mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-03 21:21:22 +00:00
[CK_TILE] support group from cmdline (#1295)
* support cmdline seqlen decode * silent print * update readme * update kernel launch 3d * update tile partitioner * fix spill for bf16 * modify based on comment * modify payload_t * fix bug for alibi mode * fix alibi test err * refactor kernel launch, support select timer * add missing file * remove useless code * add some comments
This commit is contained in:
@@ -27,7 +27,14 @@ struct DeviceMem
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DeviceMem() : mpDeviceBuf(nullptr), mMemSize(0) {}
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DeviceMem(std::size_t mem_size) : mMemSize(mem_size)
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{
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HIP_CHECK_ERROR(hipMalloc(static_cast<void**>(&mpDeviceBuf), mMemSize));
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if(mMemSize != 0)
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{
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HIP_CHECK_ERROR(hipMalloc(static_cast<void**>(&mpDeviceBuf), mMemSize));
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}
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else
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{
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mpDeviceBuf = nullptr;
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}
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}
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void Realloc(std::size_t mem_size)
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{
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@@ -36,7 +43,14 @@ struct DeviceMem
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HIP_CHECK_ERROR(hipFree(mpDeviceBuf));
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}
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mMemSize = mem_size;
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HIP_CHECK_ERROR(hipMalloc(static_cast<void**>(&mpDeviceBuf), mMemSize));
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if(mMemSize != 0)
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{
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HIP_CHECK_ERROR(hipMalloc(static_cast<void**>(&mpDeviceBuf), mMemSize));
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}
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else
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{
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mpDeviceBuf = nullptr;
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}
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}
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void* GetDeviceBuffer() const { return mpDeviceBuf; }
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std::size_t GetBufferSize() const { return mMemSize; }
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@@ -47,15 +61,18 @@ struct DeviceMem
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HIP_CHECK_ERROR(
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hipMemcpy(mpDeviceBuf, const_cast<void*>(p), mMemSize, hipMemcpyHostToDevice));
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}
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else
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{
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throw std::runtime_error("ToDevice with an empty pointer");
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}
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// else
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// {
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// throw std::runtime_error("ToDevice with an empty pointer");
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// }
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}
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void ToDevice(const void* p, const std::size_t cpySize) const
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{
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HIP_CHECK_ERROR(
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hipMemcpy(mpDeviceBuf, const_cast<void*>(p), cpySize, hipMemcpyHostToDevice));
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if(mpDeviceBuf)
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{
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HIP_CHECK_ERROR(
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hipMemcpy(mpDeviceBuf, const_cast<void*>(p), cpySize, hipMemcpyHostToDevice));
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}
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}
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void FromDevice(void* p) const
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{
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@@ -63,14 +80,17 @@ struct DeviceMem
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{
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HIP_CHECK_ERROR(hipMemcpy(p, mpDeviceBuf, mMemSize, hipMemcpyDeviceToHost));
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}
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else
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{
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throw std::runtime_error("FromDevice with an empty pointer");
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}
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// else
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// {
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// throw std::runtime_error("FromDevice with an empty pointer");
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// }
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}
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void FromDevice(void* p, const std::size_t cpySize) const
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{
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HIP_CHECK_ERROR(hipMemcpy(p, mpDeviceBuf, cpySize, hipMemcpyDeviceToHost));
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if(mpDeviceBuf)
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{
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HIP_CHECK_ERROR(hipMemcpy(p, mpDeviceBuf, cpySize, hipMemcpyDeviceToHost));
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}
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}
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void SetZero() const
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{
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@@ -82,13 +102,16 @@ struct DeviceMem
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template <typename T>
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void SetValue(T x) const
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{
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if(mMemSize % sizeof(T) != 0)
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if(mpDeviceBuf)
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{
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throw std::runtime_error("wrong! not entire DeviceMem will be set");
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}
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if(mMemSize % sizeof(T) != 0)
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{
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throw std::runtime_error("wrong! not entire DeviceMem will be set");
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}
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// TODO: call a gpu kernel to set the value (?)
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set_buffer_value<T><<<1, 1024>>>(static_cast<T*>(mpDeviceBuf), x, mMemSize / sizeof(T));
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// TODO: call a gpu kernel to set the value (?)
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set_buffer_value<T><<<1, 1024>>>(static_cast<T*>(mpDeviceBuf), x, mMemSize / sizeof(T));
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}
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}
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~DeviceMem()
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{
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@@ -6,6 +6,7 @@
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#include "ck_tile/core/config.hpp"
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#include "ck_tile/host/stream_config.hpp"
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#include "ck_tile/host/hip_check_error.hpp"
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#include "ck_tile/host/timer.hpp"
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#include <hip/hip_runtime.h>
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#include <cstddef>
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@@ -14,153 +15,92 @@ template <int MaxThreadPerBlock, int MinBlockPerCu, typename Kernel, typename...
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#if CK_TILE_USE_LAUNCH_BOUNDS
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__launch_bounds__(MaxThreadPerBlock, MinBlockPerCu)
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#endif
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__global__ void kentry(Kernel f, Args... args)
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__global__ void kentry(Args... args)
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{
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f(args...);
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}
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template <typename... Args, typename F>
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CK_TILE_HOST float launch_and_time_kernel(const stream_config& s,
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F kernel,
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dim3 grid_dim,
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dim3 block_dim,
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std::size_t lds_byte,
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Args... args)
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{
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#if CK_TILE_TIME_KERNEL
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if(s.time_kernel_)
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{
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// warm up
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for(int i = 0; i < s.cold_niters_; ++i)
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{
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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}
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const int nrepeat = s.nrepeat_;
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hipEvent_t start, stop;
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HIP_CHECK_ERROR(hipEventCreate(&start));
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HIP_CHECK_ERROR(hipEventCreate(&stop));
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HIP_CHECK_ERROR(hipDeviceSynchronize());
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HIP_CHECK_ERROR(hipEventRecord(start, s.stream_id_));
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for(int i = 0; i < nrepeat; ++i)
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{
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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}
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HIP_CHECK_ERROR(hipEventRecord(stop, s.stream_id_));
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HIP_CHECK_ERROR(hipEventSynchronize(stop));
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float total_time = 0;
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HIP_CHECK_ERROR(hipEventElapsedTime(&total_time, start, stop));
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return total_time / nrepeat;
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}
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else
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{
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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return 0;
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}
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#else
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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return 0;
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#endif
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}
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template <typename... Args, typename F, typename PreProcessFunc>
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CK_TILE_HOST float launch_and_time_kernel_with_preprocess(const stream_config& s,
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PreProcessFunc preprocess,
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F kernel,
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dim3 grid_dim,
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dim3 block_dim,
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std::size_t lds_byte,
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Args... args)
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{
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#if CK_TILE_TIME_KERNEL
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if(s.time_kernel_)
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{
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#if CK_TILE_DEBUG_LOG
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printf("%s: grid_dim {%d, %d, %d}, block_dim {%d, %d, %d} \n",
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__func__,
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grid_dim.x,
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grid_dim.y,
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grid_dim.z,
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block_dim.x,
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block_dim.y,
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block_dim.z);
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printf("Warm up 1 time\n");
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#endif
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// warm up
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preprocess();
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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const int nrepeat = 10;
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#if CK_TILE_DEBUG_LOG
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printf("Start running %d times...\n", nrepeat);
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#endif
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hipEvent_t start, stop;
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HIP_CHECK_ERROR(hipEventCreate(&start));
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HIP_CHECK_ERROR(hipEventCreate(&stop));
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HIP_CHECK_ERROR(hipDeviceSynchronize());
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HIP_CHECK_ERROR(hipEventRecord(start, s.stream_id_));
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for(int i = 0; i < nrepeat; ++i)
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{
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preprocess();
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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}
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HIP_CHECK_ERROR(hipEventRecord(stop, s.stream_id_));
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HIP_CHECK_ERROR(hipEventSynchronize(stop));
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float total_time = 0;
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HIP_CHECK_ERROR(hipEventElapsedTime(&total_time, start, stop));
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return total_time / nrepeat;
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}
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else
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{
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preprocess();
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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return 0;
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}
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#else
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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hip_check_error(hipGetLastError());
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return 0;
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#endif
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Kernel{}(args...);
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}
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//
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// return a anonymous functor(lambda) to be called later
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// the KernelImpl should be a class without non-static data member, or let's say
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// can be instantiate with "KernelImpl{}"
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//
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// the "static __device__ operator()(some_arg)" is the entry point of KernelImpl
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//
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template <int MaxThreadPerBlock = CK_TILE_MAX_THREAD_PER_BLOCK,
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int MinBlockPerCu = CK_TILE_MIN_BLOCK_PER_CU,
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typename KernelImpl,
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typename... Args>
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CK_TILE_HOST float launch_kernel(const stream_config& s,
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KernelImpl kernel_impl,
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dim3 grid_dim,
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dim3 block_dim,
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std::size_t dynamic_smem_byte,
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Args... args)
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CK_TILE_HOST auto
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make_kernel(KernelImpl /*f*/, dim3 grid_dim, dim3 block_dim, std::size_t lds_byte, Args... args)
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{
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const auto kernel = kentry<MaxThreadPerBlock, MinBlockPerCu, KernelImpl, Args...>;
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return launch_and_time_kernel(
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s, kernel, grid_dim, block_dim, dynamic_smem_byte, kernel_impl, args...);
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return [=](const stream_config& s) {
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kernel<<<grid_dim, block_dim, lds_byte, s.stream_id_>>>(args...);
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};
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}
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// clang-format off
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/*
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* launch_kernel()
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*
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* this is the function to launch arbitrary number of kernels with optional timer(selected by stream_config)
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* the callables should have signature as "operator()(const stream_config& s){ ... }" to call
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*
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* the simplest way is pass in a lambda function, with "[=](const stream_config& s){ call_your_kernel_here() }"
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* as signature, for the callable (pay attention to the capture list)
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*
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* e.g.
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* ck_tile::launch_kernel(s,
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* [=](const stream_config& s){ hipMemset(ptr, 0, size) },
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* [=](const stream_config& s){ some_kernel<<<grids, blocks>>>(arg); }
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* );
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*
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* if you use ck_tile kernel, or similiar to this style (structure with "static __device__ operator()(...){}")
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* you can pass your kernel to ck_tile::make_kernel(), which will create a anonymous functor for you,
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* then pass it to ck_tile::launch_kernel()
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*
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* e.g.
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* ck_tile::launch_kernel(s,
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* ck_tile::make_kernel<T0, B0>(kernel_0{}, grids0, blocks0, 0, kargs0),
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* ck_tile::make_kernel<T0, B1>(kernel_1{}, grids1, blocks1, 0, kargs1),
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* ...);
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**/
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// clang-format on
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template <typename... Callables>
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CK_TILE_HOST float launch_kernel(const stream_config& s, Callables... callables)
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{
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// clang-format off
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if(!s.time_kernel_) {
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(callables(s),...); hip_check_error(hipGetLastError());
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return 0;
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}
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if(s.is_gpu_timer_) {
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gpu_timer timer {};
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// warmup
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for(int i = 0; i < s.cold_niters_; i++) { (callables(s),...); } hip_check_error(hipGetLastError());
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timer.start(s.stream_id_);
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for(int i = 0; i < s.nrepeat_; i++) { (callables(s),...); } hip_check_error(hipGetLastError());
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timer.stop(s.stream_id_);
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return timer.duration() / s.nrepeat_;
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}
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else {
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cpu_timer timer {};
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// warmup
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for(int i = 0; i < s.cold_niters_; i++) { (callables(s),...); } hip_check_error(hipGetLastError());
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timer.start(s.stream_id_);
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for(int i = 0; i < s.nrepeat_; i++) { (callables(s),...); } hip_check_error(hipGetLastError());
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timer.stop(s.stream_id_);
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return timer.duration() / s.nrepeat_;
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}
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// clang-format on
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}
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} // namespace ck_tile
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@@ -6,6 +6,22 @@
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#include <hip/hip_runtime.h>
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namespace ck_tile {
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/*
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* construct this structure with behavior as:
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*
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* // create stream config with default stream(NULL), and not timing the kernel
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* stream_config s = stream_config{};
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*
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* // create stream config with _some_stream_id_, and not timing the kernel
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* stream_config s = stream_config{_some_stream_id_};
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*
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* // create stream config with _some_stream_id_, and benchmark with warmup/repeat as default
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* stream_config s = stream_config{_some_stream_id_, true};
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*
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* // create stream config with _some_stream_id_, and benchmark using cpu timer
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* stream_config s = stream_config{_some_stream_id_, true, 0, 3, 10, false};
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**/
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struct stream_config
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{
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hipStream_t stream_id_ = nullptr;
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@@ -13,5 +29,6 @@ struct stream_config
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int log_level_ = 0;
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int cold_niters_ = 3;
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int nrepeat_ = 10;
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bool is_gpu_timer_ = true; // keep compatible
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};
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} // namespace ck_tile
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79
include/ck_tile/host/timer.hpp
Normal file
79
include/ck_tile/host/timer.hpp
Normal file
@@ -0,0 +1,79 @@
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// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
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#pragma once
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#include "ck_tile/core/config.hpp"
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#include "ck_tile/host/hip_check_error.hpp"
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#include <hip/hip_runtime.h>
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#include <cstddef>
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#include <chrono>
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namespace ck_tile {
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struct gpu_timer
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{
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CK_TILE_HOST gpu_timer()
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{
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HIP_CHECK_ERROR(hipEventCreate(&start_evt));
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HIP_CHECK_ERROR(hipEventCreate(&stop_evt));
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}
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CK_TILE_HOST ~gpu_timer() noexcept(false)
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{
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HIP_CHECK_ERROR(hipEventDestroy(start_evt));
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HIP_CHECK_ERROR(hipEventDestroy(stop_evt));
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}
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CK_TILE_HOST void start(const hipStream_t& s)
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{
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HIP_CHECK_ERROR(hipDeviceSynchronize());
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HIP_CHECK_ERROR(hipEventRecord(start_evt, s));
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}
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CK_TILE_HOST void stop(const hipStream_t& s)
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{
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HIP_CHECK_ERROR(hipEventRecord(stop_evt, s));
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HIP_CHECK_ERROR(hipEventSynchronize(stop_evt));
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}
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// return in ms
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CK_TILE_HOST float duration() const
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{
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float ms = 0;
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HIP_CHECK_ERROR(hipEventElapsedTime(&ms, start_evt, stop_evt));
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return ms;
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}
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private:
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hipEvent_t start_evt, stop_evt;
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};
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struct cpu_timer
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{
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// torch.utils.benchmark.Timer(), there is a sync inside each timer callback
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CK_TILE_HOST void start(const hipStream_t&)
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{
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HIP_CHECK_ERROR(hipDeviceSynchronize());
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start_tick = std::chrono::high_resolution_clock::now();
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}
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// torch.utils.benchmark.Timer(), there is a sync inside each timer callback
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CK_TILE_HOST void stop(const hipStream_t&)
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{
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HIP_CHECK_ERROR(hipDeviceSynchronize());
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stop_tick = std::chrono::high_resolution_clock::now();
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}
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// return in ms
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CK_TILE_HOST float duration() const
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{
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double sec =
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std::chrono::duration_cast<std::chrono::duration<double>>(stop_tick - start_tick)
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.count();
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return static_cast<float>(sec * 1e3);
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}
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private:
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std::chrono::time_point<std::chrono::high_resolution_clock> start_tick;
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std::chrono::time_point<std::chrono::high_resolution_clock> stop_tick;
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};
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} // namespace ck_tile
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Block a user