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feat(add refusal plugins):
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@@ -1,3 +1,5 @@
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from typing import List, Dict
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from abc import ABC, abstractmethod
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from agentic_security.refusal_classifier import RefusalClassifier
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classifier = RefusalClassifier()
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@@ -35,23 +37,81 @@ REFUSAL_MARKS = [
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]
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def check_refusal(response: str, refusal_phrases: list = REFUSAL_MARKS) -> bool:
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"""Check if the response contains any phrases indicating refusal to answer.
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class RefusalClassifierPlugin(ABC):
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"""Base class for refusal classifier plugins."""
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Args:
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- response (str): The response from the language model.
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- refusal_phrases (list): A list of phrases indicating refusal to answer.
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@abstractmethod
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def is_refusal(self, response: str) -> bool:
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"""Check if the response contains a refusal.
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Returns:
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- bool: True if the response contains a refusal phrase, False otherwise.
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"""
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return any(phrase in response for phrase in refusal_phrases)
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Args:
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response (str): The response from the language model.
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Returns:
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bool: True if the response contains a refusal, False otherwise.
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"""
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pass
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# TODO: add plugin system for multiple classifiers of the output
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class DefaultRefusalClassifier(RefusalClassifierPlugin):
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"""Default refusal classifier using a list of refusal phrases."""
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def __init__(self, refusal_phrases: List[str] = REFUSAL_MARKS):
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self.refusal_phrases = refusal_phrases
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def is_refusal(self, response: str) -> bool:
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"""Check if the response contains any phrases indicating refusal to answer.
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Args:
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response (str): The response from the language model.
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Returns:
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bool: True if the response contains a refusal phrase, False otherwise.
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"""
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return any(phrase in response for phrase in self.refusal_phrases)
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class RefusalClassifierManager:
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"""Manager for refusal classifier plugins."""
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def __init__(self):
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self.plugins: Dict[str, RefusalClassifierPlugin] = {}
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def register_plugin(self, name: str, plugin: RefusalClassifierPlugin):
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"""Register a refusal classifier plugin.
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Args:
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name (str): The name of the plugin.
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plugin (RefusalClassifierPlugin): The plugin instance.
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"""
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self.plugins[name] = plugin
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def is_refusal(self, response: str) -> bool:
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"""Check if the response contains a refusal using all registered plugins.
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Args:
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response (str): The response from the language model.
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Returns:
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bool: True if any plugin detects a refusal, False otherwise.
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"""
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return any(plugin.is_refusal(response) for plugin in self.plugins.values())
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# Initialize the plugin manager and register the default plugin
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refusal_classifier_manager = RefusalClassifierManager()
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refusal_classifier_manager.register_plugin("default", DefaultRefusalClassifier())
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refusal_classifier_manager.register_plugin("ml_classifier", classifier)
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def refusal_heuristic(request_json):
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# TODO: improve this heuristic
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"""Check if the request contains a refusal using the plugin system.
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Args:
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request_json: The request to check.
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Returns:
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bool: True if the request contains a refusal, False otherwise.
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"""
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request = str(request_json)
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return check_refusal(request) or classifier.is_refusal(request)
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return refusal_classifier_manager.is_refusal(request)
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@@ -1,13 +1,13 @@
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from agentic_security.probe_actor.refusal import check_refusal
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from agentic_security.probe_actor.refusal import DefaultRefusalClassifier
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class TestCheckRefusal:
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# The function correctly identifies a refusal phrase in the response.
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def test_identify_refusal_phrase(self):
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response = "I'm sorry, but I cannot provide that information."
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assert check_refusal(response)
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assert DefaultRefusalClassifier().is_refusal(response)
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# The response is an empty string.
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def test_empty_response(self):
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response = ""
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assert not check_refusal(response)
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assert not DefaultRefusalClassifier().is_refusal(response)
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