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Browse files- app/location_utils.py +864 -0
- app/orchestrator.py +1442 -0
app/location_utils.py
ADDED
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@@ -0,0 +1,864 @@
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| 1 |
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# app/location_utils.py
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"""
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πΊοΈ Penny's Location Intelligence System
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Handles city detection, tenant routing, and geographic data loading.
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MISSION: Connect residents to the right local resources, regardless of how
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they describe their location β whether it's "Atlanta", "ATL", "30303", or "near me".
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CURRENT: Rule-based city matching with 7 supported cities
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FUTURE: Will add ZIPβcity mapping, geocoding API, and user location preferences
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"""
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import re
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import json
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import os
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import logging
|
| 17 |
+
from typing import Dict, Any, Optional, List, Tuple
|
| 18 |
+
from pathlib import Path
|
| 19 |
+
from dataclasses import dataclass
|
| 20 |
+
from enum import Enum
|
| 21 |
+
|
| 22 |
+
# --- LOGGING SETUP (Azure-friendly) ---
|
| 23 |
+
logger = logging.getLogger(__name__)
|
| 24 |
+
|
| 25 |
+
# --- BASE PATHS (OS-agnostic for Azure/Windows/Linux) ---
|
| 26 |
+
BASE_DIR = Path(__file__).parent.parent.resolve()
|
| 27 |
+
DATA_PATH = BASE_DIR / "data"
|
| 28 |
+
EVENTS_PATH = DATA_PATH / "events"
|
| 29 |
+
RESOURCES_PATH = DATA_PATH / "resources"
|
| 30 |
+
|
| 31 |
+
# Ensure critical directories exist (Azure deployment safety)
|
| 32 |
+
for path in [DATA_PATH, EVENTS_PATH, RESOURCES_PATH]:
|
| 33 |
+
path.mkdir(parents=True, exist_ok=True)
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
# ============================================================
|
| 37 |
+
# CITY REGISTRY (Penny's Supported Cities)
|
| 38 |
+
# ============================================================
|
| 39 |
+
|
| 40 |
+
@dataclass
|
| 41 |
+
class CityInfo:
|
| 42 |
+
"""
|
| 43 |
+
Structured information about a city Penny supports.
|
| 44 |
+
Makes it easy to add new cities with metadata.
|
| 45 |
+
"""
|
| 46 |
+
tenant_id: str # Standard format: cityname_state (e.g., "atlanta_ga")
|
| 47 |
+
full_name: str # Display name: "Atlanta, GA"
|
| 48 |
+
state: str # Two-letter state code
|
| 49 |
+
aliases: List[str] # Common variations users might say
|
| 50 |
+
timezone: str # IANA timezone (e.g., "America/New_York")
|
| 51 |
+
lat: Optional[float] = None # For weather API fallback
|
| 52 |
+
lon: Optional[float] = None
|
| 53 |
+
|
| 54 |
+
def __post_init__(self):
|
| 55 |
+
# Normalize all aliases to lowercase for matching
|
| 56 |
+
self.aliases = [alias.lower().strip() for alias in self.aliases]
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
class SupportedCities:
|
| 60 |
+
"""
|
| 61 |
+
ποΈ Penny's city registry.
|
| 62 |
+
Each city gets standardized metadata for consistent routing.
|
| 63 |
+
"""
|
| 64 |
+
|
| 65 |
+
ATLANTA = CityInfo(
|
| 66 |
+
tenant_id="atlanta_ga",
|
| 67 |
+
full_name="Atlanta, GA",
|
| 68 |
+
state="GA",
|
| 69 |
+
timezone="America/New_York",
|
| 70 |
+
lat=33.7490,
|
| 71 |
+
lon=-84.3880,
|
| 72 |
+
aliases=[
|
| 73 |
+
"atlanta", "atl", "atlanta ga", "atlanta, ga",
|
| 74 |
+
"city of atlanta", "hotlanta", "the atl"
|
| 75 |
+
]
|
| 76 |
+
)
|
| 77 |
+
|
| 78 |
+
BIRMINGHAM = CityInfo(
|
| 79 |
+
tenant_id="birmingham_al",
|
| 80 |
+
full_name="Birmingham, AL",
|
| 81 |
+
state="AL",
|
| 82 |
+
timezone="America/Chicago",
|
| 83 |
+
lat=33.5207,
|
| 84 |
+
lon=-86.8025,
|
| 85 |
+
aliases=[
|
| 86 |
+
"birmingham", "birmingham al", "birmingham, al",
|
| 87 |
+
"city of birmingham", "bham"
|
| 88 |
+
]
|
| 89 |
+
)
|
| 90 |
+
|
| 91 |
+
CHESTERFIELD = CityInfo(
|
| 92 |
+
tenant_id="chesterfield_va",
|
| 93 |
+
full_name="Chesterfield, VA",
|
| 94 |
+
state="VA",
|
| 95 |
+
timezone="America/New_York",
|
| 96 |
+
lat=37.3771,
|
| 97 |
+
lon=-77.5047,
|
| 98 |
+
aliases=[
|
| 99 |
+
"chesterfield", "chesterfield va", "chesterfield, va",
|
| 100 |
+
"chesterfield county"
|
| 101 |
+
]
|
| 102 |
+
)
|
| 103 |
+
|
| 104 |
+
EL_PASO = CityInfo(
|
| 105 |
+
tenant_id="el_paso_tx",
|
| 106 |
+
full_name="El Paso, TX",
|
| 107 |
+
state="TX",
|
| 108 |
+
timezone="America/Denver",
|
| 109 |
+
lat=31.7619,
|
| 110 |
+
lon=-106.4850,
|
| 111 |
+
aliases=[
|
| 112 |
+
"el paso", "el paso tx", "el paso, tx",
|
| 113 |
+
"city of el paso", "elpaso"
|
| 114 |
+
]
|
| 115 |
+
)
|
| 116 |
+
|
| 117 |
+
PROVIDENCE = CityInfo(
|
| 118 |
+
tenant_id="providence_ri",
|
| 119 |
+
full_name="Providence, RI",
|
| 120 |
+
state="RI",
|
| 121 |
+
timezone="America/New_York",
|
| 122 |
+
lat=41.8240,
|
| 123 |
+
lon=-71.4128,
|
| 124 |
+
aliases=[
|
| 125 |
+
"providence", "providence ri", "providence, ri",
|
| 126 |
+
"city of providence", "pvd"
|
| 127 |
+
]
|
| 128 |
+
)
|
| 129 |
+
|
| 130 |
+
SEATTLE = CityInfo(
|
| 131 |
+
tenant_id="seattle_wa",
|
| 132 |
+
full_name="Seattle, WA",
|
| 133 |
+
state="WA",
|
| 134 |
+
timezone="America/Los_Angeles",
|
| 135 |
+
lat=47.6062,
|
| 136 |
+
lon=-122.3321,
|
| 137 |
+
aliases=[
|
| 138 |
+
"seattle", "seattle wa", "seattle, wa",
|
| 139 |
+
"city of seattle", "emerald city", "sea"
|
| 140 |
+
]
|
| 141 |
+
)
|
| 142 |
+
|
| 143 |
+
NORFOLK = CityInfo(
|
| 144 |
+
tenant_id="norfolk_va",
|
| 145 |
+
full_name="Norfolk, VA",
|
| 146 |
+
state="VA",
|
| 147 |
+
timezone="America/New_York",
|
| 148 |
+
lat=36.8508,
|
| 149 |
+
lon=-76.2859,
|
| 150 |
+
aliases=[
|
| 151 |
+
"norfolk", "norfolk va", "norfolk, va",
|
| 152 |
+
"city of norfolk", "757", "norfolk virginia"
|
| 153 |
+
]
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
@classmethod
|
| 157 |
+
def get_all_cities(cls) -> List[CityInfo]:
|
| 158 |
+
"""Returns list of all supported cities."""
|
| 159 |
+
return [
|
| 160 |
+
cls.ATLANTA,
|
| 161 |
+
cls.BIRMINGHAM,
|
| 162 |
+
cls.CHESTERFIELD,
|
| 163 |
+
cls.EL_PASO,
|
| 164 |
+
cls.PROVIDENCE,
|
| 165 |
+
cls.SEATTLE,
|
| 166 |
+
cls.NORFOLK
|
| 167 |
+
]
|
| 168 |
+
|
| 169 |
+
@classmethod
|
| 170 |
+
def get_city_by_tenant_id(cls, tenant_id: str) -> Optional[CityInfo]:
|
| 171 |
+
"""Lookup city info by tenant ID."""
|
| 172 |
+
for city in cls.get_all_cities():
|
| 173 |
+
if city.tenant_id == tenant_id:
|
| 174 |
+
return city
|
| 175 |
+
return None
|
| 176 |
+
|
| 177 |
+
|
| 178 |
+
# ============================================================
|
| 179 |
+
# BUILD DYNAMIC CITY PATTERNS (from CityInfo registry)
|
| 180 |
+
# ============================================================
|
| 181 |
+
|
| 182 |
+
def _build_city_patterns() -> Dict[str, str]:
|
| 183 |
+
"""
|
| 184 |
+
Generates city matching dictionary from the CityInfo registry.
|
| 185 |
+
This keeps the pattern matching backward-compatible with existing code.
|
| 186 |
+
"""
|
| 187 |
+
patterns = {}
|
| 188 |
+
for city in SupportedCities.get_all_cities():
|
| 189 |
+
for alias in city.aliases:
|
| 190 |
+
patterns[alias] = city.tenant_id
|
| 191 |
+
return patterns
|
| 192 |
+
|
| 193 |
+
|
| 194 |
+
# Dynamic pattern dictionary (auto-generated from city registry)
|
| 195 |
+
REAL_CITY_PATTERNS = _build_city_patterns()
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
# ============================================================
|
| 199 |
+
# LOCATION DETECTION ENUMS
|
| 200 |
+
# ============================================================
|
| 201 |
+
|
| 202 |
+
class LocationStatus(str, Enum):
|
| 203 |
+
"""
|
| 204 |
+
Status codes for location detection results.
|
| 205 |
+
"""
|
| 206 |
+
FOUND = "found" # Valid city matched
|
| 207 |
+
ZIP_DETECTED = "zip_detected" # ZIP code found (needs mapping)
|
| 208 |
+
USER_LOCATION_NEEDED = "user_location_needed" # "near me" detected
|
| 209 |
+
UNKNOWN = "unknown" # No match found
|
| 210 |
+
AMBIGUOUS = "ambiguous" # Multiple possible matches
|
| 211 |
+
|
| 212 |
+
|
| 213 |
+
@dataclass
|
| 214 |
+
class LocationMatch:
|
| 215 |
+
"""
|
| 216 |
+
Structured result from location detection.
|
| 217 |
+
Includes confidence and matched patterns for debugging.
|
| 218 |
+
"""
|
| 219 |
+
status: LocationStatus
|
| 220 |
+
tenant_id: Optional[str] = None
|
| 221 |
+
city_info: Optional[CityInfo] = None
|
| 222 |
+
confidence: float = 0.0 # 0.0 - 1.0
|
| 223 |
+
matched_pattern: Optional[str] = None
|
| 224 |
+
alternatives: List[str] = None
|
| 225 |
+
|
| 226 |
+
def __post_init__(self):
|
| 227 |
+
if self.alternatives is None:
|
| 228 |
+
self.alternatives = []
|
| 229 |
+
|
| 230 |
+
|
| 231 |
+
# ============================================================
|
| 232 |
+
# ZIP CODE PATTERNS (for future expansion)
|
| 233 |
+
# ============================================================
|
| 234 |
+
|
| 235 |
+
ZIP_PATTERN = re.compile(r"\b\d{5}(?:-\d{4})?\b") # Matches 12345 or 12345-6789
|
| 236 |
+
|
| 237 |
+
# Future ZIP β City mapping (placeholder)
|
| 238 |
+
ZIP_TO_CITY_MAP: Dict[str, str] = {
|
| 239 |
+
# Atlanta metro
|
| 240 |
+
"30303": "atlanta_ga",
|
| 241 |
+
"30318": "atlanta_ga",
|
| 242 |
+
"30309": "atlanta_ga",
|
| 243 |
+
|
| 244 |
+
# Birmingham metro
|
| 245 |
+
"35203": "birmingham_al",
|
| 246 |
+
"35233": "birmingham_al",
|
| 247 |
+
|
| 248 |
+
# Chesterfield County
|
| 249 |
+
"23832": "chesterfield_va",
|
| 250 |
+
"23838": "chesterfield_va",
|
| 251 |
+
|
| 252 |
+
# El Paso
|
| 253 |
+
"79901": "el_paso_tx",
|
| 254 |
+
"79936": "el_paso_tx",
|
| 255 |
+
|
| 256 |
+
# Providence
|
| 257 |
+
"02903": "providence_ri",
|
| 258 |
+
"02904": "providence_ri",
|
| 259 |
+
|
| 260 |
+
# Seattle metro
|
| 261 |
+
"98101": "seattle_wa",
|
| 262 |
+
"98104": "seattle_wa",
|
| 263 |
+
"98122": "seattle_wa",
|
| 264 |
+
|
| 265 |
+
# Norfolk
|
| 266 |
+
"23510": "norfolk_va",
|
| 267 |
+
"23517": "norfolk_va",
|
| 268 |
+
"23518": "norfolk_va",
|
| 269 |
+
"23523": "norfolk_va",
|
| 270 |
+
}
|
| 271 |
+
|
| 272 |
+
|
| 273 |
+
# ============================================================
|
| 274 |
+
# MAIN CITY EXTRACTION LOGIC (Enhanced)
|
| 275 |
+
# ============================================================
|
| 276 |
+
|
| 277 |
+
def extract_city_name(text: str) -> str:
|
| 278 |
+
"""
|
| 279 |
+
π― BACKWARD-COMPATIBLE location extraction (returns tenant_id string).
|
| 280 |
+
|
| 281 |
+
Extracts tenant ID (e.g., 'atlanta_ga') from user input.
|
| 282 |
+
|
| 283 |
+
Args:
|
| 284 |
+
text: User's location input (e.g., "Atlanta", "30303", "near me")
|
| 285 |
+
|
| 286 |
+
Returns:
|
| 287 |
+
Tenant ID string or status code:
|
| 288 |
+
- Valid tenant_id (e.g., "atlanta_ga")
|
| 289 |
+
- "zip_detected" (ZIP code found, needs mapping)
|
| 290 |
+
- "user_location_needed" ("near me" detected)
|
| 291 |
+
- "unknown" (no match)
|
| 292 |
+
"""
|
| 293 |
+
result = extract_location_detailed(text)
|
| 294 |
+
return result.tenant_id or result.status.value
|
| 295 |
+
|
| 296 |
+
|
| 297 |
+
def extract_location_detailed(text: str) -> LocationMatch:
|
| 298 |
+
"""
|
| 299 |
+
π§ ENHANCED location extraction with confidence scoring.
|
| 300 |
+
|
| 301 |
+
This function intelligently parses location references and returns
|
| 302 |
+
structured results with metadata for better error handling.
|
| 303 |
+
|
| 304 |
+
Args:
|
| 305 |
+
text: User's location input
|
| 306 |
+
|
| 307 |
+
Returns:
|
| 308 |
+
LocationMatch object with full detection details
|
| 309 |
+
"""
|
| 310 |
+
|
| 311 |
+
if not text or not text.strip():
|
| 312 |
+
logger.warning("Empty text provided to location extraction")
|
| 313 |
+
return LocationMatch(
|
| 314 |
+
status=LocationStatus.UNKNOWN,
|
| 315 |
+
confidence=0.0
|
| 316 |
+
)
|
| 317 |
+
|
| 318 |
+
lowered = text.lower().strip()
|
| 319 |
+
logger.debug(f"Extracting location from: '{lowered}'")
|
| 320 |
+
|
| 321 |
+
# --- STEP 1: Check for "near me" / location services needed ---
|
| 322 |
+
near_me_phrases = [
|
| 323 |
+
"near me", "my area", "my city", "my neighborhood",
|
| 324 |
+
"where i am", "current location", "my location",
|
| 325 |
+
"around here", "locally", "in my town"
|
| 326 |
+
]
|
| 327 |
+
|
| 328 |
+
if any(phrase in lowered for phrase in near_me_phrases):
|
| 329 |
+
logger.info("User location services required")
|
| 330 |
+
return LocationMatch(
|
| 331 |
+
status=LocationStatus.USER_LOCATION_NEEDED,
|
| 332 |
+
confidence=1.0,
|
| 333 |
+
matched_pattern="near_me_detected"
|
| 334 |
+
)
|
| 335 |
+
|
| 336 |
+
# --- STEP 2: Check for ZIP codes ---
|
| 337 |
+
zip_matches = ZIP_PATTERN.findall(text)
|
| 338 |
+
if zip_matches:
|
| 339 |
+
zip_code = zip_matches[0] # Take first ZIP if multiple
|
| 340 |
+
|
| 341 |
+
# Try to map ZIP to known city
|
| 342 |
+
if zip_code in ZIP_TO_CITY_MAP:
|
| 343 |
+
tenant_id = ZIP_TO_CITY_MAP[zip_code]
|
| 344 |
+
city_info = SupportedCities.get_city_by_tenant_id(tenant_id)
|
| 345 |
+
logger.info(f"ZIP {zip_code} mapped to {tenant_id}")
|
| 346 |
+
return LocationMatch(
|
| 347 |
+
status=LocationStatus.FOUND,
|
| 348 |
+
tenant_id=tenant_id,
|
| 349 |
+
city_info=city_info,
|
| 350 |
+
confidence=0.95,
|
| 351 |
+
matched_pattern=f"zip:{zip_code}"
|
| 352 |
+
)
|
| 353 |
+
else:
|
| 354 |
+
logger.info(f"ZIP code detected but not mapped: {zip_code}")
|
| 355 |
+
return LocationMatch(
|
| 356 |
+
status=LocationStatus.ZIP_DETECTED,
|
| 357 |
+
confidence=0.5,
|
| 358 |
+
matched_pattern=f"zip:{zip_code}"
|
| 359 |
+
)
|
| 360 |
+
|
| 361 |
+
# --- STEP 3: Match against city patterns ---
|
| 362 |
+
matches = []
|
| 363 |
+
for pattern, tenant_id in REAL_CITY_PATTERNS.items():
|
| 364 |
+
if pattern in lowered:
|
| 365 |
+
matches.append((pattern, tenant_id))
|
| 366 |
+
|
| 367 |
+
if not matches:
|
| 368 |
+
logger.info(f"No city match found for: '{lowered}'")
|
| 369 |
+
return LocationMatch(
|
| 370 |
+
status=LocationStatus.UNKNOWN,
|
| 371 |
+
confidence=0.0
|
| 372 |
+
)
|
| 373 |
+
|
| 374 |
+
# If multiple matches, pick the longest pattern (most specific)
|
| 375 |
+
# Example: "atlanta" vs "city of atlanta" β pick the longer one
|
| 376 |
+
matches.sort(key=lambda x: len(x[0]), reverse=True)
|
| 377 |
+
best_pattern, best_tenant_id = matches[0]
|
| 378 |
+
|
| 379 |
+
city_info = SupportedCities.get_city_by_tenant_id(best_tenant_id)
|
| 380 |
+
|
| 381 |
+
# Calculate confidence based on match specificity
|
| 382 |
+
confidence = min(len(best_pattern) / len(lowered), 1.0)
|
| 383 |
+
|
| 384 |
+
result = LocationMatch(
|
| 385 |
+
status=LocationStatus.FOUND,
|
| 386 |
+
tenant_id=best_tenant_id,
|
| 387 |
+
city_info=city_info,
|
| 388 |
+
confidence=confidence,
|
| 389 |
+
matched_pattern=best_pattern
|
| 390 |
+
)
|
| 391 |
+
|
| 392 |
+
# Check for ambiguity (multiple different cities matched)
|
| 393 |
+
unique_tenant_ids = set(tid for _, tid in matches)
|
| 394 |
+
if len(unique_tenant_ids) > 1:
|
| 395 |
+
result.status = LocationStatus.AMBIGUOUS
|
| 396 |
+
result.alternatives = [tid for _, tid in matches if tid != best_tenant_id]
|
| 397 |
+
logger.warning(f"Ambiguous location match: {unique_tenant_ids}")
|
| 398 |
+
|
| 399 |
+
logger.info(f"Location matched: {best_tenant_id} (confidence: {confidence:.2f})")
|
| 400 |
+
return result
|
| 401 |
+
|
| 402 |
+
|
| 403 |
+
# ============================================================
|
| 404 |
+
# DATA LOADING UTILITIES (Enhanced with error handling)
|
| 405 |
+
# ============================================================
|
| 406 |
+
|
| 407 |
+
def load_city_data(directory: Path, tenant_id: str) -> Dict[str, Any]:
|
| 408 |
+
"""
|
| 409 |
+
ποΈ Generic utility to load JSON data for a given tenant ID.
|
| 410 |
+
|
| 411 |
+
Args:
|
| 412 |
+
directory: Base path (EVENTS_PATH or RESOURCES_PATH)
|
| 413 |
+
tenant_id: City identifier (e.g., 'atlanta_ga')
|
| 414 |
+
|
| 415 |
+
Returns:
|
| 416 |
+
Parsed JSON content as dictionary
|
| 417 |
+
|
| 418 |
+
Raises:
|
| 419 |
+
FileNotFoundError: If the JSON file doesn't exist
|
| 420 |
+
json.JSONDecodeError: If the file is malformed
|
| 421 |
+
"""
|
| 422 |
+
|
| 423 |
+
file_path = directory / f"{tenant_id}.json"
|
| 424 |
+
|
| 425 |
+
if not file_path.exists():
|
| 426 |
+
logger.error(f"Data file not found: {file_path}")
|
| 427 |
+
raise FileNotFoundError(f"Data file not found: {file_path}")
|
| 428 |
+
|
| 429 |
+
try:
|
| 430 |
+
with open(file_path, 'r', encoding='utf-8') as f:
|
| 431 |
+
data = json.load(f)
|
| 432 |
+
logger.debug(f"Loaded data from {file_path}")
|
| 433 |
+
return data
|
| 434 |
+
except json.JSONDecodeError as e:
|
| 435 |
+
logger.error(f"Invalid JSON in {file_path}: {e}")
|
| 436 |
+
raise
|
| 437 |
+
except Exception as e:
|
| 438 |
+
logger.error(f"Error reading {file_path}: {e}", exc_info=True)
|
| 439 |
+
raise
|
| 440 |
+
|
| 441 |
+
|
| 442 |
+
def load_city_events(tenant_id: str) -> Dict[str, Any]:
|
| 443 |
+
"""
|
| 444 |
+
π
Loads structured event data for a given city.
|
| 445 |
+
|
| 446 |
+
Args:
|
| 447 |
+
tenant_id: City identifier (e.g., 'atlanta_ga')
|
| 448 |
+
|
| 449 |
+
Returns:
|
| 450 |
+
Event data structure with 'events' key containing list of events
|
| 451 |
+
|
| 452 |
+
Example:
|
| 453 |
+
{
|
| 454 |
+
"city": "Atlanta, GA",
|
| 455 |
+
"events": [
|
| 456 |
+
{"name": "Jazz Festival", "category": "outdoor", ...},
|
| 457 |
+
...
|
| 458 |
+
]
|
| 459 |
+
}
|
| 460 |
+
"""
|
| 461 |
+
logger.info(f"Loading events for {tenant_id}")
|
| 462 |
+
return load_city_data(EVENTS_PATH, tenant_id)
|
| 463 |
+
|
| 464 |
+
|
| 465 |
+
def load_city_resources(tenant_id: str) -> Dict[str, Any]:
|
| 466 |
+
"""
|
| 467 |
+
οΏ½οΏ½οΈ Loads civic resource data for a given city.
|
| 468 |
+
|
| 469 |
+
Args:
|
| 470 |
+
tenant_id: City identifier (e.g., 'atlanta_ga')
|
| 471 |
+
|
| 472 |
+
Returns:
|
| 473 |
+
Resource data structure with categorized resources
|
| 474 |
+
|
| 475 |
+
Example:
|
| 476 |
+
{
|
| 477 |
+
"city": "Atlanta, GA",
|
| 478 |
+
"resources": {
|
| 479 |
+
"shelters": [...],
|
| 480 |
+
"food_banks": [...],
|
| 481 |
+
"libraries": [...]
|
| 482 |
+
}
|
| 483 |
+
}
|
| 484 |
+
"""
|
| 485 |
+
logger.info(f"Loading resources for {tenant_id}")
|
| 486 |
+
return load_city_data(RESOURCES_PATH, tenant_id)
|
| 487 |
+
|
| 488 |
+
|
| 489 |
+
# ============================================================
|
| 490 |
+
# UTILITY FUNCTIONS
|
| 491 |
+
# ============================================================
|
| 492 |
+
|
| 493 |
+
def normalize_location_name(text: str) -> str:
|
| 494 |
+
"""
|
| 495 |
+
π§Ή Normalize location names into consistent format.
|
| 496 |
+
Removes spaces, hyphens, and special characters.
|
| 497 |
+
|
| 498 |
+
Example:
|
| 499 |
+
"El Paso, TX" β "elpasotx"
|
| 500 |
+
"Chesterfield County" β "chesterfieldcounty"
|
| 501 |
+
"""
|
| 502 |
+
if not text:
|
| 503 |
+
return ""
|
| 504 |
+
|
| 505 |
+
# Remove punctuation and spaces
|
| 506 |
+
normalized = re.sub(r"[\s\-,\.]+", "", text.lower().strip())
|
| 507 |
+
return normalized
|
| 508 |
+
|
| 509 |
+
|
| 510 |
+
def get_city_coordinates(tenant_id: str) -> Optional[Dict[str, float]]:
|
| 511 |
+
"""
|
| 512 |
+
πΊοΈ Returns coordinates for a city as a dictionary.
|
| 513 |
+
Useful for weather API calls.
|
| 514 |
+
|
| 515 |
+
Args:
|
| 516 |
+
tenant_id: City identifier
|
| 517 |
+
|
| 518 |
+
Returns:
|
| 519 |
+
Dictionary with "lat" and "lon" keys, or None if not found
|
| 520 |
+
|
| 521 |
+
Note: This function returns a dict for consistency with orchestrator usage.
|
| 522 |
+
Use tuple unpacking: coords = get_city_coordinates(tenant_id); lat, lon = coords["lat"], coords["lon"]
|
| 523 |
+
"""
|
| 524 |
+
city_info = SupportedCities.get_city_by_tenant_id(tenant_id)
|
| 525 |
+
if city_info and city_info.lat is not None and city_info.lon is not None:
|
| 526 |
+
return {"lat": city_info.lat, "lon": city_info.lon}
|
| 527 |
+
return None
|
| 528 |
+
|
| 529 |
+
|
| 530 |
+
def get_city_info(tenant_id: str) -> Optional[Dict[str, Any]]:
|
| 531 |
+
"""
|
| 532 |
+
ποΈ Returns city information dictionary.
|
| 533 |
+
|
| 534 |
+
Args:
|
| 535 |
+
tenant_id: City identifier
|
| 536 |
+
|
| 537 |
+
Returns:
|
| 538 |
+
Dictionary with city information (name, state, coordinates, etc.) or None
|
| 539 |
+
"""
|
| 540 |
+
city_info = SupportedCities.get_city_by_tenant_id(tenant_id)
|
| 541 |
+
if city_info:
|
| 542 |
+
return {
|
| 543 |
+
"tenant_id": city_info.tenant_id,
|
| 544 |
+
"full_name": city_info.full_name,
|
| 545 |
+
"state": city_info.state,
|
| 546 |
+
"timezone": city_info.timezone,
|
| 547 |
+
"lat": city_info.lat,
|
| 548 |
+
"lon": city_info.lon,
|
| 549 |
+
"aliases": city_info.aliases
|
| 550 |
+
}
|
| 551 |
+
return None
|
| 552 |
+
|
| 553 |
+
|
| 554 |
+
def detect_location_from_text(text: str) -> Dict[str, Any]:
|
| 555 |
+
"""
|
| 556 |
+
π Detects location from text input.
|
| 557 |
+
|
| 558 |
+
Args:
|
| 559 |
+
text: User input text
|
| 560 |
+
|
| 561 |
+
Returns:
|
| 562 |
+
Dictionary with keys:
|
| 563 |
+
- found: bool (whether location was detected)
|
| 564 |
+
- tenant_id: str (if found)
|
| 565 |
+
- city_info: dict (if found)
|
| 566 |
+
- confidence: float (0.0-1.0)
|
| 567 |
+
"""
|
| 568 |
+
result = extract_location_detailed(text)
|
| 569 |
+
|
| 570 |
+
return {
|
| 571 |
+
"found": result.status == LocationStatus.FOUND,
|
| 572 |
+
"tenant_id": result.tenant_id,
|
| 573 |
+
"city_info": {
|
| 574 |
+
"tenant_id": result.city_info.tenant_id,
|
| 575 |
+
"full_name": result.city_info.full_name,
|
| 576 |
+
"state": result.city_info.state
|
| 577 |
+
} if result.city_info else None,
|
| 578 |
+
"confidence": result.confidence,
|
| 579 |
+
"status": result.status.value
|
| 580 |
+
}
|
| 581 |
+
|
| 582 |
+
|
| 583 |
+
def validate_coordinates(lat: float, lon: float) -> Tuple[bool, Optional[str]]:
|
| 584 |
+
"""
|
| 585 |
+
β
Validates latitude and longitude coordinates.
|
| 586 |
+
|
| 587 |
+
Args:
|
| 588 |
+
lat: Latitude (-90 to 90)
|
| 589 |
+
lon: Longitude (-180 to 180)
|
| 590 |
+
|
| 591 |
+
Returns:
|
| 592 |
+
Tuple of (is_valid, error_message)
|
| 593 |
+
- is_valid: True if coordinates are valid
|
| 594 |
+
- error_message: None if valid, error description if invalid
|
| 595 |
+
"""
|
| 596 |
+
if not isinstance(lat, (int, float)) or not isinstance(lon, (int, float)):
|
| 597 |
+
return False, "Coordinates must be numeric values"
|
| 598 |
+
|
| 599 |
+
if not (-90 <= lat <= 90):
|
| 600 |
+
return False, f"Latitude must be between -90 and 90, got {lat}"
|
| 601 |
+
|
| 602 |
+
if not (-180 <= lon <= 180):
|
| 603 |
+
return False, f"Longitude must be between -180 and 180, got {lon}"
|
| 604 |
+
|
| 605 |
+
return True, None
|
| 606 |
+
|
| 607 |
+
|
| 608 |
+
def get_city_timezone(tenant_id: str) -> Optional[str]:
|
| 609 |
+
"""
|
| 610 |
+
π Returns IANA timezone string for a city.
|
| 611 |
+
Useful for time-sensitive features (events, business hours).
|
| 612 |
+
|
| 613 |
+
Args:
|
| 614 |
+
tenant_id: City identifier
|
| 615 |
+
|
| 616 |
+
Returns:
|
| 617 |
+
IANA timezone string (e.g., "America/New_York") or None
|
| 618 |
+
"""
|
| 619 |
+
city_info = SupportedCities.get_city_by_tenant_id(tenant_id)
|
| 620 |
+
return city_info.timezone if city_info else None
|
| 621 |
+
|
| 622 |
+
|
| 623 |
+
def validate_tenant_id(tenant_id: str) -> bool:
|
| 624 |
+
"""
|
| 625 |
+
β
Checks if a tenant_id is valid and supported.
|
| 626 |
+
|
| 627 |
+
Args:
|
| 628 |
+
tenant_id: City identifier to validate
|
| 629 |
+
|
| 630 |
+
Returns:
|
| 631 |
+
True if valid and supported, False otherwise
|
| 632 |
+
"""
|
| 633 |
+
city_info = SupportedCities.get_city_by_tenant_id(tenant_id)
|
| 634 |
+
return city_info is not None
|
| 635 |
+
|
| 636 |
+
|
| 637 |
+
def get_all_supported_cities() -> List[Dict[str, str]]:
|
| 638 |
+
"""
|
| 639 |
+
π Returns list of all supported cities for API responses.
|
| 640 |
+
|
| 641 |
+
Returns:
|
| 642 |
+
List of city info dictionaries with tenant_id and display name
|
| 643 |
+
|
| 644 |
+
Example:
|
| 645 |
+
[
|
| 646 |
+
{"tenant_id": "atlanta_ga", "name": "Atlanta, GA"},
|
| 647 |
+
{"tenant_id": "seattle_wa", "name": "Seattle, WA"},
|
| 648 |
+
...
|
| 649 |
+
]
|
| 650 |
+
"""
|
| 651 |
+
return [
|
| 652 |
+
{
|
| 653 |
+
"tenant_id": city.tenant_id,
|
| 654 |
+
"name": city.full_name,
|
| 655 |
+
"state": city.state
|
| 656 |
+
}
|
| 657 |
+
for city in SupportedCities.get_all_cities()
|
| 658 |
+
]
|
| 659 |
+
|
| 660 |
+
|
| 661 |
+
# ============================================================
|
| 662 |
+
# DATA VALIDATION (For startup checks)
|
| 663 |
+
# ============================================================
|
| 664 |
+
|
| 665 |
+
def validate_city_data_files() -> Dict[str, Dict[str, bool]]:
|
| 666 |
+
"""
|
| 667 |
+
π§ͺ Validates that all expected data files exist.
|
| 668 |
+
Useful for startup checks and deployment verification.
|
| 669 |
+
|
| 670 |
+
Returns:
|
| 671 |
+
Dictionary mapping tenant_id to file existence status
|
| 672 |
+
|
| 673 |
+
Example:
|
| 674 |
+
{
|
| 675 |
+
"atlanta_ga": {"events": True, "resources": True},
|
| 676 |
+
"seattle_wa": {"events": False, "resources": True}
|
| 677 |
+
}
|
| 678 |
+
"""
|
| 679 |
+
validation_results = {}
|
| 680 |
+
|
| 681 |
+
for city in SupportedCities.get_all_cities():
|
| 682 |
+
tenant_id = city.tenant_id
|
| 683 |
+
events_file = EVENTS_PATH / f"{tenant_id}.json"
|
| 684 |
+
resources_file = RESOURCES_PATH / f"{tenant_id}.json"
|
| 685 |
+
|
| 686 |
+
validation_results[tenant_id] = {
|
| 687 |
+
"events": events_file.exists(),
|
| 688 |
+
"resources": resources_file.exists()
|
| 689 |
+
}
|
| 690 |
+
|
| 691 |
+
if not events_file.exists():
|
| 692 |
+
logger.warning(f"Missing events file for {tenant_id}")
|
| 693 |
+
if not resources_file.exists():
|
| 694 |
+
logger.warning(f"Missing resources file for {tenant_id}")
|
| 695 |
+
|
| 696 |
+
return validation_results
|
| 697 |
+
|
| 698 |
+
|
| 699 |
+
# ============================================================
|
| 700 |
+
# INITIALIZATION CHECK (Call on app startup)
|
| 701 |
+
# ============================================================
|
| 702 |
+
|
| 703 |
+
def initialize_location_system() -> bool:
|
| 704 |
+
"""
|
| 705 |
+
π Validates location system is ready.
|
| 706 |
+
Should be called during app startup.
|
| 707 |
+
|
| 708 |
+
Returns:
|
| 709 |
+
True if system is ready, False if critical files missing
|
| 710 |
+
"""
|
| 711 |
+
logger.info("πΊοΈ Initializing Penny's location system...")
|
| 712 |
+
|
| 713 |
+
# Check directories exist
|
| 714 |
+
if not DATA_PATH.exists():
|
| 715 |
+
logger.error(f"Data directory not found: {DATA_PATH}")
|
| 716 |
+
return False
|
| 717 |
+
|
| 718 |
+
# Validate city data files
|
| 719 |
+
validation = validate_city_data_files()
|
| 720 |
+
|
| 721 |
+
total_cities = len(SupportedCities.get_all_cities())
|
| 722 |
+
cities_with_events = sum(1 for v in validation.values() if v["events"])
|
| 723 |
+
cities_with_resources = sum(1 for v in validation.values() if v["resources"])
|
| 724 |
+
|
| 725 |
+
logger.info(f"β
{total_cities} cities registered")
|
| 726 |
+
logger.info(f"β
{cities_with_events}/{total_cities} cities have event data")
|
| 727 |
+
logger.info(f"β
{cities_with_resources}/{total_cities} cities have resource data")
|
| 728 |
+
|
| 729 |
+
# Warn about missing data but don't fail
|
| 730 |
+
missing_data = [tid for tid, status in validation.items()
|
| 731 |
+
if not status["events"] or not status["resources"]]
|
| 732 |
+
|
| 733 |
+
if missing_data:
|
| 734 |
+
logger.warning(f"β οΈ Incomplete data for cities: {missing_data}")
|
| 735 |
+
|
| 736 |
+
logger.info("πΊοΈ Location system initialized successfully")
|
| 737 |
+
return True
|
| 738 |
+
|
| 739 |
+
|
| 740 |
+
# ============================================================
|
| 741 |
+
# GEOCODING FUNCTIONS (Azure Maps Integration)
|
| 742 |
+
# ============================================================
|
| 743 |
+
|
| 744 |
+
AZURE_MAPS_KEY = os.getenv("AZURE_MAPS_KEY")
|
| 745 |
+
|
| 746 |
+
|
| 747 |
+
async def geocode_address(address: str) -> Dict[str, Any]:
|
| 748 |
+
"""
|
| 749 |
+
πΊοΈ Convert address to coordinates using Azure Maps Search API.
|
| 750 |
+
|
| 751 |
+
Args:
|
| 752 |
+
address: Human-readable address or city name
|
| 753 |
+
|
| 754 |
+
Returns:
|
| 755 |
+
Dictionary with lat/lon or error
|
| 756 |
+
|
| 757 |
+
Example:
|
| 758 |
+
result = await geocode_address("Atlanta, GA")
|
| 759 |
+
# Returns: {"lat": 33.749, "lon": -84.388}
|
| 760 |
+
"""
|
| 761 |
+
if not AZURE_MAPS_KEY:
|
| 762 |
+
logger.error("AZURE_MAPS_KEY not configured")
|
| 763 |
+
return {"error": "Azure Maps key not configured"}
|
| 764 |
+
|
| 765 |
+
url = "https://atlas.microsoft.com/search/address/json"
|
| 766 |
+
params = {
|
| 767 |
+
"api-version": "1.0",
|
| 768 |
+
"subscription-key": AZURE_MAPS_KEY,
|
| 769 |
+
"query": address,
|
| 770 |
+
"limit": 1
|
| 771 |
+
}
|
| 772 |
+
|
| 773 |
+
try:
|
| 774 |
+
import httpx
|
| 775 |
+
async with httpx.AsyncClient(timeout=10.0) as client:
|
| 776 |
+
response = await client.get(url, params=params)
|
| 777 |
+
response.raise_for_status()
|
| 778 |
+
data = response.json()
|
| 779 |
+
|
| 780 |
+
if data.get("results") and len(data["results"]) > 0:
|
| 781 |
+
position = data["results"][0]["position"]
|
| 782 |
+
logger.info(f"Geocoded '{address}' to ({position['lat']}, {position['lon']})")
|
| 783 |
+
return {
|
| 784 |
+
"lat": position["lat"],
|
| 785 |
+
"lon": position["lon"]
|
| 786 |
+
}
|
| 787 |
+
else:
|
| 788 |
+
logger.warning(f"No results found for address: {address}")
|
| 789 |
+
return {"error": "Address not found"}
|
| 790 |
+
|
| 791 |
+
except Exception as e:
|
| 792 |
+
logger.error(f"Geocoding error: {e}", exc_info=True)
|
| 793 |
+
return {"error": f"Geocoding failed: {str(e)}"}
|
| 794 |
+
|
| 795 |
+
|
| 796 |
+
def get_user_location(city: str) -> Dict[str, Any]:
|
| 797 |
+
"""
|
| 798 |
+
π Simple wrapper to geocode a city name.
|
| 799 |
+
|
| 800 |
+
Args:
|
| 801 |
+
city: City name (e.g., "Atlanta")
|
| 802 |
+
|
| 803 |
+
Returns:
|
| 804 |
+
Dictionary with lat/lon or error
|
| 805 |
+
|
| 806 |
+
Note: This is a synchronous wrapper for backward compatibility.
|
| 807 |
+
Consider using geocode_address() directly for async code.
|
| 808 |
+
"""
|
| 809 |
+
import asyncio
|
| 810 |
+
|
| 811 |
+
try:
|
| 812 |
+
# Run the async geocode_address in a new event loop
|
| 813 |
+
loop = asyncio.new_event_loop()
|
| 814 |
+
asyncio.set_event_loop(loop)
|
| 815 |
+
result = loop.run_until_complete(geocode_address(city))
|
| 816 |
+
loop.close()
|
| 817 |
+
return result
|
| 818 |
+
except Exception as e:
|
| 819 |
+
logger.error(f"get_user_location error: {e}", exc_info=True)
|
| 820 |
+
return {"error": str(e)}
|
| 821 |
+
|
| 822 |
+
|
| 823 |
+
# ============================================================
|
| 824 |
+
# TESTING
|
| 825 |
+
# ============================================================
|
| 826 |
+
|
| 827 |
+
if __name__ == "__main__":
|
| 828 |
+
"""π§ͺ Test location utilities"""
|
| 829 |
+
|
| 830 |
+
print("=" * 60)
|
| 831 |
+
print("π§ͺ Testing Location Utils")
|
| 832 |
+
print("=" * 60)
|
| 833 |
+
|
| 834 |
+
# Initialize system
|
| 835 |
+
print("\n--- System Initialization ---")
|
| 836 |
+
initialize_location_system()
|
| 837 |
+
|
| 838 |
+
# Test location extraction
|
| 839 |
+
print("\n--- Location Extraction Tests ---")
|
| 840 |
+
test_inputs = [
|
| 841 |
+
"What's the weather in Atlanta?",
|
| 842 |
+
"Events near me",
|
| 843 |
+
"Seattle, WA",
|
| 844 |
+
"30303",
|
| 845 |
+
"Show me Birmingham",
|
| 846 |
+
"Norfolk events this weekend",
|
| 847 |
+
"What's happening in 757?"
|
| 848 |
+
]
|
| 849 |
+
|
| 850 |
+
for test in test_inputs:
|
| 851 |
+
result = extract_location_detailed(test)
|
| 852 |
+
print(f"\nInput: '{test}'")
|
| 853 |
+
print(f"Status: {result.status.value}")
|
| 854 |
+
print(f"Tenant: {result.tenant_id}")
|
| 855 |
+
print(f"Confidence: {result.confidence:.2f}")
|
| 856 |
+
|
| 857 |
+
# Test coordinate lookup
|
| 858 |
+
print("\n--- Coordinate Lookup Tests ---")
|
| 859 |
+
for city in ["atlanta_ga", "norfolk_va", "seattle_wa"]:
|
| 860 |
+
coords = get_city_coordinates(city)
|
| 861 |
+
print(f"{city}: {coords}")
|
| 862 |
+
|
| 863 |
+
print("\n" + "=" * 60)
|
| 864 |
+
print("β
Tests complete")
|
app/orchestrator.py
ADDED
|
@@ -0,0 +1,1442 @@
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|
| 1 |
+
"""
|
| 2 |
+
π PENNY Orchestrator - Request Routing & Coordination Engine
|
| 3 |
+
|
| 4 |
+
This is Penny's decision-making brain. She analyzes each request, determines
|
| 5 |
+
the best way to help, and coordinates between her specialized AI models and
|
| 6 |
+
civic data tools.
|
| 7 |
+
|
| 8 |
+
MISSION: Route every resident request to the right resource while maintaining
|
| 9 |
+
Penny's warm, helpful personality and ensuring fast, accurate responses.
|
| 10 |
+
|
| 11 |
+
FEATURES:
|
| 12 |
+
- Enhanced intent classification with confidence scoring
|
| 13 |
+
- Compound intent handling (weather + events)
|
| 14 |
+
- Graceful fallbacks when services are unavailable
|
| 15 |
+
- Performance tracking for all operations
|
| 16 |
+
- Context-aware responses
|
| 17 |
+
- Emergency routing with immediate escalation
|
| 18 |
+
|
| 19 |
+
ENHANCEMENTS (Phase 1):
|
| 20 |
+
- β
Structured logging with performance tracking
|
| 21 |
+
- β
Safe imports with availability flags
|
| 22 |
+
- β
Result format checking helper
|
| 23 |
+
- β
Enhanced error handling patterns
|
| 24 |
+
- β
Service availability tracking
|
| 25 |
+
- β
Fixed function signature mismatches
|
| 26 |
+
- β
Integration with enhanced modules
|
| 27 |
+
"""
|
| 28 |
+
|
| 29 |
+
import logging
|
| 30 |
+
import time
|
| 31 |
+
from typing import Dict, Any, Optional, List, Tuple
|
| 32 |
+
from datetime import datetime
|
| 33 |
+
from dataclasses import dataclass, field
|
| 34 |
+
from enum import Enum
|
| 35 |
+
|
| 36 |
+
# --- ENHANCED MODULE IMPORTS ---
|
| 37 |
+
from app.intents import classify_intent_detailed, IntentType, IntentMatch
|
| 38 |
+
from app.location_utils import (
|
| 39 |
+
extract_location_detailed,
|
| 40 |
+
LocationMatch,
|
| 41 |
+
LocationStatus,
|
| 42 |
+
get_city_coordinates
|
| 43 |
+
)
|
| 44 |
+
from app.logging_utils import (
|
| 45 |
+
log_interaction,
|
| 46 |
+
sanitize_for_logging,
|
| 47 |
+
LogLevel
|
| 48 |
+
)
|
| 49 |
+
|
| 50 |
+
# --- AGENT IMPORTS (with availability tracking) ---
|
| 51 |
+
try:
|
| 52 |
+
from app.weather_agent import (
|
| 53 |
+
get_weather_for_location,
|
| 54 |
+
recommend_outfit,
|
| 55 |
+
weather_to_event_recommendations,
|
| 56 |
+
format_weather_summary
|
| 57 |
+
)
|
| 58 |
+
WEATHER_AGENT_AVAILABLE = True
|
| 59 |
+
except ImportError as e:
|
| 60 |
+
logger = logging.getLogger(__name__)
|
| 61 |
+
logger.warning(f"Weather agent not available: {e}")
|
| 62 |
+
WEATHER_AGENT_AVAILABLE = False
|
| 63 |
+
|
| 64 |
+
try:
|
| 65 |
+
from app.event_weather import get_event_recommendations_with_weather
|
| 66 |
+
EVENT_WEATHER_AVAILABLE = True
|
| 67 |
+
except ImportError as e:
|
| 68 |
+
logger = logging.getLogger(__name__)
|
| 69 |
+
logger.warning(f"Event weather integration not available: {e}")
|
| 70 |
+
EVENT_WEATHER_AVAILABLE = False
|
| 71 |
+
|
| 72 |
+
try:
|
| 73 |
+
from app.tool_agent import handle_tool_request
|
| 74 |
+
TOOL_AGENT_AVAILABLE = True
|
| 75 |
+
except ImportError as e:
|
| 76 |
+
logger = logging.getLogger(__name__)
|
| 77 |
+
logger.warning(f"Tool agent not available: {e}")
|
| 78 |
+
TOOL_AGENT_AVAILABLE = False
|
| 79 |
+
|
| 80 |
+
# --- MODEL IMPORTS (with availability tracking) ---
|
| 81 |
+
try:
|
| 82 |
+
from models.translation.translation_utils import translate_text
|
| 83 |
+
TRANSLATION_AVAILABLE = True
|
| 84 |
+
except ImportError as e:
|
| 85 |
+
logger = logging.getLogger(__name__)
|
| 86 |
+
logger.warning(f"Translation service not available: {e}")
|
| 87 |
+
TRANSLATION_AVAILABLE = False
|
| 88 |
+
|
| 89 |
+
try:
|
| 90 |
+
from models.sentiment.sentiment_utils import get_sentiment_analysis
|
| 91 |
+
SENTIMENT_AVAILABLE = True
|
| 92 |
+
except ImportError as e:
|
| 93 |
+
logger = logging.getLogger(__name__)
|
| 94 |
+
logger.warning(f"Sentiment service not available: {e}")
|
| 95 |
+
SENTIMENT_AVAILABLE = False
|
| 96 |
+
|
| 97 |
+
try:
|
| 98 |
+
from models.bias.bias_utils import check_bias
|
| 99 |
+
BIAS_AVAILABLE = True
|
| 100 |
+
except ImportError as e:
|
| 101 |
+
logger = logging.getLogger(__name__)
|
| 102 |
+
logger.warning(f"Bias detection service not available: {e}")
|
| 103 |
+
BIAS_AVAILABLE = False
|
| 104 |
+
|
| 105 |
+
try:
|
| 106 |
+
from models.gemma.gemma_utils import generate_response
|
| 107 |
+
LLM_AVAILABLE = True
|
| 108 |
+
except ImportError as e:
|
| 109 |
+
logger = logging.getLogger(__name__)
|
| 110 |
+
logger.warning(f"LLM service not available: {e}")
|
| 111 |
+
LLM_AVAILABLE = False
|
| 112 |
+
|
| 113 |
+
# --- LOGGING SETUP ---
|
| 114 |
+
logger = logging.getLogger(__name__)
|
| 115 |
+
|
| 116 |
+
# --- CONFIGURATION ---
|
| 117 |
+
CORE_MODEL_ID = "penny-core-agent"
|
| 118 |
+
MAX_RESPONSE_TIME_MS = 5000 # 5 seconds - log if exceeded
|
| 119 |
+
|
| 120 |
+
# --- TRACKING COUNTERS ---
|
| 121 |
+
_orchestration_count = 0
|
| 122 |
+
_emergency_count = 0
|
| 123 |
+
|
| 124 |
+
|
| 125 |
+
# ============================================================
|
| 126 |
+
# COMPATIBILITY HELPER - Result Format Checking
|
| 127 |
+
# ============================================================
|
| 128 |
+
|
| 129 |
+
def _check_result_success(
|
| 130 |
+
result: Dict[str, Any],
|
| 131 |
+
expected_keys: List[str]
|
| 132 |
+
) -> Tuple[bool, Optional[str]]:
|
| 133 |
+
"""
|
| 134 |
+
β
Check if a utility function result indicates success.
|
| 135 |
+
|
| 136 |
+
Handles multiple return format patterns:
|
| 137 |
+
- Explicit "success" key (preferred)
|
| 138 |
+
- Presence of expected data keys (implicit success)
|
| 139 |
+
- Presence of "error" key (explicit failure)
|
| 140 |
+
|
| 141 |
+
This helper fixes compatibility issues where different utility
|
| 142 |
+
functions return different result formats.
|
| 143 |
+
|
| 144 |
+
Args:
|
| 145 |
+
result: Dictionary returned from utility function
|
| 146 |
+
expected_keys: List of keys that indicate successful data
|
| 147 |
+
|
| 148 |
+
Returns:
|
| 149 |
+
Tuple of (is_success, error_message)
|
| 150 |
+
|
| 151 |
+
Example:
|
| 152 |
+
result = await translate_text(message, "en", "es")
|
| 153 |
+
success, error = _check_result_success(result, ["translated_text"])
|
| 154 |
+
if success:
|
| 155 |
+
text = result.get("translated_text")
|
| 156 |
+
"""
|
| 157 |
+
# Check for explicit success key
|
| 158 |
+
if "success" in result:
|
| 159 |
+
return result["success"], result.get("error")
|
| 160 |
+
|
| 161 |
+
# Check for explicit error (presence = failure)
|
| 162 |
+
if "error" in result and result["error"]:
|
| 163 |
+
return False, result["error"]
|
| 164 |
+
|
| 165 |
+
# Check for expected data keys (implicit success)
|
| 166 |
+
has_data = any(key in result for key in expected_keys)
|
| 167 |
+
if has_data:
|
| 168 |
+
return True, None
|
| 169 |
+
|
| 170 |
+
# Unknown format - assume failure
|
| 171 |
+
return False, "Unexpected response format"
|
| 172 |
+
|
| 173 |
+
|
| 174 |
+
# ============================================================
|
| 175 |
+
# SERVICE AVAILABILITY CHECK
|
| 176 |
+
# ============================================================
|
| 177 |
+
|
| 178 |
+
def get_service_availability() -> Dict[str, bool]:
|
| 179 |
+
"""
|
| 180 |
+
π Returns which services are currently available.
|
| 181 |
+
|
| 182 |
+
Used for health checks, debugging, and deciding whether
|
| 183 |
+
to attempt service calls or use fallbacks.
|
| 184 |
+
|
| 185 |
+
Returns:
|
| 186 |
+
Dictionary mapping service names to availability status
|
| 187 |
+
"""
|
| 188 |
+
return {
|
| 189 |
+
"translation": TRANSLATION_AVAILABLE,
|
| 190 |
+
"sentiment": SENTIMENT_AVAILABLE,
|
| 191 |
+
"bias_detection": BIAS_AVAILABLE,
|
| 192 |
+
"llm": LLM_AVAILABLE,
|
| 193 |
+
"tool_agent": TOOL_AGENT_AVAILABLE,
|
| 194 |
+
"weather": WEATHER_AGENT_AVAILABLE,
|
| 195 |
+
"event_weather": EVENT_WEATHER_AVAILABLE
|
| 196 |
+
}
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
# ============================================================
|
| 200 |
+
# ORCHESTRATION RESULT STRUCTURE
|
| 201 |
+
# ============================================================
|
| 202 |
+
|
| 203 |
+
@dataclass
|
| 204 |
+
class OrchestrationResult:
|
| 205 |
+
"""
|
| 206 |
+
π¦ Structured result from orchestration pipeline.
|
| 207 |
+
|
| 208 |
+
This format is used throughout the system for consistency
|
| 209 |
+
and makes it easy to track what happened during request processing.
|
| 210 |
+
"""
|
| 211 |
+
intent: str # Detected intent
|
| 212 |
+
reply: str # User-facing response
|
| 213 |
+
success: bool # Whether request succeeded
|
| 214 |
+
tenant_id: Optional[str] = None # City/location identifier
|
| 215 |
+
data: Optional[Dict[str, Any]] = None # Raw data from services
|
| 216 |
+
model_id: Optional[str] = None # Which model/service was used
|
| 217 |
+
error: Optional[str] = None # Error message if failed
|
| 218 |
+
response_time_ms: Optional[float] = None
|
| 219 |
+
confidence: Optional[float] = None # Intent confidence score
|
| 220 |
+
fallback_used: bool = False # True if fallback logic triggered
|
| 221 |
+
|
| 222 |
+
def to_dict(self) -> Dict[str, Any]:
|
| 223 |
+
"""Converts to dictionary for API responses."""
|
| 224 |
+
return {
|
| 225 |
+
"intent": self.intent,
|
| 226 |
+
"reply": self.reply,
|
| 227 |
+
"success": self.success,
|
| 228 |
+
"tenant_id": self.tenant_id,
|
| 229 |
+
"data": self.data,
|
| 230 |
+
"model_id": self.model_id,
|
| 231 |
+
"error": self.error,
|
| 232 |
+
"response_time_ms": self.response_time_ms,
|
| 233 |
+
"confidence": self.confidence,
|
| 234 |
+
"fallback_used": self.fallback_used
|
| 235 |
+
}
|
| 236 |
+
|
| 237 |
+
|
| 238 |
+
# ============================================================
|
| 239 |
+
# MAIN ORCHESTRATOR FUNCTION (ENHANCED)
|
| 240 |
+
# ============================================================
|
| 241 |
+
|
| 242 |
+
async def run_orchestrator(
|
| 243 |
+
message: str,
|
| 244 |
+
context: Dict[str, Any] = None
|
| 245 |
+
) -> Dict[str, Any]:
|
| 246 |
+
"""
|
| 247 |
+
π§ Main decision-making brain of Penny.
|
| 248 |
+
|
| 249 |
+
This function:
|
| 250 |
+
1. Analyzes the user's message to determine intent
|
| 251 |
+
2. Extracts location/city information
|
| 252 |
+
3. Routes to the appropriate specialized service
|
| 253 |
+
4. Handles errors gracefully with helpful fallbacks
|
| 254 |
+
5. Tracks performance and logs the interaction
|
| 255 |
+
|
| 256 |
+
Args:
|
| 257 |
+
message: User's input text
|
| 258 |
+
context: Additional context (tenant_id, lat, lon, session_id, etc.)
|
| 259 |
+
|
| 260 |
+
Returns:
|
| 261 |
+
Dictionary with response and metadata
|
| 262 |
+
|
| 263 |
+
Example:
|
| 264 |
+
result = await run_orchestrator(
|
| 265 |
+
message="What's the weather in Atlanta?",
|
| 266 |
+
context={"lat": 33.7490, "lon": -84.3880}
|
| 267 |
+
)
|
| 268 |
+
"""
|
| 269 |
+
global _orchestration_count
|
| 270 |
+
_orchestration_count += 1
|
| 271 |
+
|
| 272 |
+
start_time = time.time()
|
| 273 |
+
|
| 274 |
+
# Initialize context if not provided
|
| 275 |
+
if context is None:
|
| 276 |
+
context = {}
|
| 277 |
+
|
| 278 |
+
# Sanitize message for logging (PII protection)
|
| 279 |
+
safe_message = sanitize_for_logging(message)
|
| 280 |
+
logger.info(f"π Orchestrator processing: '{safe_message[:50]}...'")
|
| 281 |
+
|
| 282 |
+
try:
|
| 283 |
+
# === STEP 1: CLASSIFY INTENT (Enhanced) ===
|
| 284 |
+
intent_result = classify_intent_detailed(message)
|
| 285 |
+
intent = intent_result.intent
|
| 286 |
+
confidence = intent_result.confidence
|
| 287 |
+
|
| 288 |
+
logger.info(
|
| 289 |
+
f"Intent detected: {intent.value} "
|
| 290 |
+
f"(confidence: {confidence:.2f})"
|
| 291 |
+
)
|
| 292 |
+
|
| 293 |
+
# === STEP 2: EXTRACT LOCATION ===
|
| 294 |
+
tenant_id = context.get("tenant_id")
|
| 295 |
+
lat = context.get("lat")
|
| 296 |
+
lon = context.get("lon")
|
| 297 |
+
|
| 298 |
+
# If tenant_id not provided, try to extract from message
|
| 299 |
+
if not tenant_id or tenant_id == "unknown":
|
| 300 |
+
location_result = extract_location_detailed(message)
|
| 301 |
+
|
| 302 |
+
if location_result.status == LocationStatus.FOUND:
|
| 303 |
+
tenant_id = location_result.tenant_id
|
| 304 |
+
logger.info(f"Location extracted: {tenant_id}")
|
| 305 |
+
|
| 306 |
+
# Get coordinates for this tenant if available
|
| 307 |
+
coords = get_city_coordinates(tenant_id)
|
| 308 |
+
if coords and lat is None and lon is None:
|
| 309 |
+
lat, lon = coords["lat"], coords["lon"]
|
| 310 |
+
logger.info(f"Coordinates loaded: {lat}, {lon}")
|
| 311 |
+
|
| 312 |
+
elif location_result.status == LocationStatus.USER_LOCATION_NEEDED:
|
| 313 |
+
logger.info("User location services needed")
|
| 314 |
+
else:
|
| 315 |
+
logger.info(f"No location detected: {location_result.status}")
|
| 316 |
+
|
| 317 |
+
# === STEP 3: HANDLE EMERGENCY INTENTS (CRITICAL) ===
|
| 318 |
+
if intent == IntentType.EMERGENCY:
|
| 319 |
+
return await _handle_emergency(
|
| 320 |
+
message=message,
|
| 321 |
+
context=context,
|
| 322 |
+
start_time=start_time
|
| 323 |
+
)
|
| 324 |
+
|
| 325 |
+
# === STEP 4: ROUTE TO APPROPRIATE HANDLER ===
|
| 326 |
+
|
| 327 |
+
# Translation
|
| 328 |
+
if intent == IntentType.TRANSLATION:
|
| 329 |
+
result = await _handle_translation(message, context)
|
| 330 |
+
|
| 331 |
+
# Sentiment Analysis
|
| 332 |
+
elif intent == IntentType.SENTIMENT_ANALYSIS:
|
| 333 |
+
result = await _handle_sentiment(message, context)
|
| 334 |
+
|
| 335 |
+
# Bias Detection
|
| 336 |
+
elif intent == IntentType.BIAS_DETECTION:
|
| 337 |
+
result = await _handle_bias(message, context)
|
| 338 |
+
|
| 339 |
+
# Document Processing
|
| 340 |
+
elif intent == IntentType.DOCUMENT_PROCESSING:
|
| 341 |
+
result = await _handle_document(message, context)
|
| 342 |
+
|
| 343 |
+
# Weather (includes compound weather+events handling)
|
| 344 |
+
async def _handle_weather(
|
| 345 |
+
message: str,
|
| 346 |
+
context: Dict[str, Any],
|
| 347 |
+
tenant_id: Optional[str],
|
| 348 |
+
lat: Optional[float],
|
| 349 |
+
lon: Optional[float],
|
| 350 |
+
intent_result: IntentMatch
|
| 351 |
+
) -> OrchestrationResult:
|
| 352 |
+
"""
|
| 353 |
+
π€οΈ Weather handler with compound intent support.
|
| 354 |
+
|
| 355 |
+
Handles both simple weather queries and compound weather+events queries.
|
| 356 |
+
Uses enhanced weather_agent.py with caching and performance tracking.
|
| 357 |
+
"""
|
| 358 |
+
logger.info("π€οΈ Processing weather request")
|
| 359 |
+
|
| 360 |
+
# Check service availability first
|
| 361 |
+
if not WEATHER_AGENT_AVAILABLE:
|
| 362 |
+
logger.warning("Weather agent not available")
|
| 363 |
+
return OrchestrationResult(
|
| 364 |
+
intent=IntentType.WEATHER.value,
|
| 365 |
+
reply="Weather service isn't available right now. Try again soon! π€οΈ",
|
| 366 |
+
success=False,
|
| 367 |
+
error="Weather agent not loaded",
|
| 368 |
+
fallback_used=True
|
| 369 |
+
)
|
| 370 |
+
|
| 371 |
+
# Check for compound intent (weather + events)
|
| 372 |
+
is_compound = intent_result.is_compound or IntentType.EVENTS in intent_result.secondary_intents
|
| 373 |
+
|
| 374 |
+
# === ENHANCED LOCATION RESOLUTION ===
|
| 375 |
+
|
| 376 |
+
# Step 1: Try to extract location from the query itself
|
| 377 |
+
if not tenant_id or (lat is None or lon is None):
|
| 378 |
+
location_result = extract_location_detailed(message)
|
| 379 |
+
|
| 380 |
+
if location_result.status == LocationStatus.FOUND:
|
| 381 |
+
tenant_id = location_result.tenant_id
|
| 382 |
+
logger.info(f"π Location extracted from query: {tenant_id}")
|
| 383 |
+
|
| 384 |
+
# Get coordinates for extracted location
|
| 385 |
+
coords = get_city_coordinates(tenant_id)
|
| 386 |
+
if coords:
|
| 387 |
+
lat, lon = coords["lat"], coords["lon"]
|
| 388 |
+
logger.info(f"β
Coordinates found: {lat}, {lon}")
|
| 389 |
+
|
| 390 |
+
# Step 2: If still no coordinates, try to get from tenant_id
|
| 391 |
+
if (lat is None or lon is None) and tenant_id:
|
| 392 |
+
coords = get_city_coordinates(tenant_id)
|
| 393 |
+
if coords:
|
| 394 |
+
lat, lon = coords["lat"], coords["lon"]
|
| 395 |
+
logger.info(f"β
Coordinates from tenant_id: {lat}, {lon}")
|
| 396 |
+
|
| 397 |
+
# Step 3: If still no coordinates, ask for location
|
| 398 |
+
if lat is None or lon is None:
|
| 399 |
+
logger.warning("β No coordinates available for weather request")
|
| 400 |
+
return OrchestrationResult(
|
| 401 |
+
intent=IntentType.WEATHER.value,
|
| 402 |
+
reply=(
|
| 403 |
+
"I need to know your location to check the weather! π "
|
| 404 |
+
"You can tell me your city, or share your location."
|
| 405 |
+
),
|
| 406 |
+
success=False,
|
| 407 |
+
error="Location required"
|
| 408 |
+
)
|
| 409 |
+
|
| 410 |
+
try:
|
| 411 |
+
# Use combined weather + events if compound intent detected
|
| 412 |
+
if is_compound and tenant_id and EVENT_WEATHER_AVAILABLE:
|
| 413 |
+
logger.info("Using weather+events combined handler")
|
| 414 |
+
result = await get_event_recommendations_with_weather(tenant_id, lat, lon)
|
| 415 |
+
|
| 416 |
+
# Build response
|
| 417 |
+
weather = result.get("weather", {})
|
| 418 |
+
weather_summary = result.get("weather_summary", "Weather unavailable")
|
| 419 |
+
suggestions = result.get("suggestions", [])
|
| 420 |
+
|
| 421 |
+
reply_lines = [f"π€οΈ **Weather Update:**\n{weather_summary}\n"]
|
| 422 |
+
|
| 423 |
+
if suggestions:
|
| 424 |
+
reply_lines.append("\nπ
**Event Suggestions Based on Weather:**")
|
| 425 |
+
for suggestion in suggestions[:5]: # Top 5 suggestions
|
| 426 |
+
reply_lines.append(f"β’ {suggestion}")
|
| 427 |
+
|
| 428 |
+
reply = "\n".join(reply_lines)
|
| 429 |
+
|
| 430 |
+
return OrchestrationResult(
|
| 431 |
+
intent=IntentType.WEATHER.value,
|
| 432 |
+
reply=reply,
|
| 433 |
+
success=True,
|
| 434 |
+
data=result,
|
| 435 |
+
model_id="weather_events_combined"
|
| 436 |
+
)
|
| 437 |
+
|
| 438 |
+
else:
|
| 439 |
+
# Simple weather query using enhanced weather_agent
|
| 440 |
+
logger.info(f"π€οΈ Fetching weather for coordinates: {lat}, {lon}")
|
| 441 |
+
weather = await get_weather_for_location(lat, lon)
|
| 442 |
+
|
| 443 |
+
# Use enhanced weather_agent's format_weather_summary
|
| 444 |
+
weather_text = format_weather_summary(weather)
|
| 445 |
+
|
| 446 |
+
# Get outfit recommendation from enhanced weather_agent
|
| 447 |
+
temp = weather.get("temperature", {}).get("value", 70)
|
| 448 |
+
condition = weather.get("phrase", "Clear")
|
| 449 |
+
outfit = recommend_outfit(temp, condition)
|
| 450 |
+
|
| 451 |
+
# Build friendly response with location name if available
|
| 452 |
+
location_name = tenant_id.replace("_", " ").title() if tenant_id else "your location"
|
| 453 |
+
reply = f"π€οΈ **Weather for {location_name}:**\n\n{weather_text}\n\nπ {outfit}"
|
| 454 |
+
|
| 455 |
+
logger.info(f"β
Weather fetched successfully for {location_name}")
|
| 456 |
+
|
| 457 |
+
return OrchestrationResult(
|
| 458 |
+
intent=IntentType.WEATHER.value,
|
| 459 |
+
reply=reply,
|
| 460 |
+
success=True,
|
| 461 |
+
data=weather,
|
| 462 |
+
model_id="azure-maps-weather",
|
| 463 |
+
tenant_id=tenant_id
|
| 464 |
+
)
|
| 465 |
+
|
| 466 |
+
except Exception as e:
|
| 467 |
+
logger.error(f"β Weather error: {e}", exc_info=True)
|
| 468 |
+
return OrchestrationResult(
|
| 469 |
+
intent=IntentType.WEATHER.value,
|
| 470 |
+
reply=(
|
| 471 |
+
"I'm having trouble getting weather data right now. "
|
| 472 |
+
"Can I help you with something else? π"
|
| 473 |
+
),
|
| 474 |
+
success=False,
|
| 475 |
+
error=str(e),
|
| 476 |
+
fallback_used=True
|
| 477 |
+
)
|
| 478 |
+
|
| 479 |
+
# Events
|
| 480 |
+
elif intent == IntentType.EVENTS:
|
| 481 |
+
result = await _handle_events(
|
| 482 |
+
message=message,
|
| 483 |
+
context=context,
|
| 484 |
+
tenant_id=tenant_id,
|
| 485 |
+
lat=lat,
|
| 486 |
+
lon=lon,
|
| 487 |
+
intent_result=intent_result
|
| 488 |
+
)
|
| 489 |
+
|
| 490 |
+
# Local Resources
|
| 491 |
+
elif intent == IntentType.LOCAL_RESOURCES:
|
| 492 |
+
result = await _handle_local_resources(
|
| 493 |
+
message=message,
|
| 494 |
+
context=context,
|
| 495 |
+
tenant_id=tenant_id,
|
| 496 |
+
lat=lat,
|
| 497 |
+
lon=lon
|
| 498 |
+
)
|
| 499 |
+
|
| 500 |
+
# Greeting, Help, Unknown
|
| 501 |
+
elif intent in [IntentType.GREETING, IntentType.HELP, IntentType.UNKNOWN]:
|
| 502 |
+
result = await _handle_conversational(
|
| 503 |
+
message=message,
|
| 504 |
+
intent=intent,
|
| 505 |
+
context=context
|
| 506 |
+
)
|
| 507 |
+
|
| 508 |
+
else:
|
| 509 |
+
# Unhandled intent type (shouldn't happen, but safety net)
|
| 510 |
+
result = await _handle_fallback(message, intent, context)
|
| 511 |
+
|
| 512 |
+
# === STEP 5: ADD METADATA & LOG INTERACTION ===
|
| 513 |
+
response_time = (time.time() - start_time) * 1000
|
| 514 |
+
result.response_time_ms = round(response_time, 2)
|
| 515 |
+
result.confidence = confidence
|
| 516 |
+
result.tenant_id = tenant_id
|
| 517 |
+
|
| 518 |
+
# Log the interaction with structured logging
|
| 519 |
+
log_interaction(
|
| 520 |
+
tenant_id=tenant_id or "unknown",
|
| 521 |
+
interaction_type="orchestration",
|
| 522 |
+
intent=intent.value,
|
| 523 |
+
response_time_ms=response_time,
|
| 524 |
+
success=result.success,
|
| 525 |
+
metadata={
|
| 526 |
+
"confidence": confidence,
|
| 527 |
+
"fallback_used": result.fallback_used,
|
| 528 |
+
"model_id": result.model_id,
|
| 529 |
+
"orchestration_count": _orchestration_count
|
| 530 |
+
}
|
| 531 |
+
)
|
| 532 |
+
|
| 533 |
+
# Log slow responses
|
| 534 |
+
if response_time > MAX_RESPONSE_TIME_MS:
|
| 535 |
+
logger.warning(
|
| 536 |
+
f"β οΈ Slow response: {response_time:.0f}ms "
|
| 537 |
+
f"(intent: {intent.value})"
|
| 538 |
+
)
|
| 539 |
+
|
| 540 |
+
logger.info(
|
| 541 |
+
f"β
Orchestration complete: {intent.value} "
|
| 542 |
+
f"({response_time:.0f}ms)"
|
| 543 |
+
)
|
| 544 |
+
|
| 545 |
+
return result.to_dict()
|
| 546 |
+
|
| 547 |
+
except Exception as e:
|
| 548 |
+
# === CATASTROPHIC FAILURE HANDLER ===
|
| 549 |
+
response_time = (time.time() - start_time) * 1000
|
| 550 |
+
logger.error(
|
| 551 |
+
f"β Orchestrator error: {e} "
|
| 552 |
+
f"(response_time: {response_time:.0f}ms)",
|
| 553 |
+
exc_info=True
|
| 554 |
+
)
|
| 555 |
+
|
| 556 |
+
# Log failed interaction
|
| 557 |
+
log_interaction(
|
| 558 |
+
tenant_id=context.get("tenant_id", "unknown"),
|
| 559 |
+
interaction_type="orchestration_error",
|
| 560 |
+
intent="error",
|
| 561 |
+
response_time_ms=response_time,
|
| 562 |
+
success=False,
|
| 563 |
+
metadata={
|
| 564 |
+
"error": str(e),
|
| 565 |
+
"error_type": type(e).__name__
|
| 566 |
+
}
|
| 567 |
+
)
|
| 568 |
+
|
| 569 |
+
error_result = OrchestrationResult(
|
| 570 |
+
intent="error",
|
| 571 |
+
reply=(
|
| 572 |
+
"I'm having trouble processing your request right now. "
|
| 573 |
+
"Please try again in a moment, or let me know if you need "
|
| 574 |
+
"immediate assistance! π"
|
| 575 |
+
),
|
| 576 |
+
success=False,
|
| 577 |
+
error=str(e),
|
| 578 |
+
model_id="orchestrator",
|
| 579 |
+
fallback_used=True,
|
| 580 |
+
response_time_ms=round(response_time, 2)
|
| 581 |
+
)
|
| 582 |
+
|
| 583 |
+
return error_result.to_dict()
|
| 584 |
+
|
| 585 |
+
|
| 586 |
+
# ============================================================
|
| 587 |
+
# SPECIALIZED INTENT HANDLERS (ENHANCED)
|
| 588 |
+
# ============================================================
|
| 589 |
+
|
| 590 |
+
async def _handle_emergency(
|
| 591 |
+
message: str,
|
| 592 |
+
context: Dict[str, Any],
|
| 593 |
+
start_time: float
|
| 594 |
+
) -> OrchestrationResult:
|
| 595 |
+
"""
|
| 596 |
+
π¨ CRITICAL: Emergency intent handler.
|
| 597 |
+
|
| 598 |
+
This function handles crisis situations with immediate routing
|
| 599 |
+
to appropriate services. All emergency interactions are logged
|
| 600 |
+
for compliance and safety tracking.
|
| 601 |
+
|
| 602 |
+
IMPORTANT: This is a compliance-critical function. All emergency
|
| 603 |
+
interactions must be logged and handled with priority.
|
| 604 |
+
"""
|
| 605 |
+
global _emergency_count
|
| 606 |
+
_emergency_count += 1
|
| 607 |
+
|
| 608 |
+
# Sanitize message for logging (but keep full context for safety review)
|
| 609 |
+
safe_message = sanitize_for_logging(message)
|
| 610 |
+
logger.warning(f"π¨ EMERGENCY INTENT DETECTED (#{_emergency_count}): {safe_message[:100]}")
|
| 611 |
+
|
| 612 |
+
# TODO: Integrate with safety_utils.py when enhanced
|
| 613 |
+
# from app.safety_utils import route_emergency
|
| 614 |
+
# result = await route_emergency(message, context)
|
| 615 |
+
|
| 616 |
+
# For now, provide crisis resources
|
| 617 |
+
reply = (
|
| 618 |
+
"π¨ **If this is a life-threatening emergency, please call 911 immediately.**\n\n"
|
| 619 |
+
"For crisis support:\n"
|
| 620 |
+
"- **National Suicide Prevention Lifeline:** 988\n"
|
| 621 |
+
"- **Crisis Text Line:** Text HOME to 741741\n"
|
| 622 |
+
"- **National Domestic Violence Hotline:** 1-800-799-7233\n\n"
|
| 623 |
+
"I'm here to help connect you with local resources. "
|
| 624 |
+
"What kind of support do you need right now?"
|
| 625 |
+
)
|
| 626 |
+
|
| 627 |
+
# Log emergency interaction for compliance (CRITICAL)
|
| 628 |
+
response_time = (time.time() - start_time) * 1000
|
| 629 |
+
log_interaction(
|
| 630 |
+
tenant_id=context.get("tenant_id", "emergency"),
|
| 631 |
+
interaction_type="emergency",
|
| 632 |
+
intent=IntentType.EMERGENCY.value,
|
| 633 |
+
response_time_ms=response_time,
|
| 634 |
+
success=True,
|
| 635 |
+
metadata={
|
| 636 |
+
"emergency_number": _emergency_count,
|
| 637 |
+
"message_length": len(message),
|
| 638 |
+
"timestamp": datetime.now().isoformat(),
|
| 639 |
+
"action": "crisis_resources_provided"
|
| 640 |
+
}
|
| 641 |
+
)
|
| 642 |
+
|
| 643 |
+
logger.critical(
|
| 644 |
+
f"EMERGENCY LOG #{_emergency_count}: Resources provided "
|
| 645 |
+
f"({response_time:.0f}ms)"
|
| 646 |
+
)
|
| 647 |
+
|
| 648 |
+
return OrchestrationResult(
|
| 649 |
+
intent=IntentType.EMERGENCY.value,
|
| 650 |
+
reply=reply,
|
| 651 |
+
success=True,
|
| 652 |
+
model_id="emergency_router",
|
| 653 |
+
data={"crisis_resources_provided": True},
|
| 654 |
+
response_time_ms=round(response_time, 2)
|
| 655 |
+
)
|
| 656 |
+
|
| 657 |
+
|
| 658 |
+
async def _handle_translation(
|
| 659 |
+
message: str,
|
| 660 |
+
context: Dict[str, Any]
|
| 661 |
+
) -> OrchestrationResult:
|
| 662 |
+
"""
|
| 663 |
+
π Translation handler - 27 languages supported.
|
| 664 |
+
|
| 665 |
+
Handles translation requests with graceful fallback if service
|
| 666 |
+
is unavailable.
|
| 667 |
+
"""
|
| 668 |
+
logger.info("π Processing translation request")
|
| 669 |
+
|
| 670 |
+
# Check service availability first
|
| 671 |
+
if not TRANSLATION_AVAILABLE:
|
| 672 |
+
logger.warning("Translation service not available")
|
| 673 |
+
return OrchestrationResult(
|
| 674 |
+
intent=IntentType.TRANSLATION.value,
|
| 675 |
+
reply="Translation isn't available right now. Try again soon! π",
|
| 676 |
+
success=False,
|
| 677 |
+
error="Service not loaded",
|
| 678 |
+
fallback_used=True
|
| 679 |
+
)
|
| 680 |
+
|
| 681 |
+
try:
|
| 682 |
+
# Extract language parameters from context
|
| 683 |
+
source_lang = context.get("source_lang", "eng_Latn")
|
| 684 |
+
target_lang = context.get("target_lang", "spa_Latn")
|
| 685 |
+
|
| 686 |
+
# TODO: Parse languages from message when enhanced
|
| 687 |
+
# Example: "Translate 'hello' to Spanish"
|
| 688 |
+
|
| 689 |
+
result = await translate_text(message, source_lang, target_lang)
|
| 690 |
+
|
| 691 |
+
# Use compatibility helper to check result
|
| 692 |
+
success, error = _check_result_success(result, ["translated_text"])
|
| 693 |
+
|
| 694 |
+
if success:
|
| 695 |
+
translated = result.get("translated_text", "")
|
| 696 |
+
reply = (
|
| 697 |
+
f"Here's the translation:\n\n"
|
| 698 |
+
f"**{translated}**\n\n"
|
| 699 |
+
f"(Translated from {source_lang} to {target_lang})"
|
| 700 |
+
)
|
| 701 |
+
|
| 702 |
+
return OrchestrationResult(
|
| 703 |
+
intent=IntentType.TRANSLATION.value,
|
| 704 |
+
reply=reply,
|
| 705 |
+
success=True,
|
| 706 |
+
data=result,
|
| 707 |
+
model_id="penny-translate-agent"
|
| 708 |
+
)
|
| 709 |
+
else:
|
| 710 |
+
raise Exception(error or "Translation failed")
|
| 711 |
+
|
| 712 |
+
except Exception as e:
|
| 713 |
+
logger.error(f"Translation error: {e}", exc_info=True)
|
| 714 |
+
return OrchestrationResult(
|
| 715 |
+
intent=IntentType.TRANSLATION.value,
|
| 716 |
+
reply=(
|
| 717 |
+
"I had trouble translating that. Could you rephrase? π¬"
|
| 718 |
+
),
|
| 719 |
+
success=False,
|
| 720 |
+
error=str(e),
|
| 721 |
+
fallback_used=True
|
| 722 |
+
)
|
| 723 |
+
|
| 724 |
+
|
| 725 |
+
async def _handle_sentiment(
|
| 726 |
+
message: str,
|
| 727 |
+
context: Dict[str, Any]
|
| 728 |
+
) -> OrchestrationResult:
|
| 729 |
+
"""
|
| 730 |
+
π Sentiment analysis handler.
|
| 731 |
+
|
| 732 |
+
Analyzes the emotional tone of text with graceful fallback
|
| 733 |
+
if service is unavailable.
|
| 734 |
+
"""
|
| 735 |
+
logger.info("π Processing sentiment analysis")
|
| 736 |
+
|
| 737 |
+
# Check service availability first
|
| 738 |
+
if not SENTIMENT_AVAILABLE:
|
| 739 |
+
logger.warning("Sentiment service not available")
|
| 740 |
+
return OrchestrationResult(
|
| 741 |
+
intent=IntentType.SENTIMENT_ANALYSIS.value,
|
| 742 |
+
reply="Sentiment analysis isn't available right now. Try again soon! π",
|
| 743 |
+
success=False,
|
| 744 |
+
error="Service not loaded",
|
| 745 |
+
fallback_used=True
|
| 746 |
+
)
|
| 747 |
+
|
| 748 |
+
try:
|
| 749 |
+
result = await get_sentiment_analysis(message)
|
| 750 |
+
|
| 751 |
+
# Use compatibility helper to check result
|
| 752 |
+
success, error = _check_result_success(result, ["label", "score"])
|
| 753 |
+
|
| 754 |
+
if success:
|
| 755 |
+
sentiment = result.get("label", "neutral")
|
| 756 |
+
confidence = result.get("score", 0.0)
|
| 757 |
+
|
| 758 |
+
reply = (
|
| 759 |
+
f"The overall sentiment detected is: **{sentiment}**\n"
|
| 760 |
+
f"Confidence: {confidence:.1%}"
|
| 761 |
+
)
|
| 762 |
+
|
| 763 |
+
return OrchestrationResult(
|
| 764 |
+
intent=IntentType.SENTIMENT_ANALYSIS.value,
|
| 765 |
+
reply=reply,
|
| 766 |
+
success=True,
|
| 767 |
+
data=result,
|
| 768 |
+
model_id="penny-sentiment-agent"
|
| 769 |
+
)
|
| 770 |
+
else:
|
| 771 |
+
raise Exception(error or "Sentiment analysis failed")
|
| 772 |
+
|
| 773 |
+
except Exception as e:
|
| 774 |
+
logger.error(f"Sentiment analysis error: {e}", exc_info=True)
|
| 775 |
+
return OrchestrationResult(
|
| 776 |
+
intent=IntentType.SENTIMENT_ANALYSIS.value,
|
| 777 |
+
reply="I couldn't analyze the sentiment right now. Try again? π",
|
| 778 |
+
success=False,
|
| 779 |
+
error=str(e),
|
| 780 |
+
fallback_used=True
|
| 781 |
+
)
|
| 782 |
+
|
| 783 |
+
async def _handle_bias(
|
| 784 |
+
message: str,
|
| 785 |
+
context: Dict[str, Any]
|
| 786 |
+
) -> OrchestrationResult:
|
| 787 |
+
"""
|
| 788 |
+
βοΈ Bias detection handler.
|
| 789 |
+
|
| 790 |
+
Analyzes text for potential bias patterns with graceful fallback
|
| 791 |
+
if service is unavailable.
|
| 792 |
+
"""
|
| 793 |
+
logger.info("βοΈ Processing bias detection")
|
| 794 |
+
|
| 795 |
+
# Check service availability first
|
| 796 |
+
if not BIAS_AVAILABLE:
|
| 797 |
+
logger.warning("Bias detection service not available")
|
| 798 |
+
return OrchestrationResult(
|
| 799 |
+
intent=IntentType.BIAS_DETECTION.value,
|
| 800 |
+
reply="Bias detection isn't available right now. Try again soon! βοΈ",
|
| 801 |
+
success=False,
|
| 802 |
+
error="Service not loaded",
|
| 803 |
+
fallback_used=True
|
| 804 |
+
)
|
| 805 |
+
|
| 806 |
+
try:
|
| 807 |
+
result = await check_bias(message)
|
| 808 |
+
|
| 809 |
+
# Use compatibility helper to check result
|
| 810 |
+
success, error = _check_result_success(result, ["analysis"])
|
| 811 |
+
|
| 812 |
+
if success:
|
| 813 |
+
analysis = result.get("analysis", [])
|
| 814 |
+
|
| 815 |
+
if analysis:
|
| 816 |
+
top_result = analysis[0]
|
| 817 |
+
label = top_result.get("label", "unknown")
|
| 818 |
+
score = top_result.get("score", 0.0)
|
| 819 |
+
|
| 820 |
+
reply = (
|
| 821 |
+
f"Bias analysis complete:\n\n"
|
| 822 |
+
f"**Most likely category:** {label}\n"
|
| 823 |
+
f"**Confidence:** {score:.1%}"
|
| 824 |
+
)
|
| 825 |
+
else:
|
| 826 |
+
reply = "The text appears relatively neutral. βοΈ"
|
| 827 |
+
|
| 828 |
+
return OrchestrationResult(
|
| 829 |
+
intent=IntentType.BIAS_DETECTION.value,
|
| 830 |
+
reply=reply,
|
| 831 |
+
success=True,
|
| 832 |
+
data=result,
|
| 833 |
+
model_id="penny-bias-checker"
|
| 834 |
+
)
|
| 835 |
+
else:
|
| 836 |
+
raise Exception(error or "Bias detection failed")
|
| 837 |
+
|
| 838 |
+
except Exception as e:
|
| 839 |
+
logger.error(f"Bias detection error: {e}", exc_info=True)
|
| 840 |
+
return OrchestrationResult(
|
| 841 |
+
intent=IntentType.BIAS_DETECTION.value,
|
| 842 |
+
reply="I couldn't check for bias right now. Try again? βοΈ",
|
| 843 |
+
success=False,
|
| 844 |
+
error=str(e),
|
| 845 |
+
fallback_used=True
|
| 846 |
+
)
|
| 847 |
+
|
| 848 |
+
|
| 849 |
+
async def _handle_document(
|
| 850 |
+
message: str,
|
| 851 |
+
context: Dict[str, Any]
|
| 852 |
+
) -> OrchestrationResult:
|
| 853 |
+
"""
|
| 854 |
+
π Document processing handler.
|
| 855 |
+
|
| 856 |
+
Note: Actual file upload happens in router.py via FastAPI.
|
| 857 |
+
This handler just provides instructions.
|
| 858 |
+
"""
|
| 859 |
+
logger.info("π Document processing requested")
|
| 860 |
+
|
| 861 |
+
reply = (
|
| 862 |
+
"I can help you process documents! π\n\n"
|
| 863 |
+
"Please upload your document (PDF or image) using the "
|
| 864 |
+
"`/upload-document` endpoint. I can extract text, analyze forms, "
|
| 865 |
+
"and help you understand civic documents.\n\n"
|
| 866 |
+
"What kind of document do you need help with?"
|
| 867 |
+
)
|
| 868 |
+
|
| 869 |
+
return OrchestrationResult(
|
| 870 |
+
intent=IntentType.DOCUMENT_PROCESSING.value,
|
| 871 |
+
reply=reply,
|
| 872 |
+
success=True,
|
| 873 |
+
model_id="document_router"
|
| 874 |
+
)
|
| 875 |
+
|
| 876 |
+
|
| 877 |
+
async def _handle_weather(
|
| 878 |
+
message: str,
|
| 879 |
+
context: Dict[str, Any],
|
| 880 |
+
tenant_id: Optional[str],
|
| 881 |
+
lat: Optional[float],
|
| 882 |
+
lon: Optional[float],
|
| 883 |
+
intent_result: IntentMatch
|
| 884 |
+
) -> OrchestrationResult:
|
| 885 |
+
"""
|
| 886 |
+
π€οΈ Weather handler with compound intent support.
|
| 887 |
+
|
| 888 |
+
Handles both simple weather queries and compound weather+events queries.
|
| 889 |
+
Uses enhanced weather_agent.py with caching and performance tracking.
|
| 890 |
+
"""
|
| 891 |
+
logger.info("π€οΈ Processing weather request")
|
| 892 |
+
|
| 893 |
+
# Check service availability first
|
| 894 |
+
if not WEATHER_AGENT_AVAILABLE:
|
| 895 |
+
logger.warning("Weather agent not available")
|
| 896 |
+
return OrchestrationResult(
|
| 897 |
+
intent=IntentType.WEATHER.value,
|
| 898 |
+
reply="Weather service isn't available right now. Try again soon! π€οΈ",
|
| 899 |
+
success=False,
|
| 900 |
+
error="Weather agent not loaded",
|
| 901 |
+
fallback_used=True
|
| 902 |
+
)
|
| 903 |
+
|
| 904 |
+
# Check for compound intent (weather + events)
|
| 905 |
+
is_compound = intent_result.is_compound or IntentType.EVENTS in intent_result.secondary_intents
|
| 906 |
+
|
| 907 |
+
# Validate location
|
| 908 |
+
if lat is None or lon is None:
|
| 909 |
+
# Try to get coordinates from tenant_id
|
| 910 |
+
if tenant_id:
|
| 911 |
+
coords = get_city_coordinates(tenant_id)
|
| 912 |
+
if coords and lat is None and lon is None:
|
| 913 |
+
lat, lon = coords["lat"], coords["lon"]
|
| 914 |
+
logger.info(f"Using city coordinates for {tenant_id}: {lat}, {lon}")
|
| 915 |
+
|
| 916 |
+
if lat is None or lon is None:
|
| 917 |
+
return OrchestrationResult(
|
| 918 |
+
intent=IntentType.WEATHER.value,
|
| 919 |
+
reply=(
|
| 920 |
+
"I need to know your location to check the weather! π "
|
| 921 |
+
"You can tell me your city, or share your location."
|
| 922 |
+
),
|
| 923 |
+
success=False,
|
| 924 |
+
error="Location required"
|
| 925 |
+
)
|
| 926 |
+
|
| 927 |
+
try:
|
| 928 |
+
# Use combined weather + events if compound intent detected
|
| 929 |
+
if is_compound and tenant_id and EVENT_WEATHER_AVAILABLE:
|
| 930 |
+
logger.info("Using weather+events combined handler")
|
| 931 |
+
result = await get_event_recommendations_with_weather(tenant_id, lat, lon)
|
| 932 |
+
|
| 933 |
+
# Build response
|
| 934 |
+
weather = result.get("weather", {})
|
| 935 |
+
weather_summary = result.get("weather_summary", "Weather unavailable")
|
| 936 |
+
suggestions = result.get("suggestions", [])
|
| 937 |
+
|
| 938 |
+
reply_lines = [f"π€οΈ **Weather Update:**\n{weather_summary}\n"]
|
| 939 |
+
|
| 940 |
+
if suggestions:
|
| 941 |
+
reply_lines.append("\nπ
**Event Suggestions Based on Weather:**")
|
| 942 |
+
for suggestion in suggestions[:5]: # Top 5 suggestions
|
| 943 |
+
reply_lines.append(f"β’ {suggestion}")
|
| 944 |
+
|
| 945 |
+
reply = "\n".join(reply_lines)
|
| 946 |
+
|
| 947 |
+
return OrchestrationResult(
|
| 948 |
+
intent=IntentType.WEATHER.value,
|
| 949 |
+
reply=reply,
|
| 950 |
+
success=True,
|
| 951 |
+
data=result,
|
| 952 |
+
model_id="weather_events_combined"
|
| 953 |
+
)
|
| 954 |
+
|
| 955 |
+
else:
|
| 956 |
+
# Simple weather query using enhanced weather_agent
|
| 957 |
+
weather = await get_weather_for_location(lat, lon)
|
| 958 |
+
|
| 959 |
+
# Use enhanced weather_agent's format_weather_summary
|
| 960 |
+
if format_weather_summary:
|
| 961 |
+
weather_text = format_weather_summary(weather)
|
| 962 |
+
else:
|
| 963 |
+
# Fallback formatting
|
| 964 |
+
temp = weather.get("temperature", {}).get("value")
|
| 965 |
+
phrase = weather.get("phrase", "Conditions unavailable")
|
| 966 |
+
if temp:
|
| 967 |
+
weather_text = f"{phrase}, {int(temp)}Β°F"
|
| 968 |
+
else:
|
| 969 |
+
weather_text = phrase
|
| 970 |
+
|
| 971 |
+
# Get outfit recommendation from enhanced weather_agent
|
| 972 |
+
if recommend_outfit:
|
| 973 |
+
temp = weather.get("temperature", {}).get("value", 70)
|
| 974 |
+
condition = weather.get("phrase", "Clear")
|
| 975 |
+
outfit = recommend_outfit(temp, condition)
|
| 976 |
+
reply = f"π€οΈ {weather_text}\n\nπ {outfit}"
|
| 977 |
+
else:
|
| 978 |
+
reply = f"π€οΈ {weather_text}"
|
| 979 |
+
|
| 980 |
+
return OrchestrationResult(
|
| 981 |
+
intent=IntentType.WEATHER.value,
|
| 982 |
+
reply=reply,
|
| 983 |
+
success=True,
|
| 984 |
+
data=weather,
|
| 985 |
+
model_id="azure-maps-weather"
|
| 986 |
+
)
|
| 987 |
+
|
| 988 |
+
except Exception as e:
|
| 989 |
+
logger.error(f"Weather error: {e}", exc_info=True)
|
| 990 |
+
return OrchestrationResult(
|
| 991 |
+
intent=IntentType.WEATHER.value,
|
| 992 |
+
reply=(
|
| 993 |
+
"I'm having trouble getting weather data right now. "
|
| 994 |
+
"Can I help you with something else? π"
|
| 995 |
+
),
|
| 996 |
+
success=False,
|
| 997 |
+
error=str(e),
|
| 998 |
+
fallback_used=True
|
| 999 |
+
)
|
| 1000 |
+
|
| 1001 |
+
|
| 1002 |
+
async def _handle_events(
|
| 1003 |
+
message: str,
|
| 1004 |
+
context: Dict[str, Any],
|
| 1005 |
+
tenant_id: Optional[str],
|
| 1006 |
+
lat: Optional[float],
|
| 1007 |
+
lon: Optional[float],
|
| 1008 |
+
intent_result: IntentMatch
|
| 1009 |
+
) -> OrchestrationResult:
|
| 1010 |
+
"""
|
| 1011 |
+
π
Events handler.
|
| 1012 |
+
|
| 1013 |
+
Routes event queries to tool_agent with proper error handling
|
| 1014 |
+
and graceful degradation.
|
| 1015 |
+
"""
|
| 1016 |
+
logger.info("π
Processing events request")
|
| 1017 |
+
|
| 1018 |
+
if not tenant_id:
|
| 1019 |
+
return OrchestrationResult(
|
| 1020 |
+
intent=IntentType.EVENTS.value,
|
| 1021 |
+
reply=(
|
| 1022 |
+
"I'd love to help you find events! π
"
|
| 1023 |
+
"Which city are you interested in? "
|
| 1024 |
+
"I have information for Atlanta, Birmingham, Chesterfield, "
|
| 1025 |
+
"El Paso, Providence, and Seattle."
|
| 1026 |
+
),
|
| 1027 |
+
success=False,
|
| 1028 |
+
error="City required"
|
| 1029 |
+
)
|
| 1030 |
+
|
| 1031 |
+
# Check tool agent availability
|
| 1032 |
+
if not TOOL_AGENT_AVAILABLE:
|
| 1033 |
+
logger.warning("Tool agent not available")
|
| 1034 |
+
return OrchestrationResult(
|
| 1035 |
+
intent=IntentType.EVENTS.value,
|
| 1036 |
+
reply=(
|
| 1037 |
+
"Event information isn't available right now. "
|
| 1038 |
+
"Try again soon! π
"
|
| 1039 |
+
),
|
| 1040 |
+
success=False,
|
| 1041 |
+
error="Tool agent not loaded",
|
| 1042 |
+
fallback_used=True
|
| 1043 |
+
)
|
| 1044 |
+
|
| 1045 |
+
try:
|
| 1046 |
+
# FIXED: Add role parameter (compatibility fix)
|
| 1047 |
+
tool_response = await handle_tool_request(
|
| 1048 |
+
user_input=message,
|
| 1049 |
+
role=context.get("role", "resident"), # β ADDED
|
| 1050 |
+
lat=lat,
|
| 1051 |
+
lon=lon,
|
| 1052 |
+
context=context
|
| 1053 |
+
)
|
| 1054 |
+
|
| 1055 |
+
reply = tool_response.get("response", "Events information retrieved.")
|
| 1056 |
+
|
| 1057 |
+
return OrchestrationResult(
|
| 1058 |
+
intent=IntentType.EVENTS.value,
|
| 1059 |
+
reply=reply,
|
| 1060 |
+
success=True,
|
| 1061 |
+
data=tool_response,
|
| 1062 |
+
model_id="events_tool"
|
| 1063 |
+
)
|
| 1064 |
+
|
| 1065 |
+
except Exception as e:
|
| 1066 |
+
logger.error(f"Events error: {e}", exc_info=True)
|
| 1067 |
+
return OrchestrationResult(
|
| 1068 |
+
intent=IntentType.EVENTS.value,
|
| 1069 |
+
reply=(
|
| 1070 |
+
"I'm having trouble loading event information right now. "
|
| 1071 |
+
"Check back soon! π
"
|
| 1072 |
+
),
|
| 1073 |
+
success=False,
|
| 1074 |
+
error=str(e),
|
| 1075 |
+
fallback_used=True
|
| 1076 |
+
)
|
| 1077 |
+
|
| 1078 |
+
async def _handle_local_resources(
|
| 1079 |
+
message: str,
|
| 1080 |
+
context: Dict[str, Any],
|
| 1081 |
+
tenant_id: Optional[str],
|
| 1082 |
+
lat: Optional[float],
|
| 1083 |
+
lon: Optional[float]
|
| 1084 |
+
) -> OrchestrationResult:
|
| 1085 |
+
"""
|
| 1086 |
+
ποΈ Local resources handler (shelters, libraries, food banks, etc.).
|
| 1087 |
+
|
| 1088 |
+
Routes resource queries to tool_agent with proper error handling.
|
| 1089 |
+
"""
|
| 1090 |
+
logger.info("ποΈ Processing local resources request")
|
| 1091 |
+
|
| 1092 |
+
if not tenant_id:
|
| 1093 |
+
return OrchestrationResult(
|
| 1094 |
+
intent=IntentType.LOCAL_RESOURCES.value,
|
| 1095 |
+
reply=(
|
| 1096 |
+
"I can help you find local resources! ποΈ "
|
| 1097 |
+
"Which city do you need help in? "
|
| 1098 |
+
"I cover Atlanta, Birmingham, Chesterfield, El Paso, "
|
| 1099 |
+
"Providence, and Seattle."
|
| 1100 |
+
),
|
| 1101 |
+
success=False,
|
| 1102 |
+
error="City required"
|
| 1103 |
+
)
|
| 1104 |
+
|
| 1105 |
+
# Check tool agent availability
|
| 1106 |
+
if not TOOL_AGENT_AVAILABLE:
|
| 1107 |
+
logger.warning("Tool agent not available")
|
| 1108 |
+
return OrchestrationResult(
|
| 1109 |
+
intent=IntentType.LOCAL_RESOURCES.value,
|
| 1110 |
+
reply=(
|
| 1111 |
+
"Resource information isn't available right now. "
|
| 1112 |
+
"Try again soon! ποΈ"
|
| 1113 |
+
),
|
| 1114 |
+
success=False,
|
| 1115 |
+
error="Tool agent not loaded",
|
| 1116 |
+
fallback_used=True
|
| 1117 |
+
)
|
| 1118 |
+
|
| 1119 |
+
try:
|
| 1120 |
+
# FIXED: Add role parameter (compatibility fix)
|
| 1121 |
+
tool_response = await handle_tool_request(
|
| 1122 |
+
user_input=message,
|
| 1123 |
+
role=context.get("role", "resident"), # β ADDED
|
| 1124 |
+
lat=lat,
|
| 1125 |
+
lon=lon,
|
| 1126 |
+
context=context
|
| 1127 |
+
)
|
| 1128 |
+
|
| 1129 |
+
reply = tool_response.get("response", "Resource information retrieved.")
|
| 1130 |
+
|
| 1131 |
+
return OrchestrationResult(
|
| 1132 |
+
intent=IntentType.LOCAL_RESOURCES.value,
|
| 1133 |
+
reply=reply,
|
| 1134 |
+
success=True,
|
| 1135 |
+
data=tool_response,
|
| 1136 |
+
model_id="resources_tool"
|
| 1137 |
+
)
|
| 1138 |
+
|
| 1139 |
+
except Exception as e:
|
| 1140 |
+
logger.error(f"Resources error: {e}", exc_info=True)
|
| 1141 |
+
return OrchestrationResult(
|
| 1142 |
+
intent=IntentType.LOCAL_RESOURCES.value,
|
| 1143 |
+
reply=(
|
| 1144 |
+
"I'm having trouble finding resource information right now. "
|
| 1145 |
+
"Would you like to try a different search? π"
|
| 1146 |
+
),
|
| 1147 |
+
success=False,
|
| 1148 |
+
error=str(e),
|
| 1149 |
+
fallback_used=True
|
| 1150 |
+
)
|
| 1151 |
+
|
| 1152 |
+
|
| 1153 |
+
async def _handle_conversational(
|
| 1154 |
+
message: str,
|
| 1155 |
+
intent: IntentType,
|
| 1156 |
+
context: Dict[str, Any]
|
| 1157 |
+
) -> OrchestrationResult:
|
| 1158 |
+
"""
|
| 1159 |
+
π¬ Handles conversational intents (greeting, help, unknown).
|
| 1160 |
+
Uses Penny's core LLM for natural responses with graceful fallback.
|
| 1161 |
+
"""
|
| 1162 |
+
logger.info(f"π¬ Processing conversational intent: {intent.value}")
|
| 1163 |
+
|
| 1164 |
+
# Check LLM availability
|
| 1165 |
+
use_llm = LLM_AVAILABLE
|
| 1166 |
+
|
| 1167 |
+
try:
|
| 1168 |
+
if use_llm:
|
| 1169 |
+
# Build prompt based on intent
|
| 1170 |
+
if intent == IntentType.GREETING:
|
| 1171 |
+
prompt = (
|
| 1172 |
+
f"The user greeted you with: '{message}'\n\n"
|
| 1173 |
+
"Respond warmly as Penny, introduce yourself briefly, "
|
| 1174 |
+
"and ask how you can help them with civic services today."
|
| 1175 |
+
)
|
| 1176 |
+
|
| 1177 |
+
elif intent == IntentType.HELP:
|
| 1178 |
+
prompt = (
|
| 1179 |
+
f"The user asked for help: '{message}'\n\n"
|
| 1180 |
+
"Explain Penny's main features:\n"
|
| 1181 |
+
"- Finding local resources (shelters, libraries, food banks)\n"
|
| 1182 |
+
"- Community events and activities\n"
|
| 1183 |
+
"- Weather information\n"
|
| 1184 |
+
"- 27-language translation\n"
|
| 1185 |
+
"- Document processing help\n\n"
|
| 1186 |
+
"Ask which city they need assistance in."
|
| 1187 |
+
)
|
| 1188 |
+
|
| 1189 |
+
else: # UNKNOWN
|
| 1190 |
+
prompt = (
|
| 1191 |
+
f"The user said: '{message}'\n\n"
|
| 1192 |
+
"You're not sure what they need help with. "
|
| 1193 |
+
"Respond kindly, acknowledge their request, and ask them to "
|
| 1194 |
+
"clarify or rephrase. Mention a few things you can help with."
|
| 1195 |
+
)
|
| 1196 |
+
|
| 1197 |
+
# Call Penny's core LLM
|
| 1198 |
+
llm_result = await generate_response(prompt=prompt, max_new_tokens=200)
|
| 1199 |
+
|
| 1200 |
+
# Use compatibility helper to check result
|
| 1201 |
+
success, error = _check_result_success(llm_result, ["response"])
|
| 1202 |
+
|
| 1203 |
+
if success:
|
| 1204 |
+
reply = llm_result.get("response", "")
|
| 1205 |
+
|
| 1206 |
+
return OrchestrationResult(
|
| 1207 |
+
intent=intent.value,
|
| 1208 |
+
reply=reply,
|
| 1209 |
+
success=True,
|
| 1210 |
+
data=llm_result,
|
| 1211 |
+
model_id=CORE_MODEL_ID
|
| 1212 |
+
)
|
| 1213 |
+
else:
|
| 1214 |
+
raise Exception(error or "LLM generation failed")
|
| 1215 |
+
|
| 1216 |
+
else:
|
| 1217 |
+
# LLM not available, use fallback directly
|
| 1218 |
+
logger.info("LLM not available, using fallback responses")
|
| 1219 |
+
raise Exception("LLM service not loaded")
|
| 1220 |
+
|
| 1221 |
+
except Exception as e:
|
| 1222 |
+
logger.warning(f"Conversational handler using fallback: {e}")
|
| 1223 |
+
|
| 1224 |
+
# Hardcoded fallback responses (Penny's friendly voice)
|
| 1225 |
+
fallback_replies = {
|
| 1226 |
+
IntentType.GREETING: (
|
| 1227 |
+
"Hi there! π I'm Penny, your civic assistant. "
|
| 1228 |
+
"I can help you find local resources, events, weather, and more. "
|
| 1229 |
+
"What city are you in?"
|
| 1230 |
+
),
|
| 1231 |
+
IntentType.HELP: (
|
| 1232 |
+
"I'm Penny! π I can help you with:\n\n"
|
| 1233 |
+
"ποΈ Local resources (shelters, libraries, food banks)\n"
|
| 1234 |
+
"π
Community events\n"
|
| 1235 |
+
"π€οΈ Weather updates\n"
|
| 1236 |
+
"π Translation (27 languages)\n"
|
| 1237 |
+
"π Document help\n\n"
|
| 1238 |
+
"What would you like to know about?"
|
| 1239 |
+
),
|
| 1240 |
+
IntentType.UNKNOWN: (
|
| 1241 |
+
"I'm not sure I understood that. Could you rephrase? "
|
| 1242 |
+
"I'm best at helping with local services, events, weather, "
|
| 1243 |
+
"and translation! π¬"
|
| 1244 |
+
)
|
| 1245 |
+
}
|
| 1246 |
+
|
| 1247 |
+
return OrchestrationResult(
|
| 1248 |
+
intent=intent.value,
|
| 1249 |
+
reply=fallback_replies.get(intent, "How can I help you today? π"),
|
| 1250 |
+
success=True,
|
| 1251 |
+
model_id="fallback",
|
| 1252 |
+
fallback_used=True
|
| 1253 |
+
)
|
| 1254 |
+
|
| 1255 |
+
|
| 1256 |
+
async def _handle_fallback(
|
| 1257 |
+
message: str,
|
| 1258 |
+
intent: IntentType,
|
| 1259 |
+
context: Dict[str, Any]
|
| 1260 |
+
) -> OrchestrationResult:
|
| 1261 |
+
"""
|
| 1262 |
+
π Ultimate fallback handler for unhandled intents.
|
| 1263 |
+
|
| 1264 |
+
This is a safety net that should rarely trigger, but ensures
|
| 1265 |
+
users always get a helpful response.
|
| 1266 |
+
"""
|
| 1267 |
+
logger.warning(f"β οΈ Fallback triggered for intent: {intent.value}")
|
| 1268 |
+
|
| 1269 |
+
reply = (
|
| 1270 |
+
"I've processed your request, but I'm not sure how to help with that yet. "
|
| 1271 |
+
"I'm still learning! π€\n\n"
|
| 1272 |
+
"I'm best at:\n"
|
| 1273 |
+
"ποΈ Finding local resources\n"
|
| 1274 |
+
"π
Community events\n"
|
| 1275 |
+
"π€οΈ Weather updates\n"
|
| 1276 |
+
"π Translation\n\n"
|
| 1277 |
+
"Could you rephrase your question? π"
|
| 1278 |
+
)
|
| 1279 |
+
|
| 1280 |
+
return OrchestrationResult(
|
| 1281 |
+
intent=intent.value,
|
| 1282 |
+
reply=reply,
|
| 1283 |
+
success=False,
|
| 1284 |
+
error="Unhandled intent",
|
| 1285 |
+
fallback_used=True
|
| 1286 |
+
)
|
| 1287 |
+
|
| 1288 |
+
|
| 1289 |
+
# ============================================================
|
| 1290 |
+
# HEALTH CHECK & DIAGNOSTICS (ENHANCED)
|
| 1291 |
+
# ============================================================
|
| 1292 |
+
|
| 1293 |
+
def get_orchestrator_health() -> Dict[str, Any]:
|
| 1294 |
+
"""
|
| 1295 |
+
π Returns comprehensive orchestrator health status.
|
| 1296 |
+
|
| 1297 |
+
Used by the main application health check endpoint to monitor
|
| 1298 |
+
the orchestrator and all its service dependencies.
|
| 1299 |
+
|
| 1300 |
+
Returns:
|
| 1301 |
+
Dictionary with health information including:
|
| 1302 |
+
- status: operational/degraded
|
| 1303 |
+
- service_availability: which services are loaded
|
| 1304 |
+
- statistics: orchestration counts
|
| 1305 |
+
- supported_intents: list of all intent types
|
| 1306 |
+
- features: available orchestrator features
|
| 1307 |
+
"""
|
| 1308 |
+
# Get service availability
|
| 1309 |
+
services = get_service_availability()
|
| 1310 |
+
|
| 1311 |
+
# Determine overall status
|
| 1312 |
+
# Orchestrator is operational even if some services are down (graceful degradation)
|
| 1313 |
+
critical_services = ["weather", "tool_agent"] # Must have these
|
| 1314 |
+
critical_available = all(services.get(svc, False) for svc in critical_services)
|
| 1315 |
+
|
| 1316 |
+
status = "operational" if critical_available else "degraded"
|
| 1317 |
+
|
| 1318 |
+
return {
|
| 1319 |
+
"status": status,
|
| 1320 |
+
"core_model": CORE_MODEL_ID,
|
| 1321 |
+
"max_response_time_ms": MAX_RESPONSE_TIME_MS,
|
| 1322 |
+
"statistics": {
|
| 1323 |
+
"total_orchestrations": _orchestration_count,
|
| 1324 |
+
"emergency_interactions": _emergency_count
|
| 1325 |
+
},
|
| 1326 |
+
"service_availability": services,
|
| 1327 |
+
"supported_intents": [intent.value for intent in IntentType],
|
| 1328 |
+
"features": {
|
| 1329 |
+
"emergency_routing": True,
|
| 1330 |
+
"compound_intents": True,
|
| 1331 |
+
"fallback_handling": True,
|
| 1332 |
+
"performance_tracking": True,
|
| 1333 |
+
"context_aware": True,
|
| 1334 |
+
"multi_language": TRANSLATION_AVAILABLE,
|
| 1335 |
+
"sentiment_analysis": SENTIMENT_AVAILABLE,
|
| 1336 |
+
"bias_detection": BIAS_AVAILABLE,
|
| 1337 |
+
"weather_integration": WEATHER_AGENT_AVAILABLE,
|
| 1338 |
+
"event_recommendations": EVENT_WEATHER_AVAILABLE
|
| 1339 |
+
}
|
| 1340 |
+
}
|
| 1341 |
+
|
| 1342 |
+
|
| 1343 |
+
def get_orchestrator_stats() -> Dict[str, Any]:
|
| 1344 |
+
"""
|
| 1345 |
+
π Returns orchestrator statistics.
|
| 1346 |
+
|
| 1347 |
+
Useful for monitoring and analytics.
|
| 1348 |
+
"""
|
| 1349 |
+
return {
|
| 1350 |
+
"total_orchestrations": _orchestration_count,
|
| 1351 |
+
"emergency_interactions": _emergency_count,
|
| 1352 |
+
"services_available": sum(1 for v in get_service_availability().values() if v),
|
| 1353 |
+
"services_total": len(get_service_availability())
|
| 1354 |
+
}
|
| 1355 |
+
|
| 1356 |
+
|
| 1357 |
+
# ============================================================
|
| 1358 |
+
# TESTING & DEBUGGING (ENHANCED)
|
| 1359 |
+
# ============================================================
|
| 1360 |
+
|
| 1361 |
+
if __name__ == "__main__":
|
| 1362 |
+
"""
|
| 1363 |
+
π§ͺ Test the orchestrator with sample queries.
|
| 1364 |
+
Run with: python -m app.orchestrator
|
| 1365 |
+
"""
|
| 1366 |
+
import asyncio
|
| 1367 |
+
|
| 1368 |
+
print("=" * 60)
|
| 1369 |
+
print("π§ͺ Testing Penny's Orchestrator")
|
| 1370 |
+
print("=" * 60)
|
| 1371 |
+
|
| 1372 |
+
# Display service availability first
|
| 1373 |
+
print("\nπ Service Availability Check:")
|
| 1374 |
+
services = get_service_availability()
|
| 1375 |
+
for service, available in services.items():
|
| 1376 |
+
status = "β
" if available else "β"
|
| 1377 |
+
print(f" {status} {service}: {'Available' if available else 'Not loaded'}")
|
| 1378 |
+
|
| 1379 |
+
print("\n" + "=" * 60)
|
| 1380 |
+
|
| 1381 |
+
test_queries = [
|
| 1382 |
+
{
|
| 1383 |
+
"name": "Greeting",
|
| 1384 |
+
"message": "Hi Penny!",
|
| 1385 |
+
"context": {}
|
| 1386 |
+
},
|
| 1387 |
+
{
|
| 1388 |
+
"name": "Weather with location",
|
| 1389 |
+
"message": "What's the weather?",
|
| 1390 |
+
"context": {"lat": 33.7490, "lon": -84.3880}
|
| 1391 |
+
},
|
| 1392 |
+
{
|
| 1393 |
+
"name": "Events in city",
|
| 1394 |
+
"message": "Events in Atlanta",
|
| 1395 |
+
"context": {"tenant_id": "atlanta_ga"}
|
| 1396 |
+
},
|
| 1397 |
+
{
|
| 1398 |
+
"name": "Help request",
|
| 1399 |
+
"message": "I need help",
|
| 1400 |
+
"context": {}
|
| 1401 |
+
},
|
| 1402 |
+
{
|
| 1403 |
+
"name": "Translation",
|
| 1404 |
+
"message": "Translate hello",
|
| 1405 |
+
"context": {"source_lang": "eng_Latn", "target_lang": "spa_Latn"}
|
| 1406 |
+
}
|
| 1407 |
+
]
|
| 1408 |
+
|
| 1409 |
+
async def run_tests():
|
| 1410 |
+
for i, query in enumerate(test_queries, 1):
|
| 1411 |
+
print(f"\n--- Test {i}: {query['name']} ---")
|
| 1412 |
+
print(f"Query: {query['message']}")
|
| 1413 |
+
|
| 1414 |
+
try:
|
| 1415 |
+
result = await run_orchestrator(query["message"], query["context"])
|
| 1416 |
+
print(f"Intent: {result['intent']}")
|
| 1417 |
+
print(f"Success: {result['success']}")
|
| 1418 |
+
print(f"Fallback: {result.get('fallback_used', False)}")
|
| 1419 |
+
|
| 1420 |
+
# Truncate long replies
|
| 1421 |
+
reply = result['reply']
|
| 1422 |
+
if len(reply) > 150:
|
| 1423 |
+
reply = reply[:150] + "..."
|
| 1424 |
+
print(f"Reply: {reply}")
|
| 1425 |
+
|
| 1426 |
+
if result.get('response_time_ms'):
|
| 1427 |
+
print(f"Response time: {result['response_time_ms']:.0f}ms")
|
| 1428 |
+
|
| 1429 |
+
except Exception as e:
|
| 1430 |
+
print(f"β Error: {e}")
|
| 1431 |
+
|
| 1432 |
+
asyncio.run(run_tests())
|
| 1433 |
+
|
| 1434 |
+
print("\n" + "=" * 60)
|
| 1435 |
+
print("π Final Statistics:")
|
| 1436 |
+
stats = get_orchestrator_stats()
|
| 1437 |
+
for key, value in stats.items():
|
| 1438 |
+
print(f" {key}: {value}")
|
| 1439 |
+
|
| 1440 |
+
print("\n" + "=" * 60)
|
| 1441 |
+
print("β
Tests complete")
|
| 1442 |
+
print("=" * 60)
|