{ "cells": [ { "cell_type": "code", "execution_count": 22, "id": "8f30536d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: numpy in /venvs/tutorial/lib/python3.10/site-packages (1.23.2)\n", "Requirement already satisfied: scipy in /venvs/tutorial/lib/python3.10/site-packages (1.9.1)\n", "Requirement already satisfied: matplotlib in /venvs/tutorial/lib/python3.10/site-packages (3.5.3)\n", "Requirement already satisfied: PyWavelets in /venvs/tutorial/lib/python3.10/site-packages (1.3.0)\n", "Requirement already satisfied: cycler>=0.10 in /venvs/tutorial/lib/python3.10/site-packages (from matplotlib) (0.11.0)\n", "Requirement already satisfied: fonttools>=4.22.0 in /venvs/tutorial/lib/python3.10/site-packages (from matplotlib) (4.37.1)\n", "Requirement already satisfied: pillow>=6.2.0 in /venvs/tutorial/lib/python3.10/site-packages (from matplotlib) (9.2.0)\n", "Requirement already satisfied: python-dateutil>=2.7 in /venvs/tutorial/lib/python3.10/site-packages (from matplotlib) (2.8.2)\n", "Requirement already satisfied: pyparsing>=2.2.1 in /venvs/tutorial/lib/python3.10/site-packages (from matplotlib) (3.0.9)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /venvs/tutorial/lib/python3.10/site-packages (from matplotlib) (1.4.4)\n", "Requirement already satisfied: packaging>=20.0 in /venvs/tutorial/lib/python3.10/site-packages (from matplotlib) (21.3)\n", "Requirement already satisfied: six>=1.5 in /venvs/tutorial/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n" ] } ], "source": [ "!python -m pip install numpy scipy matplotlib PyWavelets" ] }, { "cell_type": "code", "execution_count": 23, "id": "01743345", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.sparse import csc_matrix\n", "from scipy.optimize import linprog, milp, Bounds, LinearConstraint" ] }, { "cell_type": "markdown", "id": "874361fb", "metadata": {}, "source": [ "# Background\n", "\n", "Compressed Sensing (CS, also known as \"Compressive Sensing\") refers to a set of sparse signal processing techniques for reconstructing signals that have been sampled well-under the Nyquist rate. Many image processing and reconstruction applications greatly benefit from faster acquisitions (with potentially more computationally expensive post-processing requirements). Many natural images and signals including those in Magnetic Resonance Imaging and astronomy are sparse (they have few non-zero values) either latently or when transformed into another domain ([Sparse MRI](https://pubmed.ncbi.nlm.nih.gov/17969013/), [Astronomy](https://arxiv.org/abs/0802.0131)). Wavelet, Discrete Cosine, and finite differences are common transforms that can produce sparse representations of images and signals. [JPEG compression](https://en.wikipedia.org/wiki/JPEG_2000) also takes advantage of the fact that many images are sparse in wavelet domains:" ] }, { "cell_type": "code", "execution_count": 24, "id": "e459ed2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example from PyWavelet's documentation: https://pywavelets.readthedocs.io/en/latest/\n", "import pywt\n", "import pywt.data\n", "\n", "# Load image\n", "original = pywt.data.camera()\n", "\n", "# Wavelet transform of image, and plot approximation and details\n", "titles = ['Approximation', ' Horizontal detail',\n", " 'Vertical detail', 'Diagonal detail']\n", "coeffs2 = pywt.dwt2(original, 'bior1.3')\n", "LL, (LH, HL, HH) = coeffs2\n", "fig = plt.figure(figsize=(12, 3))\n", "for i, a in enumerate([LL, LH, HL, HH]):\n", " ax = fig.add_subplot(1, 4, i + 1)\n", " ax.imshow(a, interpolation=\"nearest\", cmap=plt.cm.gray)\n", " ax.set_title(titles[i], fontsize=10)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "51b9344f", "metadata": {}, "source": [ "Above, you can see that most non-zero coefficients are concentrated in the initial approximation and few coefficients are needed to represent directional details. In fact, looking at the sorted coefficient magnitudes, we see that the \"energy\" of the image is concentrated on the right-hand side with many approximately-zero coefficients on the left:" ] }, { "cell_type": "code", "execution_count": 25, "id": "e1cfee08", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([], [])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "all_coefficients = np.concatenate((LL, LH, HL, HH))\n", "mag = np.abs(all_coefficients.flatten())\n", "mag /= np.max(mag)\n", "\n", "plt.plot(np.sort(mag))\n", "plt.title(\"Sorted, normalized coefficient magnitudes\")\n", "plt.xticks([])\n", "plt.yticks([])" ] }, { "cell_type": "markdown", "id": "c118cdee", "metadata": {}, "source": [ "CS was introduced into many domains to combat the trade off between the time it takes to measure signals and resolution. It grew out of the pioneering work of Candes, Romberg, Tao, and Donoho, who demonstrated that n-dimensional signals with sparse representations can be reconstructed from a set of linear, non-adaptive measurements (non-adaptive in the sense that we don't change anything about the sensor or data acquisiton based on what we measure) (e.g., [Candes, Romberg, Tao](https://ieeexplore.ieee.org/document/1580791)). They showed that in a wide variety of cases, reconstructions can exactly recover the desired signal using far fewer measurements than could otherwise be done by assuming some sparsity requirements." ] }, { "cell_type": "markdown", "id": "53cba738", "metadata": {}, "source": [ "CS differs from classical Nyquist sampling theory in a few important ways (see [Eldar et al](https://books.google.com/books/about/Compressed_Sensing.html?id=Gm3ihcJwN0YC)):\n", "- Classical sampling theory usually considers infinite dimensional, continuous-time signals while CS is usually restricted to `n`-dimensional signals\n", "- CS formulations usually do not sample the signal at specific, periodic points in time as is done classically. Measurements also typically include some tactically random components\n", "- Classical formulations rely on sinc interpolation, whereas CS signal reconstruction is often relies on non-linear reconstruction and interpolation methods" ] }, { "cell_type": "markdown", "id": "a14165e4", "metadata": {}, "source": [ "# Problem\n", "\n", "Formally, CS can be understood as a method of finding an exact (or close) solution to the highly under-determined system:\n", "\n", "$$ Ax = b $$\n", "\n", "with $A$ being an $M \\times N$ matrix such that $M \\ll N$.\n", "\n", "Often we can solve inverse problems using a psuedonorm (i.e., $\\hat{x} = A^{-1}b$) as long as $A$ is full rank:" ] }, { "cell_type": "code", "execution_count": 26, "id": "b0168d24", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([], [])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A = np.random.normal(loc=0, scale=1, size=(128, 128))\n", "x = np.random.rand(128)\n", "b = A @ x\n", "\n", "x_hat = np.linalg.solve(A, b)\n", "\n", "plt.plot(x, label=\"x\")\n", "plt.plot(x_hat, \":\", label=\"x_hat\")\n", "plt.legend()\n", "plt.title(\"Full rank reconstruction\")\n", "plt.xticks([])" ] }, { "cell_type": "markdown", "id": "4eaf783f", "metadata": {}, "source": [ "However, we run into issues when $A$ is not full rank. $A$ in the CS problem is a \"short, fat\" matrix while $x$ is a \"tall\" vector. $b$ here are the measurements we acquire, so it should also be short:\n", "\n", " ______________________________ _ _\n", " | | | | = | |\n", " | A | |x| |b|\n", " |____________________________| | | |_|\n", " | |\n", " | |\n", " | |\n", " | |\n", " |_|\n", " \n", "We can't use `np.linalg.solve()` in this case (it will complain about non-square $A$!), but we can try to find the least-squares solution to the system:" ] }, { "cell_type": "code", "execution_count": 27, "id": "a478449c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([], [])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "M, N = 20, 128\n", "A = np.random.normal(loc=0, scale=1, size=(M, N))\n", "x = np.random.rand(N)\n", "b = A @ x\n", "\n", "x_hat = np.linalg.lstsq(A, b, rcond=None)[0]\n", "\n", "plt.plot(x, label=\"x\")\n", "plt.plot(x_hat, \":\", label=\"x_hat\")\n", "plt.legend()\n", "plt.title(\"Ill-posed reconstruction\")\n", "plt.xticks([])" ] }, { "cell_type": "markdown", "id": "12c7f559", "metadata": {}, "source": [ "Unfortunately (and as expected), the approximation $\\hat{x}$ is not very good.\n", "\n", "To solve the issues of ill-posedness of the inverse problem and find a unique solution, we can regularize the system by imposing sparsity through an abuse of notation with the $\\ell_0$ pseudo-norm in the constrained, highly non-convex optimization problem:\n", "\n", "$$ \\min_{\\forall x} || x ||_0 \\text{ subject to } Ax = b$$\n", "\n", "We assume the matrix $A$ (sometimes called the \"sensing matrix\") samples the signal randomly or pseudo-randomly. It must in fact satisfy certain criteria for the inverse problem above to be solvable via linear and mixed integer linear programming. Although there are a number of ways to say that $A$ \"has the right properties\", the most common is the restricted isometry property (RIP) (see [Candes](https://www.sciencedirect.com/science/article/pii/S1631073X08000964)). If $A$ satisfies the RIP, then the CS problem is well defined.\n", "\n", "Unfortunately, verifying that $A$ does indeed satisfy the restricted isometry condition is NP-hard and not in the scope of this tutorial. Usually $A$ is chosen to be something we know does satisfy or with high probability satisfies the RIP (e.g., matrices with independent and identically distributed Gaussian or Bernoulli entries). This is a humorous result: the randomness of $A$ is [too important to be left up to chance](https://en.wikipedia.org/wiki/Robert_Coveyou).\n", "\n", "There are two ways to approach this optimization problem:\n", " 1. try really hard to solve the problem as posed\n", " 2. relax the problem to an easier one that we have better tools to solve\n", "\n", "We will try both of those approaches in this tutorial, first starting with the relaxed form.\n", "\n", "To make things concrete, for the linear programming example, we'll assume $A \\sim N(0, 1)$ and $x$ is an integer valued $k$-sparse signal (i.e., only $k$ coefficients are non-zero):" ] }, { "cell_type": "code", "execution_count": 28, "id": "7075b88b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2, ax3) = plt.subplots(1, 3)\n", "\n", "M = 100 # number of measurements\n", "N = 200 # signal length\n", "k = 5 # number of non-zero elements\n", "\n", "# generate a random measurement matrix (normal), normalize columns; satisfies RIP\n", "A = np.random.randn(M, N)\n", "A /= np.sqrt(np.sum(A**2, axis=0))\n", "\n", "ax1.imshow(A)\n", "ax1.set_title(\"Sensing matrix, $A$\")\n", "ax1.set_xticks([])\n", "ax1.set_yticks([])\n", "\n", "# sparse integer-valued signal, x\n", "x = np.sign(np.random.rand(k) - 0.5)\n", "x = np.append(x, np.zeros(N - k))\n", "np.random.shuffle(x)\n", "x *= np.random.randint(low=5, high=10, size=x.shape)\n", "\n", "ax2.stem(x)\n", "ax2.set_title(\"Signal to reconstruct, $x$\")\n", "ax2.set_xticks([])\n", "\n", "# simulate measurement according to A\n", "b = A @ x\n", "\n", "ax3.plot(b)\n", "ax3.set_title(\"Measured signal, $b$\")\n", "ax3.set_xticks([])\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "90fd7d34", "metadata": {}, "source": [ "# Linear Programming Solution\n", "\n", "As noted above, the optimization problem as posed is extremely difficult to solve. In fact, incorporating the $\\ell_0$ quasi-norm is known to be NP-hard (and for any fixed $L_p$ norm ($0 < p < 1$), finding the global minimum of the problem is strongly NP-hard, see [Ye](https://web.stanford.edu/~yyye/lpmin_v14.pdf)). Nearly all practical CS algorithms and implementations will substitute the $\\ell_0$ quasi-norm with its more tractable convex relaxation using the $\\ell_1$ norm (e.g., [Donoho](https://www.sciencedirect.com/science/article/abs/pii/S0165168405002203)):\n", "\n", "$$ \\min_{\\forall x} || x ||_1 \\text{ subject to } Ax = b$$\n", "\n", "This leads to favorable forms of solutions and algorithms for the class of L1-regularized problems that can be solved using linear programming (including [basis pursuit](http://www-leland.stanford.edu/group/SOL/papers/BasisPursuit-SIGEST.pdf), [basis pursuit denoising](https://arxiv.org/pdf/0910.1623.pdf), and [LASSO algorithms](https://www.jstor.org/stable/2346178)). Let's walk through converting the optimization problem above to a linear program.\n", "\n", "First, $|| x ||_1$ can written as a summation:\n", "\n", "$$ || x ||_1 = \\sum_i | x_i | $$\n", "\n", "Because we want the absolute value of each $x_i$, we need to introduce auxiliarly variables $t_i$. We want $|x_i| \\leq t_i$, or written another way: $x_i < t_i$ and $-x_i < t_i$. This leads to:\n", "\n", "$$ \\sum_i | x_i | \\leq \\sum_i t_i $$\n", "\n", "Thus if we minimize $\\sum_i t_i $, then we are also minimizing $\\sum_i | x_i |$ (which is what we wanted!). So we can write the linear programming coefficients $c$ to optimize over decision variables $z = [ x, t ]$ as:\n", "\n", "$$ c = [ 0_{1 \\times N}, 1_{1 \\times N} ] $$\n", "\n", "so that\n", "\n", "$$ c^T z = 0^T x + 1^T t = \\sum_i t_i = || x ||_1 $$\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "c29ab8be", "metadata": {}, "outputs": [], "source": [ "c = [0]*N + [1]*N" ] }, { "cell_type": "markdown", "id": "a13371c2", "metadata": {}, "source": [ "Now that we have the objective function, let's encode the $|x_i| \\leq t_i$ constraint in the `A_ub` matrix. Upper-bound constraints are written in the form $\\leq 0$, so $|x_i| - t_i \\leq 0$ expands to:\n", "\n", "$$ x_i - t_i \\leq 0 $$\n", "$$ -x_i - t_i \\leq 0 $$\n", "\n", "Or equivalently in matrix form (using $I$ for $N \\times N$ identity matrices and $0$ for $1 \\times N$ all-zero vectors):\n", "\n", "$$\n", "A_{\\text{ub}} z =\n", "\\begin{bmatrix}\n", "I & -I \\\\\n", "-I & -I\n", "\\end{bmatrix}\n", "\\begin{bmatrix}\n", "x \\\\\n", "t\n", "\\end{bmatrix}\n", "\\leq\n", "\\begin{bmatrix}\n", "0 \\\\\n", "0\n", "\\end{bmatrix}\n", "= b_{\\text{ub}}\n", "$$" ] }, { "cell_type": "code", "execution_count": 30, "id": "5065ab28", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A_ub = csc_matrix((2*N, 2*N))\n", "for ii in range(N):\n", " A_ub[ii, ii] = 1\n", " A_ub[ii+N, ii] = -1\n", " A_ub[ii, ii+N] = -1\n", " A_ub[ii+N, ii+N] = -1\n", " \n", "plt.imshow(A_ub.toarray())\n", "plt.title(\"Upper bound constraints (A_ub)\")\n", "plt.xticks([])\n", "plt.yticks([])\n", "plt.show()\n", "\n", "b_ub = np.zeros(2*N)" ] }, { "cell_type": "markdown", "id": "1984957a", "metadata": {}, "source": [ "Also note the bounds of the variables $x_i$ and $t_i$: $x_i$ may assume any value while $t_i$ is restricted to be $\\geq 0$ (as it's always greater than or equal to the absolute value of $x_i$). We can give this information to the solver in the form of bounds:\n", "\n", "$$\n", "\\begin{bmatrix}\n", "-\\infty \\\\\n", "0\n", "\\end{bmatrix}\n", "\\leq\n", "\\begin{bmatrix}\n", "x \\\\\n", "t\n", "\\end{bmatrix}\n", "\\leq\n", "\\begin{bmatrix}\n", "\\infty \\\\\n", "\\infty\n", "\\end{bmatrix}\n", "$$" ] }, { "cell_type": "code", "execution_count": 31, "id": "8b338615", "metadata": {}, "outputs": [], "source": [ "# x_i bounds t_i bounds\n", "bounds = [(-np.inf, np.inf)]*N + [(0, np.inf)]*N" ] }, { "cell_type": "markdown", "id": "8ebf74d0", "metadata": {}, "source": [ "Now that we have all the machinery in place to compute the $|| x ||_1$ term, the last part is ensuring the data fidelity clause: \"subject to $Ax = b$\". Taking into account that $z = [ x, t ]$, we can write this in matrix form:\n", "\n", "$$\n", "A_{\\text{eq}} z =\n", "\\begin{bmatrix}\n", "A & 0\n", "\\end{bmatrix}\n", "\\begin{bmatrix}\n", "x \\\\\n", "t\n", "\\end{bmatrix}\n", "\\leq b = b_{\\text{eq}}\n", "$$" ] }, { "cell_type": "code", "execution_count": 32, "id": "d9cbdce7", "metadata": {}, "outputs": [], "source": [ "A_eq = csc_matrix((M, 2*N))\n", "A_eq[:, :N] = A\n", "b_eq = b" ] }, { "cell_type": "markdown", "id": "4a41317b", "metadata": {}, "source": [ "Now we are ready to solve the entire linear program:\n", "\n", "$$\n", "\\min_{\\forall x, t} || t ||_1 \\\\\n", "\\begin{bmatrix}\n", "-\\infty \\\\\n", "0\n", "\\end{bmatrix}\n", "\\leq\n", "\\begin{bmatrix}\n", "x \\\\\n", "t\n", "\\end{bmatrix}\n", "\\leq\n", "\\begin{bmatrix}\n", "\\infty \\\\\n", "\\infty\n", "\\end{bmatrix} \\\\\n", "\\begin{bmatrix}\n", "A & 0\n", "\\end{bmatrix}\n", "\\begin{bmatrix}\n", "x \\\\\n", "t\n", "\\end{bmatrix}\n", "\\leq b \\\\\n", "\\begin{bmatrix}\n", "I & -I \\\\\n", "-I & -I\n", "\\end{bmatrix}\n", "\\begin{bmatrix}\n", "x \\\\\n", "t\n", "\\end{bmatrix}\n", "\\leq\n", "\\begin{bmatrix}\n", "0 \\\\\n", "0\n", "\\end{bmatrix}\n", "$$" ] }, { "cell_type": "code", "execution_count": 33, "id": "0ccbe450", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res = linprog(c=c, A_ub=A_ub, b_ub=b_ub, A_eq=A_eq, b_eq=b_eq, bounds=bounds)\n", "x_hat = res.x[:N]\n", "\n", "plt.plot(x, label=\"x\")\n", "plt.plot(x_hat, \":\", label=\"$\\hat{x}$\")\n", "plt.legend()\n", "plt.title(\"LP CS reconstruction\")\n", "plt.xticks([])\n", "plt.show()\n", "\n", "plt.plot(x - x_hat)\n", "plt.title(\"$Error, x - \\hat{x}$\")\n", "plt.xticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2927ce11", "metadata": {}, "source": [ "# Integer Constraints\n", "\n", "We may know a priori that our signal should be integer-valued or belong to a discrete set of possibilities (e.g., appropriately scaled voltages in digital communications). In this case, we can add integral constraints to the linear program to transform it into a mixed integer linear program and solve it using `scipy.optimize.milp`.\n", "\n", "From our example above, we now assume we know that $x_i$ are integers. This amounts to adding an `integrality` argument to `milp` for both $x_i$ and $t_i$ (since the absolute value of an integer is also an integer):" ] }, { "cell_type": "code", "execution_count": 34, "id": "7f641cab", "metadata": {}, "outputs": [], "source": [ "# 0 -> continuous variable, 1 -> integer-valued variable\n", "integrality=[1]*(2*N)" ] }, { "cell_type": "markdown", "id": "af4d9a46", "metadata": {}, "source": [ "The other two change we need to make are converting the matrix style constraints `A_ub`/`b_ub` and `A_eq`/`A_eq` to `scipy.optimize.LinearConstraint`s and `linprog`-style bounds to a `scipy.optimize.Bounds` object.\n", "\n", "The constraint mapping is simply representing a lower bound constraint as a two-sided inequality:\n", "\n", "$$ A_{\\text{eq}} z = b_{\\text{eq}} \\implies b_{\\text{eq}} \\leq A_{\\text{eq}} \\leq b_{\\text{eq}} $$\n", "$$ A_{\\text{ub}} z \\leq b_{\\text{ub}} \\implies -\\infty \\leq A_{\\text{ub}} \\leq b_{\\text{ub}} $$" ] }, { "cell_type": "code", "execution_count": 35, "id": "80693ce6", "metadata": {}, "outputs": [], "source": [ "constraints = [\n", " LinearConstraint(A=A_eq, lb=b_eq, ub=b_eq),\n", " LinearConstraint(A=A_ub, lb=-np.inf, ub=b_ub),\n", "]\n", "\n", "milp_bounds = Bounds(lb=[lb for lb, ub in bounds], ub=[ub for lb, ub in bounds])" ] }, { "cell_type": "markdown", "id": "abd24585", "metadata": {}, "source": [ "Now we can pass the same coefficients and repackaged constraints and bounds to the SciPy MILP solver as well as the types of the decision variables (all integer in this case). I will pass in the option `\"disp\": True` to see the progress of the solver." ] }, { "cell_type": "code", "execution_count": 36, "id": "a398de52", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running HiGHS 1.2.2 [date: 2022-08-26, git hash: n/a]\n", "Copyright (c) 2022 ERGO-Code under MIT licence terms\n", "Presolving model\n", "500 rows, 400 cols, 20800 nonzeros\n", "500 rows, 400 cols, 20636 nonzeros\n", "Objective function is integral with scale 1\n", "\n", "Solving MIP model with:\n", " 500 rows\n", " 400 cols (0 binary, 400 integer, 0 implied int., 0 continuous)\n", " 20636 nonzeros\n", "\n", " Nodes | B&B Tree | Objective Bounds | Dynamic Constraints | Work \n", " Proc. InQueue | Leaves Expl. | BestBound BestSol Gap | Cuts InLp Confl. | LpIters Time\n", "\n", " 0 0 0 0.00% 0 inf inf 0 0 0 0 0.1s\n", " T 0 0 0 0.00% 0 26 100.00% 0 0 0 239 0.1s\n", "\n", "Solving report\n", " Status Optimal\n", " Primal bound 26\n", " Dual bound 26\n", " Gap 0% (tolerance: 0.01%)\n", " Solution status feasible\n", " 26 (objective)\n", " 0 (bound viol.)\n", " 1.86545835222e-13 (int. viol.)\n", " 0 (row viol.)\n", " Timing 0.10 (total)\n", " 0.08 (presolve)\n", " 0.00 (postsolve)\n", " Nodes 1\n", " LP iterations 239 (total)\n", " 0 (strong br.)\n", " 0 (separation)\n", " 0 (heuristics)\n", "WARNING: Method getModelStatus(const bool scaled_model) is deprecated: alternative method is getModelStatus()\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res = milp(c=c, integrality=integrality, constraints=constraints, bounds=milp_bounds, options={\"disp\": True})\n", "x_hat = res[\"x\"][:N]\n", "\n", "plt.plot(x, label=\"x\")\n", "plt.plot(x_hat, \":\", label=\"$\\hat{x}$\")\n", "plt.legend()\n", "plt.title(\"LP CS reconstruction\")\n", "plt.xticks([])\n", "plt.show()\n", "\n", "plt.plot(x - x_hat)\n", "plt.title(\"$Error, x - \\hat{x}$\")\n", "plt.xticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d8e45ff9", "metadata": {}, "source": [ "Unsurprisingly we see very similar performance as before, but now we are sure that the reconstructed signal has an integer-valued solution!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }