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May 26, 2020 04:14
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Bayesian Optimization with Expected Improvement Criterion
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{ | |
"cells": [ | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Bayesian Optimization with EIC" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "import math\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom util import k_m52,gp_m52,cos_exp_square,acquisition_function\n%matplotlib inline \nprint (\"Package loaded.\")", | |
"execution_count": 1, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": "Package loaded.\n", | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Helper Functions" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "from scipy.spatial import distance\n\ndef r_sq(x1,x2,x_range=1.0,invlen=5.0):\n \"\"\"\n Scaled pairwise dists \n \"\"\"\n x1_scaled,x2_scaled = invlen*x1/x_range,invlen*x2/x_range\n D_sq = distance.cdist(x1_scaled,x2_scaled,'sqeuclidean') \n return D_sq\n \ndef k_m52(x1,x2,x_range=1.0,gain=1.0,invlen=5.0):\n \"\"\"\n Automatic relevance determination (ARD) Matern 5/2 kernel\n \"\"\"\n R_sq = r_sq(x1,x2,x_range=x_range,invlen=invlen)\n K = gain*(1+np.sqrt(5*R_sq)+(5.0/3.0)*R_sq)*np.exp(-np.sqrt(5*R_sq))\n return K\n \ndef gp_m52(x,y,x_test,gain=1.0,invlen=5.0,eps=1e-8):\n \"\"\"\n Gaussian process with ARD Matern 5/2 Kernel\n \"\"\"\n x_range = np.max(x,axis=0)-np.min(x,axis=0)\n k_test = k_m52(x_test,x,x_range=x_range,gain=gain,invlen=invlen)\n K = k_m52(x,x,x_range=x_range,gain=gain,invlen=invlen)\n n = x.shape[0]\n inv_K = np.linalg.inv(K+eps*np.eye(n))\n mu_y = np.mean(y)\n mu_test = np.matmul(np.matmul(k_test,inv_K),y-mu_y)+mu_y\n var_test = (gain-np.diag(np.matmul(np.matmul(k_test,inv_K),k_test.T))).reshape((-1,1))\n return mu_test,var_test\n \ndef cos_exp_square(x):\n \"\"\"\n An example function f(x) = -cos(2*pi*x)*exp(-x^2)\n \"\"\"\n y = -np.cos(2*np.pi*x)*np.exp(-x**2)\n return y\n\ndef Phi(x):\n \"\"\"\n CDF of Gaussian\n \"\"\"\n from scipy.special import erf \n return (1.0 + erf(x / math.sqrt(2.0))) / 2.0\n\ndef acquisition_function(x_bo,y_bo,x_test,gain=1.0,invlen=5.0,eps=1e-6):\n \"\"\"\n Acquisition function of Bayesian Optimization with Expected Improvement\n \"\"\"\n from scipy.stats import norm\n mu_test,var_test = gp_m52(x_bo,y_bo,x_test,gain=gain,invlen=invlen,eps=eps)\n gamma = (np.min(y_bo) - mu_test)/np.sqrt(var_test)\n a_ei = 2.0 * np.sqrt(var_test) * (gamma*Phi(gamma) + norm.pdf(mu_test,0,1))\n return a_ei,mu_test,var_test", | |
"execution_count": 5, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Plot the kernel matrix of ARD Matern 5/2 " | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "n,d = int(1e2),1\nx = np.linspace(start=0.0,stop=1000.0,num=100).reshape((-1,1))\nK = k_m52(x,x,x_range=np.max(x,axis=0)-np.min(x,axis=0),gain=1.0,invlen=5.0)\nK_chol = np.linalg.cholesky(K)\nn_sample = 20\ntrajs = np.matmul(K_chol,np.random.randn(n,n_sample))\n\nfig, axes = plt.subplots(nrows=1,ncols=2,figsize=(15,5))\nhk = axes[0].matshow(K,cmap=plt.cm.Spectral_r)\nfig.colorbar(hk,ax=axes[0],orientation='vertical')\naxes[1].plot(trajs); axes[1].set_title('Sampled Paths from GP Prior',fontsize=15)\nplt.show()", | |
"execution_count": 6, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 1080x360 with 3 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Gaussian Process" | |
}, | |
{ | |
"metadata": { | |
"trusted": true, | |
"scrolled": false | |
}, | |
"cell_type": "code", | |
"source": "n = 5\nx = np.linspace(start=0.0,stop=1.0,num=n).reshape((-1,1))\ny = np.random.rand(n,1)\nn_test = 500\nx_test = np.linspace(start=0.0,stop=1.0,num=n_test).reshape((-1,1))\n\n# Do GP with ARD Matern 5/2\nmu_test,var_test = gp_m52(x,y,x_test,gain=1.0,invlen=5.0,eps=1e-10)\n\nplt.figure(figsize=(12,5))\nplt.plot(x,y,'ko',ms=12,mfc='none',mew=2)\nplt.fill_between(x_test.reshape(-1),\n (mu_test-var_test).reshape(-1),\n (mu_test+var_test).reshape(-1),\n alpha=0.2,color='g')\nplt.plot(x_test,mu_test,'k-')\nplt.title(\"GPR with ARD Matern 5/2\",fontsize=15)\nplt.show()", | |
"execution_count": 7, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 864x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Target Fuction for Black-box Optimization" | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "x_target = np.linspace(start=-2,stop=+2,num=100)\ny_target = cos_exp_square(x_target)\n\nplt.figure(figsize=(10,5))\nplt.plot(x_target,y_target)\nplt.title(\"Target Function\",fontsize=15)\nplt.show()", | |
"execution_count": 8, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "### Bayesian Optimization with Expected Improvement" | |
}, | |
{ | |
"metadata": { | |
"trusted": true, | |
"scrolled": true | |
}, | |
"cell_type": "code", | |
"source": "np.random.seed(seed=1)\n# Target data\nx_target = np.linspace(start=-2,stop=+2,num=200)\ny_target = cos_exp_square(x_target)\n\n# Collect data\nx_bo = -2.0+4.0*np.random.rand(5,1)\ny_bo = cos_exp_square(x_bo)\n\nmax_iter = 10\nfor it in range(max_iter):\n\n # Find the best one from the Acqusition function and evaluate\n x_test = np.linspace(start=-2.0,stop=2.0,num=200).reshape((-1,1))\n a_ei,mu_test,var_test = acquisition_function(x_bo,y_bo,x_test,gain=1.0,invlen=5.0,eps=1e-6)\n idx_min = np.argmax(a_ei)\n x_sel = x_test[idx_min,:].reshape((1,-1))\n y_sel = cos_exp_square(x_sel)\n\n # Append the evaluated point\n x_bo = np.concatenate((x_bo,x_sel),axis=0)\n y_bo = np.concatenate((y_bo,y_sel),axis=0)\n\n # Plot \n plt.figure(figsize=(10,5))\n plt.plot(x_target,y_target,'k-',lw=3,label='Target') # target function \n plt.plot(x_bo,y_bo,'bo',ms=12,mfc='none',mew=2,label='Data') # bo data\n plt.fill_between(x_test.reshape(-1),\n (mu_test-var_test).reshape(-1),\n (mu_test+var_test).reshape(-1),\n alpha=0.1,color='g')\n plt.plot(x_test,mu_test,'b-',label='GPR mean')\n plt.plot(x_sel,y_sel,'ro',ms=15,mfc='none',mew=3,label='Eval Point')\n plt.plot(x_test,a_ei,'r-',label='Acquisition')\n plt.title(\"Bayesian Optimization iter:[%d]\"%(it),fontsize=15)\n plt.legend(fontsize=15,loc='lower right')\n plt.show()", | |
"execution_count": 9, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<Figure size 720x360 with 1 Axes>", | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "", | |
"execution_count": null, | |
"outputs": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.6.8", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
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