ai-agent/nlp/intent.py

36 lines
No EOL
1.1 KiB
Python

"""NLP Intent Recognition Module with Security Wrappers"""
from functools import wraps
from security.audit import log_operation
from security.rbac_engine import requires_permission
class IntentRecognizer:
"""Base intent recognition class with security controls"""
def __init__(self, model_name: str):
self.model_name = model_name
self._initialize_model()
@requires_permission("nlp:analyze")
@log_operation("intent_analysis")
def analyze(self, text: str) -> dict:
"""Analyze text for intent with security controls"""
# Placeholder for LangChain integration
return {
"intent": "unknown",
"confidence": 0.0,
"entities": []
}
def _initialize_model(self):
"""Initialize NLP model with encrypted credentials"""
# Placeholder for model initialization
pass
def secure_nlp_operation(func):
"""Decorator for secure NLP operations"""
@wraps(func)
@requires_permission("nlp:execute")
@log_operation("nlp_operation")
def wrapper(*args, **kwargs):
return func(*args, **kwargs)
return wrapper