feat(stock-lab): Momentum20 노드 — N일 수익률 백분위

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2026-05-12 08:57:23 +09:00
parent 94d6a39ce8
commit 9709e5b019
2 changed files with 58 additions and 0 deletions

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"""20일 모멘텀."""
import pandas as pd
from .base import ScoreNode, percentile_rank
class Momentum20(ScoreNode):
name = "momentum"
label = "20일 모멘텀"
default_params = {"window_days": 20}
param_schema = {
"type": "object",
"properties": {
"window_days": {"type": "integer", "minimum": 5, "maximum": 120, "default": 20}
},
}
def compute(self, ctx, params: dict) -> pd.Series:
window = int(params.get("window_days", 20))
prices = ctx.prices
if prices.empty:
return pd.Series(dtype=float)
ordered = prices.sort_values("date")
last = ordered.groupby("ticker").tail(window + 1)
def _ret(s):
if len(s) < window + 1:
return float("nan")
return s.iloc[-1] / s.iloc[0] - 1
raw = last.groupby("ticker")["close"].apply(_ret)
return percentile_rank(raw).fillna(50.0)

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import datetime as dt
import pandas as pd
from app.screener.engine import ScreenContext
from app.screener.nodes.momentum import Momentum20
from app.screener._test_fixtures import make_master, make_prices, make_flow
def _ctx(master, prices, flow):
return ScreenContext(master=master, prices=prices, flow=flow,
kospi=pd.Series(dtype=float, name="kospi"),
asof=dt.date(2026, 5, 12))
def test_higher_momentum_gets_higher_score():
asof = dt.date(2026, 5, 12)
master = make_master(["UP", "DN"])
up = make_prices(["UP"], days=30, asof=asof, trend_pct=0.5)
dn = make_prices(["DN"], days=30, asof=asof, trend_pct=-0.3)
prices = pd.concat([up, dn], ignore_index=True)
flow = make_flow(["UP", "DN"], days=30, asof=asof)
out = Momentum20().compute(_ctx(master, prices, flow), {"window_days": 20})
assert out["UP"] > out["DN"]