master
Dmitry Maylarov 4 years ago
parent 4458e5386f
commit 9efa0aee58

@ -10,7 +10,8 @@ stockList = ["VOO"]
total_days_in_market = 365 * 10 total_days_in_market = 365 * 10
month_sum = 500 # usd month_sum = 500 # usd
reserve = 5 # usd for comms etc reserve = 5 # usd for comms etc
startDate = datetime.datetime.fromisoformat("2018-01-01") startDate = datetime.datetime.fromisoformat("2000-01-01")
endDate = datetime.datetime.fromisoformat("2022-01-30")
# import data # import data
@ -19,12 +20,11 @@ def get_data(stocks, start, end):
return stockData return stockData
endDate = datetime.datetime.now() # endDate = datetime.datetime.now()
# startDate = endDate - datetime.timedelta(days=total_days_in_market) # startDate = endDate - datetime.timedelta(days=total_days_in_market)
stockData = get_data(stockList[0], startDate, endDate) stockData = get_data(stockList[0], startDate, endDate)
actualStart: datetime.datetime = stockData.index[0] actualStart: datetime.datetime = stockData.index[0]
print(actualStart)
data = bt.feeds.PandasData(dataname=stockData) data = bt.feeds.PandasData(dataname=stockData)
@ -59,14 +59,11 @@ class PercentageCommisionScheme(bt.CommInfoBase):
("commtype", bt.CommInfoBase.COMM_PERC), ("commtype", bt.CommInfoBase.COMM_PERC),
) )
def _getcommission(self, size, price, pseudoexec):
return self.p.commission
class FormulaInvesting(bt.Strategy): class FormulaInvesting(bt.Strategy):
def __init__(self): def __init__(self):
self.order = None self.order = None
self.totalcost = 0 self.cost = 0 # no comms
self.comms = 0 self.comms = 0
self.units = 0 self.units = 0
self.times = 0 self.times = 0
@ -107,7 +104,7 @@ class FormulaInvesting(bt.Strategy):
) )
self.units += order.executed.size self.units += order.executed.size
self.totalcost += order.executed.value + order.executed.comm self.cost += order.executed.value
self.comms += order.executed.comm self.comms += order.executed.comm
elif order.issell(): elif order.issell():
@ -121,10 +118,8 @@ class FormulaInvesting(bt.Strategy):
) )
) )
self.units -= order.executed.size self.units -= order.executed.size
# self.totalcost += order.executed.value
self.totalcost += order.executed.comm
self.comms -= order.executed.value
self.comms += order.executed.comm
self.times += 1 self.times += 1
elif order.status in [order.Canceled, order.Margin, order.Rejected]: elif order.status in [order.Canceled, order.Margin, order.Rejected]:
@ -138,24 +133,17 @@ class FormulaInvesting(bt.Strategy):
def calc_params(self): def calc_params(self):
# calculate actual returns # calculate actual returns
self.roi = (self.broker.get_value() / self.cash_start) - 1
self.froi = self.broker.get_fundvalue() - self.val_start self.froi = self.broker.get_fundvalue() - self.val_start
value = self.datas[0].close * self.units + self.broker.get_cash() value = self.datas[0].close * self.units + self.broker.get_cash()
print("Time in Market: {:.1f} years".format((endDate - actualStart).days / 365)) return (
print("#Times: {:.0f}".format(self.times)) # Annual
print("#Units: {:.0f}".format(self.units)) 100 * ((1 + self.froi / 100) ** (365 / (endDate - actualStart).days) - 1),
print("Value: ${:,.2f}".format(value)) self.froi,
print("Commissions: ${:.2f}".format(self.froi)) self.cost,
print("Cost: ${:,.2f}".format(self.totalcost)) value,
print("Gross Return: ${:,.2f}".format(value - self.totalcost)) self.times,
print("Gross %: {:.2f}%".format((value / self.totalcost - 1) * 100)) self.units,
print("ROI: {:.2f}%".format(100.0 * self.roi)) self.comms,
print("Fund Value: {:.2f}%".format(self.froi))
print(
"Annualised: {:.2f}%".format(
100
* ((1 + self.froi / 100) ** (365 / (endDate - actualStart).days) - 1)
)
) )
def notify_timer(self, timer, when, *args): def notify_timer(self, timer, when, *args):
@ -188,9 +176,11 @@ class QDCA(DCA):
super().formula() super().formula()
def run(strategy, data): def run(strategy, data, fund_mode=False):
if fund_mode:
cerebro = bt.Cerebro()
else:
cerebro = bt.Cerebro(stdstats=False) cerebro = bt.Cerebro(stdstats=False)
cerebro.addobserver(bt.observers.Broker) cerebro.addobserver(bt.observers.Broker)
cerebro.addobserver(bt.observers.BuySell) cerebro.addobserver(bt.observers.BuySell)
@ -205,20 +195,50 @@ def run(strategy, data):
comminfo = PercentageCommisionScheme() comminfo = PercentageCommisionScheme()
cerebro.broker.addcommissioninfo(comminfo) cerebro.broker.addcommissioninfo(comminfo)
if fund_mode:
cerebro.broker.set_fundmode(True)
cerebro.broker.set_cash(month_sum) cerebro.broker.set_cash(month_sum)
# cerebro.addobserver(bt.observers.FundValue)
# cerebro.addobserver(bt.observers.FundShares)
cerebro.addanalyzer(bt.analyzers.DrawDown, _name="drawdown") cerebro.addanalyzer(bt.analyzers.DrawDown, _name="drawdown")
cerebro.addanalyzer(bt.analyzers.VWR, _name="returns") cerebro.addanalyzer(bt.analyzers.VWR, _name="returns")
cerebro.addanalyzer(
bt.analyzers.TimeReturn, timeframe=bt.TimeFrame.NoTimeFrame, _name="tr"
)
thestrats = cerebro.run() thestrats = cerebro.run()
thestrat = thestrats[0] thestrat = thestrats[0]
dd = thestrat.analyzers.drawdown
print(dd.get_analysis().max)
ret = thestrat.analyzers.returns
print(ret.get_analysis())
cerebro.plot(iplot=False, style="candlestick") cerebro.plot(iplot=False, style="candlestick")
return thestrat
if __name__ == "__main__": if __name__ == "__main__":
for strategy in (DCA, QDCA, VA, QVA): df = pd.DataFrame(
run(strategy, data) columns=[
"annual%",
"froi",
"cost",
"total_value",
"times",
"units",
"comms",
"max_dd_len",
"max_dd",
"max_md",
"twr",
]
)
for i, strategy in enumerate((DCA, QDCA, VA, QVA)):
therun = run(strategy, data)
dd = therun.analyzers.drawdown
ret = therun.analyzers.returns
# tr = thestrat.analyzers.tr
# print(next(reversed(tr.get_analysis())))
# print(tr.get_analysis())
df.loc[strategy.__name__] = therun.calc_params() + (
dd.get_analysis().max.len,
dd.get_analysis().max.drawdown,
dd.get_analysis().max.moneydown,
ret.get_analysis()["vwr"],
)
print("Starting from:", actualStart)
print("Time in Market: {:.1f} years".format((endDate - actualStart).days / 365))
print(df)
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