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6c5cf25f
编写于
9月 28, 2020
作者:
M
Megvii Engine Team
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差异文件
docs(mge/distributed): add distributed.helper docs
GitOrigin-RevId: 37c14aa11f7514d6c6c7d2051d9f11c6b261a6fa
上级
cb8e5363
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1
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1 changed file
with
23 addition
and
8 deletion
+23
-8
imperative/python/megengine/distributed/helper.py
imperative/python/megengine/distributed/helper.py
+23
-8
未找到文件。
imperative/python/megengine/distributed/helper.py
浏览文件 @
6c5cf25f
...
...
@@ -21,7 +21,7 @@ from ..functional.param_pack import get_offsets, pack_allreduce_split
from
..functional.utils
import
copy
from
..utils.future
import
Future
from
.functional
import
all_reduce_sum
,
broadcast
from
.group
import
WORLD
,
group_barrier
,
is_distributed
from
.group
import
WORLD
,
Group
,
group_barrier
,
is_distributed
class
TensorFuture
(
Future
):
...
...
@@ -54,28 +54,43 @@ def synchronized(func: Callable):
return
wrapper
def
worker
(
queue
,
device_type
):
def
_get_device_count_
worker
(
queue
,
device_type
):
num
=
get_device_count
(
device_type
)
queue
.
put
(
num
)
def
get_device_count_by_fork
(
device_type
:
str
):
"""Get device count in fork thread.
See https://stackoverflow.com/questions/22950047/cuda-initialization-error-after-fork
for more information.
"""
q
=
mp
.
Queue
()
p
=
mp
.
Process
(
target
=
worker
,
args
=
(
q
,
device_type
))
p
=
mp
.
Process
(
target
=
_get_device_count_
worker
,
args
=
(
q
,
device_type
))
p
.
start
()
p
.
join
()
return
q
.
get
()
def
bcast_list_
(
params
,
group
):
for
p
in
params
:
p
.
_reset
(
broadcast
(
p
,
group
))
def
bcast_list_
(
inps
:
list
,
group
:
Group
=
WORLD
):
"""Broadcast tensors between given group.
:param inps: input tensors.
:param group: communication group.
"""
for
inp
in
inps
:
inp
.
_reset
(
broadcast
(
inp
,
group
))
class
AllreduceCallback
:
def
__init__
(
self
,
reduce_method
,
group
=
WORLD
):
"""Allreduce Callback with tensor fusion optimization.
:param reduce_method: the method to reduce gradiants.
:param group: communication group.
"""
def
__init__
(
self
,
reduce_method
:
str
,
group
:
Group
=
WORLD
):
reduce_method
=
reduce_method
.
lower
()
assert
reduce_method
in
[
"sum"
,
"mean"
]
assert
reduce_method
in
[
"sum"
,
"mean"
]
,
"reduce_method should be sum or mean"
self
.
_reduce_method
=
reduce_method
self
.
_group
=
group
self
.
_marked_gm
=
WeakSet
()
...
...
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