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Joseph Macaranas
2025-04-30 13:46:39 -04:00
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test/conv_util/conv_util.cpp Normal file
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// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <iostream>
#include <string>
#include <vector>
#include <gtest/gtest.h>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/library/utility/check_err.hpp"
#include "ck/library/utility/convolution_parameter.hpp"
namespace {
class TestConvUtil : public ::testing::Test
{
public:
void SetNDParams(std::size_t ndims, std::size_t s, std::size_t d, std::size_t p)
{
conv_params = ck::utils::conv::ConvParam(ndims,
2,
128,
192,
256,
std::vector<ck::long_index_t>(ndims, 3),
std::vector<ck::long_index_t>(ndims, 71),
std::vector<ck::long_index_t>(ndims, s),
std::vector<ck::long_index_t>(ndims, d),
std::vector<ck::long_index_t>(ndims, p),
std::vector<ck::long_index_t>(ndims, p));
}
protected:
// ------- default 2D -------
// input GNCHW {2, 128, 192, 71, 71},
// weights GKCYX {2, 256, 192, 3, 3},
// stride {s, s},
// dilations {d, d},
// padding {{p, p}, {p, p}
ck::utils::conv::ConvParam conv_params;
};
} // namespace
TEST_F(TestConvUtil, ConvParamsGetOutputSpatialLengths1D)
{
// stride 2, dilation 1, pad 1
SetNDParams(1, 2, 1, 1);
std::vector<ck::long_index_t> out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(
out_spatial_len, std::vector<ck::long_index_t>{36}, "Error: ConvParams 1D."));
// stride 1, dilation 1, pad 1
SetNDParams(1, 1, 1, 1);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(
out_spatial_len, std::vector<ck::long_index_t>{71}, "Error: ConvParams 1D stride {1}."));
// stride 2, dilation 1, pad 2
SetNDParams(1, 2, 1, 2);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{37},
"Error: ConvParams 1D padding left/right {2}."));
// stride 2, dilation 2, pad 2
SetNDParams(1, 2, 2, 2);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(
out_spatial_len, std::vector<ck::long_index_t>{36}, "Error: ConvParams 1D dilation {2}."));
// stride 3, dilation 2, pad 1
SetNDParams(1, 3, 2, 1);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(
ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{23},
"Error: ConvParams 1D strides{3}, padding {1}, dilations {2}."));
}
TEST_F(TestConvUtil, ConvParamsGetOutputSpatialLengths2D)
{
// stride 2, dilation 1, pad 1
SetNDParams(2, 2, 1, 1);
std::vector<ck::long_index_t> out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{36, 36},
"Error: ConvParams 2D default constructor."));
// stride 1, dilation 1, pad 1
SetNDParams(2, 1, 1, 1);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{71, 71},
"Error: ConvParams 2D stride {1,1}."));
// stride 2, dilation 1, pad 2
SetNDParams(2, 2, 1, 2);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{37, 37},
"Error: ConvParams 2D padding left/right {2,2}."));
// stride 2, dilation 2, pad 2
SetNDParams(2, 2, 2, 2);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{36, 36},
"Error: ConvParams 2D dilation {2,2}."));
// stride 3, dilation 2, pad 1
SetNDParams(2, 3, 2, 1);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(
ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{23, 23},
"Error: ConvParams 2D strides{3,3}, padding {1,1}, dilations {2,2}."));
}
TEST_F(TestConvUtil, ConvParamsGetOutputSpatialLengths3D)
{
// stride 2, dilation 1, pad 1
SetNDParams(3, 2, 1, 1);
std::vector<ck::long_index_t> out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(
out_spatial_len, std::vector<ck::long_index_t>{36, 36, 36}, "Error: ConvParams 3D."));
// stride 1, dilation 1, pad 1
SetNDParams(3, 1, 1, 1);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{71, 71, 71},
"Error: ConvParams 3D stride {1, 1, 1}."));
// stride 2, dilation 1, pad 2
SetNDParams(3, 2, 1, 2);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{37, 37, 37},
"Error: ConvParams 3D padding left/right {2, 2, 2}."));
// stride 2, dilation 2, pad 2
SetNDParams(3, 2, 2, 2);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(out_spatial_len,
std::vector<ck::long_index_t>{36, 36, 36},
"Error: ConvParams 3D dilation {2, 2, 2}."));
// stride 3, dilation 2, pad 1
SetNDParams(3, 3, 2, 1);
out_spatial_len = conv_params.GetOutputSpatialLengths();
EXPECT_TRUE(ck::utils::check_err(
out_spatial_len,
std::vector<ck::long_index_t>{23, 23, 23},
"Error: ConvParams 3D strides{3, 3, 3}, padding {1, 1, 1}, dilations {2, 2, 2}."));
}