refactor estimation service to use structured agent

This commit is contained in:
ipu 2025-07-28 17:07:48 +03:00
parent 47cc1541ed
commit 96421b264c
7 changed files with 316 additions and 361 deletions

View file

@ -4,7 +4,7 @@ import httpx
from . import models
from ...services.chat_service import chat_service
from ...services.estimation_service import run_underwriting
from ...services.estimation_service import estimation_service
from ...config import settings
router = APIRouter()
@ -26,6 +26,7 @@ async def insurance_chat(request: models.InsuranceChatRequest):
)
except Exception as e:
raise e
raise HTTPException(status_code=500, detail=f"Error processing chat request: {str(e)}")
@router.post("/estimation", response_model=models.EstimationResponse)
@ -39,104 +40,8 @@ async def estimate(request: models.EstimationRequest):
detail="Missing required applicants or plans"
)
# Convert request to the format expected by run_underwriting
applicants_dict = []
for applicant in request.applicants:
applicants_dict.append({
"applicant": applicant.applicant,
"firstName": applicant.firstName,
"lastName": applicant.lastName,
"midName": applicant.midName,
"phone": applicant.phone,
"gender": applicant.gender,
"dob": applicant.dob.strftime("%d/%m/%Y"),
"nicotine": applicant.nicotine,
"weight": applicant.weight,
"heightFt": applicant.heightFt,
"heightIn": applicant.heightIn
})
phq_dict = {
"treatment": request.phq.treatment,
"invalid": request.phq.invalid,
"pregnancy": request.phq.pregnancy,
"effectiveDate": request.phq.effectiveDate.strftime("%d/%m/%Y"),
"disclaimer": request.phq.disclaimer,
"signature": request.phq.signature,
"medications": [
{
"applicant": med.applicant,
"name": med.name,
"rxcui": med.rxcui,
"dosage": med.dosage,
"frequency": med.frequency,
"description": med.description
} for med in request.phq.medications
],
"issues": [
{
"key": issue.key,
"details": [
{
"key": detail.key,
"description": detail.description
} for detail in issue.details
]
} for issue in request.phq.issues
],
"conditions": [
{
"key": condition.key,
"description": condition.description
} for condition in request.phq.conditions
]
}
plans_dict = [
{
"id": plan.id,
"coverage": plan.coverage,
"tier": plan.tier
} for plan in request.plans
]
# Step 1: Run estimation
underwriting_result = run_underwriting(applicants_dict, phq_dict, plans_dict)
# Step 2: Check if DTQ → reject application
if underwriting_result["combined"].get("dtq"):
# For DTQ cases, call external reject API and return rejected status
if request.uid:
reject_response = await reject_application(request.uid)
return models.EstimationResponse(
status="rejected",
details=models.EstimationDetails(
dtq=True,
reason="Declined due to high-risk conditions (DTQ triggered).",
tier=int(underwriting_result["combined"]["tier"]),
total_price=underwriting_result["combined"]["total_price"]
),
results=[
models.EstimationResult(
name=result["name"],
applicant_type=result["applicant_type"],
age=result["age"] or 0,
bmi=result["bmi"] or 0.0,
tier=int(result["tier"]),
rx_spend=result["rx_spend"],
message=result["message"]
) for result in underwriting_result["results"]
]
)
# Step 3: Else → assign tier and submit to external API
final_tier = underwriting_result["combined"]["tier"]
plans = request.plans.copy()
if plans:
plans[0].tier = f"tier_{str(final_tier).replace('.', '_')}"
# Assemble external payload
submission_payload = {
# Convert request to the format expected by the estimation service
request_data = {
"applicants": [
{
"applicant": applicant.applicant,
@ -157,7 +62,7 @@ async def estimate(request: models.EstimationRequest):
"id": plan.id,
"coverage": plan.coverage,
"tier": plan.tier
} for plan in plans
} for plan in request.plans
],
"phq": {
"treatment": request.phq.treatment,
@ -204,27 +109,42 @@ async def estimate(request: models.EstimationRequest):
}
}
submit_response = await submit_application(submission_payload)
# Call the TALESTORM API for estimation
estimation_result = await estimation_service.estimate_insurance(request_data)
# Handle the response from TALESTORM API
if estimation_result.get("status") == "error":
raise HTTPException(
status_code=500,
detail=estimation_result.get("details", {}).get("reason", "Estimation service error")
)
# Extract details and results from the TALESTORM response
details = estimation_result.get("details", {})
results = estimation_result.get("results", [])
# Convert results to the expected format
estimation_results = []
for result in results:
estimation_results.append(models.EstimationResult(
name=result.get("name", "Unknown"),
applicant_type=result.get("applicant_type", "Unknown"),
age=result.get("age", 0),
bmi=result.get("bmi", 0.0),
tier=result.get("tier", 4),
rx_spend=result.get("rx_spend", 0.0),
message=result.get("message", "")
))
return models.EstimationResponse(
status="accepted",
status=estimation_result.get("status", "accepted"),
details=models.EstimationDetails(
dtq=False,
reason=underwriting_result["combined"]["message"],
tier=int(underwriting_result["combined"]["tier"]),
total_price=underwriting_result["combined"]["total_price"]
dtq=details.get("dtq", False),
reason=details.get("reason", ""),
tier=details.get("tier", 4),
total_price=details.get("total_price", 0.0)
),
results=[
models.EstimationResult(
name=result["name"],
applicant_type=result["applicant_type"],
age=result["age"] or 0,
bmi=result["bmi"] or 0.0,
tier=int(result["tier"]),
rx_spend=result["rx_spend"],
message=result["message"]
) for result in underwriting_result["results"]
]
results=estimation_results
)
except HTTPException:
@ -236,23 +156,7 @@ async def estimate(request: models.EstimationRequest):
)
async def reject_application(uid: str) -> Dict[str, Any]:
"""Reject application via external API"""
async with httpx.AsyncClient() as client:
response = await client.post(
f"{settings.INSURANCE_API_BASE_URL}/applications/reject",
json={"applicationId": uid}
)
return response.json() if response.status_code == 200 else {"error": "Failed to reject application"}
async def submit_application(application_payload: Dict[str, Any]) -> Dict[str, Any]:
"""Submit application via external API"""
async with httpx.AsyncClient() as client:
response = await client.post(
f"{settings.INSURANCE_API_BASE_URL}/applications/submit",
json=application_payload
)
return response.json() if response.status_code == 200 else {"error": "Failed to submit application"}