Unverified Commit 448c0f56 authored by Mateusz Ozga's avatar Mateusz Ozga Committed by GitHub
Browse files

Pool2d max/avg kernel in the BWD version (#1494)

* Add pool2d instance BWD AVG

* Add pool2d instance BWD MAX

* Fix: avg review

* Fix review: part2

* Fix - enable test when type is compiled

* Fix review part3
parent e8d2887c
// SPDX-License-Identifier: MIT
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
#include <iostream>
#include <vector>
#include <unordered_map>
#include "profiler/data_type_enum.hpp"
#include "profiler/profile_max_pool2d_bwd_impl.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "profiler_operation_registry.hpp"
using ck::index_t;
struct maxPoolbwdArgParser
{
std::unordered_map<std::string, std::vector<int>> long_opts = {{"length", {}},
{"wsize", {}},
{"wstride", {}},
{"wdilation", {}},
{"pad1", {}},
{"pad2", {}}};
bool parse_opt(int argc, char* argv[], const std::string& key, int i)
{
if(std::string("--") + key == argv[i])
{
int pos = i;
while(++i < argc && argv[i][0] != '-') {}
int end = i;
for(int j = pos + 1; j < end; j++)
{
long_opts[key].push_back(std::stoi(argv[j]));
}
return true;
}
return false;
}
void operator()(int argc, char* argv[])
{
for(auto& kv : long_opts)
{
for(int i = 1; i < argc; i++)
{
if(parse_opt(argc, argv, kv.first, i))
break;
}
}
}
};
void print_help_max_pool2d_bwd()
{
std::cout << "arg1: data type (0: fp16; 1: fp32; 3: int8; 5: bf16)\n"
<< "arg2: verification (0: no; 1: yes)\n"
<< "arg3: initialization (0: no init; 1: integer value; 2: decimal value)\n"
<< "arg4: print tensor value (0: no; 1: yes)\n"
<< "arg5: time kernel (0=no, 1=yes)\n"
<< "--length: input tensor length for NCHW(e.g, --length 2 32 30 30) \n"
<< "--wsize: window size for YX (e.g, --wsize 2 2) \n"
<< "--wstride: window stride for HW (e.g, --wstride 2 2) \n"
<< "--wdilation: window dilation for HW (e.g, --wdilation 1 1) \n"
<< "--pad1: left side of padding in HW (e.g, --pad1 1 1) \n"
<< "--pad2: right side of padding in HW (e.g, --pad2 1 1) \n"
<< "eg: ckProfiler max_pool2d_bwd 0 1 2 0 --length 2 32 30 30 --wsize 2 2 "
"--wstride 2 2 --wdilation 1 1 --pad1 1 1 --pad2 1 1"
<< std::endl;
}
int profile_max_pool2d_bwd(int argc, char* argv[])
{
ck::DataTypeEnum data_type = ck::DataTypeEnum::Half;
bool do_verification = true;
int init_method = 2;
bool do_log = false;
bool time_kernel = true;
std::vector<index_t> in_length = {2, 32, 30, 30};
std::vector<index_t> wsize = {2, 2};
std::vector<index_t> wstride = {2, 2};
std::vector<index_t> wdilation = {1, 1};
std::vector<index_t> pad1 = {1, 1};
std::vector<index_t> pad2 = {1, 1};
if(argc != 2 && argc != 33)
{
print_help_max_pool2d_bwd();
return 0;
}
else if(argc == 33)
{
data_type = static_cast<ck::DataTypeEnum>(std::stoi(argv[2]));
do_verification = std::stoi(argv[3]);
init_method = std::stoi(argv[4]);
do_log = std::stoi(argv[5]);
time_kernel = std::stoi(argv[6]);
// parse the long options
maxPoolbwdArgParser arg_parser;
arg_parser(argc, argv);
in_length = arg_parser.long_opts["length"];
wsize = arg_parser.long_opts["wsize"];
wstride = arg_parser.long_opts["wstride"];
wdilation = arg_parser.long_opts["wdilation"];
pad1 = arg_parser.long_opts["pad1"];
pad2 = arg_parser.long_opts["pad2"];
}
using F16 = ck::half_t;
using BF16 = ck::bhalf_t;
using F32 = float;
using I8 = int8_t;
using I32 = int32_t;
if(data_type == ck::DataTypeEnum::Half)
{
ck::profiler::profile_max_pool2d_bwd_impl<F16, F16, I32, F16, F16, false>(do_verification,
init_method,
do_log,
time_kernel,
in_length,
wsize,
wstride,
wdilation,
pad1,
pad2);
}
else if(data_type == ck::DataTypeEnum::BFloat16)
{
ck::profiler::profile_max_pool2d_bwd_impl<BF16, BF16, I32, BF16, BF16, false>(
do_verification,
init_method,
do_log,
time_kernel,
in_length,
wsize,
wstride,
wdilation,
pad1,
pad2);
}
else if(data_type == ck::DataTypeEnum::Float)
{
ck::profiler::profile_max_pool2d_bwd_impl<F32, F32, I32, F32, F32, false>(do_verification,
init_method,
do_log,
time_kernel,
in_length,
wsize,
wstride,
wdilation,
pad1,
pad2);
}
else if(data_type == ck::DataTypeEnum::Int8)
{
ck::profiler::profile_max_pool2d_bwd_impl<I8, I8, I32, I8, I8, false>(do_verification,
init_method,
do_log,
time_kernel,
in_length,
wsize,
wstride,
wdilation,
pad1,
pad2);
}
else
{
throw std::runtime_error("not implemented yet");
}
return 0;
}
REGISTER_PROFILER_OPERATION("max_pool2d_bwd", "max_pool2d bwd", profile_max_pool2d_bwd);
......@@ -4,10 +4,14 @@ add_gtest_executable(test_avg_pool3d_bwd test_avg_pool3d_bwd.cpp)
add_gtest_executable(test_max_pool3d_bwd test_max_pool3d_bwd.cpp)
add_gtest_executable(test_avg_pool3d_fwd test_avg_pool3d_fwd.cpp)
add_gtest_executable(test_max_pool3d_fwd test_max_pool3d_fwd.cpp)
add_gtest_executable(test_avg_pool2d_bwd test_avg_pool2d_bwd.cpp)
add_gtest_executable(test_max_pool2d_bwd test_max_pool2d_bwd.cpp)
add_gtest_executable(test_avg_pool2d_fwd test_avg_pool2d_fwd.cpp)
add_gtest_executable(test_max_pool2d_fwd test_max_pool2d_fwd.cpp)
target_link_libraries(test_avg_pool3d_bwd PRIVATE utility device_avg_pool3d_bwd_instance)
target_link_libraries(test_avg_pool2d_bwd PRIVATE utility device_avg_pool2d_bwd_instance)
target_link_libraries(test_max_pool2d_bwd PRIVATE utility device_max_pool_bwd_instance)
target_link_libraries(test_max_pool3d_bwd PRIVATE utility device_max_pool_bwd_instance)
target_link_libraries(test_avg_pool3d_fwd PRIVATE utility device_pool3d_fwd_instance)
target_link_libraries(test_max_pool3d_fwd PRIVATE utility device_pool3d_fwd_instance)
......@@ -18,5 +22,7 @@ add_dependencies(test_pool test_avg_pool3d_bwd)
add_dependencies(test_pool test_max_pool3d_bwd)
add_dependencies(test_pool test_avg_pool3d_fwd)
add_dependencies(test_pool test_max_pool3d_fwd)
add_dependencies(test_pool test_avg_pool2d_bwd)
add_dependencies(test_pool test_max_pool2d_bwd)
add_dependencies(test_pool test_avg_pool2d_fwd)
add_dependencies(test_pool test_max_pool2d_fwd)
// SPDX-License-Identifier: MIT
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
#include "gtest/gtest.h"
#include "profiler/profile_avg_pool2d_bwd_impl.hpp"
#include "test_pool_fwd_common.hpp"
template <typename T>
class AvgPool2dBWDTest : public ::testing::Test
{
protected:
using InDataType = std::tuple_element_t<0, T>;
using OutDataType = std::tuple_element_t<1, T>;
static std::vector<PoolingParam> params;
void Run()
{
for(auto param : this->params)
{
bool success =
ck::profiler::profile_avg_pool2d_bwd_impl<InDataType, OutDataType, NHWC, NHWC>(
true,
2,
false,
false,
param.length_,
param.window_spatial_lengths_,
param.window_strides_,
param.window_dilations_,
param.input_left_pads_,
param.input_right_pads_);
EXPECT_TRUE(success);
}
}
};
template <typename T>
std::vector<PoolingParam> AvgPool2dBWDTest<T>::params = {
{{1, 1, 1, 1}, {1, 1}, {1, 1}, {1, 1}, {0, 0}, {0, 0}},
{{1, 1, 64, 64}, {64, 64}, {1, 1}, {1, 1}, {0, 0}, {0, 0}},
{{1, 5, 7, 7}, {2, 2}, {2, 2}, {1, 1}, {2, 2}, {0, 0}},
{{1, 1, 8, 8}, {2, 2}, {2, 2}, {1, 1}, {2, 2}, {0, 0}},
{{1, 1, 8, 8}, {2, 2}, {1, 1}, {1, 1}, {1, 1}, {0, 0}},
{{2, 32, 30, 30}, {2, 2}, {2, 2}, {1, 1}, {1, 1}, {1, 1}},
{{1, 2, 30, 30}, {2, 2}, {2, 2}, {1, 1}, {0, 0}, {0, 0}}};
using Avg_Pool_2D_f32_types = ::testing::Types<std::tuple<F32, F32>>;
using Avg_Pool_2D_int8_types = ::testing::Types<std::tuple<I8, I8>>;
using Avg_Pool_2D_f16_types = ::testing::Types<std::tuple<F16, F16>>;
using Avg_Pool_2D_bf16_types = ::testing::Types<std::tuple<BF16, BF16>>;
using Avg_Pool_2D_f8_types = ::testing::Types<std::tuple<F8, F8>>;
template <typename TType>
class AvgPool2D_f32 : public AvgPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_FP32)
{
GTEST_SKIP() << "Skipping AvgPool2D_f32 tests because CK_ENABLE_FP32 is not enabled";
}
}
};
template <typename TType>
class AvgPool2D_int8 : public AvgPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_INT8)
{
GTEST_SKIP() << "Skipping AvgPool2D_int8 tests because CK_ENABLE_INT8 is not enabled";
}
}
};
template <typename TType>
class AvgPool2D_f16 : public AvgPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_FP16)
{
GTEST_SKIP() << "Skipping AvgPool2D_f16 because CK_ENABLE_FP16 is not enabled";
}
}
};
template <typename TType>
class AvgPool2D_bf16 : public AvgPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_BF16)
{
GTEST_SKIP() << "Skipping AvgPool2D_bf16 tests because CK_ENABLE_BF16 is not enabled";
}
}
};
template <typename TType>
class AvgPool2D_f8 : public AvgPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_FP8)
{
GTEST_SKIP() << "Skipping AvgPool2D_f8 tests because CK_ENABLE_FP8 is not enabled";
}
}
};
TYPED_TEST_SUITE(AvgPool2D_f32, Avg_Pool_2D_f32_types);
TYPED_TEST_SUITE(AvgPool2D_int8, Avg_Pool_2D_int8_types);
TYPED_TEST_SUITE(AvgPool2D_f16, Avg_Pool_2D_f16_types);
TYPED_TEST_SUITE(AvgPool2D_bf16, Avg_Pool_2D_bf16_types);
TYPED_TEST_SUITE(AvgPool2D_f8, Avg_Pool_2D_f8_types);
TYPED_TEST(AvgPool2D_f32, AvgPool2DTest_f32) { this->Run(); }
TYPED_TEST(AvgPool2D_int8, AvgPool2DTest_int8) { this->Run(); }
TYPED_TEST(AvgPool2D_f16, AvgPool2DTest_f16) { this->Run(); }
TYPED_TEST(AvgPool2D_bf16, AvgPool2DTest_bf16) { this->Run(); }
TYPED_TEST(AvgPool2D_f8, AvgPool2DTest_f8) { this->Run(); }
// SPDX-License-Identifier: MIT
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
#include "gtest/gtest.h"
#include "profiler/profile_max_pool2d_bwd_impl.hpp"
#include "test_pool_fwd_common.hpp"
template <typename T>
class MaxPool2dBWDTest : public ::testing::Test
{
protected:
using DOutDataType = std::tuple_element_t<0, T>;
using DInDataType = std::tuple_element_t<1, T>;
using IndexDataType = std::tuple_element_t<2, T>;
using InDataType = DInDataType;
using OutDataType = DOutDataType;
static std::vector<PoolingParam> params;
void Run()
{
for(auto param : this->params)
{
bool success =
ck::profiler::profile_max_pool2d_bwd_impl<InDataType,
OutDataType,
IndexDataType,
DOutDataType,
DInDataType,
false>(true,
2,
false,
false,
param.length_,
param.window_spatial_lengths_,
param.window_strides_,
param.window_dilations_,
param.input_left_pads_,
param.input_right_pads_);
EXPECT_TRUE(success);
}
}
};
template <typename T>
std::vector<PoolingParam> MaxPool2dBWDTest<T>::params = {
{{1, 1, 1, 1}, {1, 1}, {1, 1}, {1, 1}, {0, 0}, {0, 0}},
{{2, 16, 64, 64}, {64, 64}, {1, 1}, {1, 1}, {0, 0}, {0, 0}},
{{2, 16, 64, 64}, {4, 4}, {4, 4}, {2, 2}, {0, 0}, {0, 0}},
{{2, 32, 30, 30}, {2, 2}, {2, 2}, {1, 1}, {1, 1}, {1, 1}},
{{2, 2, 30, 30}, {2, 2}, {2, 2}, {1, 1}, {1, 1}, {1, 1}}};
using Max_Pool_2D_f32_types = ::testing::Types<std::tuple<F32, F32, I32>>;
using Max_Pool_2D_int8_types = ::testing::Types<std::tuple<I8, I8, I32>>;
using Max_Pool_2D_f16_types = ::testing::Types<std::tuple<F16, F16, I32>>;
using Max_Pool_2D_bf16_types = ::testing::Types<std::tuple<BF16, BF16, I32>>;
template <typename TType>
class MaxPool2D_f32 : public MaxPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_FP32)
{
GTEST_SKIP() << "Skipping MaxPool2D_f32 tests because CK_ENABLE_FP32 is not enabled";
}
}
};
template <typename TType>
class MaxPool2D_int8 : public MaxPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_INT8)
{
GTEST_SKIP() << "Skipping MaxPool2D_int8 tests because CK_ENABLE_INT8 is not enabled";
}
}
};
template <typename TType>
class MaxPool2D_f16 : public MaxPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_FP16)
{
GTEST_SKIP() << "Skipping MaxPool2D_f16 because CK_ENABLE_FP16 is not enabled";
}
}
};
template <typename TType>
class MaxPool2D_bf16 : public MaxPool2dBWDTest<TType>
{
protected:
void SetUp() override
{
if(!CK_ENABLE_BF16)
{
GTEST_SKIP() << "Skipping MaxPool2D_bf16 tests because CK_ENABLE_BF16 is not enabled";
}
}
};
TYPED_TEST_SUITE(MaxPool2D_f32, Max_Pool_2D_f32_types);
TYPED_TEST_SUITE(MaxPool2D_int8, Max_Pool_2D_int8_types);
TYPED_TEST_SUITE(MaxPool2D_f16, Max_Pool_2D_f16_types);
TYPED_TEST_SUITE(MaxPool2D_bf16, Max_Pool_2D_bf16_types);
TYPED_TEST(MaxPool2D_f32, MaxPool2DTest_f32) { this->Run(); }
TYPED_TEST(MaxPool2D_int8, MaxPool2DTest_int8) { this->Run(); }
TYPED_TEST(MaxPool2D_f16, MaxPool2DTest_f16) { this->Run(); }
TYPED_TEST(MaxPool2D_bf16, MaxPool2DTest_bf16) { this->Run(); }
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include "gtest/gtest.h"
#include "ck/ck.hpp"
......@@ -8,8 +8,11 @@ using F16 = ck::half_t;
using BF16 = ck::bhalf_t;
using F32 = float;
using I32 = int32_t;
using I8 = int8_t;
using F8 = ck::f8_t;
using ck::index_t;
using NDHWC = ck::tensor_layout::convolution::NDHWC;
using NHWC = ck::tensor_layout::convolution::NHWC;
struct PoolingParam
{
......
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment