Vidensogende commited on
Commit
6cc79d4
1 Parent(s): 2227ac3

added custom handler

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Files changed (1) hide show
  1. handler.py +22 -0
handler.py ADDED
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+ import requests
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+ from PIL import Image
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+ from transformers import Blip2Processor, Blip2ForConditionalGeneration
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+ from typing import Dict, List, Any
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+ import torch
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+
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+ class EndpointHandler():
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+ def __init__(self, path=""):
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+ self.processor = Blip2Processor.from_pretrained("Salesforce/blip-image-captioning-large")
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+ self.model = Blip2ForConditionalGeneration.from_pretrained("Salesforce/blip-image-captioning-large")
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+
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+ self.device = "cuda" if torch.cuda.is_available() else "cpu"
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+ self.model.to(self.device)
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+
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+ def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
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+ image = data.pop("inputs", data)
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+
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+ processed = self.processor(images=image, return_tensors="pt").to(self.device)
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+
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+ out = self.model.generate(**processed)
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+
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+ return self.processor.decode(out[0], skip_special_tokens=True)