Add AGI module: sofia_tools_advanced.py
Browse files- sofia_tools_advanced.py +363 -0
sofia_tools_advanced.py
ADDED
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@@ -0,0 +1,363 @@
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|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""
|
| 3 |
+
SOFIA Advanced Tool Integration System
|
| 4 |
+
Expanded tool capabilities with APIs, databases, and web scraping
|
| 5 |
+
"""
|
| 6 |
+
|
| 7 |
+
import json, re, math, datetime, requests, sqlite3, os
|
| 8 |
+
import numpy as np
|
| 9 |
+
from typing import Dict, Any, List, Optional, Union
|
| 10 |
+
import logging
|
| 11 |
+
|
| 12 |
+
logging.basicConfig(level=logging.INFO)
|
| 13 |
+
logger = logging.getLogger(__name__)
|
| 14 |
+
|
| 15 |
+
class Tool:
|
| 16 |
+
def __init__(self, name: str, description: str):
|
| 17 |
+
self.name = name
|
| 18 |
+
self.description = description
|
| 19 |
+
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| 20 |
+
def can_handle(self, query: str) -> bool:
|
| 21 |
+
raise NotImplementedError
|
| 22 |
+
|
| 23 |
+
def execute(self, query: str) -> Dict[str, Any]:
|
| 24 |
+
raise NotImplementedError
|
| 25 |
+
|
| 26 |
+
class CalculatorTool(Tool):
|
| 27 |
+
def __init__(self):
|
| 28 |
+
super().__init__("calculator", "Performs mathematical calculations")
|
| 29 |
+
|
| 30 |
+
def can_handle(self, query: str) -> bool:
|
| 31 |
+
patterns = [
|
| 32 |
+
r'\d+\s*[\+\-\*\/]\s*\d+',
|
| 33 |
+
r'calculate\s+.+',
|
| 34 |
+
r'what\s+is\s+.+[\+\-\*\/].+',
|
| 35 |
+
r'solve\s+.+',
|
| 36 |
+
]
|
| 37 |
+
return any(re.search(pattern, query.lower()) for pattern in patterns)
|
| 38 |
+
|
| 39 |
+
def execute(self, query: str) -> Dict[str, Any]:
|
| 40 |
+
try:
|
| 41 |
+
expr_match = re.search(r'(\d+(?:\.\d+)?\s*[\+\-\*\/]\s*\d+(?:\.\d+)?)', query.lower())
|
| 42 |
+
if expr_match:
|
| 43 |
+
expression = expr_match.group(1).replace(' ', '')
|
| 44 |
+
result = eval(expression)
|
| 45 |
+
return {
|
| 46 |
+
"tool": "calculator",
|
| 47 |
+
"expression": expression,
|
| 48 |
+
"result": result,
|
| 49 |
+
"type": "arithmetic"
|
| 50 |
+
}
|
| 51 |
+
|
| 52 |
+
if 'sqrt' in query.lower():
|
| 53 |
+
numbers = re.findall(r'\d+(?:\.\d+)?', query)
|
| 54 |
+
if numbers:
|
| 55 |
+
num = float(numbers[0])
|
| 56 |
+
result = math.sqrt(num)
|
| 57 |
+
return {
|
| 58 |
+
"tool": "calculator",
|
| 59 |
+
"expression": f"sqrt({num})",
|
| 60 |
+
"result": result,
|
| 61 |
+
"type": "square_root"
|
| 62 |
+
}
|
| 63 |
+
|
| 64 |
+
except Exception as e:
|
| 65 |
+
return {"tool": "calculator", "error": f"Could not calculate: {str(e)}"}
|
| 66 |
+
|
| 67 |
+
return {"tool": "calculator", "error": "No valid calculation found"}
|
| 68 |
+
|
| 69 |
+
class TimeTool(Tool):
|
| 70 |
+
def __init__(self):
|
| 71 |
+
super().__init__("time", "Provides current time, date, and temporal information")
|
| 72 |
+
|
| 73 |
+
def can_handle(self, query: str) -> bool:
|
| 74 |
+
time_keywords = ['time', 'date', 'day', 'hour', 'minute', 'second', 'now', 'today', 'tomorrow', 'yesterday']
|
| 75 |
+
return any(keyword in query.lower() for keyword in time_keywords)
|
| 76 |
+
|
| 77 |
+
def execute(self, query: str) -> Dict[str, Any]:
|
| 78 |
+
now = datetime.datetime.now()
|
| 79 |
+
|
| 80 |
+
result = {
|
| 81 |
+
"tool": "time",
|
| 82 |
+
"current_time": now.strftime("%H:%M:%S"),
|
| 83 |
+
"current_date": now.strftime("%Y-%m-%d"),
|
| 84 |
+
"day_of_week": now.strftime("%A"),
|
| 85 |
+
"month": now.strftime("%B"),
|
| 86 |
+
"year": now.year,
|
| 87 |
+
"timezone": "UTC"
|
| 88 |
+
}
|
| 89 |
+
|
| 90 |
+
query_lower = query.lower()
|
| 91 |
+
if 'tomorrow' in query_lower:
|
| 92 |
+
tomorrow = now + datetime.timedelta(days=1)
|
| 93 |
+
result['tomorrow'] = tomorrow.strftime("%Y-%m-%d (%A)")
|
| 94 |
+
elif 'yesterday' in query_lower:
|
| 95 |
+
yesterday = now - datetime.timedelta(days=1)
|
| 96 |
+
result['yesterday'] = yesterday.strftime("%Y-%m-%d (%A)")
|
| 97 |
+
|
| 98 |
+
return result
|
| 99 |
+
|
| 100 |
+
class SearchTool(Tool):
|
| 101 |
+
def __init__(self):
|
| 102 |
+
super().__init__("search", "Performs web searches and information retrieval")
|
| 103 |
+
|
| 104 |
+
def can_handle(self, query: str) -> bool:
|
| 105 |
+
search_keywords = ['search', 'find', 'lookup', 'what is', 'who is', 'where is', 'how to']
|
| 106 |
+
return any(keyword in query.lower() for keyword in search_keywords)
|
| 107 |
+
|
| 108 |
+
def execute(self, query: str) -> Dict[str, Any]:
|
| 109 |
+
try:
|
| 110 |
+
search_term = self._extract_search_term(query)
|
| 111 |
+
|
| 112 |
+
if any(word in query.lower() for word in ['what is', 'who is', 'definition']):
|
| 113 |
+
return self._wikipedia_search(search_term)
|
| 114 |
+
|
| 115 |
+
return {
|
| 116 |
+
"tool": "search",
|
| 117 |
+
"search_term": search_term,
|
| 118 |
+
"result": f"Search results for '{search_term}' would be retrieved from web sources",
|
| 119 |
+
"type": "general_search",
|
| 120 |
+
"suggestion": "Consider using specific APIs for better results"
|
| 121 |
+
}
|
| 122 |
+
|
| 123 |
+
except Exception as e:
|
| 124 |
+
return {"tool": "search", "error": f"Search failed: {str(e)}"}
|
| 125 |
+
|
| 126 |
+
def _extract_search_term(self, query: str) -> str:
|
| 127 |
+
query = re.sub(r'^(what|who|where|how|when|why)\s+is\s+', '', query.lower())
|
| 128 |
+
query = re.sub(r'^(search|find|lookup)\s+(for\s+)?', '', query.lower())
|
| 129 |
+
return query.strip()
|
| 130 |
+
|
| 131 |
+
def _wikipedia_search(self, term: str) -> Dict[str, Any]:
|
| 132 |
+
try:
|
| 133 |
+
import wikipedia
|
| 134 |
+
page = wikipedia.page(term, auto_suggest=True)
|
| 135 |
+
summary = page.summary[:500] + "..." if len(page.summary) > 500 else page.summary
|
| 136 |
+
|
| 137 |
+
return {
|
| 138 |
+
"tool": "search",
|
| 139 |
+
"search_term": term,
|
| 140 |
+
"result": summary,
|
| 141 |
+
"source": "Wikipedia",
|
| 142 |
+
"url": page.url,
|
| 143 |
+
"type": "wikipedia_summary"
|
| 144 |
+
}
|
| 145 |
+
except Exception as e:
|
| 146 |
+
return {"tool": "search", "error": f"Wikipedia search failed: {str(e)}"}
|
| 147 |
+
|
| 148 |
+
class DatabaseTool(Tool):
|
| 149 |
+
def __init__(self, db_path: str = "sofia_memory.db"):
|
| 150 |
+
super().__init__("database", "Access and query local knowledge database")
|
| 151 |
+
self.db_path = db_path
|
| 152 |
+
self._init_database()
|
| 153 |
+
|
| 154 |
+
def can_handle(self, query: str) -> bool:
|
| 155 |
+
db_keywords = ['remember', 'recall', 'stored', 'database', 'knowledge', 'facts']
|
| 156 |
+
return any(keyword in query.lower() for keyword in db_keywords)
|
| 157 |
+
|
| 158 |
+
def execute(self, query: str) -> Dict[str, Any]:
|
| 159 |
+
try:
|
| 160 |
+
query_lower = query.lower()
|
| 161 |
+
|
| 162 |
+
if 'remember' in query_lower or 'store' in query_lower:
|
| 163 |
+
return self._store_information(query)
|
| 164 |
+
elif 'recall' in query_lower or 'retrieve' in query_lower:
|
| 165 |
+
return self._retrieve_information(query)
|
| 166 |
+
else:
|
| 167 |
+
return self._query_database(query)
|
| 168 |
+
|
| 169 |
+
except Exception as e:
|
| 170 |
+
return {"tool": "database", "error": f"Database operation failed: {str(e)}"}
|
| 171 |
+
|
| 172 |
+
def _init_database(self):
|
| 173 |
+
conn = sqlite3.connect(self.db_path)
|
| 174 |
+
cursor = conn.cursor()
|
| 175 |
+
|
| 176 |
+
cursor.execute('''
|
| 177 |
+
CREATE TABLE IF NOT EXISTS knowledge (
|
| 178 |
+
id INTEGER PRIMARY KEY,
|
| 179 |
+
topic TEXT,
|
| 180 |
+
content TEXT,
|
| 181 |
+
timestamp DATETIME DEFAULT CURRENT_TIMESTAMP,
|
| 182 |
+
source TEXT
|
| 183 |
+
)
|
| 184 |
+
''')
|
| 185 |
+
|
| 186 |
+
cursor.execute('''
|
| 187 |
+
CREATE TABLE IF NOT EXISTS facts (
|
| 188 |
+
id INTEGER PRIMARY KEY,
|
| 189 |
+
fact TEXT UNIQUE,
|
| 190 |
+
category TEXT,
|
| 191 |
+
confidence REAL,
|
| 192 |
+
timestamp DATETIME DEFAULT CURRENT_TIMESTAMP
|
| 193 |
+
)
|
| 194 |
+
''')
|
| 195 |
+
|
| 196 |
+
conn.commit()
|
| 197 |
+
conn.close()
|
| 198 |
+
|
| 199 |
+
def _store_information(self, query: str) -> Dict[str, Any]:
|
| 200 |
+
content = re.sub(r'(remember|store)\s+', '', query, flags=re.IGNORECASE).strip()
|
| 201 |
+
|
| 202 |
+
conn = sqlite3.connect(self.db_path)
|
| 203 |
+
cursor = conn.cursor()
|
| 204 |
+
|
| 205 |
+
cursor.execute(
|
| 206 |
+
"INSERT INTO knowledge (topic, content, source) VALUES (?, ?, ?)",
|
| 207 |
+
("user_input", content, "conversation")
|
| 208 |
+
)
|
| 209 |
+
|
| 210 |
+
conn.commit()
|
| 211 |
+
conn.close()
|
| 212 |
+
|
| 213 |
+
return {
|
| 214 |
+
"tool": "database",
|
| 215 |
+
"operation": "store",
|
| 216 |
+
"content": content,
|
| 217 |
+
"status": "stored"
|
| 218 |
+
}
|
| 219 |
+
|
| 220 |
+
def _retrieve_information(self, query: str) -> Dict[str, Any]:
|
| 221 |
+
conn = sqlite3.connect(self.db_path)
|
| 222 |
+
cursor = conn.cursor()
|
| 223 |
+
|
| 224 |
+
cursor.execute(
|
| 225 |
+
"SELECT content, timestamp FROM knowledge ORDER BY timestamp DESC LIMIT 5"
|
| 226 |
+
)
|
| 227 |
+
|
| 228 |
+
results = cursor.fetchall()
|
| 229 |
+
conn.close()
|
| 230 |
+
|
| 231 |
+
return {
|
| 232 |
+
"tool": "database",
|
| 233 |
+
"operation": "retrieve",
|
| 234 |
+
"results": [{"content": row[0], "timestamp": row[1]} for row in results],
|
| 235 |
+
"count": len(results)
|
| 236 |
+
}
|
| 237 |
+
|
| 238 |
+
def _query_database(self, query: str) -> Dict[str, Any]:
|
| 239 |
+
conn = sqlite3.connect(self.db_path)
|
| 240 |
+
cursor = conn.cursor()
|
| 241 |
+
|
| 242 |
+
cursor.execute("SELECT COUNT(*) FROM knowledge")
|
| 243 |
+
knowledge_count = cursor.fetchone()[0]
|
| 244 |
+
|
| 245 |
+
cursor.execute("SELECT COUNT(*) FROM facts")
|
| 246 |
+
facts_count = cursor.fetchone()[0]
|
| 247 |
+
|
| 248 |
+
conn.close()
|
| 249 |
+
|
| 250 |
+
return {
|
| 251 |
+
"tool": "database",
|
| 252 |
+
"operation": "stats",
|
| 253 |
+
"knowledge_entries": knowledge_count,
|
| 254 |
+
"facts_stored": facts_count
|
| 255 |
+
}
|
| 256 |
+
|
| 257 |
+
class ToolManager:
|
| 258 |
+
def __init__(self):
|
| 259 |
+
self.tools = [
|
| 260 |
+
CalculatorTool(),
|
| 261 |
+
TimeTool(),
|
| 262 |
+
SearchTool(),
|
| 263 |
+
DatabaseTool()
|
| 264 |
+
]
|
| 265 |
+
print(f"🔧 Loaded {len(self.tools)} advanced tools: {[t.name for t in self.tools]}")
|
| 266 |
+
|
| 267 |
+
def execute_tools(self, query: str) -> List[Dict[str, Any]]:
|
| 268 |
+
results = []
|
| 269 |
+
for tool in self.tools:
|
| 270 |
+
if tool.can_handle(query):
|
| 271 |
+
print(f"🛠️ Using {tool.name}: {tool.description}")
|
| 272 |
+
result = tool.execute(query)
|
| 273 |
+
if 'error' not in result:
|
| 274 |
+
results.append(result)
|
| 275 |
+
else:
|
| 276 |
+
print(f"⚠️ Tool {tool.name} failed: {result['error']}")
|
| 277 |
+
return results
|
| 278 |
+
|
| 279 |
+
def get_available_tools(self) -> List[Dict[str, str]]:
|
| 280 |
+
return [{"name": tool.name, "description": tool.description} for tool in self.tools]
|
| 281 |
+
|
| 282 |
+
class AdvancedToolAugmentedSOFIA:
|
| 283 |
+
def __init__(self):
|
| 284 |
+
from conversational_sofia import ConversationalSOFIA
|
| 285 |
+
self.sofia = ConversationalSOFIA()
|
| 286 |
+
self.tool_manager = ToolManager()
|
| 287 |
+
|
| 288 |
+
def process_query(self, query: str) -> Dict[str, Any]:
|
| 289 |
+
print(f"🤖 Processing: '{query}'")
|
| 290 |
+
|
| 291 |
+
tool_results = self.tool_manager.execute_tools(query)
|
| 292 |
+
|
| 293 |
+
if tool_results:
|
| 294 |
+
tool_contexts = []
|
| 295 |
+
for result in tool_results:
|
| 296 |
+
formatted = self._format_tool_result(result)
|
| 297 |
+
tool_contexts.append(f"Tool {result['tool']}: {formatted}")
|
| 298 |
+
|
| 299 |
+
enhanced_query = f"{query}\n\nTool Results:\n" + "\n".join(tool_contexts)
|
| 300 |
+
else:
|
| 301 |
+
enhanced_query = query
|
| 302 |
+
|
| 303 |
+
response, embedding = self.sofia.chat(enhanced_query)
|
| 304 |
+
|
| 305 |
+
return {
|
| 306 |
+
"response": response,
|
| 307 |
+
"embedding": embedding,
|
| 308 |
+
"tools_used": tool_results,
|
| 309 |
+
"tool_count": len(tool_results),
|
| 310 |
+
"enhanced_query": enhanced_query
|
| 311 |
+
}
|
| 312 |
+
|
| 313 |
+
def _format_tool_result(self, result: Dict[str, Any]) -> str:
|
| 314 |
+
tool_type = result.get('tool', '')
|
| 315 |
+
|
| 316 |
+
if tool_type == 'time':
|
| 317 |
+
return f"{result.get('current_time', 'N/A')} on {result.get('current_date', 'N/A')} ({result.get('day_of_week', 'N/A')})"
|
| 318 |
+
|
| 319 |
+
elif tool_type == 'calculator':
|
| 320 |
+
if 'expression' in result:
|
| 321 |
+
return f"{result['expression']} = {result['result']}"
|
| 322 |
+
else:
|
| 323 |
+
return str(result.get('result', 'N/A'))
|
| 324 |
+
|
| 325 |
+
elif tool_type == 'search':
|
| 326 |
+
return result.get('result', 'Search completed')
|
| 327 |
+
|
| 328 |
+
elif tool_type == 'database':
|
| 329 |
+
if result.get('operation') == 'retrieve':
|
| 330 |
+
return f"Retrieved {result.get('count', 0)} knowledge entries"
|
| 331 |
+
elif result.get('operation') == 'store':
|
| 332 |
+
return f"Stored: {result.get('content', 'N/A')}"
|
| 333 |
+
else:
|
| 334 |
+
return f"Database has {result.get('knowledge_entries', 0)} entries"
|
| 335 |
+
|
| 336 |
+
else:
|
| 337 |
+
return str(result.get('result', 'Tool executed successfully'))
|
| 338 |
+
|
| 339 |
+
def main():
|
| 340 |
+
import sys
|
| 341 |
+
|
| 342 |
+
if len(sys.argv) < 2:
|
| 343 |
+
print("Usage: python sofia_tools.py 'query'")
|
| 344 |
+
print("\nAvailable tools:")
|
| 345 |
+
tool_manager = ToolManager()
|
| 346 |
+
for tool_info in tool_manager.get_available_tools():
|
| 347 |
+
print(f" - {tool_info['name']}: {tool_info['description']}")
|
| 348 |
+
return
|
| 349 |
+
|
| 350 |
+
user_input = ' '.join(sys.argv[1:])
|
| 351 |
+
|
| 352 |
+
tool_sofia = AdvancedToolAugmentedSOFIA()
|
| 353 |
+
result = tool_sofia.process_query(user_input)
|
| 354 |
+
|
| 355 |
+
print(f"\n🤖 SOFIA: {result['response']}")
|
| 356 |
+
if result['tools_used']:
|
| 357 |
+
print(f"\n🛠️ Advanced Tools Used: {result['tool_count']}")
|
| 358 |
+
for tool_result in result['tools_used']:
|
| 359 |
+
formatted = tool_sofia._format_tool_result(tool_result)
|
| 360 |
+
print(f" - {tool_result['tool']}: {formatted}")
|
| 361 |
+
|
| 362 |
+
if __name__ == "__main__":
|
| 363 |
+
main()
|