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44bf33fb
编写于
11月 01, 2019
作者:
B
baiyfbupt
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
minor fix
上级
638a980c
变更
1
隐藏空白更改
内联
并排
Showing
1 changed file
with
44 addition
and
32 deletion
+44
-32
paddleslim/dist/mp_distiller.py
paddleslim/dist/mp_distiller.py
+44
-32
未找到文件。
paddleslim/dist/mp_distiller.py
浏览文件 @
44bf33fb
...
...
@@ -12,14 +12,25 @@
# See the License for the specific language governing permissions and
# limitations under the License.
from
__future__
import
absolute_import
from
__future__
import
division
from
__future__
import
print_function
import
os
import
logging
import
numpy
as
np
from
six.moves.queue
import
Queue
import
paddle.fluid
as
fluid
from
paddle.fluid.framework
import
Variable
from
paddle.fluid.reader
import
DataLoaderBase
from
paddle.fluid.core
import
EOFException
from
paddle.fluid.incubate.fleet.utils.hdfs
import
HDFSClient
from
six.moves.queue
import
Queue
import
numpy
as
np
import
os
__all__
=
[
"HDFSClient"
]
logger
=
logging
.
getLogger
(
__name__
)
logger
.
setLevel
(
logging
.
INFO
)
__all__
=
[
'Knowledge'
]
...
...
@@ -55,11 +66,12 @@ class Knowledge(object):
self
.
path
=
path
if
isinstance
(
self
.
path
,
list
):
self
.
write_type
=
'HDFS/AFS'
assert
(
len
(
self
.
path
)
==
4
and
isinstance
(
self
.
path
[
0
],
str
)
and
isinstance
(
self
.
path
[
1
],
str
)
and
isinstance
(
self
.
path
[
2
],
str
)
and
isinstance
(
self
.
path
[
3
],
str
)),
"path should contains four
\
str, ['local hadoop home', 'fs.default.name', 'hadoop.job.ugi', 'FS path']"
assert
(
len
(
self
.
path
)
==
4
and
isinstance
(
self
.
path
[
0
],
str
)
and
isinstance
(
self
.
path
[
1
],
str
)
and
isinstance
(
self
.
path
[
2
],
str
)
and
isinstance
(
self
.
path
[
3
],
str
)
),
"path should contains four str, ['local hadoop home', 'fs.default.name', 'hadoop.job.ugi', 'FS path']"
hadoop_home
=
self
.
path
[
0
]
configs
=
{
...
...
@@ -67,9 +79,9 @@ class Knowledge(object):
"hadoop.job.ugi"
:
self
.
path
[
2
]
}
self
.
client
=
HDFSClient
(
hadoop_home
,
configs
)
assert
(
self
.
client
.
is_exist
(
self
.
path
[
3
])
==
True
),
"Plese make sure your hadoop
\
confiuration is correct and FS path exists"
assert
(
self
.
client
.
is_exist
(
self
.
path
[
3
])
==
True
),
"Plese make sure your hadoop
confiuration is correct and FS path exists"
self
.
hdfs_local_path
=
"./teacher_knowledge"
if
not
os
.
path
.
exists
(
self
.
hdfs_local_path
):
...
...
@@ -89,18 +101,19 @@ class Knowledge(object):
def
_write
(
self
,
data
):
if
self
.
write_type
==
'HDFS/AFS'
:
file_name
=
'knowledge_'
+
str
(
self
.
file_cnt
)
file_path
=
self
.
hdfs_local_path
+
file_name
file_path
=
os
.
path
.
join
(
self
.
hdfs_local_path
,
file_name
)
file_path
+=
".npy"
np
.
save
(
file_path
,
data
)
self
.
file_cnt
+=
1
self
.
client
.
upload
(
self
.
path
[
3
],
self
.
local_
file_path
)
print
(
'{}.npy pushed to HDFS/AFS: {}'
.
format
(
file_name
,
self
.
path
[
3
]))
self
.
client
.
upload
(
self
.
path
[
3
],
file_path
)
logger
.
info
(
'{}.npy pushed to HDFS/AFS: {}'
.
format
(
file_name
,
self
.
path
[
3
]))
elif
self
.
write_type
==
'LocalFS'
:
file_name
=
'knowledge_'
+
str
(
self
.
file_cnt
)
file_path
=
os
.
path
.
join
(
self
.
path
,
file_name
)
np
.
save
(
file_path
,
data
)
print
(
'{}.npy saved'
.
format
(
file_name
))
logger
.
info
(
'{}.npy saved'
.
format
(
file_name
))
self
.
file_cnt
+=
1
else
:
...
...
@@ -128,11 +141,7 @@ class Knowledge(object):
teacher_program
,
fluid
.
Program
)),
"teacher_program should be a fluid.Program"
assert
(
isinstance
(
inputs
,
list
)),
"inputs should be a list"
if
len
(
inputs
)
>
0
:
assert
(
isinstance
(
inputs
[
0
],
str
)),
"inputs shoud be list<str>"
assert
(
isinstance
(
outputs
,
list
)),
"outputs should be a list"
if
len
(
outputs
)
>
0
:
assert
(
isinstance
(
outputs
[
0
],
str
)),
"outputs should be list<str>"
assert
(
len
(
self
.
items
)
==
len
(
outputs
)
),
"the length of outputs list should be equal with items list"
assert
(
callable
(
call_back
)
or
(
call_back
is
None
)
...
...
@@ -145,22 +154,24 @@ class Knowledge(object):
teacher_program
)
teacher_knowledge
=
[]
self
.
file_cnt
=
0
if
isinstance
(
reader
,
Variable
)
or
(
isinstance
(
reader
,
DataLoaderBase
)
and
(
not
reader
.
iterable
)):
if
isinstance
(
reader
,
Variable
)
or
(
isinstance
(
reader
,
DataLoaderBase
)
and
(
not
reader
.
iterable
)):
reader
.
start
()
try
:
batch_id
=
0
while
True
:
logits
=
exe
.
run
(
compiled_teacher_program
,
scope
=
scope
,
fetch_list
=
outputs
,
feed
=
None
)
logits
=
exe
.
run
(
compiled_teacher_program
,
scope
=
scope
,
fetch_list
=
outputs
,
feed
=
None
)
knowledge
=
dict
()
for
index
,
array
in
enumerate
(
logits
):
knowledge
[
self
.
items
[
index
]]
=
array
teacher_knowledge
.
append
(
knowledge
)
if
batch_id
%
1
==
0
:
print
(
'infer finish iter {}'
.
format
(
batch_id
))
logger
.
info
(
'infer finish iter {}'
.
format
(
batch_id
))
if
len
(
teacher_knowledge
)
>=
4
:
self
.
_write
(
teacher_knowledge
)
teacher_knowledge
=
[]
...
...
@@ -174,16 +185,17 @@ class Knowledge(object):
feed_list
=
inputs
,
place
=
place
,
program
=
teacher_program
)
for
batch_id
,
data
in
enumerate
(
reader
()):
feed
=
feeder
.
feed
(
data
)
logits
=
exe
.
run
(
compiled_teacher_program
,
scope
=
scope
,
fetch_list
=
outputs
,
feed
=
feed
)
logits
=
exe
.
run
(
compiled_teacher_program
,
scope
=
scope
,
fetch_list
=
outputs
,
feed
=
feed
)
knowledge
=
dict
()
for
index
,
array
in
enumerate
(
logits
):
knowledge
[
self
.
items
[
index
]]
=
array
teacher_knowledge
.
append
(
knowledge
)
if
batch_id
%
1
==
0
:
print
(
'infer finish iter {}'
.
format
(
batch_id
))
logger
.
info
(
'infer finish iter {}'
.
format
(
batch_id
))
if
len
(
teacher_knowledge
)
>=
4
:
self
.
_write
(
teacher_knowledge
)
teacher_knowledge
=
[]
...
...
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