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Update modules/prompt_manager.py
Browse files- modules/prompt_manager.py +396 -0
modules/prompt_manager.py
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| 1 |
+
"""
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| 2 |
+
Prompt Management System for AumCore AI
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| 3 |
+
Version: 4.0.0
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| 4 |
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Author: AumCore AI
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+
Location: /app/modules/prompt_manager.py
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+
"""
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+
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| 8 |
+
import json
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| 9 |
+
import os
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+
from typing import Dict, List, Optional, Any
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+
from datetime import datetime
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+
from enum import Enum
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+
from dataclasses import dataclass, field
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+
import hashlib
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+
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+
class ConversationStyle(Enum):
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"""Different conversation styles"""
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+
CONCISE = "concise" # Short, direct answers
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+
DETAILED = "detailed" # Thorough explanations
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+
TECHNICAL = "technical" # Code-focused, precise
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+
FRIENDLY = "friendly" # Casual, conversational
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+
PROFESSIONAL = "professional" # Formal, business-like
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+
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+
class LanguageCode(Enum):
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| 25 |
+
"""Supported language codes"""
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| 26 |
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ENGLISH = "en"
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HINDI = "hi"
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SPANISH = "es"
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| 29 |
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FRENCH = "fr"
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| 30 |
+
GERMAN = "de"
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| 31 |
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JAPANESE = "ja"
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| 32 |
+
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| 33 |
+
@dataclass
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| 34 |
+
class PromptConfig:
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| 35 |
+
"""Configuration for generating prompts"""
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| 36 |
+
language: LanguageCode = LanguageCode.ENGLISH
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+
style: ConversationStyle = ConversationStyle.CONCISE
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| 38 |
+
username: Optional[str] = None
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| 39 |
+
context_length: int = 5 # Number of previous messages to include
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| 40 |
+
include_code_examples: bool = False
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| 41 |
+
temperature: float = 0.7
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| 42 |
+
max_response_length: int = 1000
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| 43 |
+
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| 44 |
+
class AumCorePromptManager:
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+
"""
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| 46 |
+
Advanced Prompt Management System
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| 47 |
+
Handles multi-language prompts, conversation context, and response optimization
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| 48 |
+
"""
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| 49 |
+
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| 50 |
+
def __init__(self, prompts_dir: str = "data/prompts"):
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| 51 |
+
self.prompts_dir = prompts_dir
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| 52 |
+
self._prompt_cache: Dict[str, str] = {}
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| 53 |
+
self._conversation_history: List[Dict] = []
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| 54 |
+
self._load_base_prompts()
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| 55 |
+
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| 56 |
+
# Create prompts directory if it doesn't exist
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| 57 |
+
os.makedirs(self.prompts_dir, exist_ok=True)
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| 58 |
+
|
| 59 |
+
def _load_base_prompts(self):
|
| 60 |
+
"""Load base system prompts for all languages and styles"""
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| 61 |
+
self._base_prompts = {
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| 62 |
+
"system": {
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| 63 |
+
"en": {
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| 64 |
+
"concise": """You are {name}, an AI assistant. Answer directly and clearly.""",
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| 65 |
+
"detailed": """You are {name}, an advanced AI assistant. Provide comprehensive, well-explained responses with examples when helpful.""",
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| 66 |
+
"technical": """You are {name}, an AI specializing in programming and technology. Provide precise, code-focused answers with best practices.""",
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| 67 |
+
"friendly": """You are {name}, a friendly AI assistant. Be conversational, helpful, and approachable in your responses.""",
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| 68 |
+
"professional": """You are {name}, a professional AI assistant. Maintain formal tone, accuracy, and clarity in all responses."""
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| 69 |
+
},
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| 70 |
+
"hi": {
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| 71 |
+
"concise": """आप {name} हैं, एक AI सहायक। सीधे और स्पष्ट उत्तर दें।""",
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| 72 |
+
"detailed": """आप {name} हैं, एक उन्नत AI सहायक। विस्तृत, समझदार उत्तर दें और आवश्यक होने पर उदाहरण दें।""",
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| 73 |
+
"technical": """आप {name} हैं, प्रोग्रामिंग और तकनीक में विशेषज्ञ AI। सटीक, कोड-केंद्रित उत्तर दें और बेस्ट प्रैक्टिस बताएं।""",
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| 74 |
+
"friendly": """आप {name} हैं, एक मित्रवत AI सहायक। बातचीत के अंदाज में, सहायक और आसानी से संपर्क करने योग्य रहें।""",
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| 75 |
+
"professional": """आप {name} हैं, एक पेशेवर AI सहायक। औपचारिक शैली, सटीकता और स्पष्टता बनाए रखें।"""
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| 76 |
+
}
|
| 77 |
+
},
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| 78 |
+
"greeting": {
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| 79 |
+
"en": {
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| 80 |
+
"morning": "Good morning! I'm {name}. How can I assist you today?",
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| 81 |
+
"afternoon": "Good afternoon! I'm {name}. What can I help you with?",
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| 82 |
+
"evening": "Good evening! I'm {name}. How may I be of service?",
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| 83 |
+
"general": "Hello! I'm {name}. How can I help you?"
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| 84 |
+
},
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| 85 |
+
"hi": {
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| 86 |
+
"morning": "सुप्रभात! मैं {name} हूँ। आज आपकी कैसे सहायता कर सकता हूँ?",
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| 87 |
+
"afternoon": "नमस्ते! मैं {name} हूँ। आपकी क्या सहायता कर सकता हूँ?",
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| 88 |
+
"evening": "शुभ संध्या! मैं {name} हूँ। मैं आपकी कैसे सेवा कर सकता हूँ?",
|
| 89 |
+
"general": "नमस्ते! मैं {name} हूँ। मैं आपकी कैसे सहाय���ा कर सकता हूँ?"
|
| 90 |
+
}
|
| 91 |
+
},
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| 92 |
+
"error_responses": {
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| 93 |
+
"en": {
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| 94 |
+
"no_code_request": "I don't see a specific code request. Could you clarify what you need?",
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| 95 |
+
"confused_context": "I want to make sure I understand correctly. Could you rephrase your question?",
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| 96 |
+
"technical_help": "I'd be happy to help with technical questions. What specifically do you need?"
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| 97 |
+
},
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| 98 |
+
"hi": {
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| 99 |
+
"no_code_request": "मुझे कोई विशिष्ट कोड अनुरोध नहीं दिख रहा। क्या आप स्पष्ट कर सकते हैं कि आपको क्या चाहिए?",
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| 100 |
+
"confused_context": "मैं सुनिश्चित करना चाहता हूँ कि मैं सही समझ रहा हूँ। क्या आप अपना प्रश्न दोबारा कह सकते हैं?",
|
| 101 |
+
"technical_help": "मैं तकनीकी प्रश्नों में मदद करने में खुशी होगी। आपको विशेष रूप से क्या चाहिए?"
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| 102 |
+
}
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| 103 |
+
}
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| 104 |
+
}
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| 105 |
+
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| 106 |
+
def _get_cache_key(self, config: PromptConfig, category: str) -> str:
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| 107 |
+
"""Generate cache key for prompt"""
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| 108 |
+
key_data = f"{category}:{config.language.value}:{config.style.value}:{config.username}"
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| 109 |
+
return hashlib.md5(key_data.encode()).hexdigest()
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| 110 |
+
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| 111 |
+
def get_system_prompt(self,
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| 112 |
+
language: str = "en",
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| 113 |
+
username: str = None,
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| 114 |
+
style: str = "concise") -> str:
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| 115 |
+
"""
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| 116 |
+
Get system prompt for AI interaction
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| 117 |
+
|
| 118 |
+
Args:
|
| 119 |
+
language: Language code (en, hi, etc.)
|
| 120 |
+
username: Optional username for personalization
|
| 121 |
+
style: Conversation style (concise, detailed, technical, friendly, professional)
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| 122 |
+
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| 123 |
+
Returns:
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| 124 |
+
System prompt string
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| 125 |
+
"""
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| 126 |
+
# Normalize inputs
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| 127 |
+
lang = language.lower() if language else "en"
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| 128 |
+
style_key = style.lower() if style else "concise"
|
| 129 |
+
|
| 130 |
+
# Get name part
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| 131 |
+
name_part = f"{username}'s AI" if username else "AumCore AI"
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| 132 |
+
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| 133 |
+
# Get base prompt
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| 134 |
+
try:
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| 135 |
+
base_prompt = self._base_prompts["system"][lang][style_key]
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| 136 |
+
except KeyError:
|
| 137 |
+
# Fallback to English concise
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| 138 |
+
base_prompt = self._base_prompts["system"]["en"]["concise"]
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| 139 |
+
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| 140 |
+
# Format with name
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| 141 |
+
return base_prompt.format(name=name_part)
|
| 142 |
+
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| 143 |
+
def get_context_aware_prompt(self,
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| 144 |
+
user_message: str,
|
| 145 |
+
language: str = "en",
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| 146 |
+
username: str = None,
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| 147 |
+
previous_messages: List[Dict] = None) -> str:
|
| 148 |
+
"""
|
| 149 |
+
Get prompt with conversation context awareness
|
| 150 |
+
|
| 151 |
+
Args:
|
| 152 |
+
user_message: Current user message
|
| 153 |
+
language: Language code
|
| 154 |
+
username: Optional username
|
| 155 |
+
previous_messages: List of previous conversation messages
|
| 156 |
+
|
| 157 |
+
Returns:
|
| 158 |
+
Context-aware prompt string
|
| 159 |
+
"""
|
| 160 |
+
system_prompt = self.get_system_prompt(language, username, "friendly")
|
| 161 |
+
|
| 162 |
+
# Build context if available
|
| 163 |
+
context_part = ""
|
| 164 |
+
if previous_messages and len(previous_messages) > 0:
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| 165 |
+
context_part = "\n\nPrevious conversation:\n"
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| 166 |
+
for msg in previous_messages[-5:]: # Last 5 messages
|
| 167 |
+
role = msg.get("role", "user")
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| 168 |
+
content = msg.get("content", "")
|
| 169 |
+
context_part += f"{role}: {content}\n"
|
| 170 |
+
|
| 171 |
+
# Analyze message for special handling
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| 172 |
+
message_lower = user_message.lower()
|
| 173 |
+
|
| 174 |
+
if "code" in message_lower or "program" in message_lower or "python" in message_lower:
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| 175 |
+
style = "technical"
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| 176 |
+
elif len(user_message.split()) < 4: # Very short message
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| 177 |
+
style = "concise"
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| 178 |
+
else:
|
| 179 |
+
style = "detailed"
|
| 180 |
+
|
| 181 |
+
# Add style instruction
|
| 182 |
+
style_instruction = ""
|
| 183 |
+
if style == "technical":
|
| 184 |
+
style_instruction = "Focus on providing accurate code and technical explanations."
|
| 185 |
+
elif style == "concise":
|
| 186 |
+
style_instruction = "Keep the response brief and to the point."
|
| 187 |
+
|
| 188 |
+
final_prompt = f"""{system_prompt}
|
| 189 |
+
{style_instruction}
|
| 190 |
+
{context_part}
|
| 191 |
+
|
| 192 |
+
Current user message: {user_message}
|
| 193 |
+
|
| 194 |
+
Please respond appropriately based on the context and message."""
|
| 195 |
+
|
| 196 |
+
return final_prompt
|
| 197 |
+
|
| 198 |
+
def get_greeting(self,
|
| 199 |
+
language: str = "en",
|
| 200 |
+
username: str = None,
|
| 201 |
+
time_of_day: str = None) -> str:
|
| 202 |
+
"""
|
| 203 |
+
Get appropriate greeting based on time of day
|
| 204 |
+
|
| 205 |
+
Args:
|
| 206 |
+
language: Language code
|
| 207 |
+
username: Optional username
|
| 208 |
+
time_of_day: Specific time of day (morning, afternoon, evening)
|
| 209 |
+
|
| 210 |
+
Returns:
|
| 211 |
+
Greeting message
|
| 212 |
+
"""
|
| 213 |
+
lang = language.lower() if language else "en"
|
| 214 |
+
|
| 215 |
+
# Determine time of day if not provided
|
| 216 |
+
if not time_of_day:
|
| 217 |
+
hour = datetime.now().hour
|
| 218 |
+
if 5 <= hour < 12:
|
| 219 |
+
time_of_day = "morning"
|
| 220 |
+
elif 12 <= hour < 17:
|
| 221 |
+
time_of_day = "afternoon"
|
| 222 |
+
elif 17 <= hour < 22:
|
| 223 |
+
time_of_day = "evening"
|
| 224 |
+
else:
|
| 225 |
+
time_of_day = "general"
|
| 226 |
+
|
| 227 |
+
# Get greeting template
|
| 228 |
+
try:
|
| 229 |
+
greeting_templates = self._base_prompts["greeting"][lang]
|
| 230 |
+
template = greeting_templates.get(time_of_day, greeting_templates["general"])
|
| 231 |
+
except KeyError:
|
| 232 |
+
# Fallback to English
|
| 233 |
+
greeting_templates = self._base_prompts["greeting"]["en"]
|
| 234 |
+
template = greeting_templates.get(time_of_day, greeting_templates["general"])
|
| 235 |
+
|
| 236 |
+
name_part = f"{username}'s AI" if username else "AumCore AI"
|
| 237 |
+
return template.format(name=name_part)
|
| 238 |
+
|
| 239 |
+
def detect_response_style_needed(self, user_message: str) -> Dict:
|
| 240 |
+
"""
|
| 241 |
+
Analyze user message to determine appropriate response style
|
| 242 |
+
|
| 243 |
+
Args:
|
| 244 |
+
user_message: User's input text
|
| 245 |
+
|
| 246 |
+
Returns:
|
| 247 |
+
Dictionary with style recommendations
|
| 248 |
+
"""
|
| 249 |
+
message_lower = user_message.lower()
|
| 250 |
+
words = user_message.split()
|
| 251 |
+
|
| 252 |
+
analysis = {
|
| 253 |
+
"language": "en", # Default, will be detected elsewhere
|
| 254 |
+
"style": "detailed",
|
| 255 |
+
"needs_code": False,
|
| 256 |
+
"is_technical": False,
|
| 257 |
+
"is_casual": False,
|
| 258 |
+
"word_count": len(words)
|
| 259 |
+
}
|
| 260 |
+
|
| 261 |
+
# Check for technical/code requests
|
| 262 |
+
code_keywords = ["code", "program", "function", "script", "algorithm",
|
| 263 |
+
"python", "javascript", "java", "html", "css", "sql",
|
| 264 |
+
"error", "bug", "debug", "compile", "syntax"]
|
| 265 |
+
|
| 266 |
+
if any(keyword in message_lower for keyword in code_keywords):
|
| 267 |
+
analysis["needs_code"] = True
|
| 268 |
+
analysis["is_technical"] = True
|
| 269 |
+
analysis["style"] = "technical"
|
| 270 |
+
|
| 271 |
+
# Check for casual conversation
|
| 272 |
+
casual_keywords = ["hi", "hello", "hey", "how are you", "what's up",
|
| 273 |
+
"thanks", "thank you", "please", "ok", "okay"]
|
| 274 |
+
|
| 275 |
+
if any(keyword in message_lower for keyword in casual_keywords):
|
| 276 |
+
analysis["is_casual"] = True
|
| 277 |
+
analysis["style"] = "friendly"
|
| 278 |
+
|
| 279 |
+
# Check for very short messages
|
| 280 |
+
if len(words) <= 3:
|
| 281 |
+
analysis["style"] = "concise"
|
| 282 |
+
|
| 283 |
+
# Check for complex questions
|
| 284 |
+
question_words = ["how", "what", "why", "when", "where", "which", "explain", "describe"]
|
| 285 |
+
if any(user_message.strip().startswith(word) for word in question_words):
|
| 286 |
+
analysis["style"] = "detailed"
|
| 287 |
+
|
| 288 |
+
return analysis
|
| 289 |
+
|
| 290 |
+
def save_custom_prompt(self,
|
| 291 |
+
category: str,
|
| 292 |
+
language: str,
|
| 293 |
+
style: str,
|
| 294 |
+
prompt_text: str):
|
| 295 |
+
"""
|
| 296 |
+
Save custom prompt to file
|
| 297 |
+
|
| 298 |
+
Args:
|
| 299 |
+
category: Prompt category (system, greeting, error_responses)
|
| 300 |
+
language: Language code
|
| 301 |
+
style: Prompt style
|
| 302 |
+
prompt_text: Custom prompt text
|
| 303 |
+
"""
|
| 304 |
+
custom_file = os.path.join(self.prompts_dir, "custom_prompts.json")
|
| 305 |
+
|
| 306 |
+
# Load existing or create new
|
| 307 |
+
if os.path.exists(custom_file):
|
| 308 |
+
with open(custom_file, 'r', encoding='utf-8') as f:
|
| 309 |
+
custom_prompts = json.load(f)
|
| 310 |
+
else:
|
| 311 |
+
custom_prompts = {}
|
| 312 |
+
|
| 313 |
+
# Update structure
|
| 314 |
+
if category not in custom_prompts:
|
| 315 |
+
custom_prompts[category] = {}
|
| 316 |
+
if language not in custom_prompts[category]:
|
| 317 |
+
custom_prompts[category][language] = {}
|
| 318 |
+
|
| 319 |
+
custom_prompts[category][language][style] = prompt_text
|
| 320 |
+
|
| 321 |
+
# Save back
|
| 322 |
+
with open(custom_file, 'w', encoding='utf-8') as f:
|
| 323 |
+
json.dump(custom_prompts, f, indent=2, ensure_ascii=False)
|
| 324 |
+
|
| 325 |
+
# Clear cache
|
| 326 |
+
self._prompt_cache.clear()
|
| 327 |
+
|
| 328 |
+
def add_to_conversation_history(self, role: str, content: str):
|
| 329 |
+
"""
|
| 330 |
+
Add message to conversation history
|
| 331 |
+
|
| 332 |
+
Args:
|
| 333 |
+
role: 'user' or 'assistant'
|
| 334 |
+
content: Message content
|
| 335 |
+
"""
|
| 336 |
+
self._conversation_history.append({
|
| 337 |
+
"role": role,
|
| 338 |
+
"content": content,
|
| 339 |
+
"timestamp": datetime.now().isoformat()
|
| 340 |
+
})
|
| 341 |
+
|
| 342 |
+
# Keep only last 20 messages
|
| 343 |
+
if len(self._conversation_history) > 20:
|
| 344 |
+
self._conversation_history = self._conversation_history[-20:]
|
| 345 |
+
|
| 346 |
+
def get_conversation_summary(self) -> str:
|
| 347 |
+
"""
|
| 348 |
+
Get summary of recent conversation
|
| 349 |
+
|
| 350 |
+
Returns:
|
| 351 |
+
Conversation summary string
|
| 352 |
+
"""
|
| 353 |
+
if not self._conversation_history:
|
| 354 |
+
return "No recent conversation."
|
| 355 |
+
|
| 356 |
+
summary = f"Recent conversation ({len(self._conversation_history)} messages):\n"
|
| 357 |
+
for msg in self._conversation_history[-5:]: # Last 5 messages
|
| 358 |
+
role = msg["role"]
|
| 359 |
+
content_preview = msg["content"][:50] + "..." if len(msg["content"]) > 50 else msg["content"]
|
| 360 |
+
summary += f"{role}: {content_preview}\n"
|
| 361 |
+
|
| 362 |
+
return summary
|
| 363 |
+
|
| 364 |
+
def clear_conversation_history(self):
|
| 365 |
+
"""Clear all conversation history"""
|
| 366 |
+
self._conversation_history = []
|
| 367 |
+
|
| 368 |
+
# Global instance for easy import
|
| 369 |
+
prompt_manager = AumCorePromptManager()
|
| 370 |
+
|
| 371 |
+
# Backward compatibility functions
|
| 372 |
+
def get_system_prompt(language: str = "en", username: str = None) -> str:
|
| 373 |
+
"""
|
| 374 |
+
Legacy compatibility function
|
| 375 |
+
|
| 376 |
+
Args:
|
| 377 |
+
language: Language code
|
| 378 |
+
username: Optional username
|
| 379 |
+
|
| 380 |
+
Returns:
|
| 381 |
+
System prompt string
|
| 382 |
+
"""
|
| 383 |
+
return prompt_manager.get_system_prompt(language, username)
|
| 384 |
+
|
| 385 |
+
# Module exports
|
| 386 |
+
__all__ = [
|
| 387 |
+
'AumCorePromptManager',
|
| 388 |
+
'PromptConfig',
|
| 389 |
+
'ConversationStyle',
|
| 390 |
+
'LanguageCode',
|
| 391 |
+
'prompt_manager',
|
| 392 |
+
'get_system_prompt'
|
| 393 |
+
]
|
| 394 |
+
|
| 395 |
+
__version__ = "4.0.0"
|
| 396 |
+
__author__ = "AumCore AI"
|