Pavankalyan commited on
Commit
98347b2
1 Parent(s): 88df69b

Update Dockerfile

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  1. Dockerfile +0 -21
Dockerfile CHANGED
@@ -10,25 +10,4 @@ RUN apt-get -y update && \
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  COPY requirements.txt .
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  RUN pip install -r requirements.txt
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- class ZeroShotTextClassifier:
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- # Class variable for the model
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- classifier = None
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- @classmethod
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- def load(cls):
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- if cls.classifier is None:
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- # Load the model only once
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- cls.classifier = pipeline("zero-shot-classification",
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- model="facebook/bart-large-mnli")
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- @classmethod
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- def predict(cls, text, candidate_labels):
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- # Ensure the model is loaded
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- cls.load()
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- # Predict
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- huggingface_predictions = cls.classifier(text, candidate_labels)
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- # Create our own prediction object with the best label
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- max_index = np.argmax(huggingface_predictions["scores"])
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- label = huggingface_predictions['labels'][max_index]
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- score = huggingface_predictions['scores'][max_index]
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- return {"label": label, "score": score}
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-
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  RUN python -c "from transformers import pipeline; classifier = pipeline('zero-shot-classification', model='facebook/bart-large-mnli')"
 
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  COPY requirements.txt .
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  RUN pip install -r requirements.txt
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  RUN python -c "from transformers import pipeline; classifier = pipeline('zero-shot-classification', model='facebook/bart-large-mnli')"