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1bc973e8
编写于
1月 16, 2020
作者:
M
MRXLT
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差异文件
add batch predict client example
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python/examples/imdb/README.md
python/examples/imdb/README.md
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python/examples/imdb/test_client_batch.py
python/examples/imdb/test_client_batch.py
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未找到文件。
python/examples/imdb/README.md
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...
...
@@ -10,3 +10,4 @@ cat test.data | python test_client.py > result
```
python test_client_multithread.py inference.conf test.data 4 > result
```
batch clienit
python/examples/imdb/test_client_batch.py
0 → 100644
浏览文件 @
1bc973e8
# 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.
from
paddle_serving
import
Client
import
sys
import
subprocess
from
multiprocessing
import
Pool
import
time
def
predict_for_batch
(
batch_size
=
4
):
client
=
Client
()
client
.
load_client_config
(
conf_file
)
client
.
connect
([
"127.0.0.1:8010"
])
start
=
time
.
time
()
feed_batch
=
[]
for
line
in
sys
.
stdin
:
group
=
line
.
strip
().
split
()
words
=
[
int
(
x
)
for
x
in
group
[
1
:
int
(
group
[
0
])]]
label
=
[
int
(
group
[
-
1
])]
feed
=
{
"words"
:
words
,
"label"
:
label
}
fetch
=
[
"acc"
,
"cost"
,
"prediction"
]
feed_batch
.
append
(
feed
)
if
len
(
feed_batch
)
==
batch_size
:
fetch_batch
=
client
.
predict_for_batch
(
feed_batch
=
feed_batch
,
fetch
=
fetch
)
for
i
in
range
(
batch_size
):
print
(
"{} {}"
.
format
(
fetch_batch
[
i
][
"prediction"
][
1
],
feed_batch
[
i
][
"label"
][
0
]))
feed_batch
=
[]
cost
=
time
.
time
()
-
start
print
(
"total cost : {}"
.
format
(
cost
))
print
(
time
.
time
())
if
__name__
==
'__main__'
:
conf_file
=
sys
.
argv
[
1
]
batch_size
=
int
(
sys
.
argv
[
2
])
predict_for_batch
(
batch_size
)
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