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