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@Yukishita26
Last active February 28, 2020 09:35
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Bayesian Optimization
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class STF_Blackbox:\n",
" def __init__(self, dim=2, std=5.0):\n",
" self.dim = dim\n",
" self._std = std\n",
" def _stf(self, *coordinate):\n",
" return sum([coordinate[d]**4-16*coordinate[d]**2+5*coordinate[d] for d in range(self.dim)])/2\n",
" def observation(self, *coordinate):\n",
" #print(coordinate)\n",
" return self._stf(*coordinate) + np.random.randn()*self._std"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1b8adc6f7f0>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"box = STF_Blackbox(1)\n",
"plt.plot(np.arange(-5, 5, 0.2), [box.observation(x) for x in np.arange(-5, 5, 0.2)])\n",
"plt.plot(np.arange(-5, 5, 0.05), [box._stf(x) for x in np.arange(-5, 5, 0.05)], linewidth=0.5, color=\"black\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import GPyOpt\n",
"bounds = [{'name': 'x', 'type': 'continuous', 'domain': (-5,5)}]\n",
"myBopt_n = GPyOpt.methods.bayesian_optimization.BayesianOptimization(\n",
" f=box.observation, domain=bounds, model_type='GP', acquisition_type='EI', initial_design_numdata=3)\n",
"myBopt_n.run_optimization()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"myBopt_n.plot_acquisition()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for _ in range(10):\n",
" myBopt_n.run_optimization(max_iter=1)\n",
" myBopt_n.plot_acquisition()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"myBopt_n.run_optimization(max_iter=10)\n",
"myBopt_n.plot_acquisition()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([-2.59469813]), -46.91180235053446)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"myBopt_n.x_opt, myBopt_n.fx_opt"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"bounds = [{'name': 'x', 'type': 'continuous', 'domain': (-5,5)},\n",
" {'name': 'y', 'type': 'continuous', 'domain': (-5,5)}]\n",
"box2 = STF_Blackbox(2)\n",
"myBopt_2n = GPyOpt.methods.bayesian_optimization.BayesianOptimization(\n",
" f=lambda x: box2.observation(*x[0]), \n",
" domain=bounds, model_type='GP', acquisition_type='EI', initial_design_numdata=5)\n",
"myBopt_2n.run_optimization()\n",
"myBopt_2n.plot_acquisition()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x_lin = np.arange(-5, 5, 0.1)\n",
"y_lin = np.arange(-5, 5, 0.1)\n",
"x, y = np.meshgrid(x_lin, y_lin)\n",
"\n",
"z_mean, z_std = myBopt_2n.model.model.predict(np.stack([x.flatten(),y.flatten()]).T)\n",
"z_mean = z_mean.reshape(x_lin.size, y_lin.size)\n",
"z_std = z_std.reshape(x_lin.size, y_lin.size)\n",
"\n",
"fig = plt.figure()\n",
"ax = fig.gca(projection='3d')\n",
"#ax.set_zlim(0.8,0.9)\n",
"ax.set_xlabel('x')\n",
"ax.set_ylabel('y')\n",
"ax.set_zlabel('z')\n",
"\n",
"ax.plot_wireframe(x, y, z_mean, color='blue',linewidth=0.3)\n",
"ax.plot_wireframe(x, y, z_mean+z_std, color='green',linewidth=0.3, alpha=0.5)\n",
"ax.plot_wireframe(x, y, z_mean-z_std, color='green',linewidth=0.3, alpha=0.5)\n",
"#ax.plot_surface(x, y, z_mean.reshape(x_lin.size, y_lin.size), rstride=1, cstride=1, cmap='hsv', linewidth=0.3)\n",
"\n",
"plt.show() # 絵の出力。"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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