提交 d3551792 编写于 作者: M MRXLT

add senta demo

上级 f183345c
# 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
```
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
# 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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