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d4ae1775
编写于
2月 28, 2022
作者:
C
chenjian
提交者:
GitHub
2月 28, 2022
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
add new profiler components (#39964)
* add new profiler components * fix bug
上级
0ff72e5d
变更
11
隐藏空白更改
内联
并排
Showing
11 changed file
with
406 addition
and
11 deletion
+406
-11
paddle/fluid/framework/operator.cc
paddle/fluid/framework/operator.cc
+5
-5
paddle/fluid/platform/dynload/cupti.h
paddle/fluid/platform/dynload/cupti.h
+3
-1
paddle/fluid/platform/profiler/CMakeLists.txt
paddle/fluid/platform/profiler/CMakeLists.txt
+6
-3
paddle/fluid/platform/profiler/cpu_utilization.cc
paddle/fluid/platform/profiler/cpu_utilization.cc
+172
-0
paddle/fluid/platform/profiler/cpu_utilization.h
paddle/fluid/platform/profiler/cpu_utilization.h
+62
-0
paddle/fluid/platform/profiler/extra_info.h
paddle/fluid/platform/profiler/extra_info.h
+49
-0
paddle/fluid/platform/profiler/output_logger.h
paddle/fluid/platform/profiler/output_logger.h
+0
-1
paddle/fluid/platform/profiler/test_extra_info.cc
paddle/fluid/platform/profiler/test_extra_info.cc
+31
-0
paddle/fluid/platform/profiler/utils.cc
paddle/fluid/platform/profiler/utils.cc
+66
-0
paddle/fluid/platform/profiler/utils.h
paddle/fluid/platform/profiler/utils.h
+9
-0
paddle/phi/backends/dynload/cupti.h
paddle/phi/backends/dynload/cupti.h
+3
-1
未找到文件。
paddle/fluid/framework/operator.cc
浏览文件 @
d4ae1775
...
...
@@ -263,11 +263,11 @@ void OperatorBase::Run(const Scope& scope, const platform::Place& place) {
// in order to record different op type cost time
// and different op name cost time,we set two event.
platform
::
RecordEvent
op_type_record_event
(
Type
()
.
c_str
()
,
platform
::
TracerEventType
::
Operator
,
1
);
auto
op_name
=
platform
::
OpName
(
outputs_
,
Type
());
platform
::
RecordEvent
op_name_record_event
(
op_name
,
platform
::
TracerEventType
::
Operator
,
1
,
platform
::
EventRole
::
kUniqueOp
);
Type
(),
platform
::
TracerEventType
::
Operator
,
1
);
//
auto op_name = platform::OpName(outputs_, Type());
//
platform::RecordEvent op_name_record_event(
//
op_name, platform::TracerEventType::Operator, 1,
//
platform::EventRole::kUniqueOp);
RunImpl
(
scope
,
place
);
}
...
...
paddle/fluid/platform/dynload/cupti.h
浏览文件 @
d4ae1775
...
...
@@ -16,6 +16,7 @@ limitations under the License. */
#ifdef PADDLE_WITH_CUPTI
#include <cuda.h>
#include <cuda_occupancy.h>
#include <cupti.h>
#include <mutex> // NOLINT
...
...
@@ -50,7 +51,8 @@ namespace dynload {
__macro(cuptiSubscribe); \
__macro(cuptiUnsubscribe); \
__macro(cuptiEnableCallback); \
__macro(cuptiEnableDomain);
__macro(cuptiEnableDomain); \
__macro(cudaOccMaxActiveBlocksPerMultiprocessor);
CUPTI_ROUTINE_EACH
(
DECLARE_DYNAMIC_LOAD_CUPTI_WRAP
);
...
...
paddle/fluid/platform/profiler/CMakeLists.txt
100644 → 100755
浏览文件 @
d4ae1775
cc_library
(
host_tracer SRCS host_tracer.cc DEPS enforce
)
cc_library
(
cuda_tracer SRCS cuda_tracer.cc cupti_data_process.cc DEPS workqueue_utils enforce glog
)
cc_library
(
new_profiler SRCS profiler.cc DEPS host_tracer cuda_tracer
)
cc_library
(
event_node SRCS event_node.cc DEPS enforce
)
cc_library
(
chrometracinglogger SRCS chrometracing_logger.cc DEPS event_node
)
cc_library
(
profiler_utils SRCS utils.cc DEPS enforce glog
)
cc_library
(
chrometracinglogger SRCS chrometracing_logger.cc DEPS event_node profiler_utils
)
cc_test
(
test_event_node SRCS test_event_node.cc DEPS event_node chrometracinglogger
)
cc_test
(
new_profiler_test SRCS profiler_test.cc DEPS new_profiler event_node
)
add_subdirectory
(
dump
)
cc_library
(
cpu_utilization SRCS cpu_utilization.cc DEPS cpu_info os_info enforce glog
)
cc_test
(
test_extra_info SRCS test_extra_info.cc DEPS profiler_utils
)
cc_library
(
new_profiler SRCS profiler.cc DEPS host_tracer cuda_tracer profiler_utils cpu_utilization
)
cc_test
(
new_profiler_test SRCS profiler_test.cc DEPS new_profiler event_node
)
paddle/fluid/platform/profiler/cpu_utilization.cc
0 → 100644
浏览文件 @
d4ae1775
// 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.
// 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 "paddle/fluid/platform/profiler/cpu_utilization.h"
namespace
paddle
{
namespace
platform
{
#ifdef _MSC_VER
static
uint64_t
FileTimeToUint64
(
FILETIME
time
)
{
uint64_t
low_part
=
time
.
dwLowDateTime
;
uint64_t
high_part
=
time
.
dwHighDateTime
;
uint64_t
result
=
(
high_part
<<
32
)
|
low_part
;
return
result
;
}
#endif
void
CpuUtilization
::
RecordBeginTimeInfo
()
{
#if defined(_MSC_VER)
HANDLE
process_handle
=
GetCurrentProcess
();
GetSystemTimeAsFileTime
(
&
start_
);
GetSystemTimes
(
&
system_idle_time_start_
,
&
system_kernel_time_start_
,
&
system_user_time_start_
);
GetProcessTimes
(
process_handle
,
&
process_creation_time_
,
&
process_exit_time_
,
&
process_kernel_time_start_
,
&
process_user_time_start_
);
#elif defined(__linux__)
start_
=
times
(
&
process_tms_start_
);
#define proc_path_size 1024
static
char
proc_stat_path
[
proc_path_size
]
=
"/proc/stat"
;
FILE
*
stat_file
=
fopen
(
proc_stat_path
,
"r"
);
if
(
stat_file
!=
nullptr
)
{
char
temp_str
[
200
];
uint64_t
temp_lu
;
while
(
true
)
{
int
retval
=
fscanf
(
stat_file
,
"%s %"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
,
temp_str
,
&
system_tms_start_
.
tms_utime
,
&
nice_time_start_
,
&
system_tms_start_
.
tms_stime
,
&
idle_start_
,
&
iowait_start_
,
&
irq_start_
,
&
softirq_start_
,
&
steal_start_
,
&
temp_lu
,
&
temp_lu
);
if
(
std
::
string
(
temp_str
).
find
(
"cpu"
)
!=
0
)
{
break
;
}
if
(
retval
!=
11
)
{
return
;
}
}
fclose
(
stat_file
);
}
#else
#endif
}
void
CpuUtilization
::
RecordEndTimeInfo
()
{
#if defined(_MSC_VER)
HANDLE
process_handle
=
GetCurrentProcess
();
GetSystemTimeAsFileTime
(
&
end_
);
GetSystemTimes
(
&
system_idle_time_end_
,
&
system_kernel_time_end_
,
&
system_user_time_end_
);
GetProcessTimes
(
process_handle
,
&
process_creation_time_
,
&
process_exit_time_
,
&
process_kernel_time_end_
,
&
process_user_time_end_
);
#elif defined(__linux__)
end_
=
times
(
&
process_tms_end_
);
#define proc_path_size 1024
static
char
proc_stat_path
[
proc_path_size
]
=
"/proc/stat"
;
FILE
*
stat_file
=
fopen
(
proc_stat_path
,
"r"
);
if
(
stat_file
!=
nullptr
)
{
char
temp_str
[
200
];
uint64_t
temp_lu
;
while
(
true
)
{
int
retval
=
fscanf
(
stat_file
,
"%s %"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
"%"
PRIu64
,
temp_str
,
&
system_tms_end_
.
tms_utime
,
&
nice_time_end_
,
&
system_tms_end_
.
tms_stime
,
&
idle_end_
,
&
iowait_end_
,
&
irq_end_
,
&
softirq_end_
,
&
steal_end_
,
&
temp_lu
,
&
temp_lu
);
if
(
std
::
string
(
temp_str
).
find
(
"cpu"
)
!=
0
)
{
break
;
}
if
(
retval
!=
11
)
{
return
;
}
}
fclose
(
stat_file
);
}
#else
#endif
}
float
CpuUtilization
::
GetCpuUtilization
()
{
float
cpu_utilization
=
0.0
;
#if defined(_MSC_VER)
uint64_t
system_user_time_start
=
FileTimeToUint64
(
system_user_time_start_
);
uint64_t
system_user_time_end
=
FileTimeToUint64
(
system_user_time_end_
);
uint64_t
system_kernel_time_start
=
FileTimeToUint64
(
system_kernel_time_start_
);
uint64_t
system_kernel_time_end
=
FileTimeToUint64
(
system_kernel_time_end_
);
uint64_t
system_idle_time_start
=
FileTimeToUint64
(
system_idle_time_start_
);
uint64_t
system_idle_time_end
=
FileTimeToUint64
(
system_idle_time_end_
);
float
busy_time
=
(
system_kernel_time_end
-
system_kernel_time_start
)
+
(
system_user_time_end
-
system_user_time_start
);
float
idle_time
=
system_idle_time_end
-
system_idle_time_start
;
cpu_utilization
=
busy_time
/
(
busy_time
+
idle_time
);
#elif defined(__linux__)
float
busy_time
=
(
system_tms_end_
.
tms_utime
-
system_tms_start_
.
tms_utime
)
+
(
system_tms_end_
.
tms_stime
-
system_tms_start_
.
tms_stime
)
+
(
nice_time_end_
-
nice_time_start_
)
+
(
irq_end_
-
irq_start_
)
+
(
softirq_end_
-
softirq_start_
)
+
(
steal_end_
-
steal_start_
);
float
idle_time
=
(
idle_end_
-
idle_start_
)
+
(
iowait_end_
-
iowait_start_
);
cpu_utilization
=
busy_time
/
(
busy_time
+
idle_time
);
#else
LOG
(
WARNING
)
<<
"Current System is not supported to get system cpu utilization"
<<
cpu_utilization
<<
std
::
endl
;
#endif
return
cpu_utilization
;
}
float
CpuUtilization
::
GetCpuCurProcessUtilization
()
{
float
cpu_process_utilization
=
0.0
;
#ifdef _MSC_VER
uint64_t
process_user_time_start
=
FileTimeToUint64
(
process_user_time_start_
);
uint64_t
process_user_time_end
=
FileTimeToUint64
(
process_user_time_end_
);
uint64_t
process_kernel_time_start
=
FileTimeToUint64
(
process_kernel_time_start_
);
uint64_t
process_kernel_time_end
=
FileTimeToUint64
(
process_kernel_time_end_
);
uint64_t
start
=
FileTimeToUint64
(
start_
);
uint64_t
end
=
FileTimeToUint64
(
end_
);
float
busy_time
=
(
process_kernel_time_end
-
process_kernel_time_start
)
+
(
process_user_time_end
-
process_user_time_start
);
cpu_process_utilization
=
busy_time
/
(
end
-
start
);
LOG
(
INFO
)
<<
"Process Utilization = "
<<
cpu_process_utilization
<<
std
::
endl
;
#elif defined(__linux__)
float
busy_time
=
(
process_tms_end_
.
tms_utime
-
process_tms_start_
.
tms_utime
)
+
(
process_tms_end_
.
tms_stime
-
process_tms_start_
.
tms_stime
);
cpu_process_utilization
=
busy_time
/
(
end_
-
start_
);
#else
LOG
(
WARNING
)
<<
"Current System is not supported to get process cpu utilization"
<<
cpu_process_utilization
<<
std
::
endl
;
#endif
return
cpu_process_utilization
;
}
}
// namespace platform
}
// namespace paddle
paddle/fluid/platform/profiler/cpu_utilization.h
0 → 100644
浏览文件 @
d4ae1775
// 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 <stdio.h>
#include <cinttypes>
#include <cstdint>
#include "glog/logging.h"
#ifdef _MSC_VER
#include <windows.h>
#else
#include <sys/times.h>
#include <unistd.h>
#endif
namespace
paddle
{
namespace
platform
{
class
CpuUtilization
{
public:
CpuUtilization
()
{}
void
RecordBeginTimeInfo
();
void
RecordEndTimeInfo
();
float
GetCpuUtilization
();
float
GetCpuCurProcessUtilization
();
private:
#ifdef _MSC_VER
FILETIME
start_
,
end_
;
FILETIME
process_user_time_start_
,
process_user_time_end_
;
FILETIME
process_kernel_time_start_
,
process_kernel_time_end_
;
FILETIME
system_user_time_start_
,
system_user_time_end_
;
FILETIME
system_kernel_time_start_
,
system_kernel_time_end_
;
FILETIME
system_idle_time_start_
,
system_idle_time_end_
;
FILETIME
process_creation_time_
,
process_exit_time_
;
#else
clock_t
start_
,
end_
;
uint64_t
idle_start_
,
idle_end_
;
uint64_t
iowait_start_
,
iowait_end_
;
uint64_t
nice_time_start_
,
nice_time_end_
;
uint64_t
irq_start_
,
irq_end_
;
uint64_t
softirq_start_
,
softirq_end_
;
uint64_t
steal_start_
,
steal_end_
;
struct
tms
system_tms_start_
,
system_tms_end_
;
struct
tms
process_tms_start_
,
process_tms_end_
;
#endif
};
}
// namespace platform
}
// namespace paddle
paddle/fluid/platform/profiler/extra_info.h
0 → 100644
浏览文件 @
d4ae1775
// 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 <string>
#include <unordered_map>
#include <vector>
#include "paddle/fluid/platform/profiler/utils.h"
namespace
paddle
{
namespace
platform
{
class
ExtraInfo
{
public:
ExtraInfo
()
{}
template
<
typename
...
Args
>
void
AddExtraInfo
(
const
std
::
string
&
key
,
const
std
::
string
&
format
,
Args
...
args
);
void
Clear
()
{
extra_info_
.
clear
();
}
std
::
unordered_map
<
std
::
string
,
std
::
string
>
GetExtraInfo
()
{
return
extra_info_
;
}
private:
std
::
unordered_map
<
std
::
string
,
std
::
string
>
extra_info_
;
};
template
<
typename
...
Args
>
void
ExtraInfo
::
AddExtraInfo
(
const
std
::
string
&
key
,
const
std
::
string
&
format
,
Args
...
args
)
{
std
::
string
value
=
string_format
(
format
,
args
...);
extra_info_
[
key
]
=
value
;
}
}
// namespace platform
}
// namespace paddle
paddle/fluid/platform/profiler/output_logger.h
浏览文件 @
d4ae1775
...
...
@@ -33,7 +33,6 @@ class BaseLogger {
virtual
void
LogHostTraceEventNode
(
const
HostTraceEventNode
&
)
{}
virtual
void
LogRuntimeTraceEventNode
(
const
CudaRuntimeTraceEventNode
&
)
{}
virtual
void
LogNodeTrees
(
const
NodeTrees
&
)
{}
virtual
void
LogMetaInfo
()
{}
};
}
// namespace platform
...
...
paddle/fluid/platform/profiler/test_extra_info.cc
0 → 100644
浏览文件 @
d4ae1775
// 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 "paddle/fluid/platform/profiler/extra_info.h"
using
paddle
::
platform
::
ExtraInfo
;
TEST
(
ExtraInfoTest
,
case0
)
{
ExtraInfo
instance
;
instance
.
AddExtraInfo
(
std
::
string
(
"info1"
),
std
::
string
(
"%d"
),
20
);
instance
.
AddExtraInfo
(
std
::
string
(
"info2"
),
std
::
string
(
"%s"
),
"helloworld"
);
std
::
unordered_map
<
std
::
string
,
std
::
string
>
map
=
instance
.
GetExtraInfo
();
EXPECT_EQ
(
map
[
"info1"
],
"20"
);
EXPECT_EQ
(
map
[
"info2"
],
"helloworld"
);
EXPECT_EQ
(
map
.
size
(),
2u
);
instance
.
Clear
();
map
=
instance
.
GetExtraInfo
();
EXPECT_EQ
(
map
.
size
(),
0u
);
}
paddle/fluid/platform/profiler/utils.cc
0 → 100644
浏览文件 @
d4ae1775
/* 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 "paddle/fluid/platform/profiler/utils.h"
#include <vector>
#include "glog/logging.h"
#include "paddle/fluid/platform/device/gpu/gpu_info.h"
#include "paddle/fluid/platform/dynload/cupti.h"
namespace
paddle
{
namespace
platform
{
#ifdef PADDLE_WITH_CUPTI
float
CalculateEstOccupancy
(
uint32_t
DeviceId
,
uint16_t
RegistersPerThread
,
int32_t
StaticSharedMemory
,
int32_t
DynamicSharedMemory
,
int32_t
BlockX
,
int32_t
BlockY
,
int32_t
BlockZ
,
float
BlocksPerSm
)
{
float
occupancy
=
0.0
;
std
::
vector
<
int
>
device_ids
=
GetSelectedDevices
();
if
(
DeviceId
<
device_ids
.
size
())
{
const
gpuDeviceProp
&
device_property
=
GetDeviceProperties
(
DeviceId
);
cudaOccFuncAttributes
occFuncAttr
;
occFuncAttr
.
maxThreadsPerBlock
=
INT_MAX
;
occFuncAttr
.
numRegs
=
RegistersPerThread
;
occFuncAttr
.
sharedSizeBytes
=
StaticSharedMemory
;
occFuncAttr
.
partitionedGCConfig
=
PARTITIONED_GC_OFF
;
occFuncAttr
.
shmemLimitConfig
=
FUNC_SHMEM_LIMIT_DEFAULT
;
occFuncAttr
.
maxDynamicSharedSizeBytes
=
0
;
const
cudaOccDeviceState
occDeviceState
=
{};
int
blockSize
=
BlockX
*
BlockY
*
BlockZ
;
size_t
dynamicSmemSize
=
DynamicSharedMemory
;
cudaOccResult
occ_result
;
cudaOccDeviceProp
prop
(
device_property
);
cudaOccError
status
=
cudaOccMaxActiveBlocksPerMultiprocessor
(
&
occ_result
,
&
prop
,
&
occFuncAttr
,
&
occDeviceState
,
blockSize
,
dynamicSmemSize
);
if
(
status
==
CUDA_OCC_SUCCESS
)
{
if
(
occ_result
.
activeBlocksPerMultiprocessor
<
BlocksPerSm
)
{
BlocksPerSm
=
occ_result
.
activeBlocksPerMultiprocessor
;
}
occupancy
=
BlocksPerSm
*
blockSize
/
static_cast
<
float
>
(
device_property
.
maxThreadsPerMultiProcessor
);
}
else
{
LOG
(
WARNING
)
<<
"Failed to calculate estimated occupancy, status = "
<<
status
<<
std
::
endl
;
}
}
return
occupancy
;
}
#endif
}
// namespace platform
}
// namespace paddle
paddle/fluid/platform/profiler/utils.h
浏览文件 @
d4ae1775
...
...
@@ -13,6 +13,9 @@ See the License for the specific language governing permissions and
limitations under the License. */
#pragma once
#include <ctime>
#include <string>
#include "paddle/fluid/platform/enforce.h"
#include "paddle/fluid/platform/os_info.h"
namespace
paddle
{
...
...
@@ -42,5 +45,11 @@ static std::string GetStringFormatLocalTime() {
static
int64_t
nsToUs
(
int64_t
ns
)
{
return
ns
/
1000
;
}
#ifdef PADDLE_WITH_CUPTI
float
CalculateEstOccupancy
(
uint32_t
deviceId
,
uint16_t
registersPerThread
,
int32_t
staticSharedMemory
,
int32_t
dynamicSharedMemory
,
int32_t
blockX
,
int32_t
blockY
,
int32_t
blockZ
,
float
blocksPerSm
);
#endif
}
// namespace platform
}
// namespace paddle
paddle/phi/backends/dynload/cupti.h
浏览文件 @
d4ae1775
...
...
@@ -16,6 +16,7 @@ limitations under the License. */
#ifdef PADDLE_WITH_CUPTI
#include <cuda.h>
#include <cuda_occupancy.h>
#include <cupti.h>
#include <mutex> // NOLINT
...
...
@@ -63,7 +64,8 @@ extern void *cupti_dso_handle;
__macro(cuptiSubscribe); \
__macro(cuptiUnsubscribe); \
__macro(cuptiEnableCallback); \
__macro(cuptiEnableDomain);
__macro(cuptiEnableDomain); \
__macro(cudaOccMaxActiveBlocksPerMultiprocessor);
CUPTI_ROUTINE_EACH
(
DECLARE_DYNAMIC_LOAD_CUPTI_WRAP
);
...
...
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