1012274de9
Signed-off-by: prescientmoon <git@moonythm.dev>
269 lines
287 KiB
Plaintext
269 lines
287 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "9785abf6",
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"metadata": {},
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"source": [
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"We have:\n",
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"$$\n",
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"\\nabla f = (I + \\beta A) \\vec s - \\vec y\n",
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" = \\vec s - \\vec y + \\beta A \\vec s\n",
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"$$ \n",
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"We can substitute in the partial derivatives:\n",
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"$$ \n",
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"\\left(\\begin{matrix}\n",
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"s_0 - y_0 + \\beta (s_0 - s_1) \\\\\n",
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"s_1 - y_1 + \\beta (2s_1 - s_0 - s_2) \\\\\n",
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"\\vdots \\\\\n",
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"s_N - y_N + \\beta (s_N - s_{N - 1})\n",
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"\\end{matrix}\\right) \n",
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"= \\vec s - \\vec y + \\beta A \\vec s\n",
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"$$\n",
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"\n",
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"Adding $\\vec y - \\vec s$ to both sides and then dividing by $\\beta$ yields:\n",
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"$$ \n",
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"\\left(\\begin{matrix}\n",
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"s_0 - s_1 \\\\\n",
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"2s_1 - s_0 - s_2 \\\\\n",
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"\\vdots \\\\\n",
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"s_N - s_{N - 1}\n",
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"\\end{matrix}\\right) \n",
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"= A \\vec s\n",
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"$$\n",
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"\n",
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"Solving for $A$ is trivial and yields:\n",
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"$$ \n",
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"A = \\left(\\begin{matrix}\n",
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"1 & -1 & & & & & \\\\\n",
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"-1 & 2 & -1 & & & & \\\\\n",
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" & -1 & 2 & -1 & & & \\\\\n",
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" & & \\ddots & \\ddots & \\ddots & & \\\\\n",
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" & & & -1 & 2 & -1 & \\\\\n",
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" & & & & -1 & 2 & -1\\\\\n",
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" & & & & & -1 & 1\n",
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"\\end{matrix}\\right) \n",
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"$$"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "e7d69a97",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import modules.tridiagonal as tridiagonal\n",
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"\n",
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"def sample_with_noise(points, vectorized_g):\n",
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" \"\"\"\n",
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" Sample a function at a given set of points,\n",
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" introducing noise in the process.\n",
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"\n",
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" Returns a tuple of the real values of the function\n",
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" and the values with introduced noise.\n",
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"\n",
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" For performance reasons, this function takes in\n",
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" a vectorized version of `g`. If you want to pass\n",
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" a non vectorized function use `np.vectorize`. Eg:\n",
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" ```py\n",
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" sample_with_noise(points, np.vectorize(g))\n",
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" ```\n",
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" \"\"\"\n",
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" gs = vectorized_g(points)\n",
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" ys = gs + 0.05 * np.random.randn(len(gs))\n",
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"\n",
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" return (gs, ys)\n",
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"\n",
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"def p5(x):\n",
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" \"\"\"\n",
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" Vectorized version of the function\n",
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" described in the pdf.\n",
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" \"\"\"\n",
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" n = 5\n",
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" result = 0\n",
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"\n",
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" for k in range(n + 1):\n",
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" result += x**k\n",
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"\n",
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" return result/(n + 1)\n",
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"\n",
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"def smooth(data, beta):\n",
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" \"\"\"\n",
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" Smooth noisy data (y) by means of solving \n",
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" a minimization problem.\n",
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"\n",
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" Args:\n",
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" data (numpy.array): noisy data to be smoothed (y)\n",
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" beta (float): parameter >= 0 that balances fit and smoothing\n",
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"\n",
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" Returns:\n",
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" numpy array of smoothed data (s)\n",
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" \"\"\"\n",
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" x,y = data\n",
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"\n",
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" # We need to solve for s in:\n",
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" # (I + βA)s - y = 0\n",
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" # <=> (I + βA)s = y\n",
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" #\n",
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" # Because A and I are tridiagonal, I + βA\n",
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" # is tridiagonal as well (linear combinations\n",
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" # of tridiagonal matrices are themselves\n",
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" # tridiagonal)\n",
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" #\n",
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" # This means we can use our existing implementation\n",
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" # of tridiagonal linear equation system solving.\n",
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" # \n",
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" # We start by constructing \n",
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" # iba := I + βA\n",
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" n = len(x) - 1\n",
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"\n",
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" # The a component of the a-c-e tridiagonal representation of iba\n",
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" iba_a = np.ones(n + 1) * (2 * beta + 1)\n",
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" iba_a[0] = 1 + beta\n",
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" iba_a[-1] = 1 + beta\n",
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"\n",
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" # I + βA\n",
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" iba = (\n",
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" iba_a,\n",
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" -beta*np.ones(n),\n",
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" -beta*np.ones(n)\n",
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" )\n",
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"\n",
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" data_smoothed = tridiagonal.solve(*iba, y)\n",
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"\n",
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" return data_smoothed"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "2b9f2b79",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plot\n",
|
|
"\n",
|
|
"# Reusable function to plot the data\n",
|
|
"def plot_denoise_results(β, N, ax):\n",
|
|
" # Create the data\n",
|
|
" x = np.linspace(-1, 1, num=N+1)\n",
|
|
" g, y = sample_with_noise(x, p5)\n",
|
|
" s = smooth((x, y), β)\n",
|
|
"\n",
|
|
" ax.set_title(f\"{β=} and {N=}\")\n",
|
|
" ax.set_xlabel(\"x\")\n",
|
|
" ax.set_ylabel(\"y\")\n",
|
|
" ax.plot(x, y, \".\", label=\"raw data points\")\n",
|
|
" ax.plot(x, g, \"-\", label=\"original function\")\n",
|
|
" ax.plot(x, s, \"-\", label=\"denoised values\")\n",
|
|
" ax.legend()\n",
|
|
"\n",
|
|
"\n",
|
|
"N = 100\n",
|
|
"β = 10\n",
|
|
"\n",
|
|
"fig, ax = plot.subplots()\n",
|
|
"fig.suptitle(f\"Data denoising results\")\n",
|
|
"\n",
|
|
"# Plot the data\n",
|
|
"plot_denoise_results(β, N, ax)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f2e5c860",
|
|
"metadata": {},
|
|
"source": [
|
|
"We notice that finding a point where $\\nabla f(s) = 0$ is the same as finding a point where $\\frac 1 \\beta \\nabla f(s) = \\nabla \\frac 1 \\beta f(s) = 0$. We can use this to our advantage, by defining $h(s) = \\frac 1 \\beta f(s)$ and finding the points where $\\nabla h(s) = 0$ instead. When $\\beta \\to \\infty$, we have:\n",
|
|
"$$\n",
|
|
"\\lim_{\\beta \\to \\inf} h _\\beta (s) =\n",
|
|
"\\lim_{\\beta \\to \\inf} \n",
|
|
" \\frac 1 {2\\beta} \\sum_{k=0}^n (y_k - s_k)^2\n",
|
|
" +\\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n",
|
|
" = \\frac 1 2 \\sum_{k=1}^n (s_k - s_{k - 1})^2\n",
|
|
"$$\n",
|
|
"\n",
|
|
"It now becomes trivial to verify that $\\nabla f(s) = As$, which means the solution to this will simply be the zero vector."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "d7f7dbdf",
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1280x960 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, axs = plot.subplots(\n",
|
|
" 3,\n",
|
|
" 3,\n",
|
|
" layout=\"constrained\",\n",
|
|
" figsize=(12.8, 9.6)\n",
|
|
")\n",
|
|
"\n",
|
|
"fig.suptitle(r\"Data denoising results as $\\beta \\to \\infty$\")\n",
|
|
"\n",
|
|
"N = 100\n",
|
|
"\n",
|
|
"for i in range(len(axs.flat)):\n",
|
|
" ax = axs.flat[i]\n",
|
|
" plot_denoise_results(4**i, N, ax)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "dfc485d5",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"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": "3.11.2"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|