{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "Name: **Your name here** \n", "UID: **Your student ID num here**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Homework 3: Gradients \n", "\n", "For this assignment, you'll need the file `grad2d.py`, which should be placed in the same directory as this notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from grad2d import grad2d, divergence2d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, setup the environment with a bunch of functions you'll need." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Setup the environment - do not modify this cell, but run it before anything else\n", "import numpy as np\n", "from numpy import sqrt, sum, abs, max, maximum, logspace, exp, log, log10, zeros\n", "from numpy.random import randn, normal, choice\n", "from numpy.linalg import norm\n", "import scipy\n", "from scipy.linalg import orth\n", "import urllib, io\n", "import matplotlib.pyplot as plt\n", "np.random.seed(0)\n", "def good_job(path):\n", " f = urllib.request.urlopen(path)\n", " a = plt.imread(io.BytesIO(f.read()))\n", " fig = plt.imshow(a)\n", " fig.axes.get_xaxis().set_visible(False)\n", " fig.axes.get_yaxis().set_visible(False)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some useful tools\n", "Run the following code. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def buildmat(m,n,cond_number):\n", " \"\"\"Build an mxn matrix with condition number cond.\"\"\"\n", " if m<=n:\n", " U = randn(m,m);\n", " U = orth(U);\n", " Vt = randn(n, m);\n", " Vt = orth(Vt).T;\n", " S = 1/logspace(0,log10(cond_number),num=m);\n", " return (U*S[:,None]).dot(Vt)\n", " else:\n", " return buildmat(n,m,cond_number).T\n", " \n", "def create_classification_problem(num_data, num_features, cond_number):\n", " \"\"\"Build a simple classification problem.\"\"\"\n", " X = buildmat(num_data, num_features, cond_number)\n", " # The linear dividing line between the classes\n", " w = randn(num_features,1)\n", " # create labels\n", " prods = X@w\n", " y = np.sign(prods)\n", " # mess up the labels on 10% of data\n", " flip = choice(range(num_data),int(num_data/10))\n", " y[flip] = -y[flip]\n", " # return result\n", " return X,y\n", "# Visualize this classification problem\n", "X,y = create_classification_problem(100, 2, 5)\n", "y = y.ravel()\n", "plt.scatter(X[:,0][y>0], X[:,1][y>0], color='r')\n", "plt.scatter(X[:,0][y<0], X[:,1][y<0], color='g')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem 1 - Gradient checker\n", "Write a method for testing whether the function `grad` generates the gradient of `f`. Do this by generating a random perturbation $\\delta$ and then testing whether\n", " $$\\frac{f(x+\\delta) -f(x-\\delta)}{2} \\approx \\delta^\\top \\nabla f(x).$$\n", " The method should generate a random Gaussian $\\delta$, check the gradient condition, and then replace $\\delta \\gets \\delta/10.$ Do this for 10 different orders of magnitude of $\\delta.$ For each order, compute the **relative** error between the left and right side of the above equation. Finally, print the minimum relative error achieved. All of the outputs should be labeled. The method returns `True` if the gradient is correct up to 1 part in 1 million, and `False` otherwise.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def check_gradient(f, grad, x):\n", " d = normal(size=x.shape)\n", " d = d/norm(d)*maximum(norm(x),1)\n", " g = grad(x)\n", " rel_error = zeros(10, dtype=float)\n", " for iter in range(10):\n", " d = d/10;\n", " #finite = (-f(x + 2*d) + 8*f(x+d) - 8*f(x-d) + f(x-2*d))/12 # finite-difference method\n", " finite = (f(x+d)-f(x-d))/2 # finite-difference method\n", " linear = sum(g * d) # approximate change from gradient \n", " rel_error[iter] = (finite-linear)/maximum(abs(finite),abs(linear))\n", " #print('error = %1.5g'%rel_error[iter] )\n", " min_error = min(abs(rel_error))\n", " print('Min relative error = %1.5g'%min_error)\n", " #print(did_pass and \"Test passed\" or \"Test failed\")\n", " return min_error < 1e-6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now, run this unit test**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min relative error = 3.5166e-16\n", "Min relative error = 1.296e-05\n", "Tests passed! Your gradient checker is like totally awesome!\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This test should pass\n", "f = lambda x: 0.5*x.T@x\n", "grad = lambda x: x\n", "x = randn(10,1)\n", "did_pass = check_gradient(f, grad, x)\n", "assert did_pass, \"Test should have passed, but failed\"\n", "# This test should fail\n", "grad = lambda x: x+1e-5\n", "did_pass = check_gradient(f, grad, x)\n", "assert not did_pass, \"Test should have failed, but passed\"\n", "\n", "print(\"Tests passed! Your gradient checker is like totally awesome!\")\n", "good_job(\"https://www.cs.umd.edu/~tomg/img/important_memes/congrats_work.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem 2 - Logistic regression\n", "Write a routine that evaluates the logistic loss function\n", "$$L(z) = \\sum_i \\ln(1+e^{-z_i}).$$\n", "Then, write a routine for evaluating the logistic regression objective function\n", "$$f(w) = L(YXw)$$\n", "where $Y$ is a diagonal matrix of labels, $X$ is matrix of training data, and $w$ is the slope vector.\n", "\n", "Your implementation must satisfy these criteria:\n", "\n", "- You cannot use ANY `for` loops, or any other loops.\n", "- You may not explicitly form the matrix $Y.$ You may only store the vector $y.$ \n", "- You can **never** exponentiate a positive number. In other words, you can't evaluate $e^z$ for $z>0.$ Computing $e^z$ is dangerous because you get `NaN` when $z$ is big, and this will crash your code. \n", "- Your `logistic_loss` routine can be at most 6 (short) lines of code (excluding return line and signature).\n", "- Your `logreg_objective` can be at most 2 (short) lines of code." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def logistic_loss(z):\n", " \"\"\"Return sum(log(1+exp(-z))). Your implementation can NEVER exponentiate a positive number. No for loops.\"\"\"\n", " loss = zeros(z.shape)\n", " loss[z>=0] = log(1+exp(-z[z>=0]))\n", " # Make sure we only evaluate exponential on negative numbers\n", " loss[z<0] = -z[z<0]+log(1+exp(z[z<0]))\n", " return np.sum(loss)\n", "\n", "def logreg_objective(w,X,y):\n", " \"\"\"Evaluate the logistic regression loss function on the data and labels, where the rows of D contain \n", " feature vectors, and y is a 1D vector of +1/-1 labels.\"\"\"\n", " z = y*(X@w)\n", " return logistic_loss(z)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now run this unit test...**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test PASSED! Your logistic loss works!\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Test logistic_loss using a for loop implementation\n", "X, Y = create_classification_problem(100, 10, 10)\n", "w = randn(10,1)\n", "output = logreg_objective(w,X,Y)\n", "loss = 0\n", "for x,y in zip(X,Y):\n", " z = y*(x@w)\n", " loss += log(1+exp(-z))\n", "assert abs(output-loss)<1e-10, 'Test FAILED: your loss is incorrect'\n", "\n", "output = logreg_objective(1e9*w,X,Y)\n", "assert np.isfinite(output), \"Test FAILED: Your routine is not numerically stable. Maybe you exponentiated a positive number?\"\n", "\n", "print('Test PASSED! Your logistic loss works!')\n", "good_job(\"https://www.cs.umd.edu/~tomg/img/important_memes/dog.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now write a routine that produces the gradient of the logistic loss, and logistic objective.** No `for` loops. These routines should be short. Remember, don't exponentiate a positive number." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def logistic_loss_grad(z):\n", " \"\"\"Gradient of logistic loss\"\"\"\n", " grad = zeros(z.shape)\n", " neg = z.ravel() <=0\n", " pos = z.ravel() > 0\n", " grad[neg] = -1/(1+exp(z[neg]))\n", " grad[pos] = -exp(-z[pos])/(1+exp(-z[pos]))\n", " return grad\n", "\n", "def logreg_objective_grad(w,X,y):\n", " return X.T@(y*logistic_loss_grad(y*X@w))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Run this routine to check that your gradients are correct.**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min relative error = 7.0931e-12\n", "Min relative error = 2.332e-12\n", "Tests passed! Your logistic gradients are perfect!\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Test the logistic gradient accuracy\n", "z = randn(10,1)\n", "did_pass = check_gradient(logistic_loss, logistic_loss_grad, z)\n", "assert did_pass, \"Incorrect gradient for logistic_loss\"\n", "\n", "# Test the logistic gradient stability\n", "lossgrad = logistic_loss_grad(z*1e9)\n", "assert np.alltrue(np.isfinite(lossgrad)), \"FAILED: Logistic gradient is unstable. Did you exponentiate a positive number?\"\n", "\n", "# Test the logreg objective gradient accuracy\n", "X, y = create_classification_problem(100, 10, 10)\n", "f = lambda w: logreg_objective(w,X,y)\n", "grad = lambda w: logreg_objective_grad(w,X,y)\n", "w = randn(10,1)\n", "did_pass = check_gradient(f, grad, w)\n", "assert did_pass, \"Incorrect gradient for logistic_loss\"\n", "\n", "print(\"Tests passed! Your logistic gradients are perfect!\")\n", "good_job(\"https://www.cs.umd.edu/~tomg/img/important_memes/hey.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem 3 - TV\n", "Implement the total-variation denoising objective\n", "$$\\mu |\\nabla_d x| + \\frac{1}{2}\\|x-b\\|^2$$\n", "where $\\mu$ is an arbitrary scalar, $\\nabla_d$ denotes the discrete 2d gradient, and $b$ is a noisy image. The symbol $\\nabla_d$ is the discrete 2D gradient operator, and produces all the first-order differences between adjacent pixels.\n", "\n", "Because the $\\ell_1$ norm is non-differentiable, replace it with it's hyperbolic regularization $|z| \\approx \\sum_i\\sqrt{z_i^2+\\epsilon^2}.$ \n", "\n", "You must use the grad2d routine from Homework 2. It was imported by the first code cell in this assignment." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def h(z, eps=.01):\n", " \"\"\"The hyperbolic approximation to L1\"\"\"\n", " return sum(sqrt(z*z+eps*eps))\n", "\n", "def tv_denoise_objective(x,mu,b):\n", " return mu*h(grad2d(x)) + 0.5*norm(x-b)**2\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now run this routine to check that your method runs**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test PASSED!\n" ] } ], "source": [ "# Create a simple test image\n", "b = zeros((100,100))\n", "b[25:75,25:75] = 2\n", "x = zeros((100,100))\n", "mu = 1\n", "# Evaluate the loss\n", "tvobj = tv_denoise_objective(x,mu,b)\n", "assert tvobj==5200.0, \"FAILED! Your TV objective is incorrect.\"\n", "print('Test PASSED!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now implement these gradient routines.** Use the divergence2d method from Homework 2. Each routine should be a few lines of code (in my solution each routine is only 1 line)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def h_grad(z, eps=.01):\n", " \"\"\"The gradient of h\"\"\"\n", " return z/sqrt(z*z+eps*eps)\n", "\n", "def tv_denoise_grad(x,mu,b):\n", " \"\"\"The gradient of the TV objective\"\"\"\n", " return mu*divergence2d(h_grad(grad2d(x))) + x-b" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now run these unit tests**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Min relative error = 6.9648e-09\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "b = randn(100,100)\n", "x = randn(100,100)\n", "mu = 1\n", "f = lambda x: tv_denoise_objective(x,mu,b)\n", "grad = lambda x: tv_denoise_grad(x,mu,b)\n", "did_pass = check_gradient(f,grad,x)\n", "assert did_pass, \"FAILED: Your gradient operator is no good\"\n", "\n", "good_job(\"https://www.cs.umd.edu/~tomg/img/important_memes/you_rock.png\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }