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"""

๋ชจ๋ฐ”์ผ ๋ฆฌ์•กํŠธ ํ”„๋ŸฐํŠธ์—์„œ ํ˜ธ์ถœํ•  REST API ์„œ๋ฒ„ (FastAPI)



์—”๋“œํฌ์ธํŠธ:

- POST /api/advise            : ์ข…ํ•ฉ ์ƒ๋‹ด (๊ธˆ์œต+์ •๋ณด+๋ณต์ง€)

- POST /api/qa                : ์ž์œ  ์งˆ๋ฌธ/์ฑ—๋ด‡ ์‘๋‹ต

- GET  /api/welfare/search    : ๋ณต์ง€์ •์ฑ… ๊ฒ€์ƒ‰

- GET  /api/products/search   : ๊ธˆ์œต์ƒํ’ˆ RAG ๊ฒ€์ƒ‰

- GET  /health                : ์ƒํƒœ ์ ๊ฒ€

"""

from fastapi import FastAPI, HTTPException, Query
from fastapi.staticfiles import StaticFiles
from fastapi.middleware.cors import CORSMiddleware
from pydantic import BaseModel, Field
from typing import List, Optional, Dict, Any

from agents.multi_agent_system import get_meeting_account_advisor
from agents.welfare_advisor import WelfareAdvisor
from agents.universal_info_advisor import get_universal_info_advisor
from models.rag_system import get_kb_rag

import pandas as pd
import uvicorn


app = FastAPI(title="KB ๊ธˆ์œต AI Advisor API", version="1.0.0")

# CORS (๋ฆฌ์•กํŠธ/๋ชจ๋ฐ”์ผ ์›น์—์„œ ํ˜ธ์ถœ ํ—ˆ์šฉ)
app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

# ํ”„๋ŸฐํŠธ์—”๋“œ ์ •์  ํŒŒ์ผ ์ œ๊ณต (frontend/dist๊ฐ€ ์žˆ์œผ๋ฉด ์ž๋™ ์„œ๋น™)
try:
    import os
    FRONT_DIST = os.path.join(os.path.dirname(__file__), "frontend", "dist")
    if os.path.isdir(FRONT_DIST):
        app.mount("/", StaticFiles(directory=FRONT_DIST, html=True), name="frontend")
except Exception:
    pass


class UserInfo(BaseModel):
    age_group: Optional[str] = None
    family_type: Optional[str] = None
    income_level: Optional[str] = None
    region: Optional[str] = None


class AdviseRequest(BaseModel):
    purpose: str = Field(..., description="์˜ˆ: ์ŠคํŽ˜์ธ ์–ดํ•™์—ฐ์ˆ˜, ๊ฒฐํ˜ผ์ค€๋น„ ๋“ฑ")
    duration_months: int = Field(..., ge=1, le=120)
    target_amount: int = Field(..., ge=1)
    detailed_purpose: Optional[str] = None
    current_amount: Optional[int] = 0
    user_info: Optional[UserInfo] = None


class AdviseResponse(BaseModel):
    purpose_category: Optional[str]
    financial_recommendation: Optional[str]
    detailed_info: Optional[str]
    welfare_recommendation: Optional[str]
    comprehensive_advice: Optional[str]
    progress_info: Optional[str] = None


class QARequest(BaseModel):
    question: str
    detailed_context: Optional[str] = None


class QAResponse(BaseModel):
    answer: str
    category: Optional[str] = None


@app.get("/health")
def health() -> Dict[str, Any]:
    return {"status": "ok"}


@app.post("/api/advise", response_model=AdviseResponse)
def api_advise(req: AdviseRequest):
    try:
        advisor = get_meeting_account_advisor()
        results = advisor.get_comprehensive_advice(
            purpose=req.purpose,
            duration_months=req.duration_months,
            target_amount=req.target_amount,
            detailed_purpose=req.detailed_purpose,
        )

        # ์ง„ํ–‰ ํ˜„ํ™ฉ (current_amount ์ œ๊ณต ์‹œ)
        progress_info = None
        if req.current_amount and req.current_amount > 0:
            progress_info = advisor.get_savings_progress_tracking(
                req.purpose,
                req.duration_months,
                req.target_amount,
                req.current_amount,
            )

        # WelfareAdvisor์— ์‚ฌ์šฉ์ž ์ •๋ณด ์ „๋‹ฌ์ด ํ•„์š”ํ•œ ๊ฒฝ์šฐ๋ฅผ ์œ„ํ•ด ๋ณด์กฐ ํ˜ธ์ถœ (์„ ํƒ)
        welfare_text = results.get("welfare_recommendation")
        if (not welfare_text or "์—†์Šต๋‹ˆ๋‹ค" in welfare_text) and req.user_info:
            welfare = WelfareAdvisor().get_welfare_recommendations(
                req.purpose, req.user_info.model_dump()
            )
            if welfare:
                results["welfare_recommendation"] = welfare

        return AdviseResponse(
            purpose_category=results.get("purpose_category"),
            financial_recommendation=results.get("financial_recommendation"),
            detailed_info=results.get("detailed_info"),
            welfare_recommendation=results.get("welfare_recommendation"),
            comprehensive_advice=results.get("comprehensive_advice"),
            progress_info=progress_info,
        )
    except Exception as e:
        raise HTTPException(status_code=500, detail=str(e))


@app.post("/api/qa", response_model=QAResponse)
def api_qa(req: QARequest):
    try:
        advisor = get_universal_info_advisor()
        info = advisor.get_comprehensive_info(
            purpose=req.question,
            detailed_purpose=req.detailed_context,
        )
        return QAResponse(
            answer=info.get("comprehensive_info", "๋‹ต๋ณ€์„ ์ƒ์„ฑํ•˜์ง€ ๋ชปํ–ˆ์Šต๋‹ˆ๋‹ค."),
            category=info.get("category"),
        )
    except Exception as e:
        raise HTTPException(status_code=500, detail=str(e))


@app.get("/api/welfare/search")
def api_welfare_search(

    keyword: Optional[str] = Query(None, description="์ •์ฑ…๋ช…/๋‚ด์šฉ/๋Œ€์ƒ ๊ฒ€์ƒ‰์–ด"),

    region: Optional[str] = Query(None, description="์ง€์—ญ๋ช… (์˜ˆ: ์„œ์šธ, ๋ถ€์‚ฐ)"),

    page: int = Query(1, ge=1),

    size: int = Query(10, ge=1, le=100),

):
    try:
        wa = WelfareAdvisor()
        df = wa.welfare_data
        if df.empty:
            return {"total": 0, "items": []}

        filtered = df.copy()
        if keyword:
            kw = keyword.strip()
            mask = (
                filtered["policy_name"].fillna("").str.contains(kw, case=False)
                | filtered["service_content_detail"].fillna("").str.contains(kw, case=False)
                | filtered["target_audience_description"].fillna("").str.contains(kw, case=False)
            )
            filtered = filtered[mask]

        if region and region != "์ „์ฒด":
            filtered = filtered[
                (filtered["region_name"].fillna("").str.contains(region, case=False))
                | (filtered["region_name"] == "์ „๊ตญ")
            ]

        total = len(filtered)
        start = (page - 1) * size
        end = start + size
        page_df = filtered.iloc[start:end]

        items = []
        for _, row in page_df.iterrows():
            items.append(
                {
                    "policy_name": row.get("policy_name", ""),
                    "governing_body": row.get("governing_body_name", ""),
                    "target_audience": row.get("target_audience_description", ""),
                    "service_content": row.get("service_content_detail", ""),
                    "region": row.get("region_name", "์ „๊ตญ"),
                    "application_link": row.get("application_link", ""),
                    "last_updated": row.get("last_updated", ""),
                    "tags": row.get("target_audience_tags", ""),
                }
            )

        return {"total": total, "items": items}
    except Exception as e:
        raise HTTPException(status_code=500, detail=str(e))


@app.get("/api/products/search")
def api_products_search(q: str = Query(..., description="๊ฒ€์ƒ‰ ์งˆ์˜"), k: int = Query(5, ge=1, le=20)):
    try:
        rag = get_kb_rag()
        results = rag.search_products(q, k=k) or []
        return {"items": results}
    except Exception as e:
        raise HTTPException(status_code=500, detail=str(e))


if __name__ == "__main__":
    uvicorn.run("api_server:app", host="0.0.0.0", port=8000, reload=True)