增加King Keltner策略
This commit is contained in:
parent
6b8ae72c9b
commit
85f31e7423
@ -6,6 +6,8 @@ import hashlib
|
||||
import requests
|
||||
from Queue import Queue, Empty
|
||||
from threading import Thread
|
||||
from time import sleep
|
||||
|
||||
|
||||
|
||||
LHANG_API_ROOT ="https://api.lhang.com/v1/"
|
||||
@ -48,16 +50,18 @@ class LhangApi(object):
|
||||
self.apiKey = ''
|
||||
self.secretKey = ''
|
||||
|
||||
self.interval = 1 # 每次请求的间隔等待
|
||||
self.active = False # API工作状态
|
||||
self.reqID = 0 # 请求编号
|
||||
self.reqQueue = Queue() # 请求队列
|
||||
self.reqThread = Thread(target=self.processQueue) # 请求处理线程
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
def init(self, apiKey, secretKey):
|
||||
def init(self, apiKey, secretKey, interval):
|
||||
"""初始化"""
|
||||
self.apiKey = apiKey
|
||||
self.secretKey = secretKey
|
||||
self.interval = interval
|
||||
|
||||
self.active = True
|
||||
self.reqThread.start()
|
||||
@ -66,6 +70,8 @@ class LhangApi(object):
|
||||
def exit(self):
|
||||
"""退出"""
|
||||
self.active = False
|
||||
|
||||
if self.reqThread.isAlive():
|
||||
self.reqThread.join()
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
@ -107,15 +113,18 @@ class LhangApi(object):
|
||||
# 请求失败
|
||||
if data is None:
|
||||
error = u'请求失败'
|
||||
self.onError(error, reqID)
|
||||
self.onError(error, req, reqID)
|
||||
elif 'error_code' in data:
|
||||
error = u'请求出错,错误代码:%s' % data['error_code']
|
||||
self.onError(error, reqID)
|
||||
self.onError(error, req, reqID)
|
||||
# 请求成功
|
||||
else:
|
||||
if self.DEBUG:
|
||||
print callback.__name__
|
||||
callback(data, reqID)
|
||||
callback(data, req, reqID)
|
||||
|
||||
# 流控等待
|
||||
sleep(self.interval)
|
||||
|
||||
except Empty:
|
||||
pass
|
||||
@ -138,9 +147,9 @@ class LhangApi(object):
|
||||
return self.reqID
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
def onError(self, error, reqID):
|
||||
def onError(self, error, req, reqID):
|
||||
"""错误推送"""
|
||||
print error, reqID
|
||||
print error, req, reqID
|
||||
|
||||
###############################################
|
||||
# 行情接口
|
||||
@ -192,22 +201,22 @@ class LhangApi(object):
|
||||
return self.sendRequest(function, params, callback)
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
def onGetTicker(self, data, reqID):
|
||||
def onGetTicker(self, data, req, reqID):
|
||||
"""查询行情回调"""
|
||||
print data, reqID
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onGetDepth(self, data, reqID):
|
||||
def onGetDepth(self, data, req, reqID):
|
||||
"""查询深度回调"""
|
||||
print data, reqID
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onGetTrades(self, data, reqID):
|
||||
def onGetTrades(self, data, req, reqID):
|
||||
"""查询历史成交"""
|
||||
print data, reqID
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onGetKline(self, data, reqID):
|
||||
def onGetKline(self, data, req, reqID):
|
||||
"""查询K线回报"""
|
||||
print data, reqID
|
||||
|
||||
@ -272,27 +281,27 @@ class LhangApi(object):
|
||||
return self.sendRequest(function, params, callback)
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onGetUserInfo(self, data, reqID):
|
||||
def onGetUserInfo(self, data, req, reqID):
|
||||
"""查询K线回报"""
|
||||
print data, reqID
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onCreateOrder(self, data, reqID):
|
||||
def onCreateOrder(self, data, req, reqID):
|
||||
"""委托回报"""
|
||||
print data, reqID
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onCancelOrder(self, data, reqID):
|
||||
def onCancelOrder(self, data, req, reqID):
|
||||
"""撤单回报"""
|
||||
print data, reqID
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onGetOrdersInfo(self, data, reqID):
|
||||
def onGetOrdersInfo(self, data, req, reqID):
|
||||
"""查询委托回报"""
|
||||
print data, reqID
|
||||
|
||||
# ----------------------------------------------------------------------
|
||||
def onGetOrdersInfoHistory(self, data, reqID):
|
||||
def onGetOrdersInfoHistory(self, data, req, reqID):
|
||||
"""撤单回报"""
|
||||
print data, reqID
|
||||
|
||||
|
@ -2,12 +2,18 @@
|
||||
{
|
||||
"name": "double ema",
|
||||
"className": "EmaDemoStrategy",
|
||||
"vtSymbol": "IF1702"
|
||||
"vtSymbol": "IF1706"
|
||||
},
|
||||
|
||||
{
|
||||
"name": "atr rsi",
|
||||
"className": "AtrRsiStrategy",
|
||||
"vtSymbol": "IC1702"
|
||||
"vtSymbol": "IC1706"
|
||||
},
|
||||
|
||||
{
|
||||
"name": "king keltner",
|
||||
"className": "KkStrategy",
|
||||
"vtSymbol": "IH1706"
|
||||
}
|
||||
]
|
@ -434,6 +434,7 @@ class BacktestingEngine(object):
|
||||
self.limitOrderDict[orderID] = order
|
||||
|
||||
# 从字典中删除该限价单
|
||||
if stopOrderID in self.workingStopOrderDict:
|
||||
del self.workingStopOrderDict[stopOrderID]
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
|
300
vn.trader/ctaAlgo/strategy/strategyKingKeltner.py
Normal file
300
vn.trader/ctaAlgo/strategy/strategyKingKeltner.py
Normal file
@ -0,0 +1,300 @@
|
||||
# encoding: UTF-8
|
||||
|
||||
"""
|
||||
基于King Keltner通道的交易策略,适合用在股指上,
|
||||
展示了OCO委托和5分钟K线聚合的方法。
|
||||
|
||||
注意事项:
|
||||
1. 作者不对交易盈利做任何保证,策略代码仅供参考
|
||||
2. 本策略需要用到talib,没有安装的用户请先参考www.vnpy.org上的教程安装
|
||||
3. 将IF0000_1min.csv用ctaHistoryData.py导入MongoDB后,直接运行本文件即可回测策略
|
||||
"""
|
||||
|
||||
from __future__ import division
|
||||
|
||||
from ctaBase import *
|
||||
from ctaTemplate import CtaTemplate
|
||||
|
||||
import talib
|
||||
import numpy as np
|
||||
|
||||
|
||||
########################################################################
|
||||
class KkStrategy(CtaTemplate):
|
||||
"""基于King Keltner通道的交易策略"""
|
||||
className = 'KkStrategy'
|
||||
author = u'用Python的交易员'
|
||||
|
||||
# 策略参数
|
||||
kkLength = 32 # 计算通道中值的窗口数
|
||||
kkDev = 2.2 # 计算通道宽度的偏差
|
||||
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
|
||||
bar = None # 1分钟K线对象
|
||||
barMinute = EMPTY_STRING # K线当前的分钟
|
||||
fiveBar = None # 1分钟K线对象
|
||||
|
||||
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
|
||||
|
||||
atrValue = 0 # 最新的ATR指标数值
|
||||
kkMid = 0 # KK通道中轨
|
||||
kkUp = 0 # KK通道上轨
|
||||
kkDown = 0 # KK通道下轨
|
||||
|
||||
buyOrderID = None # OCO委托买入开仓的委托号
|
||||
shortOrderID = None # OCO委托卖出开仓的委托号
|
||||
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',
|
||||
'kkLength',
|
||||
'kkDev']
|
||||
|
||||
# 变量列表,保存了变量的名称
|
||||
varList = ['inited',
|
||||
'trading',
|
||||
'pos',
|
||||
'atrValue',
|
||||
'kkMid',
|
||||
'kkUp',
|
||||
'kkDown']
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
def __init__(self, ctaEngine, setting):
|
||||
"""Constructor"""
|
||||
super(KkStrategy, self).__init__(ctaEngine, setting)
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
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)"""
|
||||
# 聚合为1分钟K线
|
||||
tickMinute = tick.datetime.minute
|
||||
|
||||
if tickMinute != self.barMinute:
|
||||
if self.bar:
|
||||
self.onBar(self.bar)
|
||||
|
||||
bar = CtaBarData()
|
||||
bar.vtSymbol = tick.vtSymbol
|
||||
bar.symbol = tick.symbol
|
||||
bar.exchange = tick.exchange
|
||||
|
||||
bar.open = tick.lastPrice
|
||||
bar.high = tick.lastPrice
|
||||
bar.low = tick.lastPrice
|
||||
bar.close = tick.lastPrice
|
||||
|
||||
bar.date = tick.date
|
||||
bar.time = tick.time
|
||||
bar.datetime = tick.datetime # K线的时间设为第一个Tick的时间
|
||||
|
||||
self.bar = bar # 这种写法为了减少一层访问,加快速度
|
||||
self.barMinute = tickMinute # 更新当前的分钟
|
||||
else: # 否则继续累加新的K线
|
||||
bar = self.bar # 写法同样为了加快速度
|
||||
|
||||
bar.high = max(bar.high, tick.lastPrice)
|
||||
bar.low = min(bar.low, tick.lastPrice)
|
||||
bar.close = tick.lastPrice
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
def onBar(self, bar):
|
||||
"""收到Bar推送(必须由用户继承实现)"""
|
||||
# 如果当前是一个5分钟走完
|
||||
if bar.datetime.minute % 5 == 0:
|
||||
# 如果已经有聚合5分钟K线
|
||||
if self.fiveBar:
|
||||
# 将最新分钟的数据更新到目前5分钟线中
|
||||
fiveBar = self.fiveBar
|
||||
fiveBar.high = max(fiveBar.high, bar.high)
|
||||
fiveBar.low = min(fiveBar.low, bar.low)
|
||||
fiveBar.close = bar.close
|
||||
|
||||
# 推送5分钟线数据
|
||||
self.onFiveBar(fiveBar)
|
||||
|
||||
# 清空5分钟线数据缓存
|
||||
self.fiveBar = None
|
||||
else:
|
||||
# 如果没有缓存则新建
|
||||
if not self.fiveBar:
|
||||
fiveBar = CtaBarData()
|
||||
|
||||
fiveBar.vtSymbol = bar.vtSymbol
|
||||
fiveBar.symbol = bar.symbol
|
||||
fiveBar.exchange = bar.exchange
|
||||
|
||||
fiveBar.open = bar.open
|
||||
fiveBar.high = bar.high
|
||||
fiveBar.low = bar.low
|
||||
fiveBar.close = bar.close
|
||||
|
||||
fiveBar.date = bar.date
|
||||
fiveBar.time = bar.time
|
||||
fiveBar.datetime = bar.datetime
|
||||
|
||||
self.fiveBar = fiveBar
|
||||
else:
|
||||
fiveBar = self.fiveBar
|
||||
fiveBar.high = max(fiveBar.high, bar.high)
|
||||
fiveBar.low = min(fiveBar.low, bar.low)
|
||||
fiveBar.close = bar.close
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
def onFiveBar(self, bar):
|
||||
"""收到5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.atrValue = talib.ATR(self.highArray,
|
||||
self.lowArray,
|
||||
self.closeArray,
|
||||
self.kkLength)[-1]
|
||||
self.kkMid = talib.MA(self.closeArray, self.kkLength)[-1]
|
||||
self.kkUp = self.kkMid + self.atrValue * self.kkDev
|
||||
self.kkDown = self.kkMid - self.atrValue * self.kkdev
|
||||
|
||||
# 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.sendOcoOrder(self.kkUp, self.kkDown, self.fixedSize)
|
||||
|
||||
# 持有多头仓位
|
||||
elif self.pos > 0 and bar.close < self.kkUp:
|
||||
orderID = self.sell(bar.close*0.97, abs(self.pos))
|
||||
self.orderList.append(orderID)
|
||||
|
||||
# 持有空头仓位
|
||||
elif self.pos < 0 and bar.close > self.kkDown:
|
||||
orderID = self.buy(bar.close*1.03, abs(self.pos))
|
||||
self.orderList.append(orderID)
|
||||
|
||||
# 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):
|
||||
# 多头开仓成交后,撤消空头委托
|
||||
if self.pos > 0:
|
||||
self.cancelOrder(self.shortOrderID)
|
||||
if self.buyOrderID in self.orderList:
|
||||
self.orderList.remove(self.buyOrderID)
|
||||
if self.shortOrderID in self.orderList:
|
||||
self.orderList.remove(self.shortOrderID)
|
||||
# 反之同样
|
||||
elif self.pos < 0:
|
||||
self.cancelOrder(self.buyOrderID)
|
||||
if self.buyOrderID in self.orderList:
|
||||
self.orderList.remove(self.buyOrderID)
|
||||
if self.shortOrderID in self.orderList:
|
||||
self.orderList.remove(self.shortOrderID)
|
||||
|
||||
# 发出状态更新事件
|
||||
self.putEvent()
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
def sendOcoOrder(self, buyPrice, shortPrice, volume):
|
||||
"""
|
||||
发送OCO委托
|
||||
|
||||
OCO(One Cancel Other)委托:
|
||||
1. 主要用于实现区间突破入场
|
||||
2. 包含两个方向相反的停止单
|
||||
3. 一个方向的停止单成交后会立即撤消另一个方向的
|
||||
"""
|
||||
# 发送双边的停止单委托,并记录委托号
|
||||
self.buyOrderID = self.buy(buyPrice, volume, True)
|
||||
self.shortOrderID = self.short(shortPrice, volume, True)
|
||||
|
||||
# 将委托号记录到列表中
|
||||
self.orderList.append(self.buyOrderID)
|
||||
self.orderList.append(self.shortOrderID)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
# 提供直接双击回测的功能
|
||||
# 导入PyQt4的包是为了保证matplotlib使用PyQt4而不是PySide,防止初始化出错
|
||||
from ctaBacktesting import *
|
||||
from PyQt4 import QtCore, QtGui
|
||||
|
||||
# 创建回测引擎
|
||||
engine = BacktestingEngine()
|
||||
|
||||
# 设置引擎的回测模式为K线
|
||||
engine.setBacktestingMode(engine.BAR_MODE)
|
||||
|
||||
# 设置回测用的数据起始日期
|
||||
engine.setStartDate('20120101')
|
||||
|
||||
# 设置产品相关参数
|
||||
engine.setSlippage(0.2) # 股指1跳
|
||||
engine.setRate(0.3/10000) # 万0.3
|
||||
engine.setSize(300) # 股指合约大小
|
||||
|
||||
# 设置使用的历史数据库
|
||||
engine.setDatabase(MINUTE_DB_NAME, 'IF0000')
|
||||
|
||||
# 在引擎中创建策略对象
|
||||
d = {}
|
||||
engine.initStrategy(KkStrategy, d)
|
||||
|
||||
# 开始跑回测
|
||||
engine.runBacktesting()
|
||||
|
||||
# 显示回测结果
|
||||
engine.showBacktestingResult()
|
@ -70,6 +70,8 @@ class LhangApi(object):
|
||||
def exit(self):
|
||||
"""退出"""
|
||||
self.active = False
|
||||
|
||||
if self.reqThread.isAlive():
|
||||
self.reqThread.join()
|
||||
|
||||
#----------------------------------------------------------------------
|
||||
|
Loading…
Reference in New Issue
Block a user