mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-03-21 23:57:39 +00:00
[CK][CK Tile] Improvements for grouped conv fwd tile profiling (#5114) ## Motivation Improve profiling for grouped convolution forward for better comparison between CK and CK Tile ## Technical Details - Include preprocessing time for ck tile - Add flush cache for conv fwd profiler - Switch configs to builder reflect - Add KPerXdl deduce - Add non-grouped ported instances ## Test Plan test_grouped_convnd_fwd_tile ## Test Result pass ## Submission Checklist - [x] Look over the contributing guidelines at https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests. AICK-786
301 lines
9.8 KiB
C++
301 lines
9.8 KiB
C++
// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
|
|
// SPDX-License-Identifier: MIT
|
|
|
|
#pragma once
|
|
#ifndef __HIPCC_RTC__
|
|
#include <hip/hip_runtime.h>
|
|
|
|
#include "ck/ck.hpp"
|
|
#include "ck/utility/env.hpp"
|
|
#include "ck/stream_config.hpp"
|
|
#include "ck/host_utility/hip_check_error.hpp"
|
|
#include "ck/host_utility/flush_cache.hpp"
|
|
|
|
namespace ck {
|
|
|
|
template <typename... Args, typename F>
|
|
float launch_and_time_kernel(const StreamConfig& stream_config,
|
|
F kernel,
|
|
dim3 grid_dim,
|
|
dim3 block_dim,
|
|
std::size_t lds_byte,
|
|
Args... args)
|
|
{
|
|
#if CK_TIME_KERNEL
|
|
if(stream_config.time_kernel_)
|
|
{
|
|
if(ck::EnvIsEnabled(CK_ENV(CK_LOGGING)))
|
|
{
|
|
printf("%s: grid_dim {%u, %u, %u}, block_dim {%u, %u, %u} \n",
|
|
__func__,
|
|
grid_dim.x,
|
|
grid_dim.y,
|
|
grid_dim.z,
|
|
block_dim.x,
|
|
block_dim.y,
|
|
block_dim.z);
|
|
|
|
printf("Warm up %d times\n", stream_config.cold_niters_);
|
|
}
|
|
// warm up
|
|
for(int i = 0; i < stream_config.cold_niters_; ++i)
|
|
{
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
}
|
|
|
|
const int nrepeat = stream_config.nrepeat_;
|
|
if(ck::EnvIsEnabled(CK_ENV(CK_LOGGING)))
|
|
{
|
|
printf("Start running %d times...\n", nrepeat);
|
|
}
|
|
hipEvent_t start, stop;
|
|
|
|
hip_check_error(hipEventCreate(&start));
|
|
hip_check_error(hipEventCreate(&stop));
|
|
|
|
hip_check_error(hipDeviceSynchronize());
|
|
hip_check_error(hipEventRecord(start, stream_config.stream_id_));
|
|
|
|
for(int i = 0; i < nrepeat; ++i)
|
|
{
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
}
|
|
|
|
hip_check_error(hipEventRecord(stop, stream_config.stream_id_));
|
|
hip_check_error(hipEventSynchronize(stop));
|
|
|
|
float total_time = 0;
|
|
|
|
hip_check_error(hipEventElapsedTime(&total_time, start, stop));
|
|
|
|
hip_check_error(hipEventDestroy(start));
|
|
hip_check_error(hipEventDestroy(stop));
|
|
|
|
return total_time / nrepeat;
|
|
}
|
|
else
|
|
{
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
|
|
return 0;
|
|
}
|
|
#else
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
|
|
return 0;
|
|
#endif
|
|
}
|
|
|
|
template <typename... Args, typename F, typename PreProcessFunc>
|
|
float launch_and_time_kernel_with_preprocess(const StreamConfig& stream_config,
|
|
PreProcessFunc preprocess,
|
|
F kernel,
|
|
dim3 grid_dim,
|
|
dim3 block_dim,
|
|
std::size_t lds_byte,
|
|
Args... args)
|
|
{
|
|
#if CK_TIME_KERNEL
|
|
if(stream_config.time_kernel_)
|
|
{
|
|
if(ck::EnvIsEnabled(CK_ENV(CK_LOGGING)))
|
|
{
|
|
printf("%s: grid_dim {%u, %u, %u}, block_dim {%u, %u, %u} \n",
|
|
__func__,
|
|
grid_dim.x,
|
|
grid_dim.y,
|
|
grid_dim.z,
|
|
block_dim.x,
|
|
block_dim.y,
|
|
block_dim.z);
|
|
|
|
printf("Warm up %d times\n", stream_config.cold_niters_);
|
|
}
|
|
// warm up
|
|
preprocess();
|
|
for(int i = 0; i < stream_config.cold_niters_; ++i)
|
|
{
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
}
|
|
|
|
const int nrepeat = stream_config.nrepeat_;
|
|
if(ck::EnvIsEnabled(CK_ENV(CK_LOGGING)))
|
|
{
|
|
printf("Start running %d times...\n", nrepeat);
|
|
}
|
|
hipEvent_t start, stop;
|
|
|
|
hip_check_error(hipEventCreate(&start));
|
|
hip_check_error(hipEventCreate(&stop));
|
|
|
|
hip_check_error(hipDeviceSynchronize());
|
|
hip_check_error(hipEventRecord(start, stream_config.stream_id_));
|
|
|
|
for(int i = 0; i < nrepeat; ++i)
|
|
{
|
|
preprocess();
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
}
|
|
|
|
hip_check_error(hipEventRecord(stop, stream_config.stream_id_));
|
|
hip_check_error(hipEventSynchronize(stop));
|
|
|
|
float total_time = 0;
|
|
|
|
hip_check_error(hipEventElapsedTime(&total_time, start, stop));
|
|
|
|
hip_check_error(hipEventDestroy(start));
|
|
hip_check_error(hipEventDestroy(stop));
|
|
|
|
return total_time / nrepeat;
|
|
}
|
|
else
|
|
{
|
|
preprocess();
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
|
|
return 0;
|
|
}
|
|
#else
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
|
|
return 0;
|
|
#endif
|
|
}
|
|
|
|
template <typename... Args, typename F, typename PreProcessFunc>
|
|
float launch_and_time_kernel_with_preprocess_flush_cache(const StreamConfig& stream_config,
|
|
PreProcessFunc preprocess,
|
|
F kernel,
|
|
dim3 grid_dim,
|
|
dim3 block_dim,
|
|
std::size_t lds_byte,
|
|
Args... args)
|
|
{
|
|
#if CK_TIME_KERNEL
|
|
if(stream_config.time_kernel_)
|
|
{
|
|
auto run_flush_cache = [&]() { ck::utility::flush_icache(); };
|
|
if(ck::EnvIsEnabled(CK_ENV(CK_LOGGING)))
|
|
{
|
|
printf("%s: grid_dim {%u, %u, %u}, block_dim {%u, %u, %u} \n",
|
|
__func__,
|
|
grid_dim.x,
|
|
grid_dim.y,
|
|
grid_dim.z,
|
|
block_dim.x,
|
|
block_dim.y,
|
|
block_dim.z);
|
|
|
|
printf("Warm up %d times\n", stream_config.cold_niters_);
|
|
}
|
|
// Warm up
|
|
preprocess();
|
|
for(int i = 0; i < stream_config.cold_niters_; ++i)
|
|
{
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
}
|
|
float total_time = 0, flush_cache_total_time = 0;
|
|
const int nrepeat = stream_config.nrepeat_;
|
|
// Main timing loop
|
|
{
|
|
if(ck::EnvIsEnabled(CK_ENV(CK_LOGGING)))
|
|
{
|
|
printf("Start running %d times...\n", nrepeat);
|
|
}
|
|
hipEvent_t start, stop;
|
|
|
|
hip_check_error(hipEventCreate(&start));
|
|
hip_check_error(hipEventCreate(&stop));
|
|
|
|
hip_check_error(hipDeviceSynchronize());
|
|
hip_check_error(hipEventRecord(start, stream_config.stream_id_));
|
|
|
|
for(int i = 0; i < nrepeat; ++i)
|
|
{
|
|
run_flush_cache();
|
|
preprocess();
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
}
|
|
|
|
hip_check_error(hipEventRecord(stop, stream_config.stream_id_));
|
|
hip_check_error(hipEventSynchronize(stop));
|
|
|
|
hip_check_error(hipEventElapsedTime(&total_time, start, stop));
|
|
|
|
hip_check_error(hipEventDestroy(start));
|
|
hip_check_error(hipEventDestroy(stop));
|
|
}
|
|
// Flush cache timing loop
|
|
{
|
|
if(ck::EnvIsEnabled(CK_ENV(CK_LOGGING)))
|
|
{
|
|
printf("Profile flush cache %d times...\n", nrepeat);
|
|
}
|
|
hipEvent_t start, stop;
|
|
|
|
hip_check_error(hipEventCreate(&start));
|
|
hip_check_error(hipEventCreate(&stop));
|
|
|
|
hip_check_error(hipDeviceSynchronize());
|
|
hip_check_error(hipEventRecord(start, stream_config.stream_id_));
|
|
|
|
for(int i = 0; i < nrepeat; ++i)
|
|
{
|
|
run_flush_cache();
|
|
}
|
|
|
|
hip_check_error(hipEventRecord(stop, stream_config.stream_id_));
|
|
hip_check_error(hipEventSynchronize(stop));
|
|
|
|
hip_check_error(hipEventElapsedTime(&flush_cache_total_time, start, stop));
|
|
|
|
hip_check_error(hipEventDestroy(start));
|
|
hip_check_error(hipEventDestroy(stop));
|
|
}
|
|
// Exclude flush cache from result
|
|
return (total_time - flush_cache_total_time) / nrepeat;
|
|
}
|
|
else
|
|
{
|
|
preprocess();
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
|
|
return 0;
|
|
}
|
|
#else
|
|
kernel<<<grid_dim, block_dim, lds_byte, stream_config.stream_id_>>>(args...);
|
|
hip_check_error(hipGetLastError());
|
|
|
|
return 0;
|
|
#endif
|
|
}
|
|
|
|
template <typename... Args, typename F>
|
|
float launch_and_time_kernel_flush_cache(const StreamConfig& stream_config,
|
|
F kernel,
|
|
dim3 grid_dim,
|
|
dim3 block_dim,
|
|
std::size_t lds_byte,
|
|
Args... args)
|
|
{
|
|
auto preprocess = [&]() {};
|
|
return launch_and_time_kernel_with_preprocess_flush_cache(
|
|
stream_config, preprocess, kernel, grid_dim, block_dim, lds_byte, args...);
|
|
}
|
|
|
|
} // namespace ck
|
|
|
|
#endif
|