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module.py
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module.py
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import argparse
import os
import paddlehub as hub
from paddlehub.module.module import runnable, moduleinfo
from senta_test.processor import load_vocab
@moduleinfo(
name="senta_test",
version="1.0.0",
summary="This is a PaddleHub Module. Just for test.",
author="anonymous",
author_email="",
type="nlp/sentiment_analysis",
)
class SentaTest:
def __init__(self):
# add arg parser
self.parser = argparse.ArgumentParser(
description="Run the senta_test module.", prog='hub run senta_test', usage='%(prog)s', add_help=True)
self.parser.add_argument('--input_text', type=str, default=None, help="text to predict")
# load word dict
vocab_path = os.path.join(self.directory, "vocab.list")
self.vocab = load_vocab(vocab_path)
def sentiment_classify(self, texts):
results = []
for text in texts:
sentiment = "positive"
for word in self.vocab:
if word in text:
sentiment = "negative"
break
results.append({"text": text, "sentiment": sentiment})
return results
@runnable
def run_cmd(self, argvs):
args = self.parser.parse_args(argvs)
texts = [args.input_text]
return self.sentiment_classify(texts)