[Add]新增BollChannelStrategy策略,适合螺纹钢15分钟

This commit is contained in:
vn.py 2017-10-07 10:58:37 +08:00
parent fb1dac6e3c
commit 4d49bf3ae3
8 changed files with 685 additions and 2 deletions

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@ -10,4 +10,5 @@ from vnpy.trader.app.ctaStrategy.ctaHistoryData import loadMcCsv
if __name__ == '__main__':
loadMcCsv('IF0000_1min.csv', MINUTE_DB_NAME, 'IF0000')
loadMcCsv('rb0000_1min.csv', MINUTE_DB_NAME, 'rb0000')

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@ -416,4 +416,40 @@ class BarManager(object):
self.xminBar.openInterest = bar.openInterest
self.xminBar.volume += int(bar.volume)
#----------------------------------------------------------------------
def updateBar(self, bar):
"""1分钟K线更新"""
# 尚未创建对象
if not self.xminBar:
self.xminBar = VtBarData()
self.xminBar.vtSymbol = bar.vtSymbol
self.xminBar.symbol = bar.symbol
self.xminBar.exchange = bar.exchange
self.xminBar.open = bar.open
self.xminBar.high = bar.high
self.xminBar.low = bar.low
# 累加老K线
else:
self.xminBar.high = max(self.xminBar.high, bar.high)
self.xminBar.low = min(self.xminBar.low, bar.low)
# 通用部分
self.xminBar.close = bar.close
self.xminBar.datetime = bar.datetime
self.xminBar.openInterest = bar.openInterest
self.xminBar.volume += int(bar.volume)
# X分钟已经走完
if not bar.datetime.minute % self.xmin: # 可以用X整除
# 生成上一X分钟K线的时间戳
self.xminBar.datetime = self.xminBar.datetime.replace(second=0, microsecond=0) # 将秒和微秒设为0
self.xminBar.date = self.xminBar.datetime.strftime('%Y%m%d')
self.xminBar.time = self.xminBar.datetime.strftime('%H:%M:%S.%f')
# 推送
self.onXminBar(self.xminBar)
# 清空老K线缓存对象
self.xminBar = None

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@ -0,0 +1,218 @@
# encoding: UTF-8
"""
感谢Darwin Quant贡献的策略思路
知乎专栏原文https://zhuanlan.zhihu.com/p/24448511
策略逻辑
1. 布林通道信号
2. CCI指标过滤
3. ATR指标止损
适合品种螺纹钢
适合周期15分钟
这里的策略是作者根据原文结合vn.py实现对策略实现上做了一些修改仅供参考
"""
from __future__ import division
import talib
import numpy as np
from vnpy.trader.vtObject import VtBarData
from vnpy.trader.vtConstant import EMPTY_STRING
from vnpy.trader.app.ctaStrategy.ctaTemplate import CtaTemplate, BarManager
########################################################################
class BollChannelStrategy(CtaTemplate):
"""基于布林通道的交易策略"""
className = 'BollChannelStrategy'
author = u'用Python的交易员'
# 策略参数
bollWindow = 18 # 布林通道窗口数
bollDev = 3.4 # 布林通道的偏差
cciWindow = 10 # CCI窗口数
atrWindow = 30 # ATR窗口数
slMultiplier = 5.2 # 计算止损距离的乘数
initDays = 10 # 初始化数据所用的天数
fixedSize = 1 # 每次交易的数量
# 策略变量
bufferSize = 100 # 需要缓存的数据的大小
bufferCount = 0 # 目前已经缓存了的数据的计数
highArray = np.zeros(bufferSize) # K线最高价的数组
lowArray = np.zeros(bufferSize) # K线最低价的数组
closeArray = np.zeros(bufferSize) # K线收盘价的数组
bollMid = 0 # 布林通道中轨
bollStd = 0 # 布林通道标准差
bollUp = 0 # 布林通道上轨
bollDown = 0 # 布林通道下轨
cciValue = 0 # CCI指标数值
atrValue = 0 # ATR指标数值
intraTradeHigh = 0 # 持仓期内的最高点
intraTradeLow = 0 # 持仓期内的最低点
longStop = 0 # 多头止损
shortStop = 0 # 空头止损
orderList = [] # 保存委托代码的列表
# 参数列表,保存了参数的名称
paramList = ['name',
'className',
'author',
'vtSymbol',
'bollWindow',
'bollDev',
'cciWindow',
'atrWindow',
'slMultiplier',
'initDays',
'fixedSize']
# 变量列表,保存了变量的名称
varList = ['inited',
'trading',
'pos',
'bollMid',
'bollStd',
'bollUp',
'bollDown',
'cciValue',
'atrValue',
'intraTradeHigh',
'intraTradeLow',
'longStop',
'shortStop']
#----------------------------------------------------------------------
def __init__(self, ctaEngine, setting):
"""Constructor"""
super(BollChannelStrategy, self).__init__(ctaEngine, setting)
self.bm = BarManager(self.onBar, 15, self.onXminBar) # 创建K线合成器对象
#----------------------------------------------------------------------
def onInit(self):
"""初始化策略(必须由用户继承实现)"""
self.writeCtaLog(u'%s策略初始化' %self.name)
# 载入历史数据,并采用回放计算的方式初始化策略数值
initData = self.loadBar(self.initDays)
for bar in initData:
self.onBar(bar)
self.putEvent()
#----------------------------------------------------------------------
def onStart(self):
"""启动策略(必须由用户继承实现)"""
self.writeCtaLog(u'%s策略启动' %self.name)
self.putEvent()
#----------------------------------------------------------------------
def onStop(self):
"""停止策略(必须由用户继承实现)"""
self.writeCtaLog(u'%s策略停止' %self.name)
self.putEvent()
#----------------------------------------------------------------------
def onTick(self, tick):
"""收到行情TICK推送必须由用户继承实现"""
self.bm.updateTick(tick)
#----------------------------------------------------------------------
def onBar(self, bar):
"""收到Bar推送必须由用户继承实现"""
self.bm.updateBar(bar)
#----------------------------------------------------------------------
def onXminBar(self, bar):
"""收到X分钟K线"""
# 撤销之前发出的尚未成交的委托(包括限价单和停止单)
for orderID in self.orderList:
self.cancelOrder(orderID)
self.orderList = []
# 保存K线数据
self.closeArray[0:self.bufferSize-1] = self.closeArray[1:self.bufferSize]
self.highArray[0:self.bufferSize-1] = self.highArray[1:self.bufferSize]
self.lowArray[0:self.bufferSize-1] = self.lowArray[1:self.bufferSize]
self.closeArray[-1] = bar.close
self.highArray[-1] = bar.high
self.lowArray[-1] = bar.low
self.bufferCount += 1
if self.bufferCount < self.bufferSize:
return
# 计算指标数值
self.bollMid = self.closeArray[-self.bollWindow:].mean()
self.bollStd = self.closeArray[-self.bollWindow:].std()
self.bollUp = self.bollMid + self.bollStd * self.bollDev
self.bollDown = self.bollMid - self.bollStd * self.bollDev
self.cciValue = talib.CCI(self.highArray,
self.lowArray,
self.closeArray,
self.cciWindow)[-1]
self.atrValue = talib.ATR(self.highArray,
self.lowArray,
self.closeArray,
self.atrWindow)[-1]
# 判断是否要进行交易
# 当前无仓位发送OCO开仓委托
if self.pos == 0:
self.intraTradeHigh = bar.high
self.intraTradeLow = bar.low
if self.cciValue > 0:
l = self.buy(self.bollUp, self.fixedSize, True)
self.orderList.extend(l)
elif self.cciValue < 0:
l = self.short(self.bollDown, self.fixedSize, True)
self.orderList.extend(l)
# 持有多头仓位
elif self.pos > 0:
self.intraTradeHigh = max(self.intraTradeHigh, bar.high)
self.intraTradeLow = bar.low
self.longStop = self.intraTradeHigh - self.atrValue * self.slMultiplier
l = self.sell(self.longStop, abs(self.pos), True)
self.orderList.extend(l)
# 持有空头仓位
elif self.pos < 0:
self.intraTradeHigh = bar.high
self.intraTradeLow = min(self.intraTradeLow, bar.low)
self.shortStop = self.intraTradeLow + self.atrValue * self.slMultiplier
l = self.cover(self.shortStop, abs(self.pos), True)
self.orderList.extend(l)
# 发出状态更新事件
self.putEvent()
#----------------------------------------------------------------------
def onOrder(self, order):
"""收到委托变化推送(必须由用户继承实现)"""
pass
#----------------------------------------------------------------------
def onTrade(self, trade):
# 发出状态更新事件
self.putEvent()
#----------------------------------------------------------------------
def onStopOrder(self, so):
"""停止单推送"""
pass

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@ -112,7 +112,6 @@ class KkStrategy(CtaTemplate):
#----------------------------------------------------------------------
def onFiveBar(self, bar):
"""收到5分钟K线"""
print bar.datetime, bar.open, bar.high, bar.low, bar.close
# 撤销之前发出的尚未成交的委托(包括限价单和停止单)
for orderID in self.orderList:
self.cancelOrder(orderID)