philipp-zettl
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Commit
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2cb1233
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Parent(s):
550f4c2
Create handler.py
Browse files- handler.py +24 -0
handler.py
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from typing import Dict, List, Any
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from optimum.pipeline import pipeline
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from transformers import AutoTokenizer
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from optimum import ORTModelForSeq2SeqLM
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class EndpointHandler():
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def __init__(self, path=""):
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tokenizer = AutoTokenizer.from_pretrained(path)
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model = ORTModelForSeq2SeqLM.from_pretrained(path)
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self.pipeline = pipeline("summarization",model=model, tokenizer=tokenizer)
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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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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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# run normal prediction
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return self.pipeline(inputs)
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