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291d8941
编写于
3月 23, 2022
作者:
Z
Zhang Ting
提交者:
GitHub
3月 23, 2022
浏览文件
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电子邮件补丁
差异文件
Add Gpu Timer Tool (#40642)
* add kernel profiler * add gpu timer tool * remove warmup * fix rocm complilation error
上级
2a1b4c07
变更
4
隐藏空白更改
内联
并排
Showing
4 changed file
with
213 addition
and
0 deletion
+213
-0
paddle/phi/kernels/CMakeLists.txt
paddle/phi/kernels/CMakeLists.txt
+3
-0
paddle/phi/kernels/autotune/CMakeLists.txt
paddle/phi/kernels/autotune/CMakeLists.txt
+5
-0
paddle/phi/kernels/autotune/gpu_timer.h
paddle/phi/kernels/autotune/gpu_timer.h
+88
-0
paddle/phi/kernels/autotune/gpu_timer_test.cu
paddle/phi/kernels/autotune/gpu_timer_test.cu
+117
-0
未找到文件。
paddle/phi/kernels/CMakeLists.txt
浏览文件 @
291d8941
...
@@ -62,3 +62,6 @@ register_kernels(EXCLUDES ${COMMON_BAISC_KERNELS} ${MANUAL_BUILD_KERNELS} DEPS $
...
@@ -62,3 +62,6 @@ register_kernels(EXCLUDES ${COMMON_BAISC_KERNELS} ${MANUAL_BUILD_KERNELS} DEPS $
add_subdirectory
(
sparse
)
add_subdirectory
(
sparse
)
copy_if_different
(
${
kernel_declare_file
}
${
kernel_declare_file_final
}
)
copy_if_different
(
${
kernel_declare_file
}
${
kernel_declare_file_final
}
)
# 5. kernel autotune
add_subdirectory
(
autotune
)
paddle/phi/kernels/autotune/CMakeLists.txt
0 → 100644
浏览文件 @
291d8941
if
(
WITH_GPU
)
nv_test
(
gpu_timer_test SRCS gpu_timer_test.cu DEPS gtest
)
elseif
(
WITH_ROCM
)
hip_test
(
gpu_timer_test SRCS gpu_timer_test.cu DEPS gtest
)
endif
()
paddle/phi/kernels/autotune/gpu_timer.h
0 → 100644
浏览文件 @
291d8941
// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#pragma once
#include "paddle/phi/backends/gpu/gpu_decls.h"
#include "paddle/phi/core/enforce.h"
#include "paddle/phi/core/errors.h"
#ifdef PADDLE_WITH_CUDA
#include <cuda_runtime.h>
#endif
#ifdef PADDLE_WITH_HIP
#include <hip/hip_runtime.h>
#endif
namespace
phi
{
class
GpuTimer
{
public:
GpuTimer
()
{
#ifdef PADDLE_WITH_HIP
hipEventCreate
(
&
start_
);
hipEventCreate
(
&
stop_
);
#else
cudaEventCreate
(
&
start_
);
cudaEventCreate
(
&
stop_
);
#endif
PADDLE_ENFORCE_NOT_NULL
(
start_
,
phi
::
errors
::
PreconditionNotMet
(
"Start Event is not ready."
));
PADDLE_ENFORCE_NOT_NULL
(
stop_
,
phi
::
errors
::
PreconditionNotMet
(
"Stop Event is not ready."
));
}
~
GpuTimer
()
{
#ifdef PADDLE_WITH_HIP
hipEventDestroy
(
start_
);
hipEventDestroy
(
stop_
);
#else
cudaEventDestroy
(
start_
);
cudaEventDestroy
(
stop_
);
#endif
}
void
Start
(
gpuStream_t
stream
)
{
#ifdef PADDLE_WITH_HIP
hipEventRecord
(
start_
,
stream
);
#else
cudaEventRecord
(
start_
,
stream
);
#endif
}
void
Stop
(
gpuStream_t
stream
)
{
#ifdef PADDLE_WITH_HIP
hipEventRecord
(
stop_
,
stream
);
#else
cudaEventRecord
(
stop_
,
stream
);
#endif
}
float
ElapsedTime
()
{
float
milliseconds
=
0
;
#ifdef PADDLE_WITH_HIP
hipEventSynchronize
(
stop_
);
hipEventElapsedTime
(
&
milliseconds
,
start_
,
stop_
);
#else
cudaEventSynchronize
(
stop_
);
cudaEventElapsedTime
(
&
milliseconds
,
start_
,
stop_
);
#endif
return
milliseconds
;
}
private:
gpuEvent_t
start_
;
gpuEvent_t
stop_
;
};
}
// namespace phi
paddle/phi/kernels/autotune/gpu_timer_test.cu
0 → 100644
浏览文件 @
291d8941
// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#include <gtest/gtest.h>
#include <functional>
#include "glog/logging.h"
#include "paddle/phi/kernels/autotune/gpu_timer.h"
#include "paddle/phi/kernels/funcs/aligned_vector.h"
template
<
typename
T
,
int
VecSize
>
__global__
void
VecSum
(
T
*
x
,
T
*
y
,
int
N
)
{
#ifdef __HIPCC__
int
idx
=
hipBlockDim_x
*
hipBlockIdx_x
+
hipThreadIdx_x
;
#else
int
idx
=
blockDim
.
x
*
blockIdx
.
x
+
threadIdx
.
x
;
#endif
using
LoadT
=
phi
::
AlignedVector
<
T
,
VecSize
>
;
for
(
int
i
=
idx
*
VecSize
;
i
<
N
;
i
+=
blockDim
.
x
*
gridDim
.
x
*
VecSize
)
{
LoadT
x_vec
;
LoadT
y_vec
;
phi
::
Load
<
T
,
VecSize
>
(
&
x
[
i
],
&
x_vec
);
phi
::
Load
<
T
,
VecSize
>
(
&
y
[
i
],
&
y_vec
);
#pragma unroll
for
(
int
j
=
0
;
j
<
VecSize
;
j
++
)
{
y_vec
[
j
]
=
x_vec
[
j
]
+
y_vec
[
j
];
}
phi
::
Store
<
T
,
VecSize
>
(
y_vec
,
&
y
[
i
]);
}
}
template
<
int
Vecsize
,
int
Threads
,
size_t
Blocks
>
void
Algo
(
float
*
d_in
,
float
*
d_out
,
size_t
N
)
{
#ifdef __HIPCC__
hipLaunchKernelGGL
(
HIP_KERNEL_NAME
(
VecSum
<
float
,
Vecsize
>
),
dim3
(
Blocks
),
dim3
(
Threads
),
0
,
0
,
d_in
,
d_out
,
N
);
#else
VecSum
<
float
,
Vecsize
><<<
Blocks
,
Threads
>>>
(
d_in
,
d_out
,
N
);
#endif
}
TEST
(
GpuTimer
,
Sum
)
{
float
*
in1
,
*
in2
,
*
out
;
float
*
d_in1
,
*
d_in2
;
size_t
N
=
1
<<
20
;
size_t
size
=
sizeof
(
float
)
*
N
;
#ifdef __HIPCC__
hipMalloc
(
reinterpret_cast
<
void
**>
(
&
d_in1
),
size
);
hipMalloc
(
reinterpret_cast
<
void
**>
(
&
d_in2
),
size
);
#else
cudaMalloc
(
reinterpret_cast
<
void
**>
(
&
d_in1
),
size
);
cudaMalloc
(
reinterpret_cast
<
void
**>
(
&
d_in2
),
size
);
#endif
in1
=
reinterpret_cast
<
float
*>
(
malloc
(
size
));
in2
=
reinterpret_cast
<
float
*>
(
malloc
(
size
));
out
=
reinterpret_cast
<
float
*>
(
malloc
(
size
));
for
(
size_t
i
=
0
;
i
<
N
;
i
++
)
{
in1
[
i
]
=
1.0
f
;
in2
[
i
]
=
2.0
f
;
}
#ifdef __HIPCC__
hipMemcpy
(
d_in1
,
in1
,
size
,
hipMemcpyHostToDevice
);
hipMemcpy
(
d_in2
,
in2
,
size
,
hipMemcpyHostToDevice
);
#else
cudaMemcpy
(
d_in1
,
in1
,
size
,
cudaMemcpyHostToDevice
);
cudaMemcpy
(
d_in2
,
in2
,
size
,
cudaMemcpyHostToDevice
);
#endif
using
Functor
=
std
::
function
<
void
(
float
*
,
float
*
,
size_t
)
>
;
Functor
alog0
=
Algo
<
4
,
256
,
1024
>
;
Functor
algo1
=
Algo
<
1
,
256
,
1024
>
;
Functor
alog2
=
Algo
<
1
,
256
,
8
>
;
std
::
vector
<
Functor
>
algos
=
{
alog0
,
algo1
,
alog2
};
for
(
int
j
=
0
;
j
<
algos
.
size
();
++
j
)
{
auto
algo
=
algos
[
j
];
phi
::
GpuTimer
timer
;
timer
.
Start
(
0
);
algo
(
d_in1
,
d_in2
,
N
);
timer
.
Stop
(
0
);
VLOG
(
3
)
<<
"alog: "
<<
j
<<
" cost: "
<<
timer
.
ElapsedTime
()
<<
"ms"
;
}
#ifdef __HIPCC__
hipMemcpy
(
out
,
d_in2
,
size
,
hipMemcpyDeviceToHost
);
#else
cudaMemcpy
(
out
,
d_in2
,
size
,
cudaMemcpyDeviceToHost
);
#endif
free
(
in1
);
free
(
in2
);
free
(
out
);
#ifdef __HIPCC__
hipFree
(
d_in1
);
hipFree
(
d_in2
);
#else
cudaFree
(
d_in1
);
cudaFree
(
d_in2
);
#endif
}
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