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61504183
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Serving
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61504183
编写于
2月 06, 2020
作者:
D
Dong Daxiang
提交者:
GitHub
2月 06, 2020
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README.md
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61504183
...
...
@@ -17,11 +17,6 @@ import sys
import
paddle
import
logging
import
paddle.fluid
as
fluid
import
paddle_serving
as
serving
logging
.
basicConfig
(
format
=
'%(asctime)s - %(levelname)s - %(message)s'
)
logger
=
logging
.
getLogger
(
"fluid"
)
logger
.
setLevel
(
logging
.
INFO
)
def
load_vocab
(
filename
):
vocab
=
{}
...
...
@@ -56,46 +51,69 @@ if __name__ == "__main__":
exe
=
fluid
.
Executor
(
fluid
.
CPUPlace
())
exe
.
run
(
fluid
.
default_startup_program
())
epochs
=
30
save_dirname
=
"cnn_model"
import
paddle_serving_client.io
as
serving_io
for
i
in
range
(
epochs
):
exe
.
train_from_dataset
(
program
=
fluid
.
default_main_program
(),
dataset
=
dataset
,
debug
=
False
)
logger
.
info
(
"TRAIN --> pass: {}"
.
format
(
i
))
fluid
.
io
.
save_inference_model
(
"%s/epoch%d.model"
%
(
save_dirname
,
i
),
[
data
.
name
,
label
.
name
],
[
acc
],
exe
)
serving
.
save_model
(
"%s/epoch%d.model"
%
(
save_dirname
,
i
),
"client_config{}"
.
format
(
i
),
{
"words"
:
data
,
"label"
:
label
},
{
"acc"
:
acc
,
"cost"
:
avg_cost
,
"prediction"
:
prediction
})
if
i
==
20
:
serving_io
.
save_model
(
"serving_server_model"
,
"serving_client_conf"
,
{
"words"
:
data
,
"label"
:
label
},
{
"cost"
:
avg_cost
,
"acc"
:
acc
,
"prediction"
:
prediction
},
fluid
.
default_main_program
())
```
#### 本地服务启动
TBA
#### 服务器端代码
```
python
import
sys
from
paddle_serving.serving_server
import
OpMaker
from
paddle_serving.serving_server
import
OpSeqMaker
from
paddle_serving.serving_server
import
Server
op_maker
=
OpMaker
()
read_op
=
op_maker
.
create
(
'general_reader'
)
general_infer_op
=
op_maker
.
create
(
'general_infer'
)
op_seq_maker
=
OpSeqMaker
()
op_seq_maker
.
add_op
(
read_op
)
op_seq_maker
.
add_op
(
general_infer_op
)
server
=
Server
()
server
.
set_op_sequence
(
op_seq_maker
.
get_op_sequence
())
server
.
load_model_config
(
sys
.
argv
[
1
])
server
.
prepare_server
(
workdir
=
"work_dir1"
,
port
=
9393
,
device
=
"cpu"
)
server
.
run_server
()
```
#### 服务器端启动
```
shell
python test_server.py serving_server_model
```
#### 客户端预测
```
python
from
paddle_serving
import
Client
from
paddle_serving
_client
import
Client
import
sys
client
=
Client
()
client
.
load_client_config
(
sys
.
argv
[
1
])
client
.
connect
([
"127.0.0.1:9
292
"
])
client
.
connect
([
"127.0.0.1:9
393
"
])
for
line
in
sys
.
stdin
:
group
=
line
.
strip
().
split
()
words
=
[
int
(
x
)
for
x
in
group
[
1
:
int
(
group
[
0
])]]
words
=
[
int
(
x
)
for
x
in
group
[
1
:
int
(
group
[
0
])
+
1
]]
label
=
[
int
(
group
[
-
1
])]
feed
=
{
"words"
:
words
,
"label"
:
label
}
fetch
=
[
"
acc"
,
"cost
"
,
"prediction"
]
fetch
=
[
"
cost"
,
"acc
"
,
"prediction"
]
fetch_map
=
client
.
predict
(
feed
=
feed
,
fetch
=
fetch
)
print
(
"{} {}"
.
format
(
fetch_map
[
"prediction"
][
1
],
label
[
0
]))
```
#### 完成操作截屏
TBA
### 文档
[
设计文档
](
doc/DESIGN.md
)
...
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