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Create response_templates.py
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src/components/response_templates.py
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"""
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Shared response templates and utilities to prevent looping and ensure variety
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across all response generation components
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"""
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import hashlib
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from typing import List, Dict, Optional
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class ResponseTemplates:
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"""Central repository for response templates with deduplication"""
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def __init__(self):
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self.recent_responses = []
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self.recent_response_hashes = set()
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self.max_recent = 20
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# Error/Fallback responses with variations
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self.error_responses = [
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"I apologize, but I encountered an error. Could you please rephrase your question?",
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"Something went wrong processing that. Let me try again if you ask differently.",
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"I ran into a technical issue. Could you try rephrasing your question?",
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"That caused an error on my end. Could you ask that in another way?"
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]
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self.empty_response_fallbacks = [
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"I need to collect my thoughts. Could you provide more context?",
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"Let me think about that differently. Could you rephrase?",
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"I'm not quite sure how to respond to that. Could you add more details?",
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"That's an interesting question. Could you elaborate a bit more?"
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]
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self.understanding_responses = [
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"I understand. Let me help with that.",
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"Got it. Here's what I can tell you:",
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"I see what you mean. Let me address that:",
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"I hear you. Here's my perspective:",
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"Understood. Let me explain:"
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]
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self.uncertain_responses = [
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"I'm not entirely certain about this, but",
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"Based on what I understand,",
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"From my perspective,",
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"Here's my best assessment:",
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"To the best of my knowledge,"
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]
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self.reflection_responses = [
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"That's worth considering. ",
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"Good question. ",
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"Interesting point. ",
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"Let me think about that. ",
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"That's a thoughtful inquiry. "
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]
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def get_next_variation(self, template_list: List[str]) -> str:
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"""Get next unused variation from template list"""
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if not template_list:
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return ""
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for template in template_list:
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template_hash = hashlib.md5(template[:80].encode()).hexdigest()
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if template_hash not in self.recent_response_hashes:
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return template
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# If all used, return first one (start cycling)
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return template_list[0]
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def track_response(self, response: str) -> None:
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"""Track response to prevent immediate repetition"""
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response_hash = hashlib.md5(response[:100].encode()).hexdigest()
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self.recent_response_hashes.add(response_hash)
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self.recent_responses.append(response[:100])
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# Keep only recent ones
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if len(self.recent_responses) > self.max_recent:
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old_response = self.recent_responses.pop(0)
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# Remove old hash after half the window passes
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if len(self.recent_responses) > self.max_recent // 2:
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old_hash = hashlib.md5(old_response.encode()).hexdigest()
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self.recent_response_hashes.discard(old_hash)
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def get_error_response(self, context: Optional[str] = None) -> str:
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"""Get varied error response"""
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response = self.get_next_variation(self.error_responses)
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self.track_response(response)
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return response
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def get_empty_response_fallback(self) -> str:
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"""Get varied fallback for empty responses"""
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response = self.get_next_variation(self.empty_response_fallbacks)
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self.track_response(response)
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return response
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def get_understanding_prefix(self) -> str:
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"""Get varied understanding prefix"""
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return self.get_next_variation(self.understanding_responses)
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def get_uncertain_prefix(self) -> str:
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"""Get varied uncertain prefix"""
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return self.get_next_variation(self.uncertain_responses)
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def get_reflection_prefix(self) -> str:
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"""Get varied reflection prefix"""
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return self.get_next_variation(self.reflection_responses)
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def wrap_response_with_prefix(
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self,
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response: str,
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prefix_type: str = "understanding"
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) -> str:
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"""Wrap response with varied prefix"""
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if not response:
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return self.get_empty_response_fallback()
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if prefix_type == "understanding":
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prefix = self.get_understanding_prefix()
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elif prefix_type == "uncertain":
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prefix = self.get_uncertain_prefix()
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elif prefix_type == "reflection":
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prefix = self.get_reflection_prefix()
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else:
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prefix = self.get_understanding_prefix()
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wrapped = f"{prefix} {response}".strip()
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self.track_response(wrapped)
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return wrapped
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# Global instance for shared use
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_response_templates_instance = None
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def get_response_templates() -> ResponseTemplates:
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"""Get singleton instance of ResponseTemplates"""
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global _response_templates_instance
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if _response_templates_instance is None:
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_response_templates_instance = ResponseTemplates()
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return _response_templates_instance
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