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feat(guardrails_service): complete flow #751
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              | Original file line number | Diff line number | Diff line change | 
|---|---|---|
| @@ -0,0 +1,302 @@ | ||
| from enum import Enum | ||
| from typing import Any, Callable, Dict, List, Optional, Union | ||
|  | ||
| from .._config import Config | ||
| from .._execution_context import ExecutionContext | ||
| from .._folder_context import FolderContext | ||
| from .._utils import Endpoint, RequestSpec, header_folder | ||
| from ..models import CreateAction | ||
| from ..models.guardrails import ( | ||
| BlockAction, | ||
| BuiltInValidatorGuardrail, | ||
| EscalateAction, | ||
| FilterAction, | ||
| Guardrail, | ||
| LogAction, | ||
| ) | ||
| from ..tracing import traced | ||
| from ._base_service import BaseService | ||
|  | ||
|  | ||
| class GuardrailResult(Enum): | ||
| APPROVE = "approve" | ||
| REJECT = "reject" | ||
|  | ||
|  | ||
| class GuardrailViolationError(Exception): | ||
| """Exception raised when guardrail validation fails.""" | ||
|  | ||
| def __init__(self, detected_issue: Any): | ||
| self.detected_issue = detected_issue | ||
| super().__init__(f"Guardrail violation detected: {detected_issue}") | ||
|  | ||
|  | ||
| class GuardrailsService(FolderContext, BaseService): | ||
| """Service for validating text against UiPath Guardrails.""" | ||
|  | ||
| def __init__(self, config: Config, execution_context: ExecutionContext) -> None: | ||
| super().__init__(config=config, execution_context=execution_context) | ||
|  | ||
| @traced("evaluate_guardrail", run_type="uipath") | ||
| def evaluate_guardrail( | ||
| self, | ||
| input_data: Union[str, Dict[str, Any]], | ||
| guardrail: Guardrail, | ||
| *, | ||
| folder_key: Optional[str] = None, | ||
| folder_path: Optional[str] = None, | ||
| ) -> Dict[str, Any]: | ||
| """Call the API to validate input_data with the given guardrail. | ||
|  | ||
| Only supports built-in guardrails for now. | ||
| """ | ||
| if isinstance(guardrail, BuiltInValidatorGuardrail): | ||
| parameters = [ | ||
| param.model_dump(by_alias=True) | ||
| for param in guardrail.validator_parameters | ||
| ] | ||
| payload = { | ||
| "validator": guardrail.validator_type, | ||
| "input": input_data if isinstance(input_data, str) else str(input_data), | ||
| "parameters": parameters, | ||
| } | ||
| spec = RequestSpec( | ||
| method="POST", | ||
| endpoint=Endpoint("/agentsruntime_/api/execution/guardrails/validate"), | ||
| json=payload, | ||
| headers={**header_folder(folder_key, folder_path)}, | ||
| ) | ||
| response = self.request( | ||
| spec.method, | ||
| url=spec.endpoint, | ||
| json=spec.json, | ||
| headers=spec.headers, | ||
| ) | ||
| return response.json() | ||
| else: | ||
| raise NotImplementedError( | ||
| "Custom guardrail validation is not yet supported by the API." | ||
| ) | ||
|  | ||
| @traced("execute_guardrail", run_type="uipath") | ||
| async def execute_guardrail( | ||
| self, | ||
| validation_result: Dict[str, Any], | ||
| callable_func: Callable[[CreateAction], Any], | ||
| guardrail: Guardrail, | ||
| tool_name: str, | ||
| ) -> None: | ||
| """Execute the action specified by the guardrail if validation failed. | ||
|  | ||
| Raise, log, escalate, or print, depending on action type. | ||
| """ | ||
| if validation_result.get("validation_passed", True): | ||
| return | ||
|  | ||
| action = guardrail.action | ||
|  | ||
| if isinstance(action, EscalateAction): | ||
| action_data = { | ||
| "GuardrailName": guardrail.name, | ||
| "GuardrailDescription": validation_result.get( | ||
| "reason", "No description provided" | ||
| ), | ||
| # "TenantName": | ||
| # "AgentTrace": , | ||
| "Tool": tool_name, | ||
| # "ExecutionStage": , | ||
| # "ToolInputs": , | ||
| # "ToolOutputs": validation_result.get("tool_outputs", {}), | ||
| } | ||
|  | ||
| create_action = CreateAction( | ||
| title="Guardrail Escalation: " + guardrail.name, | ||
| data=action_data, | ||
| assignee=action.recipient.value, | ||
| app_name=action.app.name, | ||
| app_folder_path=action.app.folder_name, | ||
| app_folder_key=action.app.folder_id, | ||
| app_key=action.app.id, | ||
| app_version=action.app.version, | ||
| include_metadata=True, | ||
| ) | ||
|  | ||
| action_output = callable_func(create_action) | ||
|  | ||
| print("Escalation action completed.") | ||
|  | ||
| if action_output: | ||
| if hasattr(action_output, "action") and hasattr(action_output, "data"): | ||
| if action_output.action == "Approve": | ||
| if action_output.data and action_output.data.get( | ||
| "ReviewedInputs" | ||
| ): | ||
| # Re-evaluate with reviewed inputs | ||
| self.evaluate_guardrail( | ||
| input_data=action_output.data["ReviewedInputs"], | ||
| guardrail=guardrail, | ||
| folder_key=action.app.folder_id, | ||
| folder_path=action.app.folder_name, | ||
| ) | ||
| return | ||
| elif action_output.action == "Reject": | ||
| reason = "Guardrail violation rejected by user" | ||
| if hasattr(action_output, "data") and action_output.data: | ||
| reason = action_output.data.get("Reason", reason) | ||
| raise GuardrailViolationError(reason) | ||
|  | ||
| elif isinstance(action, BlockAction): | ||
| raise GuardrailViolationError(action.reason) | ||
| elif isinstance(action, LogAction): | ||
| reason = validation_result.get("reason", "Guardrail violation detected") | ||
| severity = action.severity_level.value | ||
| print(f"GUARDRAIL LOG [{severity}]: {reason}") | ||
|  | ||
| elif isinstance(action, FilterAction): | ||
| # TODO | ||
| print( | ||
| f"GUARDRAIL FILTER: Fields to filter: {[f.path for f in action.fields]}" | ||
| ) | ||
|  | ||
| def _should_apply_guardrail(self, guardrail: Guardrail, tool_name: str) -> bool: | ||
| """Check if guardrail should apply to the current tool context.""" | ||
| selector = guardrail.selector | ||
|  | ||
| # Check scopes | ||
| scope_values = [scope.value for scope in selector.scopes] | ||
| if "Tool" not in scope_values: | ||
| return False | ||
|  | ||
| # Check match names (if specified) | ||
| if selector.match_names: | ||
| return tool_name in selector.match_names or "*" in selector.match_names | ||
|  | ||
| return True | ||
|  | ||
| @traced("process_guardrails", run_type="uipath") | ||
| async def process_guardrails( | ||
| self, | ||
| input_data: Union[str, Dict[str, Any]], | ||
| handle_guardrail_callable: Callable[[CreateAction], Any], | ||
| guardrails: List[Guardrail], | ||
| tool_name: str = "unknown", | ||
| *, | ||
| folder_key: Optional[str] = None, | ||
| folder_path: Optional[str] = None, | ||
| stop_on_first_failure: bool = True, | ||
| ) -> Dict[str, Any]: | ||
| """Process multiple guardrails: evaluate each one and execute its action if needed. | ||
|  | ||
| Args: | ||
| input_data: Data to validate | ||
| guardrails: List of guardrails to process | ||
| tool_name: Name of the tool being validated | ||
| folder_key: Optional folder key | ||
| folder_path: Optional folder path | ||
| stop_on_first_failure: Whether to stop processing on first failure | ||
|  | ||
| Returns: | ||
| Summary of processing results | ||
| """ | ||
| results: Dict[str, Any] = { | ||
| "input_data": str(input_data), | ||
| "tool_name": tool_name, | ||
| "total_guardrails": len(guardrails), | ||
| "processed": 0, | ||
| "passed": 0, | ||
| "failed": 0, | ||
| "skipped": 0, | ||
| "errors": 0, | ||
| "all_passed": True, | ||
| "details": [], | ||
| } | ||
|  | ||
| print(f"Processing {len(guardrails)} guardrail(s) for tool '{tool_name}'") | ||
|  | ||
| for i, guardrail in enumerate(guardrails): | ||
| detail: Dict[str, Any] = { | ||
| "guardrail_id": guardrail.id, | ||
| "guardrail_name": guardrail.name, | ||
| "guardrail_type": guardrail.guardrail_type, | ||
| "index": i + 1, | ||
| } | ||
|  | ||
| try: | ||
| # Check if guardrail should apply to this tool | ||
| if not self._should_apply_guardrail(guardrail, tool_name): | ||
| detail.update( | ||
| { | ||
| "status": "skipped", | ||
| "reason": "Guardrail does not apply to this tool", | ||
| } | ||
| ) | ||
| results["details"].append(detail) | ||
| results["skipped"] = results["skipped"] + 1 | ||
| continue | ||
|  | ||
| # Evaluate the guardrail | ||
| validation_result = self.evaluate_guardrail( | ||
| input_data=input_data, | ||
| guardrail=guardrail, | ||
| folder_key=folder_key, | ||
| folder_path=folder_path, | ||
| ) | ||
|  | ||
| results["processed"] = results["processed"] + 1 | ||
|  | ||
| # Check if validation passed | ||
| if validation_result.get("validation_passed", True): | ||
| detail.update( | ||
| {"status": "passed", "validation_result": validation_result} | ||
| ) | ||
| results["details"].append(detail) | ||
| results["passed"] = results["passed"] + 1 | ||
| else: | ||
| # Execute the guardrail action | ||
| await self.execute_guardrail( | ||
| validation_result=validation_result, | ||
| callable_func=handle_guardrail_callable, | ||
| guardrail=guardrail, | ||
| tool_name=tool_name, | ||
| ) | ||
|  | ||
| detail.update( | ||
| { | ||
| "status": "failed_but_handled", | ||
| "validation_result": validation_result, | ||
| } | ||
| ) | ||
| results["details"].append(detail) | ||
| results["failed"] = results["failed"] + 1 | ||
| results["all_passed"] = False | ||
|  | ||
| except GuardrailViolationError as e: | ||
| detail.update({"status": "blocked", "error": str(e)}) | ||
| results["details"].append(detail) | ||
| results["failed"] = results["failed"] + 1 | ||
| results["all_passed"] = False | ||
|  | ||
| if stop_on_first_failure: | ||
| print(f"Stopping on first failure: {e}") | ||
| raise | ||
| else: | ||
| print(f"Guardrail violation (continuing): {e}") | ||
|  | ||
| except Exception as e: | ||
| detail.update({"status": "error", "error": str(e)}) | ||
| results["details"].append(detail) | ||
| results["errors"] = results["errors"] + 1 | ||
| results["all_passed"] = False | ||
| print(f"Error processing guardrail '{guardrail.name}': {e}") | ||
|  | ||
| # Summary | ||
| print(" Processing Summary:") | ||
| print(f" Total: {results['total_guardrails']}") | ||
| print(f" Processed: {results['processed']}") | ||
| print(f" Passed: {results['passed']}") | ||
| print(f" Failed: {results['failed']}") | ||
| print(f" Skipped: {results['skipped']}") | ||
| print(f" Errors: {results['errors']}") | ||
| print(f" All passed: {results['all_passed']}") | ||
|  | ||
| return results | 
  
    
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