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Upload tool_agent.py
Browse files- app/tool_agent.py +956 -0
app/tool_agent.py
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|
| 1 |
+
# app/tool_agent.py
|
| 2 |
+
"""
|
| 3 |
+
π οΈ PENNY Tool Agent - Civic Data & Services Handler
|
| 4 |
+
|
| 5 |
+
Routes requests to civic data sources (events, resources, transit, etc.)
|
| 6 |
+
and integrates with real-time weather information.
|
| 7 |
+
|
| 8 |
+
MISSION: Connect residents to local civic services by intelligently
|
| 9 |
+
processing their requests and returning relevant, actionable information.
|
| 10 |
+
|
| 11 |
+
FEATURES:
|
| 12 |
+
- Real-time weather integration with outfit recommendations
|
| 13 |
+
- Event discovery with weather-aware suggestions
|
| 14 |
+
- Resource lookup (trash, transit, emergency services)
|
| 15 |
+
- City-specific data routing
|
| 16 |
+
- Graceful fallback for missing data
|
| 17 |
+
|
| 18 |
+
ENHANCEMENTS (Phase 1):
|
| 19 |
+
- β
Structured logging with performance tracking
|
| 20 |
+
- β
Enhanced error handling with user-friendly messages
|
| 21 |
+
- β
Type hints for all functions
|
| 22 |
+
- β
Health check integration
|
| 23 |
+
- β
Service availability tracking
|
| 24 |
+
- β
Integration with enhanced modules
|
| 25 |
+
- β
Penny's friendly voice throughout
|
| 26 |
+
- β
Context-aware city detection (uses tenant_id from UI dropdown)
|
| 27 |
+
"""
|
| 28 |
+
|
| 29 |
+
import logging
|
| 30 |
+
import time
|
| 31 |
+
from typing import Optional, Dict, Any
|
| 32 |
+
|
| 33 |
+
# --- ENHANCED MODULE IMPORTS ---
|
| 34 |
+
from app.logging_utils import log_interaction, sanitize_for_logging
|
| 35 |
+
|
| 36 |
+
# --- AGENT IMPORTS (with availability tracking) ---
|
| 37 |
+
try:
|
| 38 |
+
from app.weather_agent import (
|
| 39 |
+
get_weather_for_location,
|
| 40 |
+
weather_to_event_recommendations,
|
| 41 |
+
recommend_outfit,
|
| 42 |
+
format_weather_summary
|
| 43 |
+
)
|
| 44 |
+
WEATHER_AGENT_AVAILABLE = True
|
| 45 |
+
except ImportError as e:
|
| 46 |
+
logging.getLogger(__name__).warning(f"Weather agent not available: {e}")
|
| 47 |
+
WEATHER_AGENT_AVAILABLE = False
|
| 48 |
+
|
| 49 |
+
# --- UTILITY IMPORTS (with availability tracking) ---
|
| 50 |
+
try:
|
| 51 |
+
from app.location_utils import (
|
| 52 |
+
extract_city_name,
|
| 53 |
+
load_city_events,
|
| 54 |
+
load_city_resources,
|
| 55 |
+
get_city_coordinates,
|
| 56 |
+
extract_location_detailed,
|
| 57 |
+
SupportedCities,
|
| 58 |
+
LocationStatus
|
| 59 |
+
)
|
| 60 |
+
LOCATION_UTILS_AVAILABLE = True
|
| 61 |
+
except ImportError as e:
|
| 62 |
+
logging.getLogger(__name__).warning(f"Location utils not available: {e}")
|
| 63 |
+
LOCATION_UTILS_AVAILABLE = False
|
| 64 |
+
|
| 65 |
+
# --- LOGGING SETUP ---
|
| 66 |
+
logger = logging.getLogger(__name__)
|
| 67 |
+
|
| 68 |
+
# --- TRACKING COUNTERS ---
|
| 69 |
+
_tool_request_count = 0
|
| 70 |
+
_weather_request_count = 0
|
| 71 |
+
_event_request_count = 0
|
| 72 |
+
_resource_request_count = 0
|
| 73 |
+
|
| 74 |
+
|
| 75 |
+
# ============================================================
|
| 76 |
+
# CITY DETECTION FROM CONTEXT (NEW FUNCTION)
|
| 77 |
+
# ============================================================
|
| 78 |
+
|
| 79 |
+
def get_city_from_context(context: Dict[str, Any], user_input: str) -> tuple[str, str]:
|
| 80 |
+
"""
|
| 81 |
+
ποΈ Extracts city name and tenant_id from context or message.
|
| 82 |
+
|
| 83 |
+
Priority order:
|
| 84 |
+
1. tenant_id from context (from UI dropdown)
|
| 85 |
+
2. location from context
|
| 86 |
+
3. Extract from user message text
|
| 87 |
+
|
| 88 |
+
Args:
|
| 89 |
+
context: Request context dictionary
|
| 90 |
+
user_input: User's message text
|
| 91 |
+
|
| 92 |
+
Returns:
|
| 93 |
+
Tuple of (city_name, tenant_id)
|
| 94 |
+
Example: ("Atlanta", "atlanta_ga")
|
| 95 |
+
"""
|
| 96 |
+
def _normalize_tenant_id(tenant_id: str) -> tuple[str, str]:
|
| 97 |
+
"""
|
| 98 |
+
Normalizes tenant_id to proper format using city registry.
|
| 99 |
+
Returns (city_name, proper_tenant_id)
|
| 100 |
+
"""
|
| 101 |
+
tenant_id_lower = tenant_id.lower()
|
| 102 |
+
|
| 103 |
+
# If already in proper format (has underscore), verify it exists
|
| 104 |
+
if "_" in tenant_id_lower:
|
| 105 |
+
city_info = SupportedCities.get_city_by_tenant_id(tenant_id_lower)
|
| 106 |
+
if city_info:
|
| 107 |
+
return city_info.full_name.split(",")[0], city_info.tenant_id
|
| 108 |
+
|
| 109 |
+
# Try to find city by partial match
|
| 110 |
+
for city in SupportedCities.get_all_cities():
|
| 111 |
+
# Check if tenant_id matches any alias
|
| 112 |
+
if tenant_id_lower in [alias.lower() for alias in city.aliases]:
|
| 113 |
+
return city.full_name.split(",")[0], city.tenant_id
|
| 114 |
+
# Check if tenant_id matches city name part
|
| 115 |
+
city_name_part = city.tenant_id.split("_")[0]
|
| 116 |
+
if tenant_id_lower == city_name_part:
|
| 117 |
+
return city.full_name.split(",")[0], city.tenant_id
|
| 118 |
+
|
| 119 |
+
# Fallback: return as-is (will be handled by caller)
|
| 120 |
+
return tenant_id.replace("_", " ").title(), tenant_id_lower
|
| 121 |
+
|
| 122 |
+
# Priority 1: Check tenant_id in context (from dropdown)
|
| 123 |
+
tenant_id = context.get("tenant_id", "").lower()
|
| 124 |
+
if tenant_id and tenant_id != "unknown":
|
| 125 |
+
city_name, proper_tenant_id = _normalize_tenant_id(tenant_id)
|
| 126 |
+
logger.info(f"β
City from context tenant_id: {city_name} ({proper_tenant_id})")
|
| 127 |
+
return city_name, proper_tenant_id
|
| 128 |
+
|
| 129 |
+
# Priority 2: Check location in context
|
| 130 |
+
location = context.get("location")
|
| 131 |
+
if location:
|
| 132 |
+
# Try to extract proper tenant_id from location string
|
| 133 |
+
location_result = extract_location_detailed(location)
|
| 134 |
+
if location_result.status == LocationStatus.FOUND and location_result.tenant_id:
|
| 135 |
+
city_name = location_result.city_info.full_name.split(",")[0] if location_result.city_info else location.title()
|
| 136 |
+
proper_tenant_id = location_result.tenant_id
|
| 137 |
+
logger.info(f"β
City from context location: {city_name} ({proper_tenant_id})")
|
| 138 |
+
return city_name, proper_tenant_id
|
| 139 |
+
else:
|
| 140 |
+
# Fallback to old method if extraction fails
|
| 141 |
+
city_name = location.title()
|
| 142 |
+
city_name, proper_tenant_id = _normalize_tenant_id(location.lower().replace(" ", "_"))
|
| 143 |
+
logger.info(f"β
City from context location (fallback): {city_name} ({proper_tenant_id})")
|
| 144 |
+
return city_name, proper_tenant_id
|
| 145 |
+
|
| 146 |
+
# Priority 3: Fall back to extracting from message
|
| 147 |
+
location_result = extract_location_detailed(user_input)
|
| 148 |
+
if location_result.status == LocationStatus.FOUND and location_result.tenant_id:
|
| 149 |
+
city_name = location_result.city_info.full_name.split(",")[0] if location_result.city_info else extract_city_name(user_input)
|
| 150 |
+
proper_tenant_id = location_result.tenant_id
|
| 151 |
+
logger.info(f"β οΈ City extracted from message: {city_name} ({proper_tenant_id})")
|
| 152 |
+
return city_name, proper_tenant_id
|
| 153 |
+
else:
|
| 154 |
+
# Fallback to old method
|
| 155 |
+
city_name = extract_city_name(user_input)
|
| 156 |
+
city_name, proper_tenant_id = _normalize_tenant_id(city_name.lower().replace(" ", "_"))
|
| 157 |
+
logger.info(f"β οΈ City extracted from message (fallback): {city_name} ({proper_tenant_id})")
|
| 158 |
+
return city_name, proper_tenant_id
|
| 159 |
+
|
| 160 |
+
|
| 161 |
+
# ============================================================
|
| 162 |
+
# MAIN TOOL REQUEST HANDLER (ENHANCED)
|
| 163 |
+
# ============================================================
|
| 164 |
+
|
| 165 |
+
async def handle_tool_request(
|
| 166 |
+
user_input: str,
|
| 167 |
+
role: str = "unknown",
|
| 168 |
+
lat: Optional[float] = None,
|
| 169 |
+
lon: Optional[float] = None,
|
| 170 |
+
context: Optional[Dict[str, Any]] = None
|
| 171 |
+
) -> Dict[str, Any]:
|
| 172 |
+
"""
|
| 173 |
+
π οΈ Handles tool-based actions for civic services.
|
| 174 |
+
|
| 175 |
+
Routes user requests to appropriate civic data sources and real-time
|
| 176 |
+
services, including weather, events, transit, trash, and emergency info.
|
| 177 |
+
|
| 178 |
+
Args:
|
| 179 |
+
user_input: User's request text
|
| 180 |
+
role: User's role (resident, official, etc.)
|
| 181 |
+
lat: Latitude coordinate (optional)
|
| 182 |
+
lon: Longitude coordinate (optional)
|
| 183 |
+
context: Request context with tenant_id, location, etc. (optional)
|
| 184 |
+
|
| 185 |
+
Returns:
|
| 186 |
+
Dictionary containing:
|
| 187 |
+
- tool: str (which tool was used)
|
| 188 |
+
- city: str (detected city name)
|
| 189 |
+
- response: str or dict (user-facing response)
|
| 190 |
+
- data: dict (optional, raw data)
|
| 191 |
+
- tenant_id: str (optional, standardized city identifier)
|
| 192 |
+
|
| 193 |
+
Example:
|
| 194 |
+
result = await handle_tool_request(
|
| 195 |
+
user_input="What's the weather in Atlanta?",
|
| 196 |
+
role="resident",
|
| 197 |
+
lat=33.7490,
|
| 198 |
+
lon=-84.3880,
|
| 199 |
+
context={"tenant_id": "atlanta"}
|
| 200 |
+
)
|
| 201 |
+
"""
|
| 202 |
+
global _tool_request_count
|
| 203 |
+
_tool_request_count += 1
|
| 204 |
+
|
| 205 |
+
start_time = time.time()
|
| 206 |
+
|
| 207 |
+
# Initialize context if not provided
|
| 208 |
+
if context is None:
|
| 209 |
+
context = {}
|
| 210 |
+
|
| 211 |
+
# Sanitize input for logging (PII protection)
|
| 212 |
+
safe_input = sanitize_for_logging(user_input)
|
| 213 |
+
logger.info(f"π οΈ Tool request #{_tool_request_count}: '{safe_input[:50]}...'")
|
| 214 |
+
logger.info(f"π Context: {context}")
|
| 215 |
+
|
| 216 |
+
try:
|
| 217 |
+
# Check if location utilities are available
|
| 218 |
+
if not LOCATION_UTILS_AVAILABLE:
|
| 219 |
+
logger.error("Location utilities not available")
|
| 220 |
+
return {
|
| 221 |
+
"tool": "error",
|
| 222 |
+
"response": (
|
| 223 |
+
"I'm having trouble accessing city data right now. "
|
| 224 |
+
"Try again in a moment! π"
|
| 225 |
+
),
|
| 226 |
+
"error": "Location utilities not loaded"
|
| 227 |
+
}
|
| 228 |
+
|
| 229 |
+
lowered = user_input.lower()
|
| 230 |
+
|
| 231 |
+
# π₯ NEW: Get city from context first, then fall back to message
|
| 232 |
+
city_name, tenant_id = get_city_from_context(context, user_input)
|
| 233 |
+
|
| 234 |
+
logger.info(f"ποΈ Detected city: {city_name} (tenant_id: {tenant_id})")
|
| 235 |
+
|
| 236 |
+
# Route to appropriate handler
|
| 237 |
+
result = None
|
| 238 |
+
|
| 239 |
+
# Weather queries
|
| 240 |
+
if any(keyword in lowered for keyword in ["weather", "forecast", "temperature", "rain", "sunny"]):
|
| 241 |
+
result = await _handle_weather_query(
|
| 242 |
+
user_input=user_input,
|
| 243 |
+
city_name=city_name,
|
| 244 |
+
tenant_id=tenant_id,
|
| 245 |
+
lat=lat,
|
| 246 |
+
lon=lon
|
| 247 |
+
)
|
| 248 |
+
|
| 249 |
+
# Event queries
|
| 250 |
+
elif any(keyword in lowered for keyword in ["events", "meetings", "city hall", "happening", "activities"]):
|
| 251 |
+
result = await _handle_events_query(
|
| 252 |
+
user_input=user_input,
|
| 253 |
+
city_name=city_name,
|
| 254 |
+
tenant_id=tenant_id,
|
| 255 |
+
lat=lat,
|
| 256 |
+
lon=lon
|
| 257 |
+
)
|
| 258 |
+
|
| 259 |
+
# Resource queries (trash, transit, emergency, food banks, libraries, shelters, etc.)
|
| 260 |
+
elif any(keyword in lowered for keyword in [
|
| 261 |
+
"trash", "recycling", "garbage", "waste",
|
| 262 |
+
"bus", "train", "transit", "transportation", "schedule",
|
| 263 |
+
"alert", "warning", "non emergency", "emergency",
|
| 264 |
+
"food bank", "foodbank", "food pantry", "pantry",
|
| 265 |
+
"library", "libraries", "shelter", "shelters",
|
| 266 |
+
"warming center", "cooling center", "warming", "cooling",
|
| 267 |
+
"help center", "help center", "assistance", "resource",
|
| 268 |
+
"clinic", "hospital", "pharmacy", "health",
|
| 269 |
+
"housing", "utility", "water", "electric", "gas"
|
| 270 |
+
]):
|
| 271 |
+
result = await _handle_resource_query(
|
| 272 |
+
user_input=user_input,
|
| 273 |
+
city_name=city_name,
|
| 274 |
+
tenant_id=tenant_id,
|
| 275 |
+
lowered=lowered
|
| 276 |
+
)
|
| 277 |
+
|
| 278 |
+
# Unknown/fallback
|
| 279 |
+
else:
|
| 280 |
+
result = _handle_unknown_query(city_name)
|
| 281 |
+
|
| 282 |
+
# Add metadata and log interaction
|
| 283 |
+
response_time = (time.time() - start_time) * 1000
|
| 284 |
+
result["response_time_ms"] = round(response_time, 2)
|
| 285 |
+
result["role"] = role
|
| 286 |
+
|
| 287 |
+
log_interaction(
|
| 288 |
+
tenant_id=tenant_id,
|
| 289 |
+
interaction_type="tool_request",
|
| 290 |
+
intent=result.get("tool", "unknown"),
|
| 291 |
+
response_time_ms=response_time,
|
| 292 |
+
success=result.get("error") is None,
|
| 293 |
+
metadata={
|
| 294 |
+
"city": city_name,
|
| 295 |
+
"tool": result.get("tool"),
|
| 296 |
+
"role": role,
|
| 297 |
+
"has_location": lat is not None and lon is not None
|
| 298 |
+
}
|
| 299 |
+
)
|
| 300 |
+
|
| 301 |
+
logger.info(
|
| 302 |
+
f"β
Tool request complete: {result.get('tool')} "
|
| 303 |
+
f"({response_time:.0f}ms)"
|
| 304 |
+
)
|
| 305 |
+
|
| 306 |
+
return result
|
| 307 |
+
|
| 308 |
+
except Exception as e:
|
| 309 |
+
response_time = (time.time() - start_time) * 1000
|
| 310 |
+
logger.error(f"β Tool agent error: {e}", exc_info=True)
|
| 311 |
+
|
| 312 |
+
log_interaction(
|
| 313 |
+
tenant_id="unknown",
|
| 314 |
+
interaction_type="tool_error",
|
| 315 |
+
intent="error",
|
| 316 |
+
response_time_ms=response_time,
|
| 317 |
+
success=False,
|
| 318 |
+
metadata={
|
| 319 |
+
"error": str(e),
|
| 320 |
+
"error_type": type(e).__name__
|
| 321 |
+
}
|
| 322 |
+
)
|
| 323 |
+
|
| 324 |
+
return {
|
| 325 |
+
"tool": "error",
|
| 326 |
+
"response": (
|
| 327 |
+
"I ran into trouble processing that request. "
|
| 328 |
+
"Could you try rephrasing? π"
|
| 329 |
+
),
|
| 330 |
+
"error": str(e),
|
| 331 |
+
"response_time_ms": round(response_time, 2)
|
| 332 |
+
}
|
| 333 |
+
|
| 334 |
+
|
| 335 |
+
# ============================================================
|
| 336 |
+
# WEATHER QUERY HANDLER (ENHANCED)
|
| 337 |
+
# ============================================================
|
| 338 |
+
|
| 339 |
+
async def _handle_weather_query(
|
| 340 |
+
user_input: str,
|
| 341 |
+
city_name: str,
|
| 342 |
+
tenant_id: str,
|
| 343 |
+
lat: Optional[float],
|
| 344 |
+
lon: Optional[float]
|
| 345 |
+
) -> Dict[str, Any]:
|
| 346 |
+
"""
|
| 347 |
+
π€οΈ Handles weather-related queries with outfit recommendations.
|
| 348 |
+
"""
|
| 349 |
+
global _weather_request_count
|
| 350 |
+
_weather_request_count += 1
|
| 351 |
+
|
| 352 |
+
logger.info(f"π€οΈ Weather query #{_weather_request_count} for {city_name}")
|
| 353 |
+
|
| 354 |
+
# Check weather agent availability
|
| 355 |
+
if not WEATHER_AGENT_AVAILABLE:
|
| 356 |
+
logger.warning("Weather agent not available")
|
| 357 |
+
return {
|
| 358 |
+
"tool": "weather",
|
| 359 |
+
"city": city_name,
|
| 360 |
+
"response": "Weather service isn't available right now. Try again soon! π€οΈ"
|
| 361 |
+
}
|
| 362 |
+
|
| 363 |
+
# Get coordinates if not provided
|
| 364 |
+
if lat is None or lon is None:
|
| 365 |
+
coords = get_city_coordinates(tenant_id)
|
| 366 |
+
if coords:
|
| 367 |
+
lat, lon = coords["lat"], coords["lon"]
|
| 368 |
+
logger.info(f"Using city coordinates: {lat}, {lon}")
|
| 369 |
+
|
| 370 |
+
if lat is None or lon is None:
|
| 371 |
+
return {
|
| 372 |
+
"tool": "weather",
|
| 373 |
+
"city": city_name,
|
| 374 |
+
"response": (
|
| 375 |
+
f"To get weather for {city_name}, I need location coordinates. "
|
| 376 |
+
f"Can you share your location? π"
|
| 377 |
+
)
|
| 378 |
+
}
|
| 379 |
+
|
| 380 |
+
try:
|
| 381 |
+
# Fetch weather data
|
| 382 |
+
weather = await get_weather_for_location(lat, lon)
|
| 383 |
+
|
| 384 |
+
# Get weather-based event recommendations
|
| 385 |
+
recommendations = weather_to_event_recommendations(weather)
|
| 386 |
+
|
| 387 |
+
# Get outfit recommendation
|
| 388 |
+
temp = weather.get("temperature", {}).get("value", 70)
|
| 389 |
+
phrase = weather.get("phrase", "Clear")
|
| 390 |
+
outfit = recommend_outfit(temp, phrase)
|
| 391 |
+
|
| 392 |
+
# Format weather summary
|
| 393 |
+
weather_summary = format_weather_summary(weather)
|
| 394 |
+
|
| 395 |
+
# Build user-friendly response
|
| 396 |
+
response_text = (
|
| 397 |
+
f"π€οΈ **Weather for {city_name}:**\n"
|
| 398 |
+
f"{weather_summary}\n\n"
|
| 399 |
+
f"π **What to wear:** {outfit}"
|
| 400 |
+
)
|
| 401 |
+
|
| 402 |
+
# Add event recommendations if available
|
| 403 |
+
if recommendations:
|
| 404 |
+
rec = recommendations[0] # Get top recommendation
|
| 405 |
+
response_text += f"\n\nπ
**Activity suggestion:** {rec['reason']}"
|
| 406 |
+
|
| 407 |
+
return {
|
| 408 |
+
"tool": "weather",
|
| 409 |
+
"city": city_name,
|
| 410 |
+
"tenant_id": tenant_id,
|
| 411 |
+
"response": response_text,
|
| 412 |
+
"data": {
|
| 413 |
+
"weather": weather,
|
| 414 |
+
"recommendations": recommendations,
|
| 415 |
+
"outfit": outfit
|
| 416 |
+
}
|
| 417 |
+
}
|
| 418 |
+
|
| 419 |
+
except Exception as e:
|
| 420 |
+
logger.error(f"Weather query error: {e}", exc_info=True)
|
| 421 |
+
return {
|
| 422 |
+
"tool": "weather",
|
| 423 |
+
"city": city_name,
|
| 424 |
+
"response": (
|
| 425 |
+
f"I couldn't get the weather for {city_name} right now. "
|
| 426 |
+
f"Try again in a moment! π€οΈ"
|
| 427 |
+
),
|
| 428 |
+
"error": str(e)
|
| 429 |
+
}
|
| 430 |
+
|
| 431 |
+
|
| 432 |
+
# ============================================================
|
| 433 |
+
# EVENTS QUERY HANDLER (ENHANCED)
|
| 434 |
+
# ============================================================
|
| 435 |
+
|
| 436 |
+
async def _handle_events_query(
|
| 437 |
+
user_input: str,
|
| 438 |
+
city_name: str,
|
| 439 |
+
tenant_id: str,
|
| 440 |
+
lat: Optional[float],
|
| 441 |
+
lon: Optional[float]
|
| 442 |
+
) -> Dict[str, Any]:
|
| 443 |
+
"""
|
| 444 |
+
π
Handles event discovery queries.
|
| 445 |
+
"""
|
| 446 |
+
global _event_request_count
|
| 447 |
+
_event_request_count += 1
|
| 448 |
+
|
| 449 |
+
logger.info(f"π
Event query #{_event_request_count} for {city_name}")
|
| 450 |
+
|
| 451 |
+
try:
|
| 452 |
+
# Load structured event data
|
| 453 |
+
event_data = load_city_events(tenant_id)
|
| 454 |
+
events = event_data.get("events", [])
|
| 455 |
+
num_events = len(events)
|
| 456 |
+
|
| 457 |
+
if num_events == 0:
|
| 458 |
+
return {
|
| 459 |
+
"tool": "civic_events",
|
| 460 |
+
"city": city_name,
|
| 461 |
+
"tenant_id": tenant_id,
|
| 462 |
+
"response": (
|
| 463 |
+
f"I don't have any upcoming events for {city_name} right now. "
|
| 464 |
+
f"Check back soon! π
"
|
| 465 |
+
)
|
| 466 |
+
}
|
| 467 |
+
|
| 468 |
+
# Get top event
|
| 469 |
+
top_event = events[0]
|
| 470 |
+
top_event_name = top_event.get("name", "Upcoming event")
|
| 471 |
+
|
| 472 |
+
# Build response
|
| 473 |
+
if num_events == 1:
|
| 474 |
+
response_text = (
|
| 475 |
+
f"π
**Upcoming event in {city_name}:**\n"
|
| 476 |
+
f"β’ {top_event_name}\n\n"
|
| 477 |
+
f"Check the full details in the attached data!"
|
| 478 |
+
)
|
| 479 |
+
else:
|
| 480 |
+
response_text = (
|
| 481 |
+
f"π
**Found {num_events} upcoming events in {city_name}!**\n"
|
| 482 |
+
f"Top event: {top_event_name}\n\n"
|
| 483 |
+
f"Check the full list in the attached data!"
|
| 484 |
+
)
|
| 485 |
+
|
| 486 |
+
return {
|
| 487 |
+
"tool": "civic_events",
|
| 488 |
+
"city": city_name,
|
| 489 |
+
"tenant_id": tenant_id,
|
| 490 |
+
"response": response_text,
|
| 491 |
+
"data": event_data
|
| 492 |
+
}
|
| 493 |
+
|
| 494 |
+
except FileNotFoundError:
|
| 495 |
+
logger.warning(f"Event data file not found for {tenant_id}")
|
| 496 |
+
return {
|
| 497 |
+
"tool": "civic_events",
|
| 498 |
+
"city": city_name,
|
| 499 |
+
"response": (
|
| 500 |
+
f"Event data for {city_name} isn't available yet. "
|
| 501 |
+
f"I'm still learning about events in your area! π
"
|
| 502 |
+
),
|
| 503 |
+
"error": "Event data file not found"
|
| 504 |
+
}
|
| 505 |
+
|
| 506 |
+
except Exception as e:
|
| 507 |
+
logger.error(f"Events query error: {e}", exc_info=True)
|
| 508 |
+
return {
|
| 509 |
+
"tool": "civic_events",
|
| 510 |
+
"city": city_name,
|
| 511 |
+
"response": (
|
| 512 |
+
f"I had trouble loading events for {city_name}. "
|
| 513 |
+
f"Try again soon! π
"
|
| 514 |
+
),
|
| 515 |
+
"error": str(e)
|
| 516 |
+
}
|
| 517 |
+
|
| 518 |
+
|
| 519 |
+
# ============================================================
|
| 520 |
+
# RESOURCE QUERY HANDLER (ENHANCED)
|
| 521 |
+
# ============================================================
|
| 522 |
+
|
| 523 |
+
async def _handle_resource_query(
|
| 524 |
+
user_input: str,
|
| 525 |
+
city_name: str,
|
| 526 |
+
tenant_id: str,
|
| 527 |
+
lowered: str
|
| 528 |
+
) -> Dict[str, Any]:
|
| 529 |
+
"""
|
| 530 |
+
β»οΈ Handles resource queries (trash, transit, emergency).
|
| 531 |
+
"""
|
| 532 |
+
global _resource_request_count
|
| 533 |
+
_resource_request_count += 1
|
| 534 |
+
|
| 535 |
+
logger.info(f"β»οΈ Resource query #{_resource_request_count} for {city_name}")
|
| 536 |
+
|
| 537 |
+
# Map keywords to resource types
|
| 538 |
+
resource_query_map = {
|
| 539 |
+
# Trash & Recycling
|
| 540 |
+
"trash": "trash_and_recycling",
|
| 541 |
+
"recycling": "trash_and_recycling",
|
| 542 |
+
"garbage": "trash_and_recycling",
|
| 543 |
+
"waste": "trash_and_recycling",
|
| 544 |
+
# Transit
|
| 545 |
+
"bus": "transit",
|
| 546 |
+
"train": "transit",
|
| 547 |
+
"transit": "transit",
|
| 548 |
+
"transportation": "transit",
|
| 549 |
+
"schedule": "transit",
|
| 550 |
+
# Emergency
|
| 551 |
+
"alert": "emergency",
|
| 552 |
+
"warning": "emergency",
|
| 553 |
+
"non emergency": "emergency",
|
| 554 |
+
"emergency": "emergency",
|
| 555 |
+
# Food Assistance
|
| 556 |
+
"food bank": "food_assistance",
|
| 557 |
+
"foodbank": "food_assistance",
|
| 558 |
+
"food pantry": "food_assistance",
|
| 559 |
+
"pantry": "food_assistance",
|
| 560 |
+
# Libraries
|
| 561 |
+
"library": "libraries",
|
| 562 |
+
"libraries": "libraries",
|
| 563 |
+
# Shelters
|
| 564 |
+
"shelter": "shelters",
|
| 565 |
+
"shelters": "shelters",
|
| 566 |
+
"warming center": "shelters",
|
| 567 |
+
"cooling center": "shelters",
|
| 568 |
+
"warming": "shelters",
|
| 569 |
+
"cooling": "shelters",
|
| 570 |
+
# General Resources
|
| 571 |
+
"help center": "community_resources",
|
| 572 |
+
"help center": "community_resources",
|
| 573 |
+
"assistance": "community_resources",
|
| 574 |
+
"resource": "community_resources",
|
| 575 |
+
"resources": "community_resources",
|
| 576 |
+
# Health Services
|
| 577 |
+
"clinic": "health_services",
|
| 578 |
+
"hospital": "health_services",
|
| 579 |
+
"pharmacy": "health_services",
|
| 580 |
+
"health": "health_services",
|
| 581 |
+
# Behavioral Health & CSB
|
| 582 |
+
"behavioral health": "behavioral_health",
|
| 583 |
+
"mental health": "behavioral_health",
|
| 584 |
+
"csb": "behavioral_health",
|
| 585 |
+
"community services board": "behavioral_health",
|
| 586 |
+
"crisis": "behavioral_health",
|
| 587 |
+
"counseling": "behavioral_health",
|
| 588 |
+
"therapy": "behavioral_health",
|
| 589 |
+
"substance abuse": "behavioral_health",
|
| 590 |
+
"addiction": "behavioral_health",
|
| 591 |
+
# Housing & Utilities
|
| 592 |
+
"housing": "housing_utilities",
|
| 593 |
+
"utility": "housing_utilities",
|
| 594 |
+
"utilities": "housing_utilities",
|
| 595 |
+
"water": "housing_utilities",
|
| 596 |
+
"electric": "housing_utilities",
|
| 597 |
+
"gas": "housing_utilities"
|
| 598 |
+
}
|
| 599 |
+
|
| 600 |
+
# Find matching resource type (check longer phrases first for better specificity)
|
| 601 |
+
# Sort keys by length (longest first) to match "food bank" before "food" (if it existed)
|
| 602 |
+
sorted_keys = sorted(resource_query_map.keys(), key=len, reverse=True)
|
| 603 |
+
resource_key = next(
|
| 604 |
+
(resource_query_map[key] for key in sorted_keys if key in lowered),
|
| 605 |
+
None
|
| 606 |
+
)
|
| 607 |
+
|
| 608 |
+
if not resource_key:
|
| 609 |
+
return {
|
| 610 |
+
"tool": "unknown",
|
| 611 |
+
"city": city_name,
|
| 612 |
+
"response": (
|
| 613 |
+
"I'm not sure which resource you're asking about. "
|
| 614 |
+
"Try asking about trash, transit, food banks, libraries, shelters, "
|
| 615 |
+
"health services, or emergency services! π¬"
|
| 616 |
+
)
|
| 617 |
+
}
|
| 618 |
+
|
| 619 |
+
try:
|
| 620 |
+
# Load structured resource data
|
| 621 |
+
resource_data = load_city_resources(tenant_id)
|
| 622 |
+
service_info = resource_data["services"].get(resource_key, {})
|
| 623 |
+
|
| 624 |
+
if not service_info:
|
| 625 |
+
return {
|
| 626 |
+
"tool": resource_key,
|
| 627 |
+
"city": city_name,
|
| 628 |
+
"response": (
|
| 629 |
+
f"I don't have {resource_key.replace('_', ' ')} information "
|
| 630 |
+
f"for {city_name} yet. Check the city's official website! ποΈ"
|
| 631 |
+
)
|
| 632 |
+
}
|
| 633 |
+
|
| 634 |
+
# Build resource-specific response
|
| 635 |
+
if resource_key == "trash_and_recycling":
|
| 636 |
+
pickup_days = service_info.get('pickup_days', 'Varies by address')
|
| 637 |
+
response_text = (
|
| 638 |
+
f"β»οΈ **Trash & Recycling for {city_name}:**\n"
|
| 639 |
+
f"Pickup days: {pickup_days}\n\n"
|
| 640 |
+
f"Check the official link for your specific schedule!"
|
| 641 |
+
)
|
| 642 |
+
|
| 643 |
+
elif resource_key == "transit":
|
| 644 |
+
provider = service_info.get('provider', 'The local transit authority')
|
| 645 |
+
response_text = (
|
| 646 |
+
f"π **Transit for {city_name}:**\n"
|
| 647 |
+
f"Provider: {provider}\n\n"
|
| 648 |
+
f"Use the provided links to find routes and schedules!"
|
| 649 |
+
)
|
| 650 |
+
|
| 651 |
+
elif resource_key == "emergency":
|
| 652 |
+
non_emergency = service_info.get('non_emergency_phone', 'N/A')
|
| 653 |
+
response_text = (
|
| 654 |
+
f"π¨ **Emergency Info for {city_name}:**\n"
|
| 655 |
+
f"Non-emergency: {non_emergency}\n\n"
|
| 656 |
+
f"**For life-threatening emergencies, always call 911.**"
|
| 657 |
+
)
|
| 658 |
+
|
| 659 |
+
elif resource_key == "food_assistance":
|
| 660 |
+
locations = service_info.get('locations', [])
|
| 661 |
+
if locations:
|
| 662 |
+
response_text = (
|
| 663 |
+
f"π½οΈ **Food Assistance in {city_name}:**\n"
|
| 664 |
+
f"Found {len(locations)} food bank(s) or pantry(ies).\n\n"
|
| 665 |
+
f"Check the attached data for locations, hours, and contact information!"
|
| 666 |
+
)
|
| 667 |
+
else:
|
| 668 |
+
response_text = (
|
| 669 |
+
f"π½οΈ **Food Assistance in {city_name}:**\n"
|
| 670 |
+
f"Food assistance information is available. Check the attached data for details!"
|
| 671 |
+
)
|
| 672 |
+
|
| 673 |
+
elif resource_key == "libraries":
|
| 674 |
+
locations = service_info.get('locations', [])
|
| 675 |
+
if locations:
|
| 676 |
+
response_text = (
|
| 677 |
+
f"π **Libraries in {city_name}:**\n"
|
| 678 |
+
f"Found {len(locations)} library(ies).\n\n"
|
| 679 |
+
f"Check the attached data for locations, hours, and services!"
|
| 680 |
+
)
|
| 681 |
+
else:
|
| 682 |
+
response_text = (
|
| 683 |
+
f"π **Libraries in {city_name}:**\n"
|
| 684 |
+
f"Library information is available. Check the attached data for details!"
|
| 685 |
+
)
|
| 686 |
+
|
| 687 |
+
elif resource_key == "shelters":
|
| 688 |
+
locations = service_info.get('locations', [])
|
| 689 |
+
if locations:
|
| 690 |
+
response_text = (
|
| 691 |
+
f"π **Shelters in {city_name}:**\n"
|
| 692 |
+
f"Found {len(locations)} shelter(s).\n\n"
|
| 693 |
+
f"Check the attached data for locations, availability, and contact information!"
|
| 694 |
+
)
|
| 695 |
+
else:
|
| 696 |
+
response_text = (
|
| 697 |
+
f"π **Shelters in {city_name}:**\n"
|
| 698 |
+
f"Shelter information is available. Check the attached data for details!"
|
| 699 |
+
)
|
| 700 |
+
|
| 701 |
+
elif resource_key == "community_resources":
|
| 702 |
+
resources = service_info.get('resources', [])
|
| 703 |
+
if resources:
|
| 704 |
+
response_text = (
|
| 705 |
+
f"ποΈ **Community Resources in {city_name}:**\n"
|
| 706 |
+
f"Found {len(resources)} resource(s).\n\n"
|
| 707 |
+
f"Check the attached data for available services and contact information!"
|
| 708 |
+
)
|
| 709 |
+
else:
|
| 710 |
+
response_text = (
|
| 711 |
+
f"ποΈ **Community Resources in {city_name}:**\n"
|
| 712 |
+
f"Community resource information is available. Check the attached data for details!"
|
| 713 |
+
)
|
| 714 |
+
|
| 715 |
+
elif resource_key == "health_services":
|
| 716 |
+
locations = service_info.get('locations', [])
|
| 717 |
+
if locations:
|
| 718 |
+
response_text = (
|
| 719 |
+
f"π₯ **Health Services in {city_name}:**\n"
|
| 720 |
+
f"Found {len(locations)} health service location(s).\n\n"
|
| 721 |
+
f"Check the attached data for clinics, hospitals, and pharmacies!"
|
| 722 |
+
)
|
| 723 |
+
else:
|
| 724 |
+
response_text = (
|
| 725 |
+
f"π₯ **Health Services in {city_name}:**\n"
|
| 726 |
+
f"Health service information is available. Check the attached data for details!"
|
| 727 |
+
)
|
| 728 |
+
|
| 729 |
+
elif resource_key == "housing_utilities":
|
| 730 |
+
response_text = (
|
| 731 |
+
f"ποΈ **Housing & Utilities in {city_name}:**\n"
|
| 732 |
+
f"Housing and utility information is available.\n\n"
|
| 733 |
+
f"Check the attached data for housing assistance and utility services!"
|
| 734 |
+
)
|
| 735 |
+
|
| 736 |
+
elif resource_key == "behavioral_health":
|
| 737 |
+
resources = service_info.get('resources', [])
|
| 738 |
+
if resources:
|
| 739 |
+
# Format behavioral health resources with emphasis on crisis support
|
| 740 |
+
response_text = f"π **Behavioral Health Resources in {city_name}:**\n\n"
|
| 741 |
+
|
| 742 |
+
# Prioritize crisis resources
|
| 743 |
+
crisis_resources = [r for r in resources if "crisis" in r.get("name", "").lower() or "988" in r.get("phone", "")]
|
| 744 |
+
other_resources = [r for r in resources if r not in crisis_resources]
|
| 745 |
+
|
| 746 |
+
if crisis_resources:
|
| 747 |
+
response_text += "π¨ **Crisis Support (24/7):**\n"
|
| 748 |
+
for resource in crisis_resources:
|
| 749 |
+
name = resource.get("name", "")
|
| 750 |
+
phone = resource.get("phone", "")
|
| 751 |
+
link = resource.get("link", "")
|
| 752 |
+
response_text += f"β’ **{name}**"
|
| 753 |
+
if phone:
|
| 754 |
+
response_text += f" - {phone}"
|
| 755 |
+
response_text += "\n"
|
| 756 |
+
if link:
|
| 757 |
+
response_text += f" {link}\n"
|
| 758 |
+
response_text += "\n"
|
| 759 |
+
|
| 760 |
+
if other_resources:
|
| 761 |
+
response_text += "π **Local Services:**\n"
|
| 762 |
+
for resource in other_resources[:3]: # Limit to 3
|
| 763 |
+
name = resource.get("name", "")
|
| 764 |
+
phone = resource.get("phone", "")
|
| 765 |
+
link = resource.get("link", "")
|
| 766 |
+
response_text += f"β’ **{name}**"
|
| 767 |
+
if phone:
|
| 768 |
+
response_text += f" - {phone}"
|
| 769 |
+
response_text += "\n"
|
| 770 |
+
if link:
|
| 771 |
+
response_text += f" {link}\n"
|
| 772 |
+
|
| 773 |
+
response_text += "\nπ‘ **Remember:** For immediate crisis, call 988 or 911."
|
| 774 |
+
else:
|
| 775 |
+
response_text = (
|
| 776 |
+
f"π **Behavioral Health Resources in {city_name}:**\n"
|
| 777 |
+
f"Behavioral health information is available. Check the attached data for details!\n\n"
|
| 778 |
+
f"π‘ **For immediate crisis support:**\n"
|
| 779 |
+
f"β’ National Suicide Prevention Lifeline: 988\n"
|
| 780 |
+
f"β’ Crisis Text Line: Text HOME to 741741\n"
|
| 781 |
+
f"β’ For life-threatening emergencies: 911"
|
| 782 |
+
)
|
| 783 |
+
|
| 784 |
+
else:
|
| 785 |
+
response_text = f"Information found for {resource_key.replace('_', ' ')}, but details aren't available yet."
|
| 786 |
+
|
| 787 |
+
return {
|
| 788 |
+
"tool": resource_key,
|
| 789 |
+
"city": city_name,
|
| 790 |
+
"tenant_id": tenant_id,
|
| 791 |
+
"response": response_text,
|
| 792 |
+
"data": service_info
|
| 793 |
+
}
|
| 794 |
+
|
| 795 |
+
except FileNotFoundError:
|
| 796 |
+
logger.warning(f"Resource data file not found for {tenant_id}")
|
| 797 |
+
return {
|
| 798 |
+
"tool": "resource_loader",
|
| 799 |
+
"city": city_name,
|
| 800 |
+
"response": (
|
| 801 |
+
f"Resource data for {city_name} isn't available yet. "
|
| 802 |
+
f"Check back soon! ποΈ"
|
| 803 |
+
),
|
| 804 |
+
"error": "Resource data file not found"
|
| 805 |
+
}
|
| 806 |
+
|
| 807 |
+
except Exception as e:
|
| 808 |
+
logger.error(f"Resource query error: {e}", exc_info=True)
|
| 809 |
+
return {
|
| 810 |
+
"tool": "resource_loader",
|
| 811 |
+
"city": city_name,
|
| 812 |
+
"response": (
|
| 813 |
+
f"I had trouble loading resource data for {city_name}. "
|
| 814 |
+
f"Try again soon! ποΈ"
|
| 815 |
+
),
|
| 816 |
+
"error": str(e)
|
| 817 |
+
}
|
| 818 |
+
|
| 819 |
+
|
| 820 |
+
# ============================================================
|
| 821 |
+
# UNKNOWN QUERY HANDLER
|
| 822 |
+
# ============================================================
|
| 823 |
+
|
| 824 |
+
def _handle_unknown_query(city_name: str) -> Dict[str, Any]:
|
| 825 |
+
"""
|
| 826 |
+
β Fallback for queries that don't match any tool.
|
| 827 |
+
"""
|
| 828 |
+
logger.info(f"β Unknown query for {city_name}")
|
| 829 |
+
|
| 830 |
+
return {
|
| 831 |
+
"tool": "unknown",
|
| 832 |
+
"city": city_name,
|
| 833 |
+
"response": (
|
| 834 |
+
"I'm not sure which civic service you're asking about. "
|
| 835 |
+
"Try asking about weather, events, trash, or transit! π¬"
|
| 836 |
+
)
|
| 837 |
+
}
|
| 838 |
+
|
| 839 |
+
|
| 840 |
+
# ============================================================
|
| 841 |
+
# HEALTH CHECK & DIAGNOSTICS
|
| 842 |
+
# ============================================================
|
| 843 |
+
|
| 844 |
+
def get_tool_agent_health() -> Dict[str, Any]:
|
| 845 |
+
"""
|
| 846 |
+
π Returns tool agent health status.
|
| 847 |
+
|
| 848 |
+
Used by the main application health check endpoint.
|
| 849 |
+
"""
|
| 850 |
+
return {
|
| 851 |
+
"status": "operational",
|
| 852 |
+
"service_availability": {
|
| 853 |
+
"weather_agent": WEATHER_AGENT_AVAILABLE,
|
| 854 |
+
"location_utils": LOCATION_UTILS_AVAILABLE
|
| 855 |
+
},
|
| 856 |
+
"statistics": {
|
| 857 |
+
"total_requests": _tool_request_count,
|
| 858 |
+
"weather_requests": _weather_request_count,
|
| 859 |
+
"event_requests": _event_request_count,
|
| 860 |
+
"resource_requests": _resource_request_count
|
| 861 |
+
},
|
| 862 |
+
"supported_queries": [
|
| 863 |
+
"weather",
|
| 864 |
+
"events",
|
| 865 |
+
"trash_and_recycling",
|
| 866 |
+
"transit",
|
| 867 |
+
"emergency"
|
| 868 |
+
]
|
| 869 |
+
}
|
| 870 |
+
|
| 871 |
+
|
| 872 |
+
# ============================================================
|
| 873 |
+
# TESTING
|
| 874 |
+
# ============================================================
|
| 875 |
+
|
| 876 |
+
if __name__ == "__main__":
|
| 877 |
+
"""π§ͺ Test tool agent functionality"""
|
| 878 |
+
import asyncio
|
| 879 |
+
|
| 880 |
+
print("=" * 60)
|
| 881 |
+
print("π§ͺ Testing Tool Agent")
|
| 882 |
+
print("=" * 60)
|
| 883 |
+
|
| 884 |
+
# Display service availability
|
| 885 |
+
print("\nπ Service Availability:")
|
| 886 |
+
print(f" Weather Agent: {'β
' if WEATHER_AGENT_AVAILABLE else 'β'}")
|
| 887 |
+
print(f" Location Utils: {'β
' if LOCATION_UTILS_AVAILABLE else 'β'}")
|
| 888 |
+
|
| 889 |
+
print("\n" + "=" * 60)
|
| 890 |
+
|
| 891 |
+
test_queries = [
|
| 892 |
+
{
|
| 893 |
+
"name": "Weather query with context",
|
| 894 |
+
"input": "What's the weather?",
|
| 895 |
+
"lat": 33.7490,
|
| 896 |
+
"lon": -84.3880,
|
| 897 |
+
"context": {"tenant_id": "atlanta"}
|
| 898 |
+
},
|
| 899 |
+
{
|
| 900 |
+
"name": "Events query with context",
|
| 901 |
+
"input": "show me local events",
|
| 902 |
+
"lat": None,
|
| 903 |
+
"lon": None,
|
| 904 |
+
"context": {"tenant_id": "atlanta"}
|
| 905 |
+
},
|
| 906 |
+
{
|
| 907 |
+
"name": "Trash query with context",
|
| 908 |
+
"input": "When is trash pickup?",
|
| 909 |
+
"lat": None,
|
| 910 |
+
"lon": None,
|
| 911 |
+
"context": {"tenant_id": "atlanta"}
|
| 912 |
+
}
|
| 913 |
+
]
|
| 914 |
+
|
| 915 |
+
async def run_tests():
|
| 916 |
+
for i, query in enumerate(test_queries, 1):
|
| 917 |
+
print(f"\n--- Test {i}: {query['name']} ---")
|
| 918 |
+
print(f"Query: {query['input']}")
|
| 919 |
+
print(f"Context: {query.get('context', {})}")
|
| 920 |
+
|
| 921 |
+
try:
|
| 922 |
+
result = await handle_tool_request(
|
| 923 |
+
user_input=query["input"],
|
| 924 |
+
role="test_user",
|
| 925 |
+
lat=query.get("lat"),
|
| 926 |
+
lon=query.get("lon"),
|
| 927 |
+
context=query.get("context", {})
|
| 928 |
+
)
|
| 929 |
+
|
| 930 |
+
print(f"Tool: {result.get('tool')}")
|
| 931 |
+
print(f"City: {result.get('city')}")
|
| 932 |
+
print(f"Tenant ID: {result.get('tenant_id')}")
|
| 933 |
+
|
| 934 |
+
response = result.get('response')
|
| 935 |
+
if isinstance(response, str):
|
| 936 |
+
print(f"Response: {response[:150]}...")
|
| 937 |
+
else:
|
| 938 |
+
print(f"Response: [Dict with {len(response)} keys]")
|
| 939 |
+
|
| 940 |
+
if result.get('response_time_ms'):
|
| 941 |
+
print(f"Response time: {result['response_time_ms']:.0f}ms")
|
| 942 |
+
|
| 943 |
+
except Exception as e:
|
| 944 |
+
print(f"β Error: {e}")
|
| 945 |
+
|
| 946 |
+
asyncio.run(run_tests())
|
| 947 |
+
|
| 948 |
+
print("\n" + "=" * 60)
|
| 949 |
+
print("π Final Statistics:")
|
| 950 |
+
health = get_tool_agent_health()
|
| 951 |
+
for key, value in health["statistics"].items():
|
| 952 |
+
print(f" {key}: {value}")
|
| 953 |
+
|
| 954 |
+
print("\n" + "=" * 60)
|
| 955 |
+
print("β
Tests complete")
|
| 956 |
+
print("=" * 60)
|