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wenyuanbo
tic
Commits
7e7154f1
Commit
7e7154f1
authored
Jul 12, 2018
by
eqy
Committed by
Tianqi Chen
Jul 12, 2018
Browse files
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Plain Diff
[RUNTIME] Support setting CPU affinity (#1403)
parent
0be4384e
Hide whitespace changes
Inline
Side-by-side
Showing
4 changed files
with
155 additions
and
16 deletions
+155
-16
include/tvm/runtime/threading_backend.h
+20
-0
src/runtime/sgx/trusted/threading_backend.cc
+7
-0
src/runtime/thread_pool.cc
+33
-4
src/runtime/threading_backend.cc
+95
-12
No files found.
include/tvm/runtime/threading_backend.h
View file @
7e7154f1
...
@@ -44,6 +44,25 @@ class ThreadGroup {
...
@@ -44,6 +44,25 @@ class ThreadGroup {
*/
*/
void
Join
();
void
Join
();
enum
AffinityMode
:
int
{
kBig
=
1
,
kLittle
=
-
1
,
};
/*!
* \brief configure the CPU id affinity
*
* \param mode The preferred CPU type (1 = big, -1 = little).
* \param nthreads The number of threads to use (0 = use all).
* \param exclude_worker0 Whether to use the main thread as a worker.
* If `true`, worker0 will not be launched in a new thread and
* `worker_callback` will only be called for values >= 1. This
* allows use of the main thread as a worker.
*
* \return The number of workers to use.
*/
int
Configure
(
AffinityMode
mode
,
int
nthreads
,
bool
exclude_worker0
);
private
:
private
:
Impl
*
impl_
;
Impl
*
impl_
;
};
};
...
@@ -58,6 +77,7 @@ void Yield();
...
@@ -58,6 +77,7 @@ void Yield();
*/
*/
int
MaxConcurrency
();
int
MaxConcurrency
();
}
// namespace threading
}
// namespace threading
}
// namespace runtime
}
// namespace runtime
}
// namespace tvm
}
// namespace tvm
...
...
src/runtime/sgx/trusted/threading_backend.cc
View file @
7e7154f1
...
@@ -53,6 +53,13 @@ ThreadGroup::ThreadGroup(int num_workers,
...
@@ -53,6 +53,13 @@ ThreadGroup::ThreadGroup(int num_workers,
bool
exclude_worker0
)
bool
exclude_worker0
)
:
impl_
(
new
ThreadGroup
::
Impl
(
num_workers
,
worker_callback
,
exclude_worker0
))
{}
:
impl_
(
new
ThreadGroup
::
Impl
(
num_workers
,
worker_callback
,
exclude_worker0
))
{}
void
ThreadGroup
::
Join
()
{}
void
ThreadGroup
::
Join
()
{}
int
ThreadGroup
::
Configure
(
AffinityMode
mode
,
int
nthreads
,
bool
exclude_worker0
)
{
int
max_conc
=
MaxConcurrency
();
if
(
!
nthreads
||
ntheads
>
max_conc
)
{
return
max_conc
;
}
return
nthreads
;
}
ThreadGroup
::~
ThreadGroup
()
{
delete
impl_
;
}
ThreadGroup
::~
ThreadGroup
()
{
delete
impl_
;
}
void
Yield
()
{}
void
Yield
()
{}
...
...
src/runtime/thread_pool.cc
View file @
7e7154f1
...
@@ -5,6 +5,8 @@
...
@@ -5,6 +5,8 @@
*/
*/
#include <tvm/runtime/c_runtime_api.h>
#include <tvm/runtime/c_runtime_api.h>
#include <tvm/runtime/c_backend_api.h>
#include <tvm/runtime/c_backend_api.h>
#include <tvm/runtime/registry.h>
#include <tvm/runtime/packed_func.h>
#include <tvm/runtime/threading_backend.h>
#include <tvm/runtime/threading_backend.h>
#include <dmlc/thread_local.h>
#include <dmlc/thread_local.h>
#include <dmlc/logging.h>
#include <dmlc/logging.h>
...
@@ -250,6 +252,10 @@ class ThreadPool {
...
@@ -250,6 +252,10 @@ class ThreadPool {
new
tvm
::
runtime
::
threading
::
ThreadGroup
(
new
tvm
::
runtime
::
threading
::
ThreadGroup
(
num_workers_
,
[
this
](
int
worker_id
)
{
this
->
RunWorker
(
worker_id
);
},
num_workers_
,
[
this
](
int
worker_id
)
{
this
->
RunWorker
(
worker_id
);
},
exclude_worker0_
/* include_main_thread */
));
exclude_worker0_
/* include_main_thread */
));
num_workers_used_
=
threads_
->
Configure
(
threading
::
ThreadGroup
::
kBig
,
0
,
exclude_worker0_
);
// if MaxConcurrency restricted the number of workers (e.g., due to
// hyperthreading), respect the restriction
num_workers_used_
=
std
::
min
(
num_workers_
,
num_workers_used_
);
}
}
~
ThreadPool
()
{
~
ThreadPool
()
{
for
(
std
::
unique_ptr
<
SpscTaskQueue
>&
q
:
queues_
)
{
for
(
std
::
unique_ptr
<
SpscTaskQueue
>&
q
:
queues_
)
{
...
@@ -265,12 +271,12 @@ class ThreadPool {
...
@@ -265,12 +271,12 @@ class ThreadPool {
CHECK
(
!
launcher
->
is_worker
)
CHECK
(
!
launcher
->
is_worker
)
<<
"Cannot launch parallel job inside worker, consider fuse then parallel"
;
<<
"Cannot launch parallel job inside worker, consider fuse then parallel"
;
if
(
num_task
==
0
)
{
if
(
num_task
==
0
)
{
num_task
=
num_workers_
;
num_task
=
num_workers_
used_
;
}
}
if
(
need_sync
!=
0
)
{
if
(
need_sync
!=
0
)
{
CHECK_LE
(
num_task
,
num_workers_
)
CHECK_LE
(
num_task
,
num_workers_
used_
)
<<
"Request parallel sync task larger than number of threads
available
"
<<
"Request parallel sync task larger than number of threads
used
"
<<
" workers="
<<
num_workers_
<<
" request="
<<
num_task
;
<<
" workers="
<<
num_workers_
used_
<<
" request="
<<
num_task
;
}
}
launcher
->
Init
(
flambda
,
cdata
,
num_task
,
need_sync
!=
0
);
launcher
->
Init
(
flambda
,
cdata
,
num_task
,
need_sync
!=
0
);
SpscTaskQueue
::
Task
tsk
;
SpscTaskQueue
::
Task
tsk
;
...
@@ -297,6 +303,16 @@ class ThreadPool {
...
@@ -297,6 +303,16 @@ class ThreadPool {
return
dmlc
::
ThreadLocalStore
<
ThreadPool
>::
Get
();
return
dmlc
::
ThreadLocalStore
<
ThreadPool
>::
Get
();
}
}
void
UpdateWorkerConfiguration
(
threading
::
ThreadGroup
::
AffinityMode
mode
,
int
nthreads
)
{
// this will also reset the affinity of the ThreadGroup
// may use less than the MaxConcurrency number of workers
num_workers_used_
=
threads_
->
Configure
(
mode
,
nthreads
,
exclude_worker0_
);
// if MaxConcurrency restricted the number of workers (e.g., due to
// hyperthreading), respect the restriction
num_workers_used_
=
std
::
min
(
num_workers_
,
num_workers_used_
);
}
private
:
private
:
// Internal worker function.
// Internal worker function.
void
RunWorker
(
int
worker_id
)
{
void
RunWorker
(
int
worker_id
)
{
...
@@ -315,6 +331,8 @@ class ThreadPool {
...
@@ -315,6 +331,8 @@ class ThreadPool {
}
}
}
}
int
num_workers_
;
int
num_workers_
;
// number of workers used (can be restricted with affinity pref)
int
num_workers_used_
;
// if excluding worker 0 and using master to run task 0
// if excluding worker 0 and using master to run task 0
#ifndef _LIBCPP_SGX_CONFIG
#ifndef _LIBCPP_SGX_CONFIG
bool
exclude_worker0_
{
true
};
bool
exclude_worker0_
{
true
};
...
@@ -325,9 +343,20 @@ class ThreadPool {
...
@@ -325,9 +343,20 @@ class ThreadPool {
std
::
unique_ptr
<
tvm
::
runtime
::
threading
::
ThreadGroup
>
threads_
;
std
::
unique_ptr
<
tvm
::
runtime
::
threading
::
ThreadGroup
>
threads_
;
};
};
TVM_REGISTER_GLOBAL
(
"runtime.config_threadpool"
)
.
set_body
([](
TVMArgs
args
,
TVMRetValue
*
rv
)
{
threading
::
ThreadGroup
::
AffinityMode
mode
=
\
static_cast
<
threading
::
ThreadGroup
::
AffinityMode
>
(
\
static_cast
<
int
>
(
args
[
0
]));
int
nthreads
=
args
[
1
];
ThreadPool
::
ThreadLocal
()
->
UpdateWorkerConfiguration
(
mode
,
nthreads
);
});
}
// namespace runtime
}
// namespace runtime
}
// namespace tvm
}
// namespace tvm
int
TVMBackendParallelLaunch
(
int
TVMBackendParallelLaunch
(
FTVMParallelLambda
flambda
,
FTVMParallelLambda
flambda
,
void
*
cdata
,
void
*
cdata
,
...
...
src/runtime/threading_backend.cc
View file @
7e7154f1
...
@@ -7,6 +7,10 @@
...
@@ -7,6 +7,10 @@
#include <dmlc/logging.h>
#include <dmlc/logging.h>
#include <thread>
#include <thread>
#include <algorithm>
#include <algorithm>
#if defined(__linux__) || defined(__ANDROID__)
#include <fstream>
#else
#endif
#if defined(__linux__)
#if defined(__linux__)
#include <sched.h>
#include <sched.h>
#endif
#endif
...
@@ -26,30 +30,49 @@ class ThreadGroup::Impl {
...
@@ -26,30 +30,49 @@ class ThreadGroup::Impl {
for
(
int
i
=
exclude_worker0
;
i
<
num_workers_
;
++
i
)
{
for
(
int
i
=
exclude_worker0
;
i
<
num_workers_
;
++
i
)
{
threads_
.
emplace_back
([
worker_callback
,
i
]
{
worker_callback
(
i
);
});
threads_
.
emplace_back
([
worker_callback
,
i
]
{
worker_callback
(
i
);
});
}
}
InitSortedOrder
();
}
~
Impl
()
{
Join
();
}
void
Join
()
{
for
(
auto
&
t
:
threads_
)
{
if
(
t
.
joinable
())
t
.
join
();
}
}
int
Configure
(
AffinityMode
mode
,
int
nthreads
,
bool
exclude_worker0
)
{
int
num_workers_used
=
0
;
if
(
mode
==
kLittle
)
{
num_workers_used
=
little_count_
;
}
else
if
(
mode
==
kBig
)
{
num_workers_used
=
big_count_
;
}
else
{
// use default
num_workers_used
=
threading
::
MaxConcurrency
();
}
// if a specific number was given, use that
if
(
nthreads
)
{
num_workers_used
=
nthreads
;
}
const
char
*
val
=
getenv
(
"TVM_BIND_THREADS"
);
const
char
*
val
=
getenv
(
"TVM_BIND_THREADS"
);
if
(
val
==
nullptr
||
atoi
(
val
)
==
1
)
{
if
(
val
==
nullptr
||
atoi
(
val
)
==
1
)
{
if
(
static_cast
<
size_t
>
(
num_workers_
)
<=
std
::
thread
::
hardware_concurrency
())
{
// Skip if sorted_order.size() is bigger than the number of workers (threads_)
SetAffinity
(
exclude_worker0
);
if
(
!
(
sorted_order_
.
size
()
>
static_cast
<
unsigned
int
>
(
num_workers_
)))
{
SetAffinity
(
exclude_worker0
,
mode
==
kLittle
);
}
else
{
}
else
{
LOG
(
WARNING
)
LOG
(
WARNING
)
<<
"The thread affinity cannot be set when the number of workers"
<<
"The thread affinity cannot be set when the number of workers"
<<
"is larger than the number of available cores in the system."
;
<<
"is larger than the number of available cores in the system."
;
}
}
}
}
}
return
num_workers_used
;
~
Impl
()
{
Join
();
}
void
Join
()
{
for
(
auto
&
t
:
threads_
)
{
if
(
t
.
joinable
())
t
.
join
();
}
}
}
private
:
private
:
// bind worker threads to disjoint cores
// bind worker threads to disjoint cores
// if worker 0 is offloaded to master, i.e. exclude_worker0 is true,
// if worker 0 is offloaded to master, i.e. exclude_worker0 is true,
// the master thread is bound to core 0.
// the master thread is bound to core 0.
void
SetAffinity
(
bool
exclude_worker0
)
{
void
SetAffinity
(
bool
exclude_worker0
,
bool
reverse
=
false
)
{
#if defined(__ANDROID__)
#if defined(__ANDROID__)
#ifndef CPU_SET
#ifndef CPU_SET
#define CPU_SETSIZE 1024
#define CPU_SETSIZE 1024
...
@@ -65,8 +88,15 @@ class ThreadGroup::Impl {
...
@@ -65,8 +88,15 @@ class ThreadGroup::Impl {
#endif
#endif
#endif
#endif
#if defined(__linux__) || defined(__ANDROID__)
#if defined(__linux__) || defined(__ANDROID__)
CHECK_GE
(
sorted_order_
.
size
(),
num_workers_
);
for
(
unsigned
i
=
0
;
i
<
threads_
.
size
();
++
i
)
{
for
(
unsigned
i
=
0
;
i
<
threads_
.
size
();
++
i
)
{
unsigned
core_id
=
i
+
exclude_worker0
;
unsigned
core_id
;
if
(
reverse
)
{
core_id
=
sorted_order_
[
sorted_order_
.
size
()
-
(
i
+
exclude_worker0
)
-
1
];
}
else
{
core_id
=
sorted_order_
[
i
+
exclude_worker0
];
}
cpu_set_t
cpuset
;
cpu_set_t
cpuset
;
CPU_ZERO
(
&
cpuset
);
CPU_ZERO
(
&
cpuset
);
CPU_SET
(
core_id
,
&
cpuset
);
CPU_SET
(
core_id
,
&
cpuset
);
...
@@ -80,7 +110,11 @@ class ThreadGroup::Impl {
...
@@ -80,7 +110,11 @@ class ThreadGroup::Impl {
if
(
exclude_worker0
)
{
// bind the master thread to core 0
if
(
exclude_worker0
)
{
// bind the master thread to core 0
cpu_set_t
cpuset
;
cpu_set_t
cpuset
;
CPU_ZERO
(
&
cpuset
);
CPU_ZERO
(
&
cpuset
);
CPU_SET
(
0
,
&
cpuset
);
if
(
reverse
)
{
CPU_SET
(
sorted_order_
[
sorted_order_
.
size
()
-
1
],
&
cpuset
);
}
else
{
CPU_SET
(
sorted_order_
[
0
],
&
cpuset
);
}
#if defined(__ANDROID__)
#if defined(__ANDROID__)
sched_setaffinity
(
pthread_self
(),
sched_setaffinity
(
pthread_self
(),
sizeof
(
cpu_set_t
),
&
cpuset
);
sizeof
(
cpu_set_t
),
&
cpuset
);
...
@@ -92,8 +126,52 @@ class ThreadGroup::Impl {
...
@@ -92,8 +126,52 @@ class ThreadGroup::Impl {
#endif
#endif
}
}
void
InitSortedOrder
()
{
unsigned
int
threads
=
std
::
thread
::
hardware_concurrency
();
std
::
vector
<
std
::
pair
<
unsigned
int
,
int64_t
>
>
max_freqs
;
for
(
unsigned
int
i
=
0
;
i
<
threads
;
++
i
)
{
int64_t
cur_freq
=
0
;
#if defined(__linux__) || defined(__ANDROID__)
std
::
ostringstream
filepath
;
filepath
<<
"/sys/devices/system/cpu/cpu"
<<
i
<<
"/cpufreq/cpuinfo_max_freq"
;
std
::
ifstream
ifs
(
filepath
.
str
());
if
(
!
ifs
.
fail
())
{
if
(
!
(
ifs
>>
cur_freq
))
{
cur_freq
=
-
1
;
}
ifs
.
close
();
}
#endif
max_freqs
.
push_back
(
std
::
make_pair
(
i
,
cur_freq
));
}
auto
fcmpbyfreq
=
[]
(
const
std
::
pair
<
unsigned
int
,
int64_t
>
&
a
,
const
std
::
pair
<
unsigned
int
,
int64_t
>
&
b
)
{
return
a
.
second
==
b
.
second
?
a
.
first
<
b
.
first
:
a
.
second
>
b
.
second
;
};
std
::
sort
(
max_freqs
.
begin
(),
max_freqs
.
end
(),
fcmpbyfreq
);
int64_t
big_freq
=
max_freqs
.
begin
()
->
second
;
int64_t
little_freq
=
max_freqs
.
rbegin
()
->
second
;
for
(
auto
it
=
max_freqs
.
begin
();
it
!=
max_freqs
.
end
();
it
++
)
{
sorted_order_
.
push_back
(
it
->
first
);
if
(
big_freq
==
it
->
second
)
{
big_count_
++
;
}
if
(
big_freq
!=
little_freq
&&
little_freq
==
it
->
second
)
{
little_count_
++
;
}
}
if
(
big_count_
+
little_count_
!=
static_cast
<
int
>
(
sorted_order_
.
size
()))
{
LOG
(
WARNING
)
<<
"more than two frequencies detected!"
;
}
}
int
num_workers_
;
int
num_workers_
;
std
::
vector
<
std
::
thread
>
threads_
;
std
::
vector
<
std
::
thread
>
threads_
;
std
::
vector
<
unsigned
int
>
sorted_order_
;
int
big_count_
=
0
;
int
little_count_
=
0
;
};
};
ThreadGroup
::
ThreadGroup
(
int
num_workers
,
ThreadGroup
::
ThreadGroup
(
int
num_workers
,
...
@@ -103,6 +181,10 @@ ThreadGroup::ThreadGroup(int num_workers,
...
@@ -103,6 +181,10 @@ ThreadGroup::ThreadGroup(int num_workers,
ThreadGroup
::~
ThreadGroup
()
{
delete
impl_
;
}
ThreadGroup
::~
ThreadGroup
()
{
delete
impl_
;
}
void
ThreadGroup
::
Join
()
{
impl_
->
Join
();
}
void
ThreadGroup
::
Join
()
{
impl_
->
Join
();
}
int
ThreadGroup
::
Configure
(
AffinityMode
mode
,
int
nthreads
,
bool
exclude_worker0
)
{
return
impl_
->
Configure
(
mode
,
nthreads
,
exclude_worker0
);
}
void
Yield
()
{
void
Yield
()
{
std
::
this_thread
::
yield
();
std
::
this_thread
::
yield
();
}
}
...
@@ -124,6 +206,7 @@ int MaxConcurrency() {
...
@@ -124,6 +206,7 @@ int MaxConcurrency() {
return
std
::
max
(
max_concurrency
,
1
);
return
std
::
max
(
max_concurrency
,
1
);
}
}
}
// namespace threading
}
// namespace threading
}
// namespace runtime
}
// namespace runtime
}
// namespace tvm
}
// namespace tvm
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