osanseviero
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e8e50c3
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Parent(s):
d95dc9f
Create pipeline.py
Browse files- pipeline.py +27 -0
pipeline.py
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from typing import Dict, List, Any
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from PIL import Image
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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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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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)
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