Unverified Commit 237d4ca0 authored by Chao Liu's avatar Chao Liu Committed by GitHub
Browse files

added test for magic number division (#58)

parent 567f5e9c
......@@ -200,3 +200,4 @@ enable_cppcheck(
add_subdirectory(host)
add_subdirectory(example)
add_subdirectory(profiler)
add_subdirectory(test)
include_directories(BEFORE
include
${PROJECT_SOURCE_DIR}/host/host_tensor/include
${PROJECT_SOURCE_DIR}/host/device/include
${PROJECT_SOURCE_DIR}/device_operation/include
${PROJECT_SOURCE_DIR}/composable_kernel/include
${PROJECT_SOURCE_DIR}/composable_kernel/include/utility
${PROJECT_SOURCE_DIR}/composable_kernel/include/tensor_description
${PROJECT_SOURCE_DIR}/composable_kernel/include/tensor_operation
${PROJECT_SOURCE_DIR}/composable_kernel/include/problem_transform
${PROJECT_SOURCE_DIR}/external/rocm/include
)
set(MAGIC_NUMBER_DIVISISON_SOURCE magic_number_division/main.cpp)
add_executable(test_magic_number_division ${MAGIC_NUMBER_DIVISISON_SOURCE})
target_link_libraries(test_magic_number_division PRIVATE host_tensor)
#include <iostream>
#include <numeric>
#include <initializer_list>
#include <cstdlib>
#include <stdlib.h>
#include <half.hpp>
#include "config.hpp"
#include "print.hpp"
#include "device.hpp"
#include "host_tensor.hpp"
#include "host_tensor_generator.hpp"
#include "device_tensor.hpp"
__global__ void gpu_magic_number_division(uint32_t magic_multiplier,
uint32_t magic_shift,
const int32_t* p_dividend,
int32_t* p_result,
uint64_t num)
{
uint64_t global_thread_num = blockDim.x * gridDim.x;
uint64_t global_thread_id = blockIdx.x * blockDim.x + threadIdx.x;
for(uint64_t data_id = global_thread_id; data_id < num; data_id += global_thread_num)
{
p_result[data_id] =
ck::MagicDivision::DoMagicDivision(p_dividend[data_id], magic_multiplier, magic_shift);
}
}
__global__ void
gpu_naive_division(int32_t divisor, const int32_t* p_dividend, int32_t* p_result, uint64_t num)
{
uint64_t global_thread_num = blockDim.x * gridDim.x;
uint64_t global_thread_id = blockIdx.x * blockDim.x + threadIdx.x;
for(uint64_t data_id = global_thread_id; data_id < num; data_id += global_thread_num)
{
p_result[data_id] = p_dividend[data_id] / divisor;
}
}
template <typename T>
T check_error(const std::vector<T>& ref, const std::vector<T>& result)
{
T error = 0;
T max_diff = 0;
T ref_value = 0, result_value = 0;
for(std::size_t i = 0; i < ref.size(); ++i)
{
T diff = std::abs(ref[i] - result[i]);
error += diff;
if(max_diff < diff)
{
max_diff = diff;
ref_value = ref[i];
result_value = result[i];
}
}
return max_diff;
}
int main(int, char*[])
{
uint64_t num_divisor = 4096;
uint64_t num_dividend = 1L << 16;
std::vector<int32_t> divisors_host(num_divisor);
std::vector<int32_t> dividends_host(num_dividend);
// generate divisor
for(uint64_t i = 0; i < num_divisor; ++i)
{
divisors_host[i] = i + 1;
}
// generate dividend
for(uint64_t i = 0; i < num_divisor; ++i)
{
dividends_host[i] = i;
}
DeviceMem dividends_dev_buf(sizeof(int32_t) * num_dividend);
DeviceMem naive_result_dev_buf(sizeof(int32_t) * num_dividend);
DeviceMem magic_result_dev_buf(sizeof(int32_t) * num_dividend);
std::vector<int32_t> naive_result_host(num_dividend);
std::vector<int32_t> magic_result_host(num_dividend);
dividends_dev_buf.ToDevice(dividends_host.data());
bool pass = true;
for(std::size_t i = 0; i < num_divisor; ++i)
{
// run naive division on GPU
gpu_naive_division<<<1024, 256>>>(
divisors_host[i],
static_cast<const int32_t*>(dividends_dev_buf.GetDeviceBuffer()),
static_cast<int32_t*>(naive_result_dev_buf.GetDeviceBuffer()),
num_dividend);
// calculate magic number
uint32_t magic_multiplier, magic_shift;
ck::tie(magic_multiplier, magic_shift) =
ck::MagicDivision::CalculateMagicNumbers(divisors_host[i]);
// run magic division on GPU
gpu_magic_number_division<<<1024, 256>>>(
magic_multiplier,
magic_shift,
static_cast<const int32_t*>(dividends_dev_buf.GetDeviceBuffer()),
static_cast<int32_t*>(magic_result_dev_buf.GetDeviceBuffer()),
num_dividend);
naive_result_dev_buf.FromDevice(naive_result_host.data());
magic_result_dev_buf.FromDevice(magic_result_host.data());
int32_t max_diff = check_error(naive_result_host, magic_result_host);
if(max_diff != 0)
{
pass = false;
continue;
}
}
if(pass)
{
std::cout << "test magic number division: Pass" << std::endl;
}
else
{
std::cout << "test magic number division: Fail" << std::endl;
}
return 1;
}
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