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/*******************************************************************************
*
* MIT License
*
* Copyright (c) 2023 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 <tuple>
#include <miopen/miopen.h>
#include <gtest/gtest.h>
#include <miopen/env.hpp>
#include "../conv2d.hpp"
#include "get_handle.hpp"
using TestCase = std::tuple<std::vector<std::string>, std::string>;
MIOPEN_DECLARE_ENV_VAR_BOOL(IMPLICITGEMM_TESTING_ENV)
namespace env = miopen::env;
namespace test_conv_for_implicit_gemm {
static bool SkipTest()
{
if(env::enabled(IMPLICITGEMM_TESTING_ENV))
return false;
return true;
}
void GetArgs(const TestCase& param, std::vector<std::string>& tokens)
{
auto env_vars = std::get<0>(param);
for(auto& elem : env_vars)
{
putenv(elem.data());
}
auto cmd = std::get<1>(param);
std::stringstream ss(cmd);
std::istream_iterator<std::string> begin(ss);
std::istream_iterator<std::string> end;
while(begin != end)
tokens.push_back(*begin++);
}
class GPU_ConvImplicitGemm_FP16 : public testing::TestWithParam<std::vector<TestCase>>
{
};
class GPU_ConvImplicitGemm_BFP16 : public testing::TestWithParam<std::vector<TestCase>>
{
};
void Run2dDriver(miopenDataType_t prec)
{
std::vector<TestCase> params;
switch(prec)
{
case miopenHalf: params = GPU_ConvImplicitGemm_FP16::GetParam(); break;
case miopenBFloat16: params = GPU_ConvImplicitGemm_BFP16::GetParam(); break;
case miopenFloat:
case miopenInt8:
case miopenInt32:
case miopenInt64:
case miopenDouble:
case miopenFloat8:
case miopenBFloat8:
default:
FAIL() << "miopenFloat, miopenInt8, miopenInt32, miopenDouble, miopenFloat8, miopenBFloat8 "
"data type not supported by test_conv_for_implicit_gemm test";
}
for(const auto& test_value : params)
{
std::vector<std::string> tokens;
GetArgs(test_value, tokens);
std::vector<const char*> ptrs;
std::transform(tokens.begin(), tokens.end(), std::back_inserter(ptrs), [](const auto& str) {
return str.data();
});
testing::internal::CaptureStderr();
test_drive<conv2d_driver>(ptrs.size(), ptrs.data(), "test_conv2d");
auto capture = testing::internal::GetCapturedStderr();
EXPECT_FALSE(capture.find("No suitable algorithm was found") != std::string::npos);
std::cout << capture;
}
}
bool IsTestSupportedForDevice(const miopen::Handle& handle)
{
std::string devName = handle.GetDeviceName();
if(devName == "gfx900" || devName == "gfx906" || devName == "gfx908" || devName == "gfx90a" ||
miopen::StartsWith(devName, "gfx94") || miopen::StartsWith(devName, "gfx103") ||
miopen::StartsWith(devName, "gfx110"))
{
return true;
}
return false;
}
std::vector<TestCase> GetTestCases(const std::string& precision)
{
std::vector<std::string> env = {
"MIOPEN_FIND_MODE=normal",
"MIOPEN_DEBUG_CONV_WINOGRAD=0",
"MIOPEN_DEBUG_CONV_GEMM=0",
"MIOPEN_DEBUG_CONV_DIRECT=0",
"MIOPEN_DEBUG_CONV_IMPLICIT_GEMM=1",
"MIOPEN_DEBUG_CONV_FFT=0",
};
std::string flags = " --verbose ";
std::string psd0 = " --pads_strides_dilations 0 0 2 2 1 1";
std::string psd1 = " --pads_strides_dilations 0 0 1 1 1 1";
std::string psd2 = " --pads_strides_dilations 1 1 2 2 1 1";
std::string psd3 = " --pads_strides_dilations 0 0 1 1 2 2";
std::string psd4 = " --pads_strides_dilations 1 1 1 1 1 1";
std::string psd5 = " --pads_strides_dilations 2 2 2 2 1 1";
const std::vector<TestCase> test_cases = {
// clang-format off
TestCase{env, precision + flags + "--input 64 16 28 28 --weights 192 16 3 3 " + psd0},
TestCase{env, precision + flags + "--input 64 16 14 14 --weights 160 16 3 3 " + psd0},
TestCase{env, precision + flags + "--input 64 16 7 7 --weights 128 16 3 3 " + psd0},
TestCase{env, precision + flags + "--input 64 16 55 55 --weights 96 16 1 7 " + psd0},
TestCase{env, precision + flags + "--input 64 16 28 28 --weights 64 16 1 7 " + psd0},
TestCase{env, precision + flags + "--input 64 16 14 14 --weights 32 16 1 7 " + psd0},
TestCase{env, precision + flags + "--input 64 32 28 28 --weights 192 32 3 3 " + psd0},
TestCase{env, precision + flags + "--input 64 32 14 14 --weights 160 32 3 3 " + psd0},
TestCase{env, precision + flags + "--input 64 32 7 7 --weights 128 32 3 3 " + psd0},
TestCase{env, precision + flags + "--input 64 32 55 55 --weights 96 32 1 7 " + psd0},
TestCase{env, precision + flags + "--input 64 32 28 28 --weights 64 32 1 7 " + psd0},
TestCase{env, precision + flags + "--input 64 32 14 14 --weights 32 32 1 7 " + psd0},
TestCase{env, precision + flags + "--input 64 64 56 56 --weights 256 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 64 56 56 --weights 64 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 64 73 73 --weights 80 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 64 56 56 --weights 64 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 128 55 55 --weights 16 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 128 28 28 --weights 16 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 128 14 14 --weights 16 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 128 7 7 --weights 16 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 16 64 56 56 --weights 256 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 16 64 56 56 --weights 64 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 16 64 73 73 --weights 80 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 16 64 56 56 --weights 64 64 1 1 " + psd1},
TestCase{env, precision + flags + "--input 16 128 55 55 --weights 16 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 16 128 28 28 --weights 16 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 16 128 7 7 --weights 16 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 64 55 55 --weights 16 128 1 1 " + psd0},
TestCase{env, precision + flags + "--input 64 128 28 28 --weights 16 128 1 1 " + psd0},
TestCase{env, precision + flags + "--input 64 128 14 14 --weights 16 128 1 1 " + psd0},
TestCase{env, precision + flags + "--input 64 128 7 7 --weights 16 128 1 1 " + psd0},
TestCase{env, precision + flags + "--input 64 128 28 28 --weights 512 128 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 160 73 73 --weights 64 160 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 192 35 35 --weights 32 192 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 192 35 35 --weights 48 192 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 192 35 35 --weights 64 192 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 192 28 28 --weights 16 192 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 192 28 28 --weights 32 192 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 192 28 28 --weights 64 192 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 192 28 28 --weights 96 192 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 256 35 35 --weights 48 256 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 256 35 35 --weights 64 256 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 256 56 56 --weights 128 256 1 1 " + psd0},
TestCase{env, precision + flags + "--input 64 256 56 56 --weights 512 256 1 1 " + psd0},
TestCase{env, precision + flags + "--input 64 256 56 56 --weights 64 256 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 256 28 28 --weights 128 256 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 256 28 28 --weights 32 256 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 256 28 28 --weights 64 256 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 288 35 35 --weights 48 288 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 288 35 35 --weights 64 288 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 384 35 35 --weights 192 384 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 384 35 35 --weights 64 384 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 384 35 35 --weights 96 384 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 480 14 14 --weights 16 480 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 480 14 14 --weights 192 480 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 480 14 14 --weights 64 480 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 480 14 14 --weights 96 480 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 28 28 --weights 128 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 28 28 --weights 256 512 1 1 " + psd0},
TestCase{env, precision + flags + "--input 64 512 14 14 --weights 112 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 14 14 --weights 128 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 14 14 --weights 144 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 14 14 --weights 160 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 14 14 --weights 24 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 14 14 --weights 32 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 64 512 14 14 --weights 64 512 1 1 " + psd1},
TestCase{env, precision + flags + "--input 128 832 7 7 --weights 32 832 1 1 " + psd1},
TestCase{env, precision + flags + "--input 128 832 7 7 --weights 192 832 1 1 " + psd1},
TestCase{env, precision + flags + "--input 128 832 7 7 --weights 128 832 1 1 " + psd1},
TestCase{env, precision + flags + "--input 128 832 7 7 --weights 32 832 1 1 " + psd3},
TestCase{env, precision + flags + "--input 128 832 7 7 --weights 192 832 1 1 " + psd3},
TestCase{env, precision + flags + "--input 128 832 7 7 --weights 128 832 1 1 " + psd3},
TestCase{env, precision + flags + "--input 16 2048 7 7 --weights 192 2048 1 1 " + psd3},
TestCase{env, precision + flags + "--input 64 32 28 28 --weights 192 32 3 3 " + psd2},
TestCase{env, precision + flags + "--input 8 16 14 14 --weights 32 16 1 1 " + psd4},
TestCase{env, precision + flags + "--input 64 32 14 14 --weights 192 32 3 3 " + psd2},
TestCase{env, precision + flags + "--input 64 32 7 7 --weights 192 32 3 3 " + psd2},
TestCase{env, precision + flags + "--input 64 32 28 28 --weights 192 32 3 3 " + psd5},
TestCase{env, precision + flags + "--input 64 32 14 14 --weights 192 32 3 3 " + psd5},
TestCase{env, precision + flags + "--input 64 32 7 7 --weights 192 32 3 3 " + psd5}
};
return test_cases ;
}
} //namespace test_conv_for_implicit_gemm
using namespace test_conv_for_implicit_gemm;
TEST_P(GPU_ConvImplicitGemm_BFP16, Test_conv_for_implicit_gemm_bf16)
{
const auto& handle = get_handle();
if(IsTestSupportedForDevice(handle) && !SkipTest())
{
Run2dDriver(miopenBFloat16);
}
else
{
GTEST_SKIP();
}
};
TEST_P(GPU_ConvImplicitGemm_FP16, Test_conv_for_implicit_gemm_half)
{
const auto& handle = get_handle();
if(IsTestSupportedForDevice(handle) && !SkipTest())
{
Run2dDriver(miopenHalf);
}
else
{
GTEST_SKIP();
}
};
INSTANTIATE_TEST_SUITE_P(Full,
GPU_ConvImplicitGemm_BFP16,
testing::Values(GetTestCases("--bfloat16")));
INSTANTIATE_TEST_SUITE_P(Full,
GPU_ConvImplicitGemm_FP16,
testing::Values(GetTestCases("--half")));
|
