direction::Forward)
{
auto output = convDescriptor.GetForwardOutputTensor(
inLayoutDescriptor, weightsLayoutDescriptor, outLayoutDescriptor.GetType());
ASSERT_EQ(inLayoutDescriptor.GetLayoutEnum(), output.GetLayoutEnum());
ASSERT_EQ(inLayoutDescriptor.GetLayout_str(), output.GetLayout_str());
ASSERT_EQ(inLayoutDescriptor.GetLayoutEnum(), output.GetLayoutEnum());
}
}
};
} // namespace
using CPU_ConvProblemDescriptionTestLayoutCalc_NONE = TestLayoutCalc;
TEST_P(CPU_ConvProblemDescriptionTestLayoutCalc_NONE, ConvProblemDescription) { this->RunTest(); };
INSTANTIATE_TEST_SUITE_P(Full,
CPU_ConvProblemDescriptionTestLayoutCalc_NONE,
testing::ValuesIn(TestLayoutCalc::GetTestCases()));