{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Gradient Descent" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition macroexpand(Module, Any) in module Compat at C:\\Users\\Ayman\\.julia\\v0.5\\Compat\\src\\Compat.jl:1491 overwritten in module MacroTools at C:\\Users\\Ayman\\.julia\\v0.5\\MacroTools\\src\\utils.jl:64.\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "\n", "We consider the problem of finding a minimizer of a convex smooth function $\\;f : \\RR^d \\rightarrow \\RR$; that is, we want to solve\n", "$$\\umin{x \\in \\RR^d} f(x)$$\n", "\n", "Note that the minimizer is not necessarily unique.\n", "\n", "The simplest method is gradient descent, which iteratively computes\n", "$$x^{(k+1)} = x^{(k)} - \\tau \\nabla f(x^{(k)}),$$\n", "where $\\nabla f(x) \\in \\RR^d$ is the gradient of $f$ at $x$, $x^{(0)} \\in \\RR^d$ is an arbitrary initial point, and the stepsize $\\tau$ must satisfy \n", "$$0<\\tau<2/\\beta,$$\n", "to have convergence, where $\\beta$ is a Lipschitz constant of $\\nabla f$; that is, \n", "$$\\forall (x,x') \\in \\RR^N \\times \\RR^N, \\quad\n", " \\norm{\\nabla f(x) - \\nabla f(x')} \\leq \\beta \\norm{x-x'}.$$\n", "\n", "For instance, if $f$ is of class $C^2$, $$\\beta= \\sup_x \\norm{Hf(x)},$$\n", "where $Hf(x) \\in \\RR^{d \\times d}$ is the Hessian of $f$ at $x$ and $\\norm{\\cdot}$ is the spectral operator norm (largest eigenvalue). " ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient descent in 2-D" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a simple problem, corresponding to the minimization of a 2-D ($d=2$) quadratic form\n", "$$f(x) = \\frac{1}{2} \\pa{ x_1^2 + \\eta x_2^2 } ,$$\n", "where $\\eta>0$ controls the anisotropy, and hence the difficulty, of the problem." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can note that minimizing a strongly convex quadratic function is equivalent to solving a positive definite linear system. Gradient descent is then equivalent to the Richardson iteration applied to this linear system." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We define the anisotropy parameter $\\eta$:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "eta = 8;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We define the function $f$:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = x -> (x[1]^2 + eta*x[2]^2) / 2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Note: a 'lambda' function is a one-line function definition; \n", "in Matlab, this would be f=@(x)(x(1)^2+eta*x(2)^2)/2;\n", "\n", "An example of function evaluation:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "38.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f([2,3])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We display the function using a contourplot:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "t = linspace(-.7,.7,101)\n", "(u, v) = meshgrid(t,t)\n", "F = (u.^2 + eta.*v.^2) ./ 2\n", "contourf(t, t, F, 35);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We define the gradient of $f$:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "function Grad_f(x)\n", " return[x[1]; eta*x[2]]\n", "end;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "An example of evaluation:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Grad_f([1,2]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Since $f$ is quadratic, its Hessian is the constant matrix $\\left(\\begin{array}{cc}1&0\\\\0&\\eta\\end{array}\\right)$. Its spectral norm, which is the Lipschitz constant of Grad_f, is $\\beta=\\max(1,\\eta)$. \n", "\n", "The stepsize $\\tau$ must satisfy $0< \\tau < 2/\\beta$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "0.225" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tau = 1.8/max(eta,1); tau" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Now we implement the gradient descent method: given the initial estimate $x^{(0)}$ of the solution, the stepsize $\\tau$ and the number $k$ of iterations, we compute $x^{(k)}$:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "2-element Array{Float64,1}:\n", " 0.0781658\n", " 0.107374 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nbiter = 10\n", "x = [1, 1] # initial estimate of the solution\n", "for iter in 1:nbiter # iter goes from 1 to nbiter\n", " x = x - tau.*Grad_f(x)\n", "end\n", "x # to display x, like in Matlab. Use print(x) if this is not the last command of the cell, else nothing is displayed" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "0.049171809817584886" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f(x)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We encapsulate the code in a function called GradientDescent." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "function GradDescent(Grad_f, x0, nbiter, tau)\n", " x = x0\n", " for iter in 1:nbiter # iter goes from 1 to nbiter\n", " x = x - tau.*Grad_f(x) # x has type 'array'. Like in C, one can also write x-=tau*Grad_f(x)\n", " end\n", " return x\n", "end;" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "2-element Array{Float64,1}:\n", " 0.0781658\n", " 0.107374 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "GradDescent(Grad_f, [1, 1], 10, tau)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We define a function called GradDescentArray which puts the iterates in a 'matrix' (a 2-D array in fact); they are first put in a list and the list is converted to an array at the end (the + operation on lists concatenates them, whereas on arrays this is the classical elementwise addition)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "function GradDescentArray(Grad_f, x0, nbiter, tau)\n", " x = x0\n", " xlist = [x0[1] x0[2]] \n", " for iter in 1:nbiter\n", " x = x - tau*Grad_f(x) \n", " xlist = [xlist; [x[1] x[2]]]\n", " end\n", " return xlist\n", "end;" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "11×2 Array{Float64,2}:\n", " 0.6 0.6 \n", " 0.465 -0.48 \n", " 0.360375 0.384 \n", " 0.279291 -0.3072 \n", " 0.21645 0.24576 \n", " 0.167749 -0.196608 \n", " 0.130005 0.157286 \n", " 0.100754 -0.125829 \n", " 0.0780845 0.100663 \n", " 0.0605155 -0.0805306\n", " 0.0468995 0.0644245" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xarray = GradDescentArray(Grad_f,[0.6,0.6],10,0.225)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can access the elements of an array like in Matlab. Be careful: like in C, the first element has index 0! Some examples:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "0.46499999999999997" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xarray[2, 1]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "2-element Array{Float64,1}:\n", " 0.465\n", " -0.48 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xarray[2, :]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "11-element Array{Float64,1}:\n", " 0.6 \n", " 0.465 \n", " 0.360375 \n", " 0.279291 \n", " 0.21645 \n", " 0.167749 \n", " 0.130005 \n", " 0.100754 \n", " 0.0780845\n", " 0.0605155\n", " 0.0468995" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xarray[:, 1]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can apply the function $f$ to every iterate $x^{(k)}$ of the list xarray, using the command map:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "11×1 Array{Float64,2}:\n", " 1.62 \n", " 1.02971 \n", " 0.654759 \n", " 0.416489 \n", " 0.265017 \n", " 0.168689 \n", " 0.107407 \n", " 0.0684076\n", " 0.043581 \n", " 0.0277718\n", " 0.0177019" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mapslices(f, xarray, 2)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We plot the cost function $f(x^{(k)})$ as a function of $k$, in log-scale:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(0:size(xarray)[1] - 1, log10(mapslices(f, xarray, 2)), \"o-\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We remark that because the function $f$ is strongly convex, the convergence is linear. Also, we can note that gradient descent is monotonic: $f(x^{(k)})$ is decreased at every iteration." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We plot the iterates above the contourplot of $f$:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "1-element Array{Any,1}:\n", " PyObject " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contourf(t, t, F, 35)\n", "xarray = GradDescentArray(Grad_f, [0.6, 0.6], 30, 0.225)\n", "plot(xarray[:, 1], xarray[:, 2], \"w.-\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "

\n", "\n", "

\n", "\n", "

__Also try different values of the anisotropy eta__.\n", "

" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Gradient descent in large dimension: image restoration" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Local differential operators like the discrete gradient are fundamental for variational image processing." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We load the image Lena in the array $x^\\sharp$ (we choose the symbol # - 'sharp', because the image is clean, not degraded)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(512,512)\n", "The size of the image is 512 x 512.\n", "The range of the pixel values is [0.0, 256.0].\n" ] } ], "source": [ "name = \"NtToolBox/src/data/lena.png\"\n", "xsharp = load_image(name)*256\n", "println(size(xsharp))\n", "println(\"The size of the image is $(size(xsharp,1)) x$(size(xsharp,2)).\")\n", "println(\"The range of the pixel values is [$(minimum(xsharp)),$(maximum(xsharp))].\") # the range of the pixel values is [0.0, 1.0] because load_image scales the image." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "ename": "LoadError", "evalue": "SystemError: opening file xsharp: No such file or directory", "output_type": "error", "traceback": [ "SystemError: opening file xsharp: No such file or directory", "", " in #systemerror#51 at .\\error.jl:34 [inlined]", " in systemerror(::String, ::Bool) at .\\error.jl:34", " in open(::String, ::Bool, ::Bool, ::Bool, ::Bool, ::Bool) at .\\iostream.jl:89", " in open(::Base.#readstring, ::String) at .\\iostream.jl:111", " in #readdlm_auto#11(::Array{Any,1}, ::Function, ::String, ::Char, ::Type{T}, ::Char, ::Bool) at .\\datafmt.jl:124", " in #readdlm#7(::Array{Any,1}, ::Function, ::String, ::Char, ::Char) at .\\datafmt.jl:73", " in #readdlm#5(::Array{Any,1}, ::Function, ::String) at .\\datafmt.jl:56", " in readdlm(::String) at .\\datafmt.jl:56" ] } ], "source": [ "xsharp = readdlm(\"xsharp\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We display the image." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(xsharp)\n", "set_cmap(\"gray\")\n", "colorbar() # displays the color bar close to the image\n", "subplots_adjust(top = 0.75)\n", "title(\"This is Lena\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We define the 'discrete gradient' $D$, which is the linear operator which maps an image to an image whose values are pairs of vertical and horizontal finite differences:\n", "\n", "$$(D x)_{n_1,n_2} = \\big((D x)_{n_1,n_2,v},(D x)_{n_1,n_2,h}\\big)=( x_{n_1+1,n_2}-x_{n_1,n_2}, x_{n_1,n_2+1}-x_{n_1,n_2} ) \\in \\RR^2,$$\n", "where $n_1$ and $n_2$ are the row and column numbers, respectively (the origin $n_1=n_2=0$ corresponds to the pixel at the top left corner) and where Neumann boundary conditions are assumed: a difference accross the boundary is zero." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Let us define the operator $D$ as a function:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "function D(x)\n", " vdiff = [diff(x,1) ; zeros(1,size(x,2))] # concatenates along the rows\n", " hdiff = [diff(x,2) zeros(size(x,1),1)] # concatenates along the columns\n", " return cat(3, vdiff, hdiff) # combination along a third dimension\n", "end;" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "v = D(xsharp);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We display the two components as two grayscale images." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = figure(figsize=(16,7))\n", "suptitle(\"The two images of vertical and horizontal finite differences\")\n", "subplot(1,2,1)\n", "imageplot(v[:, :, 1])\n", "title(\"Image of vertical finite differences\")\n", "set_cmap(\"gray\")\n", "colorbar()\n", "\n", "subplot(1,2,2)\n", "imageplot(v[:, :, 2])\n", "colorbar()\n", "title(\"Image of horizontal finite differences\")\n", "set_cmap(\"gray\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Let us display the image of the magnitudes $\\norm{(D x)_{n_1,n_2}}$, which are large near edges." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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