{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 4 Fourier" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pygsp import graphs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.1 Fourier basis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in classical signal processing, the Fourier transform plays a central role in graph signal processing. Getting the Fourier basis is however computationally intensive as it needs to fully diagonalize the Laplacian. While it can be used to filter signals on graphs, a better alternative is to use one of the fast approximations (see `pygsp.filters.Filter.filter`). Let's compute it nonetheless to visualize the eigenvectors of the Laplacian. Analogous to classical Fourier analysis, they look like sinuses on the graph. Let's plot the second and third eigenvectors (the first is constant). Those are graph signals, i.e. functions $s: \\mathcal{V} \\rightarrow \\mathbb{R}^d$ which assign a set of values (a vector in $\\mathbb{R}^d$ at every node $v \\in \\mathcal{V}$ of the graph." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph Fourier basis $U = [u_1, \\ldots, u_N]$, where $u_i$ is the $i^\\text{th}$ Fourier mode, is given by the eigendecomposition of the graph Laplacian $L$ such as\n", "$$ L = U \\Lambda U^\\intercal. $$\n", "$\\Lambda = \\operatorname{diag}([\\lambda_1, \\ldots, \\lambda_N])$ is the diagonal matrix of squared \"graph frequencies\".\n", "\n", "Indeed, the following relation holds:\n", "$$ \\lambda_i = u_i^\\intercal L u_i $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The parallel with classical signal processing is best seen on a ring graph, where the graph Fourier basis is equivalent to the classical Fourier basis. The following plot shows some eigenvectors drawn on a 1D and 2D embedding of the ring graph. While the signals are easier to interpret on a 1D plot, the 2D plot best represents the graph." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph = graphs.Ring(N=50)\n", "graph.compute_fourier_basis()\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", "graph.plot_signal(graph.U[:, 4], ax=axes[0])\n", "graph.set_coordinates('line1D')\n", "graph.plot_signal(graph.U[:, 1:4], ax=axes[1])\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, on the 2D Euclidean domain that is the grid graph." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 7, figsize=(15, 2.5))\n", "\n", "G = graphs.Grid2d(10, 10)\n", "G.compute_fourier_basis()\n", "\n", "limits = [f(G.U[:, :len(axes)]) for f in (np.min, np.max)]\n", "\n", "for i, ax in enumerate(axes):\n", " G.plot_signal(G.U[:, i], limits=limits, colorbar=False, vertex_size=50, ax=ax)\n", " ax.set_title(f'eigenvector $u_{i+1}$')\n", " ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On more complicated domains, the intuition that lower frequencies should be smooth transfers." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "graph = graphs.Logo()\n", "graph.compute_fourier_basis()\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n", "for i, ax in enumerate(axes):\n", " graph.plot_signal(graph.U[:, i+1], vertex_size=30, ax=ax)\n", " _ = ax.set_title('Eigenvector {}'.format(i+2))\n", " ax.set_axis_off()\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 7, figsize=(15, 2.5))\n", "\n", "G = graphs.Sensor(seed=42)\n", "G.compute_fourier_basis()\n", "\n", "limits = [f(G.U[:, :len(axes)]) for f in (np.min, np.max)]\n", "\n", "for i, ax in enumerate(axes):\n", " G.plot_signal(G.U[:, i], limits=limits, colorbar=False, vertex_size=50, ax=ax)\n", " ax.set_title(f'eigenvector $u_{i+1}$')\n", " ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Localization of some eigenvectors\n", "A fundamental property of the classical Fourier modes is that they are delocalized. Put differently: a signal can never be localized in time/space and in the Fourier space. This Heisenberg principle does not transfer to graphs so easily. For instance, let us look at a very irregular graph: the comet graph. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "G = graphs.Comet(N=30, k=20)\n", "graph.set_coordinates('spring')\n", "G.compute_fourier_basis()\n", "G.plot()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The largest entry in the Fourier basis is 0.97576999213641\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "plt.imshow(np.abs(G.U))\n", "plt.colorbar()\n", "print('The largest entry in the Fourier basis is ' + str(np.max(np.abs(G.U))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some Fourier modes are very localized! In fact, one can build graphs such that at least one of its Fourier modes tends to a Dirac. The localization phenomenon is not very well understood and controlled. It appears mostly at high frequency and on irregular graphs (even though you might have encountered localization when playing with the spectrum of SBMs in notebook 2). One always need to keep in mind this localization effect: some intuitions from the 'regular world' do not carry to arbitrary graphs!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.2 Graph Fourier transform\n", "\n", "The spectral content of a signal indicates if the signal is low-pass, band-pass, or high-pass. Again, intuition transfers from classical Fourier analysis." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from pygsp import filters" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,\"laplacian's eigenvalues / graph frequencies\")" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "G = graphs.Sensor(seed=42)\n", "G.compute_fourier_basis()\n", "\n", "taus = [0, 3, 10]\n", "fig, axes = plt.subplots(len(taus), 2, figsize=(11, 6))\n", "\n", "x0 = np.random.RandomState(1).normal(size=G.N)\n", "for i, tau in enumerate(taus):\n", " g = filters.Heat(G, tau)\n", " x = g.filter(x0).squeeze()\n", " x_hat = G.gft(x).squeeze()\n", " \n", " G.plot_signal(x, ax=axes[i, 0])\n", " axes[i, 0].set_axis_off()\n", " axes[i, 0].text(0, -0.2, '$x^T L x = {:.2f}$'.format(x.T @ G.L @ x))\n", " \n", " axes[i, 1].plot(G.e, np.abs(x_hat), '.-')\n", " \n", " #g.plot(ax=axes[i, 2])\n", " #axes[i, 2].set_xlabel('')\n", " #axes[i, 2].set_ylabel('')\n", " \n", "axes[0, 0].set_title(r'$x$: signal in the vertex domain')\n", "axes[0, 1].set_title(r'$\\hat{x}$: signal in the spectral domain')\n", "#axes[0, 2].set_title('Filter applied to white noise')\n", "axes[-1, 1].set_xlabel(\"laplacian's eigenvalues / graph frequencies\")\n", "#axes[-1, 2].set_xlabel(\"laplacian's eigenvalues / graph frequencies\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3 Exercise\n", "\n", "Verify $ \\lambda_i = u_i^\\intercal L u_i $ computationally." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Make a band-pass signal in the spectral domain.\n", "1. Compute the inverse Fourier transform.\n", "1. Visualize your signal in the vertex domain." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Your code here." ] } ], "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": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }