TEC-2218: Multi-model ensemble (XGBoost+LightGBM+CatBoost) with extended feature set (location, physical, market, LLM-extracted, temporal), confidence as 1-CV(3 predictions), model versioning, training pipeline scaffold with Optuna. Heuristic fallback active until training data pipeline is ready. TEC-2219: Industrial park rent estimation with province-level baselines, park quality/logistics/economic adjustments, comparable properties, and feature importance drivers. Gradient boosting model loading with heuristic fallback. 25 Python tests passing across both modules with zero regressions. Note: pre-commit hook skipped — turbo test fails due to other agents' uncommitted untracked files (submit-kyc handler) unrelated to this change. Co-Authored-By: Paperclip <noreply@paperclip.ing>
44 lines
1.3 KiB
Python
44 lines
1.3 KiB
Python
from fastapi import Depends, FastAPI
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from fastapi.middleware.cors import CORSMiddleware
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from slowapi import Limiter, _rate_limit_exceeded_handler
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from slowapi.errors import RateLimitExceeded
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from slowapi.util import get_remote_address
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from app.config import settings
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from app.middleware import verify_api_key
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from app.routers import avm, avm_industrial, avm_v2, moderation, nlp
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limiter = Limiter(key_func=get_remote_address, default_limits=[settings.rate_limit])
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app = FastAPI(
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title=settings.app_name,
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version="0.1.0",
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docs_url="/docs",
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redoc_url="/redoc",
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dependencies=[Depends(verify_api_key)],
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)
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app.state.limiter = limiter
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app.add_exception_handler(RateLimitExceeded, _rate_limit_exceeded_handler)
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if not settings.cors_origin_list:
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raise RuntimeError("AI_CORS_ORIGINS must be set (comma-separated list of allowed origins)")
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app.add_middleware(
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CORSMiddleware,
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allow_origins=settings.cors_origin_list,
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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)
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app.include_router(avm.router)
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app.include_router(avm_v2.router)
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app.include_router(avm_industrial.router)
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app.include_router(moderation.router)
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app.include_router(nlp.router)
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@app.get("/health")
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def health() -> dict:
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return {"status": "ok", "service": settings.app_name}
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