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	workign PII guardrails in chat_app
Browse files- application_pages/chat_app.py +21 -0
 - guardrails_genie/guardrails/__init__.py +8 -0
 - guardrails_genie/guardrails/entity_recognition/__init__.py +9 -0
 - guardrails_genie/guardrails/entity_recognition/pii_examples/run_transformers.py +1 -1
 - guardrails_genie/guardrails/entity_recognition/presidio_entity_recognition_guardrail.py +29 -7
 - guardrails_genie/guardrails/entity_recognition/regex_entity_recognition_guardrail.py +8 -0
 - guardrails_genie/guardrails/entity_recognition/transformers_entity_recognition_guardrail.py +13 -2
 - guardrails_genie/guardrails/manager.py +7 -4
 - pyproject.toml +2 -0
 
    	
        application_pages/chat_app.py
    CHANGED
    
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         @@ -61,6 +61,27 @@ def initialize_guardrails(): 
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                                    guardrail_name,
         
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                                )(model_name=classifier_model_name)
         
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                            )
         
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                st.session_state.guardrails_manager = GuardrailManager(
         
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                    guardrails=st.session_state.guardrails
         
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                )
         
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                                    guardrail_name,
         
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                                )(model_name=classifier_model_name)
         
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                            )
         
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                    elif guardrail_name == "PresidioEntityRecognitionGuardrail":
         
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                        st.session_state.guardrails.append(
         
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                            getattr(
         
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                                importlib.import_module("guardrails_genie.guardrails"),
         
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                                guardrail_name,
         
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                            )()
         
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                        )
         
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                    elif guardrail_name == "RegexEntityRecognitionGuardrail":
         
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                        st.session_state.guardrails.append(
         
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                            getattr(
         
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                                importlib.import_module("guardrails_genie.guardrails"),
         
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                                guardrail_name,
         
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                            )()
         
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                        )
         
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                    elif guardrail_name == "TransformersEntityRecognitionGuardrail":
         
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                        st.session_state.guardrails.append(
         
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                            getattr(
         
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                                importlib.import_module("guardrails_genie.guardrails"),
         
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                                guardrail_name,
         
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                            )()
         
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                        )
         
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                st.session_state.guardrails_manager = GuardrailManager(
         
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                    guardrails=st.session_state.guardrails
         
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                )
         
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        guardrails_genie/guardrails/__init__.py
    CHANGED
    
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         @@ -2,10 +2,18 @@ from .injection import ( 
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                PromptInjectionClassifierGuardrail,
         
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                PromptInjectionSurveyGuardrail,
         
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            )
         
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            from .manager import GuardrailManager
         
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            __all__ = [
         
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                "PromptInjectionSurveyGuardrail",
         
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                "PromptInjectionClassifierGuardrail",
         
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                "GuardrailManager",
         
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            ]
         
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                PromptInjectionClassifierGuardrail,
         
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                PromptInjectionSurveyGuardrail,
         
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            )
         
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            from .entity_recognition import (
         
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                PresidioEntityRecognitionGuardrail,
         
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                RegexEntityRecognitionGuardrail,
         
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                TransformersEntityRecognitionGuardrail,
         
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            )
         
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            from .manager import GuardrailManager
         
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            __all__ = [
         
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                "PromptInjectionSurveyGuardrail",
         
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                "PromptInjectionClassifierGuardrail",
         
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                "PresidioEntityRecognitionGuardrail",
         
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                "RegexEntityRecognitionGuardrail",
         
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                "TransformersEntityRecognitionGuardrail",
         
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                "GuardrailManager",
         
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            ]
         
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        guardrails_genie/guardrails/entity_recognition/__init__.py
    CHANGED
    
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         @@ -0,0 +1,9 @@ 
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            +
            from .presidio_entity_recognition_guardrail import PresidioEntityRecognitionGuardrail 
         
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            from .regex_entity_recognition_guardrail import RegexEntityRecognitionGuardrail
         
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            from .transformers_entity_recognition_guardrail import TransformersEntityRecognitionGuardrail
         
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            __all__ = [
         
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                "PresidioEntityRecognitionGuardrail",
         
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                "RegexEntityRecognitionGuardrail",
         
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                "TransformersEntityRecognitionGuardrail",
         
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            ]
         
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        guardrails_genie/guardrails/entity_recognition/pii_examples/run_transformers.py
    CHANGED
    
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         @@ -8,7 +8,7 @@ def test_pii_detection(): 
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                # Create the guardrail with default entities and anonymization enabled
         
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                pii_guardrail = TransformersEntityRecognitionGuardrail(
         
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                    selected_entities=["GIVENNAME", "SURNAME", "EMAIL", " 
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                    should_anonymize=True,
         
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                    show_available_entities=True
         
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                )
         
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                # Create the guardrail with default entities and anonymization enabled
         
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                pii_guardrail = TransformersEntityRecognitionGuardrail(
         
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                    selected_entities=["GIVENNAME", "SURNAME", "EMAIL", "TELEPHONENUM", "SOCIALNUM"],
         
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                    should_anonymize=True,
         
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                    show_available_entities=True
         
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                )
         
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        guardrails_genie/guardrails/entity_recognition/presidio_entity_recognition_guardrail.py
    CHANGED
    
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         @@ -13,11 +13,19 @@ class PresidioEntityRecognitionResponse(BaseModel): 
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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            class PresidioEntityRecognitionSimpleResponse(BaseModel):
         
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                contains_entities: bool
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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            #TODO: Add support for transformers workflow and not just Spacy
         
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            class PresidioEntityRecognitionGuardrail(Guardrail):
         
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                @staticmethod
         
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         @@ -40,23 +48,37 @@ class PresidioEntityRecognitionGuardrail(Guardrail): 
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                    language: str = "en",
         
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                    deny_lists: Optional[Dict[str, List[str]]] = None,
         
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                    regex_patterns: Optional[Dict[str, List[Dict[str, str]]]] = None,
         
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                    custom_recognizers: Optional[List[Any]] = None
         
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                ):
         
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                    # Initialize default values
         
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                    if selected_entities is None:
         
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                        selected_entities = [
         
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                            " 
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            -
                            " 
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                        ]
         
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                    # Get available entities dynamically
         
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                    available_entities = self.get_available_entities()
         
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                    #  
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                    invalid_entities =  
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                    if invalid_entities:
         
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            -
                         
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            -
                        
         
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                    # Initialize analyzer with default recognizers
         
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                    analyzer = AnalyzerEngine()
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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                @property
         
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                def safe(self) -> bool:
         
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                    return not self.contains_entities
         
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            class PresidioEntityRecognitionSimpleResponse(BaseModel):
         
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                contains_entities: bool
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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                @property
         
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                def safe(self) -> bool:
         
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                    return not self.contains_entities
         
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            #TODO: Add support for transformers workflow and not just Spacy
         
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            class PresidioEntityRecognitionGuardrail(Guardrail):
         
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                @staticmethod
         
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                    language: str = "en",
         
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                    deny_lists: Optional[Dict[str, List[str]]] = None,
         
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                    regex_patterns: Optional[Dict[str, List[Dict[str, str]]]] = None,
         
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                    custom_recognizers: Optional[List[Any]] = None,
         
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                    show_available_entities: bool = False
         
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                ):
         
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                    # If show_available_entities is True, print available entities
         
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                    if show_available_entities:
         
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                        available_entities = self.get_available_entities()
         
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                        print("\nAvailable entities:")
         
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                        print("=" * 25)
         
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                        for entity in available_entities:
         
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                            print(f"- {entity}")
         
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                        print("=" * 25 + "\n")
         
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                    # Initialize default values
         
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                    if selected_entities is None:
         
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                        selected_entities = [
         
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                            "CREDIT_CARD", "US_SSN", "EMAIL_ADDRESS", "PHONE_NUMBER",
         
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                            "IP_ADDRESS", "URL", "DATE_TIME"
         
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                        ]
         
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                    # Get available entities dynamically
         
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                    available_entities = self.get_available_entities()
         
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                    # Filter out invalid entities and warn user
         
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                    invalid_entities = [e for e in selected_entities if e not in available_entities]
         
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                    valid_entities = [e for e in selected_entities if e in available_entities]
         
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                    if invalid_entities:
         
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                        print(f"\nWarning: The following entities are not available and will be ignored: {invalid_entities}")
         
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                        print(f"Continuing with valid entities: {valid_entities}")
         
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                        selected_entities = valid_entities
         
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                    # Initialize analyzer with default recognizers
         
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                    analyzer = AnalyzerEngine()
         
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        guardrails_genie/guardrails/entity_recognition/regex_entity_recognition_guardrail.py
    CHANGED
    
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         @@ -13,12 +13,20 @@ class RegexEntityRecognitionResponse(BaseModel): 
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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            class RegexEntityRecognitionSimpleResponse(BaseModel):
         
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                contains_entities: bool
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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            class RegexEntityRecognitionGuardrail(Guardrail):
         
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                regex_model: RegexModel
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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                @property
         
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                def safe(self) -> bool:
         
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                    return not self.contains_entities
         
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            class RegexEntityRecognitionSimpleResponse(BaseModel):
         
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                contains_entities: bool
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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                @property
         
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                def safe(self) -> bool:
         
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                    return not self.contains_entities
         
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            class RegexEntityRecognitionGuardrail(Guardrail):
         
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                regex_model: RegexModel
         
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        guardrails_genie/guardrails/entity_recognition/transformers_entity_recognition_guardrail.py
    CHANGED
    
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         @@ -11,11 +11,19 @@ class TransformersEntityRecognitionResponse(BaseModel): 
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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            class TransformersEntityRecognitionSimpleResponse(BaseModel):
         
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                contains_entities: bool
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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            class TransformersEntityRecognitionGuardrail(Guardrail):
         
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                """Generic guardrail for detecting entities using any token classification model."""
         
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                            # Replace the entity with the redaction marker
         
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                            chars[start:end] = replacement
         
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                    # Join and clean up  
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                    result = ''.join(chars)
         
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                @weave.op()
         
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                def guard(self, prompt: str, return_detected_types: bool = True, aggregate_redaction: bool = True) -> TransformersEntityRecognitionResponse | TransformersEntityRecognitionSimpleResponse:
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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                @property
         
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                def safe(self) -> bool:
         
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                    return not self.contains_entities
         
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            class TransformersEntityRecognitionSimpleResponse(BaseModel):
         
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                contains_entities: bool
         
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                explanation: str
         
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                anonymized_text: Optional[str] = None
         
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                @property
         
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                def safe(self) -> bool:
         
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                    return not self.contains_entities
         
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            class TransformersEntityRecognitionGuardrail(Guardrail):
         
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                """Generic guardrail for detecting entities using any token classification model."""
         
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                            # Replace the entity with the redaction marker
         
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                            chars[start:end] = replacement
         
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                    # Join characters and clean up only consecutive spaces (preserving newlines)
         
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                    result = ''.join(chars)
         
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                    # Replace multiple spaces with single space, but preserve newlines
         
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                    lines = result.split('\n')
         
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                    cleaned_lines = [' '.join(line.split()) for line in lines]
         
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                    return '\n'.join(cleaned_lines)
         
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                @weave.op()
         
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                def guard(self, prompt: str, return_detected_types: bool = True, aggregate_redaction: bool = True) -> TransformersEntityRecognitionResponse | TransformersEntityRecognitionSimpleResponse:
         
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        guardrails_genie/guardrails/manager.py
    CHANGED
    
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         @@ -1,5 +1,6 @@ 
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            import weave
         
     | 
| 2 | 
         
             
            from rich.progress import track
         
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| 
         | 
|
| 3 | 
         | 
| 4 | 
         
             
            from .base import Guardrail
         
     | 
| 5 | 
         | 
| 
         @@ -20,10 +21,12 @@ class GuardrailManager(weave.Model): 
     | 
|
| 20 | 
         
             
                        alerts.append(
         
     | 
| 21 | 
         
             
                            {"guardrail_name": guardrail.__class__.__name__, "response": response}
         
     | 
| 22 | 
         
             
                        )
         
     | 
| 23 | 
         
            -
                         
     | 
| 24 | 
         
            -
             
     | 
| 25 | 
         
            -
                            f"**{guardrail.__class__.__name__}**: {response 
     | 
| 26 | 
         
            -
                         
     | 
| 
         | 
|
| 
         | 
|
| 27 | 
         
             
                    return {"safe": safe, "alerts": alerts, "summary": summaries}
         
     | 
| 28 | 
         | 
| 29 | 
         
             
                @weave.op()
         
     | 
| 
         | 
|
| 1 | 
         
             
            import weave
         
     | 
| 2 | 
         
             
            from rich.progress import track
         
     | 
| 3 | 
         
            +
            from pydantic import BaseModel
         
     | 
| 4 | 
         | 
| 5 | 
         
             
            from .base import Guardrail
         
     | 
| 6 | 
         | 
| 
         | 
|
| 21 | 
         
             
                        alerts.append(
         
     | 
| 22 | 
         
             
                            {"guardrail_name": guardrail.__class__.__name__, "response": response}
         
     | 
| 23 | 
         
             
                        )
         
     | 
| 24 | 
         
            +
                        if isinstance(response, BaseModel):
         
     | 
| 25 | 
         
            +
                            safe = safe and response.safe
         
     | 
| 26 | 
         
            +
                            summaries += f"**{guardrail.__class__.__name__}**: {response.explanation}\n\n---\n\n"
         
     | 
| 27 | 
         
            +
                        else:
         
     | 
| 28 | 
         
            +
                            safe = safe and response["safe"]
         
     | 
| 29 | 
         
            +
                            summaries += f"**{guardrail.__class__.__name__}**: {response['summary']}\n\n---\n\n"
         
     | 
| 30 | 
         
             
                    return {"safe": safe, "alerts": alerts, "summary": summaries}
         
     | 
| 31 | 
         | 
| 32 | 
         
             
                @weave.op()
         
     | 
    	
        pyproject.toml
    CHANGED
    
    | 
         @@ -20,6 +20,8 @@ dependencies = [ 
     | 
|
| 20 | 
         
             
                "pymupdf4llm>=0.0.17",
         
     | 
| 21 | 
         
             
                "transformers>=4.46.3",
         
     | 
| 22 | 
         
             
                "torch>=2.5.1",
         
     | 
| 
         | 
|
| 
         | 
|
| 23 | 
         
             
            ]
         
     | 
| 24 | 
         | 
| 25 | 
         
             
            [tool.setuptools]
         
     | 
| 
         | 
|
| 20 | 
         
             
                "pymupdf4llm>=0.0.17",
         
     | 
| 21 | 
         
             
                "transformers>=4.46.3",
         
     | 
| 22 | 
         
             
                "torch>=2.5.1",
         
     | 
| 23 | 
         
            +
                "presidio-analyzer>=2.2.355",
         
     | 
| 24 | 
         
            +
                "presidio-anonymizer>=2.2.355",
         
     | 
| 25 | 
         
             
            ]
         
     | 
| 26 | 
         | 
| 27 | 
         
             
            [tool.setuptools]
         
     |