Create handler.py
Browse files- handler.py +22 -0
handler.py
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer, pipeline
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# Global variables to cache model and tokenizer
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model = None
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tokenizer = None
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nlp = None
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def init():
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global model, tokenizer, nlp
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model_name_or_path = "."
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name_or_path)
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tokenizer = AutoTokenizer.from_pretrained(model_name_or_path)
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nlp = pipeline("text2text-generation", model=model, tokenizer=tokenizer)
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def inference(payload):
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inputs = payload.get("inputs", "")
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if not inputs:
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return {"error": "No inputs provided"}
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# Run generation pipeline
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outputs = nlp(inputs, max_length=256)
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return outputs
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