feat(live): TsmomWorker (TSM01) consenso TSMOM multi-orizzonte risk-gated
This commit is contained in:
@@ -0,0 +1,92 @@
|
||||
"""TsmomWorker (TSM01): consenso TSMOM multi-orizzonte risk-gated, ribilancio giornaliero.
|
||||
Replica live di tsmom_research.tsmom_sim (horizons 63/126/252, thr 1.0, gross 0.30, SMA100 gate)."""
|
||||
from __future__ import annotations
|
||||
|
||||
import json
|
||||
from datetime import datetime, timezone
|
||||
from pathlib import Path
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
|
||||
from src.live.rotation_worker import _panel, FEE_RT
|
||||
|
||||
|
||||
class TsmomWorker:
|
||||
def __init__(self, universe, horizons=(63, 126, 252), thr=1.0, gross=0.30,
|
||||
regime_n=100, tf="1d", capital=1000.0, fee_rt=FEE_RT,
|
||||
name="TSM01", data_dir=Path("data/portfolio_paper")):
|
||||
self.universe = list(universe)
|
||||
self.horizons = tuple(horizons)
|
||||
self.thr = thr
|
||||
self.gross = gross
|
||||
self.regime_n = regime_n
|
||||
self.tf = tf
|
||||
self.initial_capital = capital
|
||||
self.capital = capital
|
||||
self.fee_rt = fee_rt
|
||||
self.worker_id = f"{name}__{tf}"
|
||||
self.work_dir = Path(data_dir) / self.worker_id
|
||||
self.work_dir.mkdir(parents=True, exist_ok=True)
|
||||
self.status_path = self.work_dir / "status.json"
|
||||
self.trades_path = self.work_dir / "trades.jsonl"
|
||||
self.weights = {a: 0.0 for a in self.universe}
|
||||
self.last_bar_ts = 0
|
||||
self.in_position = False
|
||||
self._load()
|
||||
|
||||
def _load(self):
|
||||
if self.status_path.exists():
|
||||
s = json.loads(self.status_path.read_text())
|
||||
self.capital = s.get("capital", self.capital)
|
||||
self.weights = {**{a: 0.0 for a in self.universe}, **s.get("weights", {})}
|
||||
self.last_bar_ts = s.get("last_bar_ts", 0)
|
||||
self.in_position = any(v > 0 for v in self.weights.values())
|
||||
|
||||
def _save(self):
|
||||
self.status_path.write_text(json.dumps({
|
||||
"capital": round(self.capital, 2), "weights": self.weights,
|
||||
"last_bar_ts": self.last_bar_ts,
|
||||
"ts": datetime.now(timezone.utc).isoformat()}, indent=2))
|
||||
|
||||
def tick(self, data: dict):
|
||||
need = max(max(self.horizons) + 1, self.regime_n + 1)
|
||||
panel, cols = _panel(data, self.universe)
|
||||
if panel is None or len(panel) < need or "BTC" not in cols:
|
||||
return
|
||||
P = panel[cols].values
|
||||
bar_ts = int(panel["timestamp"].iloc[-1])
|
||||
if self.last_bar_ts and bar_ts > self.last_bar_ts:
|
||||
day_ret = P[-1] / P[-2] - 1.0
|
||||
port_r = sum(self.weights.get(cols[k], 0.0) * day_ret[k] for k in range(len(cols)))
|
||||
self.capital = max(self.capital * (1.0 + float(port_r)), 10.0)
|
||||
btc = P[:, cols.index("BTC")]
|
||||
bma = pd.Series(btc).rolling(self.regime_n).mean().values
|
||||
risk_on = btc[-1] > bma[-1] if not np.isnan(bma[-1]) else False
|
||||
score = np.zeros(len(cols))
|
||||
for h in self.horizons:
|
||||
score += np.sign(P[-1] / P[-1 - h] - 1.0)
|
||||
score /= len(self.horizons)
|
||||
chosen = [k for k in range(len(cols)) if score[k] >= self.thr] if risk_on else []
|
||||
nw = {a: 0.0 for a in self.universe}
|
||||
for k in chosen:
|
||||
nw[cols[k]] = self.gross / len(chosen)
|
||||
turnover = sum(abs(nw[a] - self.weights.get(a, 0.0)) for a in self.universe)
|
||||
self.capital -= self.capital * turnover * (self.fee_rt / 2)
|
||||
if turnover > 0:
|
||||
self._log(nw, float(self.capital))
|
||||
self.weights = nw
|
||||
self.last_bar_ts = bar_ts
|
||||
self.in_position = any(v > 0 for v in nw.values())
|
||||
self._save()
|
||||
|
||||
def _log(self, weights, cap):
|
||||
with open(self.trades_path, "a") as f:
|
||||
f.write(json.dumps({"ts": datetime.now(timezone.utc).isoformat(),
|
||||
"weights": {a: round(w, 4) for a, w in weights.items() if w > 0},
|
||||
"capital": round(cap, 2)}) + "\n")
|
||||
|
||||
@property
|
||||
def status_summary(self):
|
||||
held = {a: round(w, 3) for a, w in self.weights.items() if w > 0}
|
||||
return f"{self.worker_id}: cap={self.capital:.0f} held={held}"
|
||||
Reference in New Issue
Block a user