manish commited on
Commit ·
a6c74eb
1
Parent(s): 7222796
add custom handler and gitignore
Browse files- handler.py +26 -0
handler.py
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from typing import Dict, List, Any
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from transformers import AutoTokenizer, AutoModelForCausalLM
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class EndpointHandler():
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def __init__(self, path=""):
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# init
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self.tokenizer = AutoTokenizer.from_pretrained("verseAI/vai-GPT-NeoXT-Chat-Base-20B")
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self.model = AutoModelForCausalLM.from_pretrained("verseAI/vai-GPT-NeoXT-Chat-Base-20B", device_map="auto", load_in_8bit=True)
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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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from transformers import AutoTokenizer, AutoModelForCausalLM
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"""
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# infer
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inputs = self.tokenizer("<human>: Hello!\n<bot>:", return_tensors='pt').to(self.model.device)
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outputs = self.model.generate(**inputs, max_new_tokens=10, do_sample=True, temperature=0.8)
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output_str = self.tokenizer.decode(outputs[0])
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print(output_str)
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return output_str
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