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senpy/example-plugins/sklearn/pipeline_plugin.py

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from senpy import SentimentBox, MappingMixin, easy_test
from mypipeline import pipeline
class PipelineSentiment(MappingMixin, SentimentBox):
'''
This is a pipeline plugin that wraps a classifier defined in another module
(mypipeline).
'''
author = '@balkian'
version = 0.1
maxPolarityValue = 1
minPolarityValue = -1
mappings = {
1: 'marl:Positive',
-1: 'marl:Negative'
}
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def predict_one(self, input):
return pipeline.predict([input, ])[0]
test_cases = [
{
'input': 'The sentiment for senpy should be positive :)',
'polarity': 'marl:Positive'
},
{
'input': 'The sentiment for senpy should be negative :(',
'polarity': 'marl:Negative'
}
]
if __name__ == '__main__':
easy_test()