{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test case for PDEs: Kuramoto-Sivashinksy (KS)\n", "\n", "with Mahtab Lak, UNH Math Ph.D. student\n", "\n", "### Crank-Nicolson/Adams-Bashforth (CNAB2) timestepping\n", "The Kuramoto-Sivashinsky (KS) equation is a nonlinear time-evolving PDE on a 1d spatial domain.\n", "\n", "\\begin{equation*}\n", "u_t = -u u_{x} - u_{xx} - u_{xxxx}\n", "\\end{equation*}\n", "\n", "We will assume a finite domain $[0,L]$ with periodic boundary conditions,\n", "use Fourier modes for spatial discretization and Crank-Nicolson/Adams-Bashforth (CNAB2) timestepping for temporal discretization. \n", "\n", "Write the KS equation as \n", "\n", "\\begin{equation*}\n", "u_t = Lu + N(u)\n", "\\end{equation*}\n", "\n", "where $Lu = - u_{xx} - u_{xxxx}$ is the linear terms and $N(u) = -u u_{x}$ is the nonlinear term. We can also calculate $N$ as $N(\n", "\n", "Discretize time by letting $u^n(x) = u(x, n\\Delta t)$ for some small $\\Delta t$. CNAB2 timestepping approximates $u_t = Lu + N(u)$ as \n", "\n", "\\begin{equation*}\n", "\\frac{u^{n+1} - u^n}{\\Delta t} = L\\left(u^{n+1} + u^n\\right) + \\frac{3}{2} N(u^n) - \\frac{1}{2} N(u^{n-1})\n", "\\end{equation*}\n", "\n", "Put the unknown future $u^{n+1}$'s on the left and the present $u^{n}$ and past $u^{n+1}$ on the right.\n", "\n", "\\begin{equation*}\n", "\\left(I - \\frac{\\Delta t}{2} L \\right) u^{n+1} = \\left(I + \\frac{\\Delta t}{2}L \\right) u^{n} + \\frac{3 \\Delta t}{2} N(u^n) - \\frac{\\Delta t}{2} N(u^{n-1})\n", "\\end{equation*}\n", "\n", "Discretize space with a Fourier decomposition, so that $u$ now represents a vector of Fourier coefficients and $L$ turns into diagonal matrix. Let matrix $A = (I + \\Delta t/2 \\; L)$, matrix $B = (I - \\Delta t/2 \\; L)^{-1}$, and let vector $N^n$ be the Fourier transform of a collocation calculation of $N(u^n)$ where\n", "\n", "\\begin{equation*}\n", "N(u) = -u u_x = -\\frac{1}{2} \\frac{d}{dx} u^2\n", "\\end{equation*}\n", "\n", "Then the CNAB2 timestepping formula is\n", "\n", "\\begin{equation*}\n", "u^{n+1} = B \\left(A \\, u^n + \\frac{3 \\Delta t}{2} N^n - \\frac{\\Delta t}{2}N^{n-1}\\right)\n", "\\end{equation*}\n", "\n", "This is a simple linear algebra formula whose iteration approximates the time-evolution of the Kuramoto-Sivashinksy PDE. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Matlab code for CNAB2 algorithm\n", "\n", "We can implement this algorithm in about 40 lines of Matlab code (including comments, whitespace).\n", "\n", "```matlab\n", "function [u,x,t] = ksintegrate(u, Lx, dt, Nt, nplot);\n", "% KS eqn: u_t = -u*u_x - u_xx - u_xxxx, periodic BCs \n", "\n", "\n", "Nx = length(u); % number of gridpoints\n", "kx = [0:Nx/2-1 0 -Nx/2+1:-1]; % integer wavenumbers: exp(2*pi*i*kx*x/L)\n", "alpha = 2*pi*kx/Lx; % real wavenumbers: exp(i*alpha*x)\n", "D = i*alpha; % D = d/dx operator in Fourier space\n", "L = alpha.^2 - alpha.^4; % linear operator -D^2 - D^3 in Fourier space\n", "G = -0.5*D; % -1/2 D operator in Fourier space\n", "NT = floor(Nt/nplot) + 1; % number of saved time steps\n", " \n", "x = (0:Nx-1)*Lx/Nx;\n", "t = (0:NT)*dt*nplot;\n", "\n", "% some convenience variables\n", "dt2 = dt/2;\n", "dt32 = 3*dt/2;\n", "A = ones(1,Nx) + dt2*L;\n", "B = (ones(1,Nx) - dt2*L).^(-1);\n", "\n", "Nn = G.*fft(u.*u); % -u u_x, spectral\n", "Nn1 = Nn; \n", "\n", "U(1,:) = u; % save u(x,0), physical\n", "u = fft(u); % u, spectral\n", "np = 2; % n saved,\n", "\n", "% timestepping loop\n", "for n = 1:Nt\n", "\n", " Nn1 = Nn; % shift nonlinear term in time: N^{n-1} <- N^n\n", " Nn = G.*fft(real(ifft(u)).^2); % compute Nn = -u u_x\n", "\n", " u = B .* (A .* u + dt32*Nn - dt2*Nn1);\n", " \n", " if (mod(n, nplot) == 0)\n", " U[np, :] = fft(u);\n", " np = np + 1;\n", " end\n", " \n", "end\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Naive Julia implementation of CNAB2 algorithm\n", "\n", "The Julia code is pretty much a line-by-line translation of the Matlab, same number of lines." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ksintegrateNaive(Any, Any, Any, Any, Any) in module Main at In[1]:1 overwritten at In[4]:1.\n" ] }, { "data": { "text/plain": [ "ksintegrateNaive (generic function with 1 method)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function ksintegrateNaive(u, Lx, dt, Nt, nplot);\n", " Nx = length(u) # number of gridpoints\n", " kx = vcat(0:Nx/2-1, 0, -Nx/2+1:-1) # integer wavenumbers: exp(2*pi*i*kx*x/L)\n", " alpha = 2*pi*kx/Lx # real wavenumbers: exp(i*alpha*x)\n", " D = 1im*alpha # D = d/dx operator in Fourier space\n", " L = alpha.^2 - alpha.^4 # linear operator -D^2 - D^4 in Fourier space\n", " G = -0.5*D # -1/2 D operator in Fourier space\n", " Nplot = round(Int64, Nt/nplot)+1 # total number of saved time steps\n", " \n", " x = collect(0:Nx-1)*Lx/Nx\n", " t = collect(0:Nplot)*dt*nplot\n", " U = zeros(Nplot, Nx)\n", " \n", " # some convenience variables\n", " dt2 = dt/2\n", " dt32 = 3*dt/2\n", " A = ones(Nx) + dt2*L\n", " B = (ones(Nx) - dt2*L).^(-1)\n", "\n", " Nn = G.*fft(u.*u); # -1/2 d/dx(u^2) = -u u_x, collocation calculation\n", " Nn1 = Nn;\n", "\n", " U[1,:] = u; # save initial value u to matrix U\n", " np = 2; # counter for saved data\n", " \n", " # transform data to spectral coeffs \n", " u = fft(u);\n", "\n", " # timestepping loop\n", " for n = 0:Nt-1\n", " Nn1 = Nn; # shift N^{n-1} <- N^n\n", " Nn = G.*fft(real(ifft(u)).^2); # compute N^n = -u u_x\n", "\n", " u = B .* (A .* u + dt32*Nn - dt2*Nn1); # CNAB2 formula\n", " \n", " if mod(n, nplot) == 0\n", " U[np,:] = real(ifft(u))\n", " np += 1 \n", " end\n", " end \n", " U,x,t\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run the Julia code and plot results" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Lx = 128\n", "Nx = 1024\n", "dt = 1/16\n", "nplot = 8\n", "Nt = 1600\n", "\n", "x = Lx*(0:Nx-1)/Nx\n", "u = cos(x) + 0.1*cos(x/16).*(1+2*sin(x/16))\n", "\n", "U,x,t = ksintegrateNaive(u, Lx, dt, Nt, nplot)\n", ";" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "(.:16053): Gtk-WARNING **: Theme parsing error: gtk.css:68:35: The style property GtkButton:child-displacement-x is deprecated and shouldn't be used anymore. It will be removed in a future version\n", "\n", "(.:16053): Gtk-WARNING **: Theme parsing error: gtk.css:69:35: The style property GtkButton:child-displacement-y is deprecated and shouldn't be used anymore. It will be removed in a future version\n", "\n", "(.:16053): Gtk-WARNING **: Theme parsing error: gtk.css:73:46: The style property GtkScrolledWindow:scrollbars-within-bevel is deprecated and shouldn't be used anymore. It will be removed in a future version\n", "\n", "** (.:16053): WARNING **: Couldn't connect to accessibility bus: Failed to connect to socket /tmp/dbus-WMSc4PD06G: Connection refused\n" ] }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using PyPlot\n", "pcolor(x,t,U)\n", "xlim(x[1], x[end])\n", "ylim(t[1], t[end])\n", "xlabel(\"x\")\n", "ylabel(\"t\")\n", "title(\"Kuramoto-Sivashinsky dynamics\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Compare execution times of equivalent KS CNAB2 in various languages" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "d = readdlm(\"kstimings.asc\")\n", "Nx = d[:,1]\n", "loglog(Nx, d[:,4], \"go-\", label=\"Python\")\n", "loglog(Nx, d[:,5], \"ro-\", label=\"Julia naive\")\n", "loglog(Nx, d[:,3], \"mo-\", label=\"Matlab\")\n", "loglog(Nx, d[:,2], \"bo-\", label=\"C++\")\n", "loglog(Nx, d[:,6], \"yo-\", label=\"Julia tuned\")\n", "loglog(Nx, 1e-05*Nx .* log10(Nx), \"k--\", label=\"Nx log Nx\")\n", "xlabel(\"Nx\")\n", "ylabel(\"cpu time\")\n", "legend(loc=\"upper left\")\n", "xlim(10,2e05)\n", "ylim(1e-03,1e02)\n", "title(\"timing of KS CNAB2 codes\")\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tuned Julia code\n", "\n", "The naive Julia code (straight Matlab translation) is slightly slower than Matlab. Can tune the Julia code by \n", " * doing FFTs in-place \n", " * removing temporary vectors in time-stepping loop\n", " * using @inbounds and @fastmath macros\n", " \n", "The tuned Julia code is slightly faster than C++.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "function ksintegrateTuned(u, Lx, dt, Nt);\n", " u = (1+0im)*u # force u to be complex\n", " Nx = length(u) # number of gridpoints\n", " kx = vcat(0:Nx/2-1, 0:0, -Nx/2+1:-1)# integer wavenumbers: exp(2*pi*kx*x/L)\n", " alpha = 2*pi*kx/Lx # real wavenumbers: exp(alpha*x)\n", " D = 1im*alpha # spectral D = d/dx operator \n", " L = alpha.^2 - alpha.^4 # spectral L = -D^2 - D^4 operator\n", " G = -0.5*D # spectral -1/2 D operator, to eval -u u_x = 1/2 d/dx u^2\n", "\n", " # convenience variables\n", " dt2 = dt/2\n", " dt32 = 3*dt/2\n", " A = ones(Nx) + dt2*L\n", " B = (ones(Nx) - dt2*L).^(-1)\n", "\n", " # compute in-place FFTW plans\n", " FFT! = plan_fft!(u, flags=FFTW.ESTIMATE)\n", " IFFT! = plan_ifft!(u, flags=FFTW.ESTIMATE)\n", "\n", " # compute uf == Fourier coeffs of u and Nnf == Fourier coeffs of -u u_x\n", " # FFT!(u);\n", " Nn = G.*fft(u.^2); # Nnf == -1/2 d/dx (u^2) = -u u_x, spectral\n", " Nn1 = copy(Nn); # use Nnf1 = Nnf at first time step\n", " FFT!*u;\n", "\n", " # timestepping loop, many vector ops unrolled to eliminate temporary vectors\n", " for n = 0:Nt\n", "\n", " for i = 1:length(Nn)\n", " @inbounds Nn1[i] = Nn[i];\n", " @inbounds Nn[i] = u[i]; \n", " end\n", "\n", " IFFT!*Nn; # in-place FFT\n", "\n", " for i = 1:length(Nn)\n", " @fastmath @inbounds Nn[i] = Nn[i]*Nn[i];\n", " end\n", "\n", " FFT!*Nn;\n", "\n", " for i = 1:length(Nn)\n", " @fastmath @inbounds Nn[i] = G[i]*Nn[i];\n", " end\n", "\n", " for i = 1:length(u)\n", " @fastmath @inbounds u[i] = B[i]* (A[i] * u[i] + dt32*Nn[i] - dt2*Nn1[i]);\n", " end\n", "\n", " end\n", " u = real(ifft(u))\n", "end\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CPU time versus lines of source code" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(0,50)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = readdlm(\"timeloc.asc\")\n", "symbol = (\"go\", \"ro\", \"mo\", \"bo\", \"yo\")\n", "language = (\"Python\", \"Julia naive\", \"Matlab\", \"C++\", \"Julia tuned\")\n", "for i in 1:5\n", " plot(d[i,2], d[i,1], symbol[i], label=language[i])\n", "end\n", "legend()\n", "grid(\"on\")\n", "xlabel(\"lines of code\")\n", "ylabel(\"cpu time\")\n", "title(\"cpu times versus bytes of code for KS CNAB2 codes\")\n", "xlim(0,200)\n", "ylim(0,50)\n", ";" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 2 }