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d3551792
编写于
4月 24, 2020
作者:
M
MRXLT
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add senta demo
上级
f183345c
变更
3
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3 changed file
with
76 addition
and
0 deletion
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python/examples/senta/README.md
python/examples/senta/README.md
+19
-0
python/examples/senta/get_data.sh
python/examples/senta/get_data.sh
+5
-0
python/examples/senta/senta_reader.py
python/examples/senta/senta_reader.py
+52
-0
未找到文件。
python/examples/senta/README.md
0 → 100644
浏览文件 @
d3551792
# Chinese sentence sentiment classification
## Get model files and sample data
```
sh get_data.sh
```
## Start rpc service
## Start http service
```
python senta_web_service.py senta_bilstm_model/ workdir 9292
```
## Client prediction
```
curl -H "Content-Type:application/json" -X POST -d '{"words": "天气不错 | 0", "fetch":["sentence_feature"]}' http://127.0.0.1:9393/senta/prediction
```
python/examples/senta/get_data.sh
0 → 100644
浏览文件 @
d3551792
wget https://paddle-serving.bj.bcebos.com/paddle_hub_models/text/SentimentAnalysis/senta_bilstm.tar.gz
--no-check-certificate
tar
-xzvf
senta_bilstm.tar.gz
wget https://baidu-nlp.bj.bcebos.com/sentiment_classification-dataset-1.0.0.tar.gz
tar
-zxvf
sentiment_classification-dataset-1.0.0.tar.gz
python/examples/senta/senta_reader.py
0 → 100644
浏览文件 @
d3551792
# 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.
import
sys
import
io
class
SentaReader
():
def
__init__
(
self
,
vocab_path
,
max_seq_len
=
20
):
self
.
max_seq_len
=
max_seq_len
self
.
word_dict
=
self
.
load_vocab
(
vocab_path
)
def
load_vocab
(
self
,
vocab_path
):
"""
load the given vocabulary
"""
vocab
=
{}
with
io
.
open
(
vocab_path
,
'r'
,
encoding
=
'utf8'
)
as
f
:
wid
=
0
for
line
in
f
:
if
line
.
strip
()
not
in
vocab
:
vocab
[
line
.
strip
()]
=
wid
wid
+=
1
vocab
[
"<unk>"
]
=
len
(
vocab
)
return
vocab
def
process
(
self
,
cols
):
unk_id
=
len
(
self
.
word_dict
)
pad_id
=
0
wids
=
[
self
.
word_dict
[
x
]
if
x
in
self
.
word_dict
else
unk_id
for
x
in
cols
]
seq_len
=
len
(
wids
)
if
seq_len
<
self
.
max_seq_len
:
for
i
in
range
(
self
.
max_seq_len
-
seq_len
):
wids
.
append
(
pad_id
)
else
:
wids
=
wids
[:
self
.
max_seq_len
]
seq_len
=
self
.
max_seq_len
return
wids
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