Commit
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89c5d08
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Parent(s):
1653855
Delete lib_pipeline.py
Browse files- lib_pipeline.py +0 -33
lib_pipeline.py
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from huggingface_hub import snapshot_download
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import pickle
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class TabularRegressionPipeLine():
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@classmethod
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def from_pretrained(cls, model_path):
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model = cls(model_path)
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return model
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def __init__(self, model_path):
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super().__init__()
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download_model_path = snapshot_download(model_path)
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#print(download_model_path) #/root/.cache/huggingface/hub/models--automatethem--com--son--height--tabular--regression--scikit--learn/snapshots/3ec6a8d12b818f998494c1ded1db7887cdaa57f1
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with open(f'{download_model_path}/model.pkl', 'rb') as f:
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self.model = pickle.load(f)
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def __call__(self, inputs):
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model_inputs = self.preprocess(inputs)
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model_outputs = self._forward(model_inputs)
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results = self.postprocess(model_outputs)
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return results
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def preprocess(self, inputs):
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return inputs
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def _forward(self, model_inputs):
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return self.model.predict(model_inputs)
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def postprocess(self, model_outputs):
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results = []
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for logit in model_outputs:
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results.append({'logit': logit})
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return results
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