routes/confidence.py

from models.resup import ResSupPayload
from fastapi import status, APIRouter
from services.resup import ResSupCluster
from typing import List
import pandas as pd
import json

router = APIRouter()


@router.post(
    "/resup",
    name="Get lines of Resistance and Support",
    status_code=status.HTTP_200_OK
)
async def get_resup_line(payload: ResSupPayload) -> List[float]:
    data = pd.DataFrame(json.loads(payload.data))
    cluster = ResSupCluster(
        data=data,
        feature_map=payload.feature_map,
        n_clusters=payload.n_clusters
    )
    return cluster.extract_all_lines()