{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 8. FFT and image processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This lesson will cover two aspects of scientific computing:\n", "\n", "\n", "As an example, we will explore the ideas of this paper (A. Averbuch, R. Coifman, D.L. Donoho, M. Elad, and M. Israeli, Fast and Accurate Polar Fourier Transform, Journal on Applied and Computational Harmonic Analysis, Vol. 21, pp.145-167, 2006, code by © M.Elad et al., 2005) on optimising FFT in polar coordinates. The students are expected to read and report on the main ideas of the paper in the preparation of their project." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "%plot --format png -w 900 -h 600" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matlab/Octave have a library of basic image manipulation routines, and many extensions have been developed by users that can be loaded and made use of. For examples, check out https://octave.sourceforge.io/packages.php.\n", "\n", "Depending on whether the package you are interested is installed or not, you may simply issue the calling command, or first download and install it. Typically, you download and save the package file (e.g. the current image package is image-2.14.0.tar.gz), and then install it like this:\n", "
\n",
    "  pkg install image\n",
    "
\n", "When you run it as a non-privileged user, it gets installed into your own filespace only.\n", "\n", "After the package is installed, you may need to explicitly load it into your script, by specifying somewhere close to the beginning of the script:\n", "
\n",
    "  pkg load image\n",
    "
\n", "\n", "Note that the image package used above as an example is actually already installed on our cluster and these specific commands should not be necessary.\n", "\n", "To begin with, let's see how a matrix of numbers can be viewed as an image, and how an image can be imported and converted into a matrix of numbers." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Package Name | Version | Installation directory\r\n", "--------------+---------+-----------------------\r\n", " control | 3.2.0 | /usr/local/share/octave/packages/control-3.2.0\r\n", " dataframe | 1.2.0 | /home/esternin/octave/dataframe-1.2.0\r\n", " image | 2.6.2 | /usr/local/share/octave/packages/image-2.6.2\r\n", " io | 2.6.4 | /home/esternin/octave/io-2.6.4\r\n", " matgeom | 1.2.3 | /home/esternin/octave/matgeom-1.2.3\r\n", " optim | 1.5.2 | /usr/local/share/octave/packages/optim-1.5.2\r\n", " signal | 1.4.1 | /usr/local/share/octave/packages/signal-1.4.1\r\n", " statistics | 1.4.2 | /home/esternin/octave/statistics-1.4.2\r\n", " struct | 1.0.14 | /usr/local/share/octave/packages/struct-1.0.14\r\n" ] } ], "source": [ "pkg list" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear;\n", "N=128; % the size of the image will be 2N x 2N, -N..+N in both x and y\n", "m = zeros(2*N);\n", "f=1/2; % fraction of the image to be filled with random numbers \n", "blob=N+[-f*N:f*N]; % create a subindex into the central portion of the image\n", "\n", "m(blob,blob) += rand(size(m(blob,blob))); % fill this portion with random numbers \n", "imagesc(m); % show the image\n", "\n", "%colormap(gray(255)); % try different colour maps; this is 8-bit gray\n", "colormap('ocean'); % colormap traversing black->blue->cyan->white\n", "%colormap('jet'); % colormap traversing blue->cyan->green->yellow->red\n", "\n", "% colour = intensity, https://octave.sourceforge.io/octave/function/colormap.html" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "% sometimes, the image already exists, locally or on the net\n", "I_in=imread(\"http://i.stack.imgur.com/HYSyb.png\");\n", "\n", "figure(1);\n", "imshow(I_in); % this will display pixel-for-pixel, without rescaling\n", "\n", "figure(2); % can show 4 images as a 2x2 array of (scaled to fit) plots\n", "subplot(2,2,1); % the SCaled original image is the first of the four\n", "[I, cmap] = rgb2ind(I_in); % convert rgb image into a 2D (INDexed) array of intensities\n", "imagesc(I); \n", "\n", "subplot(2,2,2);\n", "[r, c,~] = size(I_in); % (0,0) is at top left, but we can change that\n", "x = (1:c)-(c/2); % (0,0) is now in the center of the image\n", "y = (1:r)-(r/2);\n", "imagesc(x,y,I); % use arrays x,y to index it\n", "pbaspect([1 r/c 1]); % rows/columns ratio is the aspect ratio of the axes\n", "\n", "%colormap(gray(255));\n", "%colormap('ocean');\n", "colormap('jet');\n", "\n", "%% there are many image transformations and manipulations possible\n", "\n", "% e.g., can show just one of the colour channels: the third index is RGB\n", "% this is just an array of red intensities, displayed in the current colourmap\n", "subplot(2,2,3);\n", "imagesc(x,y,I_in(:,:,1)); % 1 selects the R channel, 2=G, 3=B\n", "pbaspect([1 r/c 1]);\n", "\n", "%% this is a more complex example: convert the image from (x,y) into polar form (r,theta)\n", "\n", "% create destination coordinates in polar form: r=0..N, theta=0..2*pi\n", "N=min(r/2,c/2); % choose the smaller of the two dimensions, so that all theta are known\n", " % the new grid is NxN\n", "[r th] = meshgrid(linspace(0,2*pi,N),linspace(0,N));\n", "% translate grid coordinates from polar to cartesian (image pixels) coordinates\n", "[xx,yy] = pol2cart(r,th);\n", "% interpolate image pixel values to the new grid coordinates\n", "I_out = interp2(x,y,I,xx,yy);\n", "\n", "subplot(2,2,4);\n", "imagesc(linspace(2,0,N),linspace(0,N),I_out); % convert theta to +ve ccw\n", "xlabel(\"\\\\theta / \\\\pi\"); ylabel(\"r, pixels\"); pbaspect([1 1 1]); axis('xy');\n", "\n", "% save the result to a file\n", "%imwrite(I_out, cmap, \"HYSyb-polar.png\");" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%% do this the first time\n", "cd ~/5P10\n", "%system(\"wget https://elad.cs.technion.ac.il/wp-content/uploads/2018/02/PolarLab.zip\");\n", "%% or use the local copy:\n", "system(\"cp /work/5P10/Lectures/PolarLab.zip ./\");\n", "system(\"unzip -x -q -o -d PolarLab PolarLab.zip\");\n", "cd PolarLab" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [], "source": [ "%% on subsequent runs, do this\n", "cd ~/5P10/PolarLab\n", "addpath(\"~/5P10/PolarLab\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [], "source": [ "% ref: https://elad.cs.technion.ac.il/wp-content/uploads/2018/02/30_PolarFFT_ACHA.pdf\n", "\n", "%=====================================================================\n", "% This function performs a Recto (Pseudo) Polar transform on a 2D signal X given on a \n", "% Cartesian grid. If X is N*N, the output will have 2NS1 by 2NS2 output\n", "% values. If the input is not square, it is squared before the transform.\n", "% Also, the size is increased so as to get even number of rows and columns.\n", "% \n", "% Synopsis: Y=PPFFT(X,S1,S2)\n", "%\n", "% Inputs - X N*N matrix in cartesian grid, (n is assumed to be even) \n", "% S1 oversampling factor along the rays\n", "% S2 oversampling factor along the slopes (e.g. angles)\n", "% Outputs - Y (2*S1*N)*(2*S2*N) matrix (theta,r)\n", "%\n", "% Example: \n", "% This shows that the obtained transform matches the brute-force one\n", "% N=64; X=randn(N,N); X(N/4:3*N/4,N/4:3*N/4)=1;\n", "% [XC,YC]=Create_Oversampled_Grid('D',[N,pi,5,3],'.r');\n", "% tic; Y_slow=Brute_Force_Transform(X,XC,YC); toc;\n", "% tic; Y_fast=PPFFT(X,5,3); toc;\n", "% figure(1);\n", "% subplot(2,2,1); imagesc(real(Y_fast)); xlabel('Fast - real part');\n", "% subplot(2,2,2); imagesc(imag(Y_fast)); xlabel('Fast - imaginary part');\n", "% subplot(2,2,3); imagesc(real(Y_slow)); xlabel('Slow - real part');\n", "% subplot(2,2,4); imagesc(imag(Y_slow)); xlabel('Slow - imaginary part');\n", "% disp(['Error between fast and slow: ',num2str(max(abs(Y_fast(:)-Y_slow(:))))]);\n", "%\n", "% This shows the relation between the PPFFT and the matrix transform \n", "% N=16; X=randn(N,N)+sqrt(-1)*randn(N,N);\n", "% tic; Yf=PPFFT(X,2,2); toc;\n", "% [xc,yc]=Create_Oversampled_Grid('D',[N,pi,2,2],'');\n", "% tic; T=Transform_Matrix(N,N,xc,yc); toc;\n", "% Yc=T*X(:);\n", "% plot([real(Yf)-real(reshape(Yc,[4*N,4*N]))']); % there is a transpose relation\n", "% plot([imag(Yf)-imag(reshape(Yc,[4*N,4*N]))']); % there is a transpose relation\n", "% \n", "% Written on March 20th, 2005 by Michael Elad.\n", "%=====================================================================" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time is 2.02939 seconds.\n", "Elapsed time is 1.95175 seconds.\n" ] }, { "data": { 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear;\n", "\n", "% could load a previously prepared image like this\n", "%[img, cmap] = imread(\"alligator.png\");\n", "%I=imcomplement(imresize(img,0.25));\n", "\n", "% or make a test image, zero filled on all sides\n", "N=128;\n", "\n", "% PPFFT setting, useful range = 1..5\n", "oversample=3;\n", "\n", "% real 2N x 2N data on input implies a zero imaginary 2N x 2N,\n", "% and then PPFFT produces four identical quadrants NxN each; \n", "% take one and reshuffle so that r=0,theta=0 is at the lower left of the plot\n", "t_shuffle=[oversample*2*N:-1:1];\n", "r_shuffle=[oversample*2*N:-1:oversample*N];\n", "\n", "m = zeros(2*N);\n", "f=[1:7]/8;\n", "blob=[-f(1)*N:f(1)*N];\n", "\n", "% the quickest test image is some noise in a square region in the middle\n", "%m(blob,blob) += rand(size(m(blob,blob)));\n", "\n", "% this one is a bit better: concentric circles in the middle\n", "% start with just one:\n", "m(N+blob,N+blob) += ifelse(abs(blob.^2 + blob.^2' - (f(1)*N)^2 )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clear;\n", "N=128;\n", "oversample=3; % PPFFT setting, useful range = 1..5\n", "t_shuffle=[oversample*2*N:-1:1];\n", "r_shuffle=[oversample*2*N:-1:oversample*N];\n", "\n", "m = zeros(2*N);\n", "f=[1/8 5/8];\n", "blob=[-f(1)*N:f(1)*N];\n", "\n", "% a filled circle in the middle + noise\n", "m(N+blob,N+blob) += ifelse(abs(blob.^2 + blob.^2') < (f(1)*N)^2,...\n", " (200 + 55*rand(size(m(N+blob,N+blob)))),0);\n", "\n", "I=m;\n", "subplot(2,3,1);\n", "imagesc([-N:N],[-N:N],I); \n", "axis(\"xy\"); title(\"Test image\"); pbaspect([1 1 1]);\n", "tic; I_ft=PPFFT(I,oversample,oversample); toc;\n", "I_p=abs(I_ft(r_shuffle,t_shuffle));\n", "subplot(2,3,2);\n", "imagesc(linspace(0,1,N),[0:N-1],I_p); \n", "axis(\"xy\"); title(\"PPFFT amplitude\"); xlabel(\"\\\\theta / \\\\pi\"); ylabel(\"r\");\n", "I_p=angle(I_ft(r_shuffle,t_shuffle));\n", "I_p += ifelse(I_p<0,pi,0); % fix up the phase for arctan() to 0..2*pi\n", "subplot(2,3,3);\n", "imagesc(linspace(0,1,N),[0:N-1],I_p); \n", "axis(\"xy\"); title(\"PPFFT phase\"); xlabel(\"\\\\theta / \\\\pi\"); ylabel(\"r\");\n", "\n", "% a different-size circle\n", "m = zeros(2*N);\n", "blob=[-f(2)*N:f(2)*N];\n", "m(N+blob,N+blob) += ifelse(abs(blob.^2 + blob.^2') < (f(2)*N)^2,...\n", " (200 + 55*rand(size(m(N+blob,N+blob)))),0);\n", "\n", "I=m;\n", "subplot(2,3,4);\n", "imagesc([-N:N],[-N:N],I); \n", "axis(\"xy\"); title(\"Test image\"); pbaspect([1 1 1]);\n", "tic; I_ft=PPFFT(I,oversample,oversample); toc;\n", "I_p=abs(I_ft(r_shuffle,t_shuffle));\n", "subplot(2,3,5);\n", "imagesc(linspace(0,1,N),[0:N-1],I_p); \n", "axis(\"xy\"); title(\"PPFFT amplitude\"); xlabel(\"\\\\theta / \\\\pi\"); ylabel(\"r\");\n", "I_p=angle(I_ft(r_shuffle,t_shuffle));\n", "I_p += ifelse(I_p<0,pi,0); % fix up the phase for arctan() to 0..2*pi\n", "subplot(2,3,6);\n", "imagesc(linspace(0,1,N),[0:N-1],I_p); \n", "axis(\"xy\"); title(\"PPFFT phase\"); xlabel(\"\\\\theta / \\\\pi\"); ylabel(\"r\");\n", "\n", "colormap(\"jet\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Homework\n", "\n", " * Carefully read the entire paper.\n", "\n", " * Explore the sample script (see below) and play with its various parameters to build intuition into the properties of the 1D Fourier Transform. Vary the width, position, and if possible shape of pulses (windowing functions) in the time domain, and see how the FT changes. Do this before you proceed with the next item in the homework.\n", "\n", " * Create a family of test images that represent a cosinusoidal wave emanating radially from the centre in all directions, decaying with a Gaussian envelope as a function of the radial distance from the center. Postulate what a 2D FT in polar coordinates should look like for such test images, and perform the PPFFT. Was your initial guess correct?\n", "\n", " * Vary parameters of your test file: rate of Gaussian decay of signal intensity, size of the test image, level of random noise added, the execution time, the map of phase errors, etc. Choose one interesting aspect to explore extensively (hopefully, everyone will choose a different aspect of the script) and prepare a summary table (and a plot, if appropriate) of your findings. Reflect and discuss the result in your conclusions.\n", "\n", " * See if you can measure the spacing of interference lines obtained in PHYS 3P91 experiments by using FFT. Sample images can be found in /work/5P10/Images. Use appropriate forms of FFT, depending on the image.\n", "\n", " * Prepare and submit a full project write-up, as a Jupyter notebook, by November 23, 2023." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "%plot --format svg -w 900 -h 600" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "Gnuplot\n", "Produced by GNUPLOT 5.2 patchlevel 0 \n", "\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t \n", "\t \n", "\t\n", "\t\n", "\t \n", "\t \n", "\t\n", "\n", "\n", "\n", "\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.01\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.02\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.03\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.04\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.05\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.06\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.07\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.08\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t20\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t40\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t60\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t80\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t100\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t120\n", "\t\n", "\n", "\n", "\n", "\n", "\t\n", "\t\tamplitude\n", "\t\n", "\n", "\n", "\t\n", "\t\ttime\n", "\t\n", "\n", "\n", "\t\n", "\t\tTime-domain signal\n", "\t\n", "\n", "\n", "\n", "\tgnuplot_plot_1a\n", "\n", "\n", "\n", "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\t\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.2\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.4\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.6\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.8\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t1\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t10\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t20\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t30\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t40\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t50\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t60\n", "\t\n", "\n", "\n", "\n", "\n", "\t\n", "\t\tamplitude\n", "\t\n", "\n", "\n", "\t\n", "\t\tfrequency\n", "\t\n", "\n", "\n", "\t\n", "\t\tPower spectrum = abs(FT)\n", "\t\n", "\n", "\n", "\n", "\tgnuplot_plot_1b\n", "\n", "\n", "\n", "\t\n", "\t\n", "\tgnuplot_plot_2b\n", "\n", "\t\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\t\t\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0.5\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t1\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t1.5\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t2\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t10\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t20\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t30\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t40\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t50\n", "\t\n", "\n", "\n", "\t\t\n", "\t\t60\n", "\t\n", "\n", "\n", "\n", "\n", "\t\n", "\t\tangle, q/p\n", "\t\n", "\n", "\n", "\t\n", "\t\tfrequency\n", "\t\n", "\n", "\n", "\t\n", "\t\tPhase spectrum = angle(FT)\n", "\t\n", "\n", "\n", "\n", "\tgnuplot_plot_1c\n", "\n", "\n", "\n", "\t\n", "\t\n", "\tgnuplot_plot_2c\n", "\n", "\t\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "\t\n", "\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N=128;\n", "x=[0:N-1];\n", "\n", "% a test time-domain signal, consists of two square pulses\n", "%y1=ifelse((x>24 & x<=40),1/16,0);\n", "%y2=ifelse((x>64 & x<=72), 1/8, 0);\n", "\n", "% another combination of two pulses \n", "y1=ifelse((x<32),1/32,0);\n", "y2=ifelse((x<16), 1/16, 0);\n", "\n", "figure(1); clf(1);\n", "\n", "subplot(1,3,1);\n", "hold on;\n", "plot(x,y1,'r-');\n", "plot(x,y2,'b-');\n", "xlim([0 N]);\n", "xlabel(\"time\");\n", "ylabel(\"amplitude\");\n", "title(\"Time-domain signal\")\n", "hold off;\n", "\n", "f1=fft(y1);\n", "f2=fft(y2);\n", "\n", "subplot(1,3,2);\n", "hold on;\n", "plot(abs(f1),'r-');\n", "plot(abs(f2),'b-');\n", "xlim([0 N/2]);\n", "xlabel(\"frequency\");\n", "ylabel(\"amplitude\");\n", "title(\"Power spectrum = abs(FT)\")\n", "hold off;\n", "\n", "subplot(1,3,3);\n", "hold on;\n", "p1=angle(f1);\n", "p2=angle(f2);\n", "% optionally, shift phase from -pi..pi, to 0..2*pi\n", "p1+=pi;\n", "p2+=pi;\n", "p1+=ifelse(p1>2*pi,-2*pi,0);\n", "p2+=ifelse(p2>2*pi,-2*pi,0);\n", "\n", "plot(p1/pi,'r-');\n", "plot(p2/pi,'b-');\n", "xlim([0 N/2]);\n", "xlabel(\"frequency\");\n", "ylabel(\"angle, \\\\theta/\\\\pi\");\n", "title(\"Phase spectrum = angle(FT)\")\n", "hold off;" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Octave", "language": "octave", "name": "octave" }, "language_info": { "file_extension": ".m", "help_links": [ { "text": "GNU Octave", "url": "https://www.gnu.org/software/octave/support.html" }, { "text": "Octave Kernel", "url": "https://github.com/Calysto/octave_kernel" }, { "text": "MetaKernel Magics", "url": "https://metakernel.readthedocs.io/en/latest/source/README.html" } ], "mimetype": "text/x-octave", "name": "octave", "version": "4.2.2" }, "toc": { "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }