abupy_lecture/3-滑点策略与交易手续费(ABU量化使用文档).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABU量化系统使用文档 \n",
    "\n",
    "<center>\n",
    "        <img src=\"./image/abu_logo.png\" alt=\"\" style=\"vertical-align:middle;padding:10px 20px;\"><font size=\"6\" color=\"black\"><b>第3节 滑点策略与交易手续费</b></font>\n",
    "</center>\n",
    "\n",
    "-----------------\n",
    "\n",
    "\n",
    "作者: 阿布\n",
    "\n",
    "阿布量化版权所有 未经允许 禁止转载\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (欢迎+star)\n",
    "\n",
    "[本节ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)\n",
    "\n",
    "首先导入abupy中本节使用的模块："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上一节使用AbuFactorBuyBreak和AbuFactorSellBreak且混入基本止盈止损策略AbuFactorAtrNStop，\n",
    "风险控制止损策略AbuFactorPreAtrNStop，利润保护止盈策略AbuFactorCloseAtrNStop来提高交易的盈利效果。\n",
    "\n",
    "本节将继续在上一节回测的基础上示例择时策略其它使用方法，首先完成上一节的回测准备，如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFactorBuyBreak, AbuFactorSellBreak\n",
    "from abupy import AbuFactorAtrNStop, AbuFactorPreAtrNStop, AbuFactorCloseAtrNStop\n",
    "from abupy import ABuPickTimeExecute, AbuBenchmark, AbuCapital\n",
    "\n",
    "# buy_factors 60日向上突破，42日向上突破两个因子\n",
    "buy_factors = [{'xd': 60, 'class': AbuFactorBuyBreak}, \n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "# 四个卖出因子同时并行生效\n",
    "sell_factors = [\n",
    "    {\n",
    "        'xd': 120,\n",
    "        'class': AbuFactorSellBreak\n",
    "    },\n",
    "    {\n",
    "        'stop_loss_n': 0.5,\n",
    "        'stop_win_n': 3.0,\n",
    "        'class': AbuFactorAtrNStop\n",
    "    },\n",
    "    {\n",
    "        'class': AbuFactorPreAtrNStop,\n",
    "        'pre_atr_n': 1.0\n",
    "    },\n",
    "    {\n",
    "        'class': AbuFactorCloseAtrNStop,\n",
    "        'close_atr_n': 1.5\n",
    "    }]\n",
    "benchmark = AbuBenchmark()\n",
    "capital = AbuCapital(1000000, benchmark)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1  滑点买入卖出价格确定及策略实现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第一节中实现的买入策略和卖出策略的编写，买入策略中确定买入只是通过make_buy_order函数，确定买单生成，卖出策略确定卖出订单\n",
    "也只是通过fit_sell_order来提交卖单，那么执行订单，应该使用的什么价格买入或者卖出呢，abupy在默认的策略都是使用当天的均价买入卖出，\n",
    "\n",
    "当然你可以实现多种复杂的当日交易策略，设置限价单、市价单，获取当日的分时数据再次进行策略分析执行操作，但是如果你的回测数量足够多的情况下，比如全市场回测，按照大数定理，这个均值执行其实是最好的模拟，而且简单、运行速度快。\n",
    "\n",
    "滑点买入卖出价格确定具体实现代码请阅读AbuSlippageBuyMean和AbuSlippageSellMean，它们的实现都很简单"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": false
   },
   "source": [
    "在买入滑点AbuSlippageBuyMean中有一个小策略当当天开盘价格直接下探7%时，放弃买单，看上一节回测结果中如下图这次交易，从图上就可以发现虽然是突破买入，但明显第二天执行买单时的价格是直线下跌的，且下跌不少，但还是成交了这笔交易。因为开盘下跌幅度没有达到7%的阀值，下面我们就过拟合这次交易避免买入，只为示例\n",
    "\n",
    "![](./image/3.1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面编写一个独立的Slippage策略，只简单修改g_open_down_rate的值为0.02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuSlippageBuyBase, slippage\n",
    "# 修改买入下跌阀值为0.02\n",
    "g_open_down_rate = 0.02\n",
    "\n",
    "class AbuSlippageBuyMean2(AbuSlippageBuyBase):\n",
    "    \"\"\"示例日内滑点均价买入类\"\"\"\n",
    "\n",
    "    @slippage.sbb.slippage_limit_up\n",
    "    def fit_price(self):\n",
    "        \"\"\"\n",
    "        取当天交易日的最高最低均价做为决策价格\n",
    "        :return: 最终决策的当前交易买入价格\n",
    "        \"\"\"\n",
    "        # TODO 基类提取作为装饰器函数，子类根据需要选择是否装饰，并且添加上根据order的call，put明确细节逻辑\n",
    "        if self.kl_pd_buy.pre_close == 0 or (self.kl_pd_buy.open / self.kl_pd_buy.pre_close) < (1 - g_open_down_rate):\n",
    "            # 开盘就下跌一定比例阀值，放弃单子\n",
    "            return np.inf\n",
    "        # 买入价格为当天均价，即最高，最低的平均，也可使用高开低收平均等方式计算\n",
    "        self.buy_price = np.mean([self.kl_pd_buy['high'], self.kl_pd_buy['low']])\n",
    "        # 返回最终的决策价格\n",
    "        return self.buy_price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面编写的AbuSlippageBuyMean2类实现即为滑点买入类的实现：\n",
    "\n",
    "1. 滑点买入类需要继承自AbuSlippageBuyBase\n",
    "2. 滑点买入类需要实现fit_price来确定交易单执行当日的最终买入价格\n",
    "3. slippage_limit_up装饰器是针对a股涨停板买入价格决策的装饰器，处理买入成功概率，根据概率决定是否能买入，及涨停下的买入价格决策，涨停下买入价格模型为，越靠近涨停价格买入成交概率越大，即在涨停下预期以靠近涨停价格买入，\n",
    "\n",
    "备注：slippage_limit_up及slippage_limit_down具体实现可阅读源代码，后面的章节有示例演示使用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "但是滑点类时什么时候被实例化使用的呢，怎么使用我们自己写的这个滑点类呢？首先看买入因子基类AbuFactorBuyBase，在每个买入因子初始化的时候即把默认的滑点类以及仓位管理类（稍后讲解）赋值，如下片段代码所示：\n",
    "\n",
    "详情请查看AbuFactorBuyBas源代码\n",
    "\n",
    "    class AbuFactorBuyBase(six.with_metaclass(ABCMeta, ABuParamBaseClass)):\n",
    "        def __init__(self, capital, kl_pd, **kwargs):\n",
    "            # 走势数据\n",
    "            self.kl_pd = kl_pd\n",
    "            # 资金情况数据\n",
    "            self.capital = capital\n",
    "            # 滑点类，默认AbuSlippageBuyMean\n",
    "            self.slippage_class = kwargs['slippage'] \\\n",
    "                if 'slippage' in kwargs else AbuSlippageBuyMean\n",
    "            # 仓位管理，默认AbuAtrPosition\n",
    "            self.position_class = kwargs['position'] \\\n",
    "                if 'position' in kwargs else AbuAtrPosition\n",
    "            if 'win_rate' in kwargs:\n",
    "                self.win_rate = kwargs['win_rate']\n",
    "            if 'gains_mean' in kwargs:\n",
    "                self.gains_mean = kwargs['gains_mean']\n",
    "            if 'losses_mean' in kwargs:\n",
    "                self.losses_mean = kwargs['losses_mean']\n",
    "            self._init_self(**kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "之后因子在每次生效产生买单的时候会触发AbuOrder实例对象的fit_buy_order()函数，fit_buy_order()中将滑点类，仓位管理类实例化后，执行买入价格及数量确定，代码片段如下所示，详情请查看源代码。\n",
    "    \n",
    "    def fit_buy_order(self, day_ind, factor_object):\n",
    "        kl_pd = factor_object.kl_pd\n",
    "        # 要执行买入当天的数据\n",
    "        kl_pd_buy = kl_pd.iloc[day_ind + 1]\n",
    "        # 买入因子名称\n",
    "        factor_name = factor_object.factor_name \\\n",
    "            if hasattr(factor_object, 'factor_name') else 'unknown'\n",
    "        # 滑点类设置\n",
    "        slippage_class = factor_object.slippage_class\n",
    "        # 仓位管理类设置\n",
    "        position_class = factor_object.position_class\n",
    "        # 初始资金，也可修改策略使用剩余资金\n",
    "        read_cash = factor_object.capital.read_cash\n",
    "        # 实例化滑点类\n",
    "        fact = slippage_class(kl_pd_buy, factor_name)\n",
    "        # 执行fit_price(), 计算出买入价格\n",
    "        bp = fact.fit_price()\n",
    "        # 如果滑点类中决定不买入，撤单子，bp就返回正无穷\n",
    "        if bp < np.inf:\n",
    "            # 实例化仓位管理类\n",
    "            position = position_class(kl_pd_buy, factor_name, bp, \n",
    "                                      read_cash)\n",
    "            # 执行fit_position()，通过仓位管理计算买入的数量\n",
    "            buy_stock_cnt = int(position.fit_position(factor_object))\n",
    "            if buy_stock_cnt < 1:\n",
    "                return\n",
    "\n",
    "卖出因子的滑点操作及仓位管理与买入类似，读者可以自行阅读源代码。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上代码我们可以发现通过buy_factors的字典对象中传入slippage便可以自行设置滑点类，由于上图显示的交易是60日突破产生的买单，所以我们只修改60日突破的字典对象，执行后可以看到如下图所示，过滤了两个60日突破的买单，即过滤了上图所示的交易，代码如下所示：\n",
    "\n",
    "备注：实际上如果只是修改g_open_down_rate的值，可以通过模块全局变量直接修改，本节只为示例使用流程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:7785 pick times complete:100.0%\n"
     ]
    },
    {
     "data": {
      "image/png": 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NDRjnqBALY7eY6fOF8Nv9OBxDz4V2ux2/X2s24ff7cTgcbNmyke7ubv77v7+J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NZItbR386cPTwNw6ZyZ5/TaInJhcvTJMDW2dvDqpuMUn6wn0+OmsrGZitp2Xt10gvVbT/LI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TImgMEYJJIOhDXoqc0vLC23I/jivOKeb8Uwa2lXd7A0iMrvA4JpgOVHVOqGCKOWstys9h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SQg4c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\nkiRJkqQKNkySJEmSVOE/17vmqp4cfi0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11833d630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:7785 done!\n"
     ]
    }
   ],
   "source": [
    "# 针对60使用AbuSlippageBuyMean2\n",
    "buy_factors2 = [{'slippage': AbuSlippageBuyMean2, 'xd': 60,\n",
    "                 'class': AbuFactorBuyBreak},\n",
    "                {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "capital = AbuCapital(1000000, benchmark)\n",
    "orders_pd, action_pd, _ = ABuPickTimeExecute.do_symbols_with_same_factors(['usTSLA'],\n",
    "                                                                            benchmark,\n",
    "                                                                            buy_factors2,\n",
    "                                                                            sell_factors,\n",
    "                                                                            capital,\n",
    "                                                                            show=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 交易手续费的计算以及自定义手续费"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "交易必然会产生手续费，手续费的计算在ABuCommission模块中，比如本例中使用的的美股交易回测，使用的手续费计算代码如下所示：\n",
    "    \n",
    "    def calc_commission_us(trade_cnt, price):\n",
    "        \"\"\"\n",
    "        美股计算交易费用：每股0.01，最低消费2.99\n",
    "        :param trade_cnt: 交易的股数（int）\n",
    "        :param price: 每股的价格（美元）（暂不使用，只是保持接口统一）\n",
    "        :return: 计算结果手续费\n",
    "        \"\"\"\n",
    "        # 每股手续费0.01\n",
    "        commission = trade_cnt * 0.01\n",
    "        if commission < 2.99:\n",
    "            # 最低消费2.99\n",
    "            commission = 2.99\n",
    "        return commission\n",
    "        \n",
    "针对不同市场美股，a股，港股，比特币，期货有不同计算手续费的方法，更多详情请阅读ABuCommission模块源代码\n",
    "\n",
    "下面先看看之前的回测交易中产生的手续费情况，查看代码如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>date</th>\n",
       "      <th>symbol</th>\n",
       "      <th>commission</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150423</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>8.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150428</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150622</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>8.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150624</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150706</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150708</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20151230</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20160105</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20160315</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>5.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20160429</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>5.57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   type      date  symbol commission\n",
       "0   buy  20150423  usTSLA       8.22\n",
       "0   buy  20150428  usTSLA       7.53\n",
       "0  sell  20150622  usTSLA       8.22\n",
       "0   buy  20150624  usTSLA       7.53\n",
       "0  sell  20150706  usTSLA       7.53\n",
       "0  sell  20150708  usTSLA       7.53\n",
       "0   buy  20151230  usTSLA       7.22\n",
       "0  sell  20160105  usTSLA       7.22\n",
       "0   buy  20160315  usTSLA       5.57\n",
       "0  sell  20160429  usTSLA       5.57"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "capital.commission.commission_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果你想把自己的计算手续费的方法使用在回测中，只需要编写手续费函数，示例如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def calc_commission_us2(trade_cnt, price):\n",
    "    \"\"\"\n",
    "        手续费统一7美元\n",
    "    \"\"\"\n",
    "    return 7"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如上编写的手续费函数统一每次买入卖出都是7美元手续费，手续费函数有两个参数一个trade_cnt代表买入（卖出）股数，\n",
    "另一个参数是price，代表买入（卖出）价格，下面使用这个自定义的手续费方法做回测，代码如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:79242 pick times complete:100.0%\n",
      "pid:79242 done!\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>date</th>\n",
       "      <th>symbol</th>\n",
       "      <th>commission</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150423</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150428</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150622</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>8.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150624</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150706</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150708</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20151230</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20160105</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20160315</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20160429</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>5.57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   type      date  symbol commission\n",
       "0   buy  20150423  usTSLA          7\n",
       "0   buy  20150428  usTSLA          7\n",
       "0  sell  20150622  usTSLA       8.22\n",
       "0   buy  20150624  usTSLA          7\n",
       "0  sell  20150706  usTSLA       7.53\n",
       "0  sell  20150708  usTSLA       7.53\n",
       "0   buy  20151230  usTSLA          7\n",
       "0  sell  20160105  usTSLA       7.22\n",
       "0   buy  20160315  usTSLA          7\n",
       "0  sell  20160429  usTSLA       5.57"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 构造一个字典key='buy_commission_func', value=自定义的手续费方法函数\n",
    "commission_dict = {'buy_commission_func': calc_commission_us2}\n",
    "# 将commission_dict做为参数传入AbuCapital\n",
    "capital = AbuCapital(1000000, benchmark, user_commission_dict=commission_dict)\n",
    "# 除了手续费自定义外，回测其它设置不变，show=False不可视化回测交易\n",
    "orders_pd, action_pd, _ = ABuPickTimeExecute.do_symbols_with_same_factors(['usTSLA'],\n",
    "                                                                            benchmark,\n",
    "                                                                            buy_factors2,\n",
    "                                                                            sell_factors,\n",
    "                                                                            capital,\n",
    "                                                                            show=False)\n",
    "# 回测完成后查看手续费情况\n",
    "capital.commission.commission_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上面回测交易手续费结果可以看到，买入的手续费都变成了7元，卖出手续费还是之前的算法，下面的回测将买入卖出手续费计算方法都变成使用自定义的方法，代码如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:79242 pick times complete:100.0%\n",
      "pid:79242 done!\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>date</th>\n",
       "      <th>symbol</th>\n",
       "      <th>commission</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150423</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150428</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150622</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20150624</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150706</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20150708</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20151230</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20160105</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>buy</td>\n",
       "      <td>20160315</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sell</td>\n",
       "      <td>20160429</td>\n",
       "      <td>usTSLA</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   type      date  symbol commission\n",
       "0   buy  20150423  usTSLA          7\n",
       "0   buy  20150428  usTSLA          7\n",
       "0  sell  20150622  usTSLA          7\n",
       "0   buy  20150624  usTSLA          7\n",
       "0  sell  20150706  usTSLA          7\n",
       "0  sell  20150708  usTSLA          7\n",
       "0   buy  20151230  usTSLA          7\n",
       "0  sell  20160105  usTSLA          7\n",
       "0   buy  20160315  usTSLA          7\n",
       "0  sell  20160429  usTSLA          7"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 卖出字典key='sell_commission_func', 指向同一个手续费方法，当然也可以定义不同的方法\n",
    "commission_dict = {'buy_commission_func': calc_commission_us2, 'sell_commission_func': calc_commission_us2}\n",
    "# 将commission_dict做为参数传入AbuCapital\n",
    "capital = AbuCapital(1000000, benchmark, user_commission_dict=commission_dict)\n",
    "# 除了手续费自定义外，回测其它设置不变，show=False不可视化回测交易\n",
    "orders_pd, action_pd, _ = ABuPickTimeExecute.do_symbols_with_same_factors(['usTSLA'],\n",
    "                                                                            benchmark,\n",
    "                                                                            buy_factors2,\n",
    "                                                                            sell_factors,\n",
    "                                                                            capital,\n",
    "                                                                            show=False)\n",
    "# 回测完成后查看手续费情况\n",
    "capital.commission.commission_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从回测结果即可以看到所有买入卖出的手续费都是7美元"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### abu量化文档目录章节\n",
    "\n",
    "1. [择时策略的开发](http://www.abuquant.com/lecture/lecture_1.html)\n",
    "2. [择时策略的优化](http://www.abuquant.com/lecture/lecture_2.html)\n",
    "3. [滑点策略与交易手续费](http://www.abuquant.com/lecture/lecture_3.html)\n",
    "4. [多支股票择时回测与仓位管理](http://www.abuquant.com/lecture/lecture_4.html)\n",
    "5. [选股策略的开发](http://www.abuquant.com/lecture/lecture_5.html)\n",
    "6. [回测结果的度量](http://www.abuquant.com/lecture/lecture_6.html)\n",
    "7. [寻找策略最优参数和评分](http://www.abuquant.com/lecture/lecture_7.html)\n",
    "8. [A股市场的回测](http://www.abuquant.com/lecture/lecture_8.html)\n",
    "9. [港股市场的回测](http://www.abuquant.com/lecture/lecture_9.html)\n",
    "10. [比特币，莱特币的回测](http://www.abuquant.com/lecture/lecture_10.html)\n",
    "11. [期货市场的回测](http://www.abuquant.com/lecture/lecture_11.html)\n",
    "12. [机器学习与比特币示例](http://www.abuquant.com/lecture/lecture_12.html)\n",
    "13. [量化技术分析应用](http://www.abuquant.com/lecture/lecture_13.html)\n",
    "14. [量化相关性分析应用](http://www.abuquant.com/lecture/lecture_14.html)\n",
    "15. [量化交易和搜索引擎](http://www.abuquant.com/lecture/lecture_15.html)\n",
    "16. [UMP主裁交易决策](http://www.abuquant.com/lecture/lecture_16.html)\n",
    "17. [UMP边裁交易决策](http://www.abuquant.com/lecture/lecture_17.html)\n",
    "18. [自定义裁判决策交易](http://www.abuquant.com/lecture/lecture_18.html)\n",
    "19. [数据源](http://www.abuquant.com/lecture/lecture_19.html)\n",
    "20. [A股全市场回测](http://www.abuquant.com/lecture/lecture_20.html)\n",
    "21. [A股UMP决策](http://www.abuquant.com/lecture/lecture_21.html)\n",
    "22. [美股全市场回测](http://www.abuquant.com/lecture/lecture_22.html)\n",
    "23. [美股UMP决策](http://www.abuquant.com/lecture/lecture_23.html)\n",
    "\n",
    "abu量化系统文档教程持续更新中，请关注公众号中的更新提醒。\n",
    "\n",
    "#### 《量化交易之路》目录章节及随书代码地址\n",
    "\n",
    "1. [第二章 量化语言——Python](https://github.com/bbfamily/abu/tree/master/ipython/第二章-量化语言——Python.ipynb)\n",
    "2. [第三章 量化工具——NumPy](https://github.com/bbfamily/abu/tree/master/ipython/第三章-量化工具——NumPy.ipynb)\n",
    "3. [第四章 量化工具——pandas](https://github.com/bbfamily/abu/tree/master/ipython/第四章-量化工具——pandas.ipynb)\n",
    "4. [第五章 量化工具——可视化](https://github.com/bbfamily/abu/tree/master/ipython/第五章-量化工具——可视化.ipynb)\n",
    "5. [第六章 量化工具——数学：你一生的追求到底能带来多少幸福](https://github.com/bbfamily/abu/tree/master/ipython/第六章-量化工具——数学.ipynb)\n",
    "6. [第七章 量化系统——入门：三只小猪股票投资的故事](https://github.com/bbfamily/abu/tree/master/ipython/第七章-量化系统——入门.ipynb)\n",
    "7. [第八章 量化系统——开发](https://github.com/bbfamily/abu/tree/master/ipython/第八章-量化系统——开发.ipynb)\n",
    "8. [第九章 量化系统——度量与优化](https://github.com/bbfamily/abu/tree/master/ipython/第九章-量化系统——度量与优化.ipynb)\n",
    "9. [第十章 量化系统——机器学习•猪老三](https://github.com/bbfamily/abu/tree/master/ipython/第十章-量化系统——机器学习•猪老三.ipynb)\n",
    "10. [第十一章 量化系统——机器学习•ABU](https://github.com/bbfamily/abu/tree/master/ipython/第十一章-量化系统——机器学习•ABU.ipynb)\n",
    "11. [附录A 量化环境部署](https://github.com/bbfamily/abu/tree/master/ipython/附录A-量化环境部署.ipynb)\n",
    "12. [附录B 量化相关性分析](https://github.com/bbfamily/abu/tree/master/ipython/附录B-量化相关性分析.ipynb)\n",
    "13. [附录C 量化统计分析及指标应用](https://github.com/bbfamily/abu/tree/master/ipython/附录C-量化统计分析及指标应用.ipynb)\n",
    "\n",
    "[更多阿布量化量化技术文章](http://www.abuquant.com/article)\n",
    "\n",
    "更多关于量化交易相关请阅读[《量化交易之路》](http://www.abuquant.com/books/quantify-trading-road.html)\n",
    "\n",
    "更多关于量化交易与机器学习相关请阅读[《机器学习之路》](http://www.abuquant.com/books/machine-learning-road.html)\n",
    "\n",
    "更多关于abu量化系统请关注微信公众号: abu_quant\n",
    "\n",
    "![](./image/qrcode.jpg)"
   ]
  }
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