joelb commited on
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3f81607
1 Parent(s): 842eaea

Upload handler.py

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  1. handler.py +30 -0
handler.py ADDED
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+ from typing import Dict, List, Any
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+ from transformers import pipeline
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+ import holidays
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+
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+
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+ class EndpointHandler:
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+ def __init__(self, path=""):
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+ self.pipeline = pipeline("text-classification", model=path)
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+ self.holidays = holidays.US()
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+
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+ def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
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+ """
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+ data args:
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+ inputs (:obj: `str`)
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+ date (:obj: `str`)
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+ Return:
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+ A :obj:`list` | `dict`: will be serialized and returned
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+ """
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+ # get inputs
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+ inputs = data.pop("inputs", data)
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+ # get additional date field
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+ date = data.pop("date", None)
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+
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+ # check if date exists and if it is a holiday
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+ if date is not None and date in self.holidays:
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+ return [{"label": "happy", "score": 1}]
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+
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+ # run normal prediction
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+ prediction = self.pipeline(inputs)
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+ return prediction