core/strategy.py

94 lines
2.9 KiB
Python

from typing import List
import sympy.abc
from sympy import Point, solve
from bfxbot.models import Strategy, PositionState, SymbolStatus, Event, EventKind
from bfxbot.utils import TAKER_FEE, net_pl_percentage
class Position(object):
def __init__(self):
self.id = None
self.profit_loss_percentage = None
pass
class SquaredTrailingStop:
def __init__(self, p_min: Point, p_max: Point):
a = sympy.abc.a
b = sympy.abc.b
c = sympy.abc.c
self.p_min = p_min
self.p_max = p_max
e1 = 2 * a * (p_max.x + b)
e2 = a * (p_min.x + b)**2 + c - p_min.y
e3 = a * (p_max.x + b)**2 + c - p_max.y
s = solve([e1, e2, e3])[0]
self.a, self.b, self.c = s[a], s[b], s[c]
def y(self, x):
def inter_y(x):
return self.a * (x + self.b)**2 + self.c
if x < self.p_min.x:
return self.p_min.y
elif x > self.p_max.x:
return self.p_max.y
else:
return inter_y(x)
def profit(self, x):
if x < self.p_min.x:
return 0
return x - self.y(x)
class TrailingStopStrategy(Strategy):
BREAK_EVEN_PERC = TAKER_FEE
MIN_PROFIT_PERC = BREAK_EVEN_PERC + 0.3
GOOD_PROFIT_PERC = MIN_PROFIT_PERC * 2.5
MAX_LOSS_PERC = -3.75
OFFER_PERC = 0.005
TRAILING_STOP = SquaredTrailingStop(Point(MIN_PROFIT_PERC, MIN_PROFIT_PERC/3*2), Point(GOOD_PROFIT_PERC, 0.1))
def position_on_tick(self, position: Position, ss: SymbolStatus) -> (PositionState, List[Event]):
events = []
pl_perc = net_pl_percentage(position.profit_loss_percentage, TAKER_FEE)
prev = ss.previous_position_w(position.id)
if pl_perc > self.GOOD_PROFIT_PERC:
state = PositionState.PROFIT
elif self.MIN_PROFIT_PERC <= pl_perc < self.GOOD_PROFIT_PERC:
state = PositionState.MINIMUM_PROFIT
elif 0.0 <= pl_perc < self.MIN_PROFIT_PERC:
state = PositionState.BREAK_EVEN
elif self.MAX_LOSS_PERC < pl_perc < 0.0:
state = PositionState.LOSS
else:
state = PositionState.CRITICAL
if not prev or prev.state == state:
return state, events
if state == PositionState.PROFIT:
events.append(Event(EventKind.REACHED_GOOD_PROFIT, position.id, ss.current_tick))
elif state == PositionState.MINIMUM_PROFIT:
events.append(Event(EventKind.REACHED_MIN_PROFIT, position.id, ss.current_tick))
elif state == PositionState.BREAK_EVEN:
events.append(Event(EventKind.REACHED_BREAK_EVEN, position.id, ss.current_tick))
elif state == PositionState.LOSS:
events.append(Event(EventKind.REACHED_LOSS, position.id, ss.current_tick))
else:
events.append(Event(EventKind.REACHED_MAX_LOSS, position.id, ss.current_tick))
events.append(Event(EventKind.CLOSE_POSITION, position.id, ss.current_tick))
return state, events