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@va2577
Created January 28, 2019 09:40
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ベイズ最適化(Python, BayesianOptimization)(バックテスト、パラメーター)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# グリッドサーチ"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import math\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2017-12-27</th>\n",
" <td>113.226</td>\n",
" <td>113.379</td>\n",
" <td>113.147</td>\n",
" <td>113.347</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-28</th>\n",
" <td>113.346</td>\n",
" <td>113.348</td>\n",
" <td>112.664</td>\n",
" <td>112.866</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12-29</th>\n",
" <td>112.866</td>\n",
" <td>112.969</td>\n",
" <td>112.472</td>\n",
" <td>112.658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-01</th>\n",
" <td>112.658</td>\n",
" <td>112.658</td>\n",
" <td>112.658</td>\n",
" <td>112.658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-02</th>\n",
" <td>112.594</td>\n",
" <td>112.789</td>\n",
" <td>112.570</td>\n",
" <td>112.773</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" open high low close\n",
"time \n",
"2017-12-27 113.226 113.379 113.147 113.347\n",
"2017-12-28 113.346 113.348 112.664 112.866\n",
"2017-12-29 112.866 112.969 112.472 112.658\n",
"2018-01-01 112.658 112.658 112.658 112.658\n",
"2018-01-02 112.594 112.789 112.570 112.773"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def read(filepath):\n",
" names = ['time', 'open', 'high', 'low', 'close']\n",
" dtype = { 'time': str, 'open': float, 'high': float, 'low': float, 'close': float }\n",
" df = pd.read_csv(filepath, header=0, names=names, index_col='time', usecols=names, dtype=dtype, parse_dates=['time'])\n",
" return df\n",
"\n",
"df = read('~/Documents/1/data/D/USDJPY.csv')\n",
"df.head()\n",
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 188 ms, sys: 15.6 ms, total: 203 ms\n",
"Wall time: 212 ms\n"
]
}
],
"source": [
"def test(df, periods1=5, periods2=20, pip=0.01, spread=0.3, unit=10000):\n",
" sp = pip * spread * unit\n",
" bs = pd.Series(np.full(df.index.size, np.nan), index=df.index)\n",
" pl = pd.Series(np.full(df.index.size, np.nan), index=df.index)\n",
" entry = ls = np.nan\n",
" ma1 = df['close'].rolling(periods1).mean()\n",
" ma2 = df['close'].rolling(periods2).mean()\n",
" df2 = pd.concat([df, ma1.shift(1), ma2.shift(1)], axis=1)\n",
" for row in df2.itertuples():\n",
" time, open_, high, low, close, ma1, ma2 = row\n",
" if np.isnan([ma1, ma2]).any():\n",
" continue\n",
" if ma2 < ma1:\n",
" if ls < 0:\n",
" # exit (short position)\n",
" pl[time] = (open_ - entry) * unit * ls - sp\n",
" if not 0 < ls:\n",
" # entry (long position)\n",
" bs[time] = ls = 1\n",
" entry = open_\n",
" if ma1 < ma2:\n",
" if 0 < ls:\n",
" # exit (long position)\n",
" pl[time] = (open_ - entry) * unit * ls - sp\n",
" if not ls < 0:\n",
" # entry (short position)\n",
" bs[time] = ls = -1\n",
" entry = open_\n",
" if not np.isnan(ls):\n",
" pl[time] = (close - entry) * unit * ls - sp\n",
" return bs, pl\n",
"\n",
"%time bs, pl = test(df)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def f(x, y):\n",
" x2 = int(x)\n",
" y2 = int(y)\n",
" if y2 <= x2:\n",
" return 0\n",
" bs, pl = test(df, periods1=x2, periods2=y2)\n",
" return pl.dropna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 17min 20s, sys: 2min 46s, total: 20min 7s\n",
"Wall time: 28min 56s\n"
]
}
],
"source": [
"x = range(1, 200 + 1)\n",
"y = range(1, 200 + 1)\n",
"%time z = [[f(i, j) for i in x] for j in y]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"x_ = x\n",
"y_ = y\n",
"z_ = z"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [pcolormesh — Matplotlib 3.0.2 documentation](https://matplotlib.org/gallery/images_contours_and_fields/pcolormesh_levels.html)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1280x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.colors import BoundaryNorm\n",
"from matplotlib.ticker import MaxNLocator\n",
"import numpy as np\n",
"\n",
"\n",
"# make these smaller to increase the resolution\n",
"dx, dy = 1.00, 1.00\n",
"\n",
"# generate 2 2d grids for the x & y bounds\n",
"y, x = np.mgrid[slice(1, len(z_[0]) + dy, dy),\n",
" slice(1, len(z_) + dx, dx)]\n",
"\n",
"z = np.array(z_)\n",
"\n",
"# x and y are bounds, so z should be the value *inside* those bounds.\n",
"# Therefore, remove the last value from the z array.\n",
"z = z[:-1, :-1]\n",
"levels = MaxNLocator(nbins=15).tick_values(z.min(), z.max())\n",
"\n",
"\n",
"# pick the desired colormap, sensible levels, and define a normalization\n",
"# instance which takes data values and translates those into levels.\n",
"cmap = plt.get_cmap('PiYG')\n",
"norm = BoundaryNorm(levels, ncolors=cmap.N, clip=True)\n",
"\n",
"fig, (ax0, ax1) = plt.subplots(nrows=2, figsize=(16, 9), dpi=80)\n",
"\n",
"im = ax0.pcolormesh(x, y, z, cmap=cmap, norm=norm)\n",
"fig.colorbar(im, ax=ax0)\n",
"ax0.set_title('pcolormesh with levels')\n",
"\n",
"\n",
"# contours are *point* based plots, so convert our bound into point\n",
"# centers\n",
"cf = ax1.contourf(x[:-1, :-1] + dx/2.,\n",
" y[:-1, :-1] + dy/2.,\n",
" z,\n",
" levels=levels,\n",
" cmap=cmap)\n",
"fig.colorbar(cf, ax=ax1)\n",
"ax1.set_title('contourf with levels')\n",
"\n",
"# adjust spacing between subplots so `ax1` title and `ax0` tick labels\n",
"# don't overlap\n",
"fig.tight_layout()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [3D surface (color map) — Matplotlib 3.0.2 documentation](https://matplotlib.org/gallery/mplot3d/surface3d.html)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1280x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# This import registers the 3D projection, but is otherwise unused.\n",
"from mpl_toolkits.mplot3d import Axes3D # noqa: F401 unused import\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import cm\n",
"from matplotlib.ticker import LinearLocator, FormatStrFormatter\n",
"import numpy as np\n",
"\n",
"\n",
"fig = plt.figure(figsize=(16, 9), dpi=80)\n",
"ax = fig.gca(projection='3d')\n",
"\n",
"# Make data.\n",
"X = np.arange(1, len(z_) + 1)\n",
"Y = np.arange(1, len(z_[0]) + 1)\n",
"Z = np.array(z_)\n",
"\n",
"# Plot the surface.\n",
"surf = ax.plot_surface(X, Y, Z, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n",
"\n",
"# Add a color bar which maps values to colors.\n",
"fig.colorbar(surf, shrink=0.5, aspect=5)\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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