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crypto_trading/backend/app/engine/portfolio.py
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matitos 9dc00eba95
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Add trailing stops and parameter sweeps
Trailing stops: strategies can pass trailing_stop_pct to enter_long/enter_short.
advance_trailing_stop in app/engine/portfolio.py ratchets the stop with the price
(up for longs, down for shorts) and never loosens; the engine persists the
ratcheted level and the backtester applies the same logic. Position gains a
trailing_stop_pct column (additive migration). momentum exposes it as a param.

Parameter sweeps: app/backtest/sweep.py runs a cartesian grid through the same
backtester and ranks by return minus max drawdown. POST /api/sweep plus a
dashboard Parameter sweep panel.
2026-09-19 23:04:20 +00:00

125 lines
4.0 KiB
Python

from __future__ import annotations
from dataclasses import dataclass
from app.models import PositionSide
# All functions here are pure and shared by the live engine and the backtester
# so both compute cash, P&L and risk exits identically.
@dataclass
class OpenPosition:
"""Lightweight position used by the backtester (the engine uses a DB row)."""
side: PositionSide
qty: float
entry_price: float
entry_fee: float = 0.0
stop_loss: float | None = None
take_profit: float | None = None
# Distance to trail the stop below the high (long) / above the low (short),
# as a fraction of price (0.02 = 2%). 0 disables trailing.
trailing_stop_pct: float = 0.0
entry_ts: int = 0
def advance_trailing_stop(
side: PositionSide,
stop_loss: float | None,
trailing_stop_pct: float,
high: float,
low: float,
) -> float | None:
"""Ratchet a trailing stop toward the price; never loosens.
For a long the stop trails ``pct`` below the running high; for a short it
trails ``pct`` above the running low. Returns the (possibly unchanged) stop.
"""
if trailing_stop_pct <= 0:
return stop_loss
if side == PositionSide.LONG:
candidate = high * (1 - trailing_stop_pct)
return candidate if stop_loss is None else max(stop_loss, candidate)
candidate = low * (1 + trailing_stop_pct)
return candidate if stop_loss is None else min(stop_loss, candidate)
def apply_open(cash: float, side: PositionSide, qty: float, price: float, fee: float) -> float:
"""Cash after opening a position (buying long / selling short)."""
notional = qty * price
if side == PositionSide.LONG:
return cash - notional - fee
return cash + notional - fee
def apply_close(cash: float, side: PositionSide, qty: float, price: float, fee: float) -> float:
"""Cash after closing a position (selling long / buying back short)."""
notional = qty * price
if side == PositionSide.LONG:
return cash + notional - fee
return cash - notional - fee
def realized_pnl(
side: PositionSide,
entry_price: float,
exit_price: float,
qty: float,
entry_fee: float,
exit_fee: float,
) -> float:
gross = (
(exit_price - entry_price) * qty
if side == PositionSide.LONG
else (entry_price - exit_price) * qty
)
return gross - entry_fee - exit_fee
def unrealized_pnl(side: PositionSide, entry_price: float, mark: float, qty: float) -> float:
if side == PositionSide.LONG:
return (mark - entry_price) * qty
return (entry_price - mark) * qty
def position_value(side: PositionSide, qty: float, mark: float) -> float:
"""Mark-to-market value of the position as an asset (negative for shorts)."""
return qty * mark if side == PositionSide.LONG else -qty * mark
def account_equity(cash: float, side: PositionSide, qty: float, mark: float) -> float:
return cash + position_value(side, qty, mark)
def order_qty(equity: float, size: float, side: PositionSide, cash: float, price: float) -> float:
"""Position size as a fraction of equity, capped by available cash for longs."""
if price <= 0:
return 0.0
size = max(0.0, min(size, 1.0))
notional = equity * size
if side == PositionSide.LONG:
notional = min(notional, cash * 0.99)
return notional / price
def risk_exit(
side: PositionSide,
stop_loss: float | None,
take_profit: float | None,
high: float,
low: float,
) -> tuple[str, float] | None:
"""Return (reason, exit_price) if a stop/take level was hit within the bar."""
if side == PositionSide.LONG:
if stop_loss is not None and low <= stop_loss:
return "stop loss", stop_loss
if take_profit is not None and high >= take_profit:
return "take profit", take_profit
else:
if stop_loss is not None and high >= stop_loss:
return "stop loss", stop_loss
if take_profit is not None and low <= take_profit:
return "take profit", take_profit
return None