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Create polite_guard.py
Browse files- tools/polite_guard.py +35 -0
tools/polite_guard.py
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from transformers import pipeline
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# Define the PoliteGuard tool
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# Classify text into politeness categories
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class PoliteGuardTool(Tool):
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name = "polite_guard"
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description = "Calls an tool to classifify text by 4 labels from polite to impolite"
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inputs = {'input_text': {'type': 'any', 'description': 'Enter text for assessing whether it is respectful'}}
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output_type = "any"
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def forward(self, input_text: Any) -> Any:
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self.label, self.sccore = self.ask_polite_guard(input_text)
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def __init__(self, *args, **kwargs):
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self.is_initialized = False
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self.label = None
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self.score = None
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#@tool
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def ask_polite_guard(self, input_text: str) -> dict:
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"""
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Args:
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input_text: The text to classify.
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"""
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try:
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classifier = pipeline("text-classification", "Intel/polite-guard")
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return {
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"label": result['label'],
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"score": result['score']
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}
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except Exception as e:
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return f"Error fetching classification for text '{input_text}': {str(e)}"
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