dissertation_work/Dissertation/sharktooth_functions_multid...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sharktooth functions in 2-dimensions"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def max_conv_operator(samples, f_samples, input, L):\n",
" return np.max(f_samples - L * np.linalg.norm(input - samples, ord=1))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'f' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m/Users/shakilrafi/Library/Mobile Documents/com~apple~CloudDocs/Dissertation/sharktooth_functions_multidimensional.ipynb Cell 4\u001b[0m line \u001b[0;36m4\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/shakilrafi/Library/Mobile%20Documents/com~apple~CloudDocs/Dissertation/sharktooth_functions_multidimensional.ipynb#W3sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m y \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mlinspace(\u001b[39m0\u001b[39m,\u001b[39m1\u001b[39m,\u001b[39m100\u001b[39m)\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/shakilrafi/Library/Mobile%20Documents/com~apple~CloudDocs/Dissertation/sharktooth_functions_multidimensional.ipynb#W3sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m samples \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mrandom\u001b[39m.\u001b[39muniform([\u001b[39m0\u001b[39m,\u001b[39m0\u001b[39m], [\u001b[39m1\u001b[39m,\u001b[39m1\u001b[39m],size\u001b[39m=\u001b[39m(\u001b[39m100\u001b[39m,\u001b[39m2\u001b[39m))\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/shakilrafi/Library/Mobile%20Documents/com~apple~CloudDocs/Dissertation/sharktooth_functions_multidimensional.ipynb#W3sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m f_samples \u001b[39m=\u001b[39m f(samples[:,\u001b[39m0\u001b[39m],samples[:,\u001b[39m1\u001b[39m])\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/shakilrafi/Library/Mobile%20Documents/com~apple~CloudDocs/Dissertation/sharktooth_functions_multidimensional.ipynb#W3sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m points \u001b[39m=\u001b[39m []\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/shakilrafi/Library/Mobile%20Documents/com~apple~CloudDocs/Dissertation/sharktooth_functions_multidimensional.ipynb#W3sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mlen\u001b[39m(x)):\n",
"\u001b[0;31mNameError\u001b[0m: name 'f' is not defined"
]
}
],
"source": [
"x = np.linspace(0,1,100)\n",
"y = np.linspace(0,1,100)\n",
"samples = np.random.uniform([0,0], [1,1],size=(100,2))\n",
"f_samples = f(samples[:,0],samples[:,1])\n",
"points = []\n",
"for i in range(len(x)):\n",
" for j in range(len(y)):\n",
" points.append([x[i],y[j],max_conv_operator(samples, f_samples,[x[i],y[j]],L)])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x11b352ad0>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111,projection='3d') # Create a 3D axes object\n",
"fig = plt.figure()\n",
" # Create a 3D axes object\n",
"ax.scatter(points[0], points[1], points[2], c='b', marker='o')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"samples = np.random.uniform([0,0], [1,1],size=(10,2))\n",
"f_samples = f(samples[:,0],samples[:,1])\n",
"x = np.linspace(0,1,100)\n",
"y = np.linspace(0,1,100)\n",
"X, Y = np.meshgrid(x,y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-43.00870965517393"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max_conv_operator(samples, f_samples, [4,5],1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Poly3DCollection at 0x11b09df90>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.plot_surface(X,Y,X**2+Y**2, cmap = \"viridis\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def sharktooth_function(function, mins, maxes, number_of_sharkteeth, L):\n",
" samples = np.random.uniform(mins, maxes,size=(number_of_sharkteeth,len(mins)))\n",
" f_samples = f(samples[:,0],samples[:,1])\n",
" X_cords = np.linspace(mins[0],maxes[0],100)\n",
" Y_cords = np.linspace(mins[1],maxes[1],100)\n",
" approximate_z = []\n",
" error = []\n",
" for i in range(len(X_cords)):\n",
" for j in range(len(Y_cords)):\n",
" approximate_z = max_conv_operator(samples, f_samples, [X_cords[i],Y_cords[j]],L)\n",
" error.append(np.abs(f(X_cords[i],Y_cords[j]) - approximate_z))\n",
" return np.max(error)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Sup of deviance from f(x) as the number of teeth increase and as we get closer to L')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1700x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"L = [0.1,0.5,0.75,1]\n",
"plt.figure(figsize=(17,5))\n",
"for L in L:\n",
" errors = []\n",
" for i in range(1,20):\n",
" errors.append(sharktooth_function(f,[0,0],[1,0],i,L))\n",
" plt.plot(errors, label =L)\n",
"\n",
"plt.xlabel(\"Number of teeth\")\n",
"plt.ylabel(r\"$\\sup_{x\\in x_i} | f(x)- \\mathfrak{R}_{\\mathfrak{r}} ( \\mathsf{P})|$\")\n",
"plt.legend()\n",
"plt.title(\"Sup of deviance from f(x) as the number of teeth increase and as we get closer to L\")"
]
},
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