grenishrai commited on
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943e809
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1 Parent(s): beb8cbe

Create inference.py

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  1. inference.py +23 -0
inference.py ADDED
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+ from transformers import AutoTokenizer, AutoModelForCausalLM
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+ import torch
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+
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+ class Model:
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+ def __init__(self):
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+ device = "cuda" if torch.cuda.is_available() else "cpu"
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+
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+ self.tokenizer = AutoTokenizer.from_pretrained(".")
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+ self.model = AutoModelForCausalLM.from_pretrained(
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+ ".",
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+ torch_dtype=torch.float16 if device == "cuda" else torch.float32,
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+ device_map="auto"
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+ )
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+
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+ def __call__(self, prompt: str):
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+ inputs = self.tokenizer(prompt, return_tensors="pt").to(self.model.device)
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+ output_ids = self.model.generate(
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+ **inputs,
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+ max_new_tokens=128,
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+ temperature=0.7,
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+ do_sample=True
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+ )
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+ return self.tokenizer.decode(output_ids[0], skip_special_tokens=True)