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order_method.py 14.87 KB
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雪域战鹰 提交于 2021-12-02 16:26 . 提交量化分析基础版本“
from __future__ import (absolute_import, division, print_function,
unicode_literals)
import argparse
import datetime
import os.path
import time
import sys
import backtrader as bt
import backtrader.feeds as btfeeds
import backtrader.indicators as btind
from datetime import timedelta
class OrderExecutionStrategy(bt.Strategy):
params = (
('smaperiod', 15),
('exectype', 'StopTrailLimit'),
#('exectype', 'StopTrail'),
('perc1', 0.5),
('perc2', 0.2),
('valid', 10),
('trailamount', 0.0),
('trailpercent', 0.03),
('traillimit', 0.02)
)
def log(self, txt, dt=None):
''' Logging function fot this strategy'''
dt = dt or self.data.datetime.date(0)
if isinstance(dt, float):
dt = bt.num2date(dt)
#print('%s, %s' % (dt.isoformat(), txt))
print('%s, %s' % (dt.strftime('%Y-%m-%d'), txt))
def notify_order(self, order):
if order.status in [order.Submitted]:
# Buy/Sell order submitted/accepted to/by broker - Nothing to do
#self.log('ORDER ACCEPTED/SUBMITTED', dt=order.created.dt)
self.log('ORDER SUBMITTED')
self.order = order
return
if order.status in [order.Accepted]:
# Buy/Sell order submitted/accepted to/by broker - Nothing to do
self.log('ORDER ACCEPTED')
self.order = order
return
self.log(
'Open: %.2f, High: %.2f, Low: %.2f, Close: %.2f' %
(
self.data.open[0],
self.data.high[0],
self.data.low[0],
self.data.close[0],
))
if order.status in [order.Expired]:
if order.isbuy():
self.log('BUY EXPIRED')
else:
self.log('SELL EXPIRED')
elif order.status in [order.Completed]:
if order.isbuy():
self.log(
#'BUY EXECUTED, Price: %.2f, Cost: %.2f' %
'BUY EXECUTED, Price: %.2f, Cost: %.2f.' %
(order.executed.price,
order.executed.value,
))
else: # Sell
self.log('SELL EXECUTED, Price: %.2f, Cost: %.2f.' %
(order.executed.price,
order.executed.value,
))
# Sentinel to None: new orders allowed
self.order = None
def __init__(self):
# SimpleMovingAverage on main data
# Equivalent to -> sma = btind.SMA(self.data, period=self.p.smaperiod)
sma = btind.SMA(period=self.p.smaperiod)
# CrossOver (1: up, -1: down) close / sma
self.buysell = btind.CrossOver(self.data.close, sma, plot=False)
if self.p.exectype in ['Stop', 'Limit']:
self.p.valid = 4
elif self.p.exectype in ['StopLimit']:
self.p.valid = 10
# Sentinel to None: new ordersa allowed
self.order = None
def next(self):
if self.order:
# An order is pending ... nothing can be done
if self.order.issell() and self.p.exectype in ['StopTrail']:
if self.p.trailamount:
check = self.data.close - self.p.trailamount
else:
check = self.data.close * (1.0 - self.p.trailpercent)
self.log('Open: %.2f, High: %.2f, Low: %.2f, Close: %.2f, Stop Price: %.2f, Check Price: %.2f' %
(self.data.open[0],
self.data.high[0],
self.data.low[0],
self.data.close[0],
self.order.created.price,
check
))
elif self.order.isbuy() and self.p.exectype in ['StopTrailLimit']:
if self.p.trailamount:
check = self.data.close + self.p.trailamount
else:
check = self.data.close * (1.0 + self.p.trailpercent)
self.log('Open: %.2f, High: %.2f, Low: %.2f, Close: %.2f, Stop Price: %.2f, Check Price: %.2f, Limit Price: %.2f' %
(self.data.open[0],
self.data.high[0],
self.data.low[0],
self.data.close[0],
self.order.created.price,
check,
self.order.created.pricelimit
))
'''
elif self.order.issell() and self.p.exectype in ['StopTrailLimit']:
if self.p.trailamount:
check = self.data.close - self.p.trailamount
else:
check = self.data.close * (1.0 - self.p.trailpercent)
self.log('Open: %.2f, High: %.2f, Low: %.2f, Close: %.2f, Stop Price: %.2f, Check Price: %.2f, Limit Price: %.2f' %
(self.data.open[0],
self.data.high[0],
self.data.low[0],
self.data.close[0],
self.order.created.price,
check,
self.order.created.pricelimit
))
'''
else:
self.log('Open: %.2f, High: %.2f, Low: %.2f, Close: %.2f' %
(self.data.open[0],
self.data.high[0],
self.data.low[0],
self.data.close[0],
))
return
# 检查是否持仓
if self.position:
# 检查是否达到卖出条件
if self.buysell < 0 and self.p.exectype not in ['StopTrail']:
if self.p.valid:
valid = self.data.datetime.date(0) + \
datetime.timedelta(days=self.p.valid)
else:
valid = None
if self.p.exectype in ['Market', 'StopTrailLimit']:
self.sell(exectype = bt.Order.Market)
self.log('SELL CREATE, exectype Market, close %.2f' %
self.data.close[0])
elif self.p.exectype == 'Close':
self.sell(exectype = bt.Order.Close)
self.log('SELL CREATE, exectype Close, close %.2f' %
self.data.close[0])
elif self.p.exectype == 'Limit':
price = self.data.close * (1.0 + self.p.perc1 / 100.0)
self.sell(exectype=bt.Order.Limit, price=price, valid=valid)
if self.p.valid:
txt = 'SELL CREATE, exectype Limit, close %.2f, price %.2f, valid: %s'
self.log(txt % (self.data.close[0], price, valid.strftime('%Y-%m-%d')))
else:
txt = 'SELL CREATE, exectype Limit, close %.2f, price %.2f'
self.log(txt % (self.data.close[0], price))
elif self.p.exectype == 'Stop':
price = self.data.close * (1.0 - self.p.perc1 / 100.0)
self.sell(exectype=bt.Order.Stop, price=price, valid=valid)
if self.p.valid:
txt = 'SELL CREATE, exectype Stop, close %.2f, price %.2f, valid: %s'
self.log(txt % (self.data.close[0], price, valid.strftime('%Y-%m-%d')))
else:
txt = 'SELL CREATE, exectype Stop, close %.2f, price %.2f'
self.log(txt % (self.data.close[0], price))
elif self.p.exectype == 'StopLimit':
price = self.data.close * (1.0 - self.p.perc1 / 100.0)
plimit = self.data.close * (1.0 - self.p.perc2 / 100.0)
self.sell(exectype=bt.Order.StopLimit, price=price, valid=valid, plimit = plimit)
if self.p.valid:
txt = 'SELL CREATE, exectype StopLimit, close %.2f, price %.2f, pricelimit %.2f, valid: %s'
self.log(txt % (self.data.close[0], price, plimit, valid.strftime('%Y-%m-%d')))
else:
txt = 'SELL CREATE, exectype StopLimit, close %.2f, price %.2f, pricelimit %.2f'
self.log(txt % (self.data.close[0], price, plimit))
'''
elif self.p.exectype == "StopTrailLimit":
price = self.data.close[0]
plimit = self.data.close[0] * (1.0 + self.p.traillimit)
st_order = self.sell(exectype=bt.Order.StopTrailLimit,
trailamount=self.p.trailamount,
trailpercent=self.p.trailpercent,
#price = price,
plimit = plimit)
if self.p.trailamount:
check = self.data.close - self.p.trailamount
else:
check = self.data.close * (1.0 - self.p.trailpercent)
txt = 'SELL CREATE, exectype StopTrailLimit, close %.2f, stop price %.2f, check price %.2f, limit price %.2f'
self.log(txt % (self.data.close[0], st_order.created.price, check, plimit))
'''
elif self.p.exectype in ['StopTrail']:
st_order = self.sell(exectype=bt.Order.StopTrail,
#price = self.data.close[0],
trailamount=self.p.trailamount,
trailpercent=self.p.trailpercent)
if self.p.trailamount:
check = self.data.close - self.p.trailamount
else:
check = self.data.close * (1.0 - self.p.trailpercent)
txt = 'SELL CREATE, exectype StopTrail, close %.2f, stop price %.2f, check price %.2f'
self.log(txt % (self.data.close[0], st_order.created.price, check))
# 不在场内且出现买入信号
elif self.buysell > 0:
if self.p.valid:
valid = self.data.datetime.date(0) + \
datetime.timedelta(days=self.p.valid)
else:
valid = None
if self.p.exectype in ['Market', 'StopTrail']:
self.buy(exectype=bt.Order.Market) # Market是默认的订单类型
self.log('BUY CREATE, exectype Market, close %.2f' %
self.data.close[0])
elif self.p.exectype == 'Close':
self.buy(exectype=bt.Order.Close)
self.log('BUY CREATE, exectype Close, close %.2f' %
self.data.close[0])
elif self.p.exectype == 'Limit':
price = self.data.close * (1.0 - self.p.perc1 / 100.0)
self.buy(exectype=bt.Order.Limit, price=price, valid=valid)
if self.p.valid:
txt = 'BUY CREATE, exectype Limit, close %.2f, price %.2f, valid: %s'
self.log(txt % (self.data.close[0], price, valid.strftime('%Y-%m-%d')))
else:
txt = 'BUY CREATE, exectype Limit, close %.2f, price %.2f'
self.log(txt % (self.data.close[0], price))
elif self.p.exectype == 'Stop':
price = self.data.close * (1.0 + self.p.perc1 / 100.0)
self.buy(exectype=bt.Order.Stop, price=price, valid=valid)
if self.p.valid:
txt = 'BUY CREATE, exectype Stop, close %.2f, price %.2f, valid: %s'
self.log(txt % (self.data.close[0], price, valid.strftime('%Y-%m-%d')))
else:
txt = 'BUY CREATE, exectype Stop, close %.2f, price %.2f'
self.log(txt % (self.data.close[0], price))
elif self.p.exectype == 'StopLimit':
price = self.data.close * (1.0 + self.p.perc1 / 100.0)
plimit = self.data.close * (1.0 + self.p.perc2 / 100.0)
self.buy(exectype=bt.Order.StopLimit, price=price, valid=valid,
plimit=plimit)
if self.p.valid:
txt = ('BUY CREATE, exectype StopLimit, close %.2f, price %.2f,'
' pricelimit %.2f, valid: %s')
self.log(txt % (self.data.close[0], price, plimit, valid.strftime('%Y-%m-%d')))
else:
txt = ('BUY CREATE, exectype StopLimit, close %.2f, price %.2f,'
' pricelimit: %.2f')
self.log(txt % (self.data.close[0], price, plimit))
elif 'StopTrailLimit' == self.p.exectype:
price = self.data.close[0]
plimit = self.data.close[0] * (1.0 - self.p.traillimit)
st_order = self.buy(exectype=bt.Order.StopTrailLimit,
trailamount=self.p.trailamount,
trailpercent=self.p.trailpercent,
#price = price,
plimit = plimit)
if self.p.trailamount:
check = self.data.close + self.p.trailamount
else:
# 指定price值
#check = self.data.close * (1.0 + self.p.trailpercent)
# 不指定price值
check = plimit * (1.0 + self.p.trailpercent)
txt = 'BUY CREATE, exectype StopTrailLimit, close %.2f, stop price %.2f, check price %.2f, limit price %.2f'
self.log(txt % (self.data.close[0], st_order.created.price, check, st_order.created.pricelimit))
cerebro = bt.Cerebro() # 创建cerebro
# 先找到脚本的位置,然后根据脚本与数据的相对路径关系找到数据位置
# 这样脚本从任意地方被调用,都可以正确地访问到数据
modpath = os.path.dirname(os.path.abspath(sys.argv[0]))
datapath = os.path.join(modpath, '../TQDat/day/stk/000001.csv')
# 创建价格数据
data = bt.feeds.GenericCSVData(
dataname = datapath,
fromdate = datetime.datetime(2019, 1, 1),
todate = datetime.datetime(2019, 12, 31),
nullvalue = 0.0,
#dtformat = ('%Y/%m/%d'),
dtformat = ('%Y-%m-%d'),
datetime = 0,
open = 1,
high = 2,
low = 3,
close = 4,
volume = 5,
openinterest = -1
)
# 在Cerebro中添加价格数据
cerebro.adddata(data)
# 设置启动资金
cerebro.broker.setcash(100000.0)
# 设置交易单位大小
cerebro.addsizer(bt.sizers.FixedSize, stake = 100)
cerebro.addstrategy(OrderExecutionStrategy) # 添加策略
cerebro.run() # 遍历所有数据
#'''
cerebro.plot(start=datetime.date(2019, 4, 1), end=datetime.date(2019, 5, 31),
volume = False, style = 'candle',
barup = 'red', bardown = 'green') # 绘图
#'''
#cerebro.plot(volume = False, style = 'candle', barup = 'red', bardown = 'green') # 绘图
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