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c9707058
编写于
5月 08, 2020
作者:
B
barrierye
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216 addition
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3 deletion
+216
-3
python/examples/imdb/test_py_server.py
python/examples/imdb/test_py_server.py
+3
-3
python/paddle_serving_server/pyserver.py
python/paddle_serving_server/pyserver.py
+213
-0
未找到文件。
python/examples/imdb/test_py_server.py
浏览文件 @
c9707058
...
...
@@ -13,9 +13,9 @@
# limitations under the License.
# pylint: disable=doc-string-missing
from
paddle_serving_server.p
serving
import
Op
from
paddle_serving_server.p
serving
import
Channel
from
paddle_serving_server.p
serving
import
PyServer
from
paddle_serving_server.p
yserver
import
Op
from
paddle_serving_server.p
yserver
import
Channel
from
paddle_serving_server.p
yserver
import
PyServer
class
CNNOp
(
Op
):
...
...
python/paddle_serving_server/pyserver.py
0 → 100644
浏览文件 @
c9707058
# Copyright (c) 2020 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.
# pylint: disable=doc-string-missing
import
threading
import
multiprocessing
import
queue
import
os
import
paddle_serving_server
from
paddle_serving_client
import
Client
from
concurrent
import
futures
import
grpc
import
general_python_service_pb2
import
general_python_service_pb2_grpc
class
Channel
(
queue
.
Queue
):
def
__init__
(
self
,
consumer
=
1
,
maxsize
=
0
,
timeout
=
0
,
batchsize
=
1
):
super
(
Channel
,
self
).
__init__
(
maxsize
=
maxsize
)
self
.
_maxsize
=
maxsize
self
.
_timeout
=
timeout
self
.
_batchsize
=
batchsize
self
.
_consumer
=
consumer
self
.
_pushlock
=
threading
.
Lock
()
self
.
_frontlock
=
threading
.
Lock
()
self
.
_pushbatch
=
[]
self
.
_frontbatch
=
None
self
.
_count
=
0
def
push
(
self
,
item
):
with
self
.
_pushlock
:
if
len
(
self
.
_pushbatch
)
==
batchsize
:
self
.
put
(
self
.
_pushbatch
,
timeout
=
self
.
_timeout
)
self
.
_pushbatch
=
[]
self
.
_pushbatch
.
append
(
item
)
def
front
(
self
):
if
consumer
==
1
:
return
self
.
get
(
timeout
=
self
.
_timeout
)
with
self
.
_frontlock
:
if
self
.
_count
==
0
:
self
.
_frontbatch
=
self
.
get
(
timeout
=
self
.
_timeout
)
self
.
_count
+=
1
if
self
.
_count
==
self
.
_consumer
:
self
.
_count
=
0
return
self
.
_frontbatch
class
Op
(
object
):
def
__init__
(
self
,
inputs
,
outputs
,
server_model
=
None
,
server_port
=
None
,
device
=
None
,
client_config
=
None
,
server_name
=
None
,
fetch_names
=
None
):
self
.
_run
=
False
self
.
set_inputs
(
inputs
)
self
.
set_outputs
(
outputs
)
if
client_config
is
not
None
and
\
server_name
is
not
None
and
\
fetch_names
is
not
None
:
self
.
set_client
(
client_config
,
server_name
,
fetch_names
)
self
.
_server_model
=
server_model
self
.
_server_port
=
server_port
self
.
_device
=
deviceis
def
set_client
(
self
,
client_config
,
server_name
,
fetch_names
):
self
.
_client
=
Client
()
self
.
_client
.
load_client_config
(
client_config
)
self
.
_client
.
connect
([
server_name
])
self
.
_fetch_names
=
fetch_names
def
with_serving
(
self
):
return
self
.
_client
is
not
None
def
get_inputs
(
self
):
return
self
.
_inputs
def
set_inputs
(
self
,
channels
):
if
not
isinstance
(
channels
,
list
):
raise
TypeError
(
'channels must be list type'
)
self
.
_inputs
=
channels
def
get_outputs
(
self
):
return
self
.
_outputs
def
set_outputs
(
self
,
channels
):
if
not
isinstance
(
channels
,
list
):
raise
TypeError
(
'channels must be list type'
)
self
.
_outputs
=
channels
def
preprocess
(
self
,
input_data
):
return
input_data
def
midprocess
(
self
,
data
):
# data = preprocess(input), which is a dict
fetch_map
=
self
.
_client
.
predict
(
feed
=
data
,
fetch
=
self
.
_fetch_names
)
return
fetch_map
def
postprocess
(
self
,
output_data
):
return
output_data
def
stop
(
self
):
self
.
_run
=
False
def
start
(
self
):
self
.
_run
=
True
while
self
.
_run
:
input_data
=
[]
for
channel
in
self
.
_inputs
:
input_data
.
append
(
channel
.
front
())
data
=
self
.
preprocess
(
input_data
)
if
self
.
with_serving
():
fetch_map
=
self
.
midprocess
(
data
)
output_data
=
self
.
postprocess
(
fetch_map
)
else
:
output_data
=
self
.
postprocess
(
data
)
for
channel
in
self
.
_outputs
:
channel
.
push
(
output_data
)
class
GeneralPythonService
(
general_python_service_pb2_grpc
.
GeneralPythonService
):
def
__init__
(
self
,
channel
):
self
.
_channel
=
channel
def
Request
(
self
,
request
,
context
):
pass
def
Response
(
self
,
request
,
context
):
pass
class
PyServer
(
object
):
def
__init__
(
self
):
self
.
_channels
=
[]
self
.
_ops
=
[]
self
.
_op_threads
=
[]
self
.
_port
=
None
self
.
_worker_num
=
None
def
add_channel
(
self
,
channel
):
self
.
_channels
.
append
(
channel
)
def
add_op
(
self
,
op
):
slef
.
_ops
.
append
(
op
)
def
gen_desc
(
self
):
pass
def
prepare_server
(
self
,
port
,
worker_num
):
self
.
_port
=
port
self
.
_worker_num
=
worker_num
self
.
gen_desc
()
def
run_server
(
self
):
inputs
=
[]
outputs
=
[]
for
op
in
self
.
_ops
:
inputs
+=
op
.
get_inputs
()
outputs
+=
op
.
get_outputs
()
if
op
.
with_serving
():
self
.
prepare_serving
(
op
)
th
=
multiprocessing
.
Process
(
target
=
op
.
start
,
args
=
(
op
,
))
th
.
start
()
self
.
_op_threads
.
append
(
th
)
input_channel
=
[]
for
channel
in
inputs
:
if
channel
not
in
outputs
:
input_channel
.
append
(
channel
)
if
len
(
input_channel
)
!=
1
:
raise
Exception
(
"input_channel more than 1 or no input_channel"
)
server
=
grpc
.
server
(
futures
.
ThreadPoolExecutor
(
max_workers
=
self
.
_worker_num
))
general_python_service_pb2_grpc
.
add_GeneralPythonService_to_server
(
GeneralPythonService
(
input_channel
[
0
]),
server
)
server
.
start
()
try
:
for
th
in
self
.
_op_threads
:
th
.
join
()
except
KeyboardInterrupt
:
server
.
stop
(
0
)
def
prepare_serving
(
self
,
op
):
model_path
=
op
.
_server_model
port
=
op
.
_server_port
device
=
op
.
_device
# run a server (not in PyServing)
if
device
==
"cpu"
:
cmd
=
"python -m paddle_serving_server.serve --model {} --thread 4 --port {} &>/dev/null &"
.
format
(
model_path
,
port
)
else
:
cmd
=
"python -m paddle_serving_server_gpu.serve --model {} --thread 4 --port {} &>/dev/null &"
.
format
(
model_path
,
port
)
os
.
system
(
cmd
)
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