{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Parallel Single-channel CSC\n", "===========================\n", "\n", "This example compares the use of [parcbpdn.ParConvBPDN](http://sporco.rtfd.org/en/latest/sporco.admm.parcbpdn.html#sporco.admm.parcbpdn.ParConvBPDN) with [admm.cbpdn.ConvBPDN](http://sporco.rtfd.org/en/latest/sporco.admm.cbpdn.html#sporco.admm.cbpdn.ConvBPDN) solving a convolutional sparse coding problem with a greyscale signal\n", "\n", " $$\\mathrm{argmin}_\\mathbf{x} \\; \\frac{1}{2} \\left\\| \\sum_m \\mathbf{d}_m * \\mathbf{x}_{m} - \\mathbf{s} \\right\\|_2^2 + \\lambda \\sum_m \\| \\mathbf{x}_{m} \\|_1 \\;,$$\n", "\n", "where $\\mathbf{d}_{m}$ is the $m^{\\text{th}}$ dictionary filter, $\\mathbf{x}_{m}$ is the coefficient map corresponding to the $m^{\\text{th}}$ dictionary filter, and $\\mathbf{s}$ is the input image." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import print_function\n", "from builtins import input\n", "from builtins import range\n", "\n", "import pyfftw # See https://github.com/pyFFTW/pyFFTW/issues/40\n", "import numpy as np\n", "\n", "from sporco import util\n", "from sporco import plot\n", "plot.config_notebook_plotting()\n", "import sporco.metric as sm\n", "from sporco.admm import cbpdn\n", "from sporco.admm import parcbpdn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load example image." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "img = util.ExampleImages().image('kodim23.png', zoom=1.0, scaled=True,\n", " gray=True, idxexp=np.s_[160:416, 60:316])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Highpass filter example image." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "npd = 16\n", "fltlmbd = 10\n", "sl, sh = util.tikhonov_filter(img, fltlmbd, npd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load dictionary and display it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "D = util.convdicts()['G:12x12x216']\n", "plot.imview(util.tiledict(D), fgsz=(7, 7))\n", "\n", "lmbda = 5e-2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The RelStopTol option was chosen for the two different methods to stop with similar functional values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialise and run standard serial CSC solver using ADMM with an equality constraint [[28]](http://sporco.rtfd.org/en/latest/zreferences.html#wohlberg-2014-efficient)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Itn Fnc DFid Regâ„“1 r s \n", "------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 0 8.35e+01 3.32e-02 1.67e+03 1.00e+00 0.00e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1 7.98e+01 2.25e-01 1.59e+03 9.98e-01 1.11e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2 7.71e+01 5.25e-01 1.53e+03 9.76e-01 5.28e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3 7.32e+01 8.79e-01 1.45e+03 8.13e-01 1.07e-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4 6.82e+01 1.19e+00 1.34e+03 4.11e-01 1.33e-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5 6.83e+01 1.40e+00 1.34e+03 2.73e-01 1.24e-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6 7.02e+01 1.53e+00 1.37e+03 2.20e-01 1.05e-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 7 6.91e+01 1.62e+00 1.35e+03 1.92e-01 9.30e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 8 6.56e+01 1.72e+00 1.28e+03 1.75e-01 8.33e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 9 6.15e+01 1.83e+00 1.19e+03 1.61e-01 7.28e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10 5.77e+01 1.97e+00 1.11e+03 1.50e-01 6.24e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 11 5.46e+01 2.13e+00 1.05e+03 1.39e-01 5.45e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 12 5.23e+01 2.28e+00 1.00e+03 1.26e-01 4.96e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 13 5.08e+01 2.42e+00 9.67e+02 1.12e-01 4.62e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 14 5.01e+01 2.54e+00 9.50e+02 1.01e-01 4.28e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 15 4.98e+01 2.64e+00 9.43e+02 9.12e-02 3.97e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 16 4.92e+01 2.72e+00 9.30e+02 8.33e-02 3.75e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 17 4.84e+01 2.78e+00 9.12e+02 7.70e-02 3.59e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 18 4.74e+01 2.83e+00 8.92e+02 7.17e-02 3.44e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 19 4.64e+01 2.88e+00 8.71e+02 6.74e-02 3.21e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 20 4.54e+01 2.93e+00 8.49e+02 6.37e-02 2.97e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 21 4.43e+01 2.99e+00 8.26e+02 6.02e-02 2.77e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 22 4.31e+01 3.04e+00 8.02e+02 5.69e-02 2.59e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 23 4.20e+01 3.10e+00 7.79e+02 5.37e-02 2.45e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 24 4.11e+01 3.16e+00 7.58e+02 5.06e-02 2.35e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 25 4.03e+01 3.22e+00 7.42e+02 4.77e-02 2.25e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 26 3.98e+01 3.28e+00 7.31e+02 4.52e-02 2.14e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 27 3.95e+01 3.33e+00 7.23e+02 4.29e-02 2.03e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 28 3.91e+01 3.37e+00 7.15e+02 4.08e-02 1.93e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 29 3.88e+01 3.41e+00 7.07e+02 3.89e-02 1.85e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 30 3.83e+01 3.44e+00 6.97e+02 3.71e-02 1.81e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 31 3.78e+01 3.47e+00 6.87e+02 3.55e-02 1.77e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 32 3.74e+01 3.50e+00 6.79e+02 3.40e-02 1.70e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 33 3.71e+01 3.53e+00 6.71e+02 3.27e-02 1.63e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 34 3.68e+01 3.55e+00 6.64e+02 3.15e-02 1.55e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 35 3.64e+01 3.57e+00 6.57e+02 3.04e-02 1.48e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 36 3.60e+01 3.59e+00 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cbpdn.ConvBPDN.Options({'Verbose': True, 'MaxMainIter': 200,\n", " 'RelStopTol': 5e-3, 'AuxVarObj': False,\n", " 'AutoRho': {'Enabled': False}})\n", "b = cbpdn.ConvBPDN(D, sh, lmbda, opt=opt, dimK=0)\n", "X = b.solve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialise and run parallel CSC solver using ADMM dictionary partition method [[25]](http://sporco.rtfd.org/en/latest/zreferences.html#skau-2018-fast)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Itn Fnc DFid Regl1 r s \n", "------------------------------------------------------\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 0 3.72e+02 2.06e+02 3.32e+03 2.95e+00 2.95e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 1 1.18e+02 1.21e+01 2.12e+03 2.21e+00 2.19e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2 1.48e+02 3.59e+01 2.24e+03 1.78e+00 1.89e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 3 1.14e+02 1.90e+01 1.90e+03 1.52e+00 1.95e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 4 9.07e+01 3.16e+00 1.75e+03 1.32e+00 1.63e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 5 9.10e+01 1.22e+01 1.58e+03 1.13e+00 1.43e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 6 7.77e+01 2.90e+00 1.50e+03 1.00e+00 1.29e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 7 7.58e+01 7.08e+00 1.37e+03 8.96e-01 1.17e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 8 6.94e+01 3.45e+00 1.32e+03 8.10e-01 1.07e+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 9 6.78e+01 5.35e+00 1.25e+03 7.41e-01 9.87e-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 10 6.39e+01 3.93e+00 1.20e+03 6.83e-01 9.16e-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 11 6.27e+01 5.04e+00 1.15e+03 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"stdout", "output_type": "stream", "text": [ " 91 2.62e+01 4.49e+00 4.35e+02 5.63e-02 8.27e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 92 2.62e+01 4.49e+00 4.34e+02 5.54e-02 8.13e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 93 2.61e+01 4.49e+00 4.32e+02 5.44e-02 8.01e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 94 2.60e+01 4.49e+00 4.31e+02 5.35e-02 7.90e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 95 2.60e+01 4.48e+00 4.30e+02 5.26e-02 7.77e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 96 2.59e+01 4.48e+00 4.29e+02 5.18e-02 7.65e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 97 2.59e+01 4.48e+00 4.28e+02 5.09e-02 7.54e-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 98 2.58e+01 4.48e+00 4.26e+02 5.01e-02 7.44e-02\n", "------------------------------------------------------\n" ] } ], "source": [ "opt_par = parcbpdn.ParConvBPDN.Options({'Verbose': True, 'MaxMainIter': 200,\n", " 'RelStopTol': 1e-2, 'AuxVarObj': False, 'AutoRho':\n", " {'Enabled': False}, 'alpha': 2.5})\n", "b_par = parcbpdn.ParConvBPDN(D, sh, lmbda, opt=opt_par, dimK=0)\n", "X_par = b_par.solve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Report runtimes of different methods of solving the same problem." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ConvBPDN solve time: 112.36s\n", "ParConvBPDN solve time: 23.51s\n", "ParConvBPDN was 4.78 times faster than ConvBPDN\n", "\n" ] } ], "source": [ "print(\"ConvBPDN solve time: %.2fs\" % b.timer.elapsed('solve_wo_rsdl'))\n", "print(\"ParConvBPDN solve time: %.2fs\" % b_par.timer.elapsed('solve_wo_rsdl'))\n", "print(\"ParConvBPDN was %.2f times faster than ConvBPDN\\n\" %\n", " (b.timer.elapsed('solve_wo_rsdl')/b_par.timer.elapsed('solve_wo_rsdl')))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reconstruct images from sparse representations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "shr = b.reconstruct().squeeze()\n", "imgr = sl + shr\n", "\n", "shr_par = b_par.reconstruct().squeeze()\n", "imgr_par = sl + shr_par" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Report performances of different methods of solving the same problem." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Serial reconstruction PSNR: 38.25dB\n", "Parallel reconstruction PSNR: 38.40dB\n", "\n" ] } ], "source": [ "print(\"Serial reconstruction PSNR: %.2fdB\" % sm.psnr(img, imgr))\n", "print(\"Parallel reconstruction PSNR: %.2fdB\\n\" % sm.psnr(img, imgr_par))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display original and reconstructed images." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot.figure(figsize=(21, 7))\n", "plot.subplot(1, 3, 1)\n", "plot.imview(img, title='Original', fig=fig)\n", "plot.subplot(1, 3, 2)\n", "plot.imview(imgr, title=('Serial Reconstruction PSNR: %5.2f dB' %\n", " sm.psnr(img, imgr)), fig=fig)\n", "plot.subplot(1, 3, 3)\n", "plot.imview(imgr_par, title=('Parallel Reconstruction PSNR: %5.2f dB' %\n", " sm.psnr(img, imgr_par)), fig=fig)\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display low pass component and sum of absolute values of coefficient maps of highpass component." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot.figure(figsize=(21, 7))\n", "plot.subplot(1, 3, 1)\n", "plot.imview(sl, title='Lowpass component', fig=fig)\n", "plot.subplot(1, 3, 2)\n", "plot.imview(np.sum(abs(X), axis=b.cri.axisM).squeeze(),\n", " cmap=plot.cm.Blues, title='Serial Sparse Representation',\n", " fig=fig)\n", "plot.subplot(1, 3, 3)\n", "plot.imview(np.sum(abs(X_par), axis=b.cri.axisM).squeeze(),\n", " cmap=plot.cm.Blues, title='Parallel Sparse Representation',\n", " fig=fig)\n", "fig.show()" ] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 2 }