osanseviero HF staff commited on
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e8e50c3
1 Parent(s): d95dc9f

Create pipeline.py

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  1. pipeline.py +27 -0
pipeline.py ADDED
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+ from typing import Dict, List, Any
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+ from PIL import Image
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+
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+ class PreTrainedPipeline():
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+ def __init__(self, path=""):
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+ # IMPLEMENT_THIS
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+ # Preload all the elements you are going to need at inference.
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+ # For instance your model, processors, tokenizer that might be needed.
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+ # This function is only called once, so do all the heavy processing I/O here"""
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+ raise NotImplementedError(
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+ "Please implement PreTrainedPipeline __init__ function"
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+ )
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+
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+ def __call__(self, inputs: "Image.Image") -> List[Dict[str, Any]]:
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+ """
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+ Args:
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+ inputs (:obj:`PIL.Image`):
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+ The raw image representation as PIL.
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+ No transformation made whatsoever from the input. Make all necessary transformations here.
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+ Return:
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+ A :obj:`list`:. The list contains items that are dicts should be liked {"label": "XXX", "score": 0.82}
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+ It is preferred if the returned list is in decreasing `score` order
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+ """
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+ # IMPLEMENT_THIS
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+ raise NotImplementedError(
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+ "Please implement PreTrainedPipeline __call__ function"
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+ )