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Initial Hugging Face Space - Backend deployment
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import json
from datetime import datetime, timedelta
from typing import Optional
from uuid import UUID
from sqlalchemy import select
from sqlalchemy.ext.asyncio import AsyncSession
from sqlalchemy.orm import selectinload
import google.generativeai as genai
from Backend.core.config import settings
from Backend.core.events import event_bus, Event
from Backend.core.logging import get_logger
from Backend.database.models import Issue, IssueEvent, Department, Member, Classification
from Backend.orchestration.base import BaseAgent
logger = get_logger(__name__, agent_name="RoutingAgent")
if settings.gemini_api_key:
genai.configure(api_key=settings.gemini_api_key)
PRIORITY_SLA_HOURS = {
1: 4,
2: 12,
3: 48,
4: 168,
}
class IssueAssigned(Event):
department_code: str
member_id: Optional[UUID] = None
member_name: Optional[str] = None
sla_deadline: datetime
sla_hours: int
class RoutingAgent(BaseAgent):
def __init__(self, db: AsyncSession):
super().__init__("RoutingAgent")
self.db = db
if settings.gemini_api_key:
self.model = genai.GenerativeModel('gemma-3-27b-it')
else:
self.model = None
async def find_department(self, category: Optional[str], description: Optional[str] = None) -> Optional[Department]:
query = select(Department).where(Department.is_active == True)
result = await self.db.execute(query)
departments = result.scalars().all()
if not departments:
return None
if not self.model or not category:
return departments[0]
dept_info = "\n".join([f"- {d.code}: {d.name} ({d.categories})" for d in departments])
prompt = f"""Route civic issue to correct department:
Issue Category: {category}
Description: {description[:150] if description else 'N/A'}
Available Departments:
{dept_info}
Return ONLY the department CODE (e.g., PWD, TRAFFIC, SANITATION)"""
try:
response = self.model.generate_content(prompt)
dept_code = response.text.strip().upper()
for dept in departments:
if dept.code == dept_code:
return dept
except Exception as e:
logger.error(f"Gemini routing failed: {e}")
return departments[0]
async def find_available_member(
self,
department_id: UUID,
city: Optional[str] = None,
locality: Optional[str] = None
) -> Optional[Member]:
base_query = (
select(Member)
.where(Member.department_id == department_id)
.where(Member.is_active == True)
.where(Member.current_workload < Member.max_workload)
)
if city:
city_query = base_query.where(Member.city.ilike(f"%{city}%"))
result = await self.db.execute(city_query.order_by(Member.current_workload.asc()))
member = result.scalars().first()
if member:
logger.info(f"Found member in city: {city}")
return member
if locality:
locality_query = base_query.where(Member.locality.ilike(f"%{locality}%"))
result = await self.db.execute(locality_query.order_by(Member.current_workload.asc()))
member = result.scalars().first()
if member:
logger.info(f"Found member in locality: {locality}")
return member
result = await self.db.execute(base_query.order_by(Member.current_workload.asc()))
member = result.scalars().first()
if member:
logger.info(f"Assigned to available member (no location match)")
return member
def calculate_sla(self, priority: int, department: Optional[Department]) -> tuple[int, datetime]:
base_hours = PRIORITY_SLA_HOURS.get(priority, 48)
if department and department.default_sla_hours:
base_hours = min(base_hours, department.default_sla_hours)
deadline = datetime.utcnow() + timedelta(hours=base_hours)
return base_hours, deadline
async def process_issue(self, issue_id: UUID) -> dict:
query = (
select(Issue)
.options(selectinload(Issue.classification))
.where(Issue.id == issue_id)
)
result = await self.db.execute(query)
issue = result.scalar_one_or_none()
if not issue:
return {"error": "Issue not found"}
if issue.is_duplicate:
self.log_decision(
issue_id=issue_id,
decision="Skipped routing",
reasoning="Issue is a duplicate"
)
return {"skipped": True, "reason": "duplicate"}
category = issue.classification.primary_category if issue.classification else None
priority = issue.priority or 3
department = await self.find_department(category, issue.description)
member = None
if department:
member = await self.find_available_member(
department.id,
city=issue.city,
locality=issue.locality
)
if member:
member.current_workload += 1
sla_hours, sla_deadline = self.calculate_sla(priority, department)
issue.department_id = department.id if department else None
issue.assigned_member_id = member.id if member else None
issue.sla_hours = sla_hours
issue.sla_deadline = sla_deadline
issue.state = "assigned"
dept_code = department.code if department else "UNASSIGNED"
member_name = member.name if member else "Unassigned"
member_city = member.city if member else "N/A"
reasoning = f"Category '{category}' → {dept_code}"
if issue.city:
reasoning += f", Issue location: {issue.city}"
if member:
reasoning += f", Member location: {member_city}"
reasoning += f", SLA: {sla_hours}h"
self.log_decision(
issue_id=issue_id,
decision=f"Routed to {dept_code}{member_name}",
reasoning=reasoning
)
event_record = IssueEvent(
issue_id=issue_id,
event_type="assigned",
agent_name=self.name,
event_data=json.dumps({
"department_code": dept_code,
"member_id": str(member.id) if member else None,
"member_name": member_name,
"issue_city": issue.city,
"issue_locality": issue.locality,
"member_city": member.city if member else None,
"sla_hours": sla_hours,
"sla_deadline": sla_deadline.isoformat(),
})
)
self.db.add(event_record)
await self.db.flush()
assign_event = IssueAssigned(
issue_id=issue_id,
department_code=dept_code,
member_id=member.id if member else None,
member_name=member_name,
sla_deadline=sla_deadline,
sla_hours=sla_hours,
)
await event_bus.publish(assign_event)
return {
"department": dept_code,
"member": member_name,
"issue_city": issue.city,
"issue_locality": issue.locality,
"sla_hours": sla_hours,
"sla_deadline": sla_deadline.isoformat(),
}
async def handle(self, event) -> None:
await self.process_issue(event.issue_id)