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Update src/components/feedback_manager.py
Browse files- src/components/feedback_manager.py +106 -106
src/components/feedback_manager.py
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"""
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This module manages feedback collection and application for improving AI responses.
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"""
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from typing import Dict, Any
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from utils.database import Database
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class ImprovedFeedbackManager:
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def __init__(self, database: Database):
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self.database = database
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self.feedback_history = []
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self.adjustment_strategies = {
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"positive": self._apply_positive_feedback,
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"negative": self._apply_negative_feedback,
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"neutral": self._apply_neutral_feedback
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}
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def collect_feedback(self, user_id: int, response_id: int, feedback_type: str, feedback_text: str = "") -> Dict[str, Any]:
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"""
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Collect user feedback for a specific response.
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Args:
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user_id: The ID of the user providing feedback
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response_id: The ID of the response being rated
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feedback_type: The type of feedback (positive/negative/neutral)
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feedback_text: Optional detailed feedback text
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Returns:
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A dictionary containing the processed feedback data
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"""
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feedback_data = {
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"user_id": user_id,
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"response_id": response_id,
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"feedback_type": feedback_type,
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"feedback_text": feedback_text,
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"processed": False
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}
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self.feedback_history.append(feedback_data)
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return feedback_data
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def adjust_response_based_on_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Adjust a response based on previous feedback.
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Args:
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response: The current response to adjust
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feedback: The feedback data to use for adjustment
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Returns:
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The adjusted response
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"""
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feedback_type = feedback.get("feedback_type", "neutral")
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if feedback_type in self.adjustment_strategies:
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return self.adjustment_strategies[feedback_type](response, feedback)
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return response
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def _apply_positive_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Apply adjustments for positive feedback.
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"""
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# For positive feedback, maintain similar response patterns
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return response
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def _apply_negative_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Apply adjustments for negative feedback.
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"""
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# For negative feedback, try to modify the response
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# This is a simple example - in practice, you'd want more sophisticated adjustments
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return f"I understand the previous response wasn't optimal. Let me try again: {response}"
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def _apply_neutral_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Apply adjustments for neutral feedback.
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"""
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# For neutral feedback, make minor refinements
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return response.strip()
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def get_feedback_stats(self) -> Dict[str, Any]:
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"""
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Get statistics about collected feedback.
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Returns:
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A dictionary containing feedback statistics
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"""
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total = len(self.feedback_history)
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positive = sum(1 for f in self.feedback_history if f["feedback_type"] == "positive")
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negative = sum(1 for f in self.feedback_history if f["feedback_type"] == "negative")
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neutral = total - positive - negative
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return {
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"total": total,
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"positive": positive,
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"negative": negative,
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"neutral": neutral,
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"positive_ratio": positive/total if total > 0 else 0,
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"negative_ratio": negative/total if total > 0 else 0
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}
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def clear_feedback_history(self):
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"""
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Clear the feedback history.
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"""
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self.feedback_history = []
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"""
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This module manages feedback collection and application for improving AI responses.
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"""
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+
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from typing import Dict, Any
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from ..utils.database import Database
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class ImprovedFeedbackManager:
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def __init__(self, database: Database):
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self.database = database
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self.feedback_history = []
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self.adjustment_strategies = {
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"positive": self._apply_positive_feedback,
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"negative": self._apply_negative_feedback,
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"neutral": self._apply_neutral_feedback
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}
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def collect_feedback(self, user_id: int, response_id: int, feedback_type: str, feedback_text: str = "") -> Dict[str, Any]:
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"""
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Collect user feedback for a specific response.
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+
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Args:
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user_id: The ID of the user providing feedback
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response_id: The ID of the response being rated
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feedback_type: The type of feedback (positive/negative/neutral)
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feedback_text: Optional detailed feedback text
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Returns:
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A dictionary containing the processed feedback data
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"""
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feedback_data = {
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"user_id": user_id,
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"response_id": response_id,
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"feedback_type": feedback_type,
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"feedback_text": feedback_text,
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"processed": False
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}
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self.feedback_history.append(feedback_data)
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return feedback_data
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def adjust_response_based_on_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Adjust a response based on previous feedback.
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+
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Args:
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response: The current response to adjust
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feedback: The feedback data to use for adjustment
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Returns:
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The adjusted response
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"""
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feedback_type = feedback.get("feedback_type", "neutral")
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if feedback_type in self.adjustment_strategies:
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return self.adjustment_strategies[feedback_type](response, feedback)
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return response
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def _apply_positive_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Apply adjustments for positive feedback.
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"""
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# For positive feedback, maintain similar response patterns
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return response
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def _apply_negative_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Apply adjustments for negative feedback.
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"""
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# For negative feedback, try to modify the response
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# This is a simple example - in practice, you'd want more sophisticated adjustments
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return f"I understand the previous response wasn't optimal. Let me try again: {response}"
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def _apply_neutral_feedback(self, response: str, feedback: Dict[str, Any]) -> str:
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"""
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Apply adjustments for neutral feedback.
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"""
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# For neutral feedback, make minor refinements
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return response.strip()
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def get_feedback_stats(self) -> Dict[str, Any]:
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"""
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Get statistics about collected feedback.
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Returns:
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A dictionary containing feedback statistics
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"""
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total = len(self.feedback_history)
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positive = sum(1 for f in self.feedback_history if f["feedback_type"] == "positive")
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negative = sum(1 for f in self.feedback_history if f["feedback_type"] == "negative")
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neutral = total - positive - negative
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return {
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"total": total,
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"positive": positive,
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"negative": negative,
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"neutral": neutral,
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"positive_ratio": positive/total if total > 0 else 0,
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"negative_ratio": negative/total if total > 0 else 0
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}
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def clear_feedback_history(self):
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"""
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Clear the feedback history.
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"""
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self.feedback_history = []
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