{ "cells": [ { "cell_type": "markdown", "id": "1b97739f", "metadata": {}, "source": [ "## Demonstration of Bivariate Gradient Descent\n", "\n", "This jupyter notebook is part of a [collection of notebooks](../index.ipynb) on various topics of Data-Driven Signal Processing. Please direct questions and suggestions to [Sascha.Spors@uni-rostock.de](mailto:Sascha.Spors@uni-rostock.de)." ] }, { "cell_type": "markdown", "id": "61801031", "metadata": {}, "source": [ "This notebook illustrates the Gradient Descent algorithm at the example of finding the global minimum of a convex bivariate function." ] }, { "cell_type": "code", "execution_count": 1, "id": "faed7f09", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "f8286a7c", "metadata": {}, "source": [ "The [Jupyter interactive widgets framework](https://github.com/matplotlib/ipympl) `ipympl` provides means for interactive visualization of the two-dimensional function. This may require the installation of the `ipympl` package using e.g. conda or pip. Uncomment the following [magic](https://ipython.readthedocs.io/en/stable/interactive/magics.html) if the package is installed and you want to use the interactive plotting features." ] }, { "cell_type": "code", "execution_count": 2, "id": "5fe39332", "metadata": {}, "outputs": [], "source": [ "# %matplotlib widget" ] }, { "cell_type": "markdown", "id": "b462560e", "metadata": {}, "source": [ "### Definition of Function and its Gradient\n", "\n", "Lets define a convex polynomial bivariate function and its gradient" ] }, { "cell_type": "code", "execution_count": 3, "id": "c2381e23", "metadata": {}, "outputs": [], "source": [ "def function(theta):\n", " return (theta[0, :]-2)**2 + 2 * theta[1, :]**2 + 1\n", "\n", "\n", "def gradient(theta):\n", " return np.array((2*theta[0]-4, 4*theta[1]))" ] }, { "cell_type": "markdown", "id": "c792c856", "metadata": {}, "source": [ "For the sake of illustration the function is plotted" ] }, { "cell_type": "code", "execution_count": 4, "id": "e670b262", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_function():\n", "\n", " theta1 = np.linspace(0, 4, 100)\n", " theta2 = np.linspace(-2, 2, 100)\n", " T1, T2 = np.meshgrid(theta1, theta2)\n", " Z = function(np.array((T1, T2)))\n", "\n", " fig = plt.figure()\n", " ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "\n", " ax.plot_surface(T1, T2, Z, antialiased=True,\n", " alpha=.5, zorder=-10, color='C0')\n", " ax.plot_wireframe(T1, T2, Z, rstride=5, cstride=5,\n", " color='black', linewidth=.2)\n", "\n", " ax.set_xlabel(r'$\\theta_0$')\n", " ax.set_ylabel(r'$\\theta_1$')\n", " ax.set_zlabel(r'$f(\\mathbf{\\theta})$')\n", "\n", " ax.view_init(elev=51, azim=-57)\n", "\n", " return ax, T1, T2\n", "\n", "\n", "plot_function();" ] }, { "cell_type": "markdown", "id": "fd96098d", "metadata": {}, "source": [ "### Finding Local Minimum using Gradient Descent\n", "\n", "First a function is defined which implements the Gradient descent iteration" ] }, { "cell_type": "code", "execution_count": 5, "id": "2b18ddbf", "metadata": {}, "outputs": [], "source": [ "def gradient_descent(gradient, theta_0, lr=0.01, max_iter=100, tol=1e-6):\n", "\n", " theta_min = theta_0.copy()\n", " history = list()\n", " history.append(theta_0.copy())\n", "\n", " for _ in range(max_iter):\n", " delta = -lr * gradient(theta_min)\n", " if np.linalg.norm(delta) <= tol:\n", " break\n", " theta_min += delta\n", " history.append(theta_min.copy())\n", "\n", " return np.array(history)" ] }, { "cell_type": "code", "execution_count": 6, "id": "1ef479b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated (local) minimum is at [1.99999846e+00 2.68435456e-19]\n" ] } ], "source": [ "history = gradient_descent(gradient, np.array([0.5,2.0]), lr=0.2, max_iter=1000, tol=1e-6)\n", "\n", "print('Estimated (local) minimum is at {}'.format(history[-1]))" ] }, { "cell_type": "markdown", "id": "126f9cab", "metadata": {}, "source": [ "Lets illustrate the convergence of the algorithm by plotting the result of the individual iterations in parameter space together with the function values" ] }, { "cell_type": "code", "execution_count": 7, "id": "e1222742", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1)\n", "\n", "theta1 = np.linspace(0, 4, 100)\n", "theta2 = np.linspace(-2, 2, 100)\n", "T1, T2 = np.meshgrid(theta1, theta2)\n", "Z = function(np.array((T1, T2)))\n", "\n", "cf_ = ax.contourf(T1, T2, Z, 20)\n", "fig.colorbar(cf_, fraction=0.046, pad=0.04)\n", "ax.scatter(history[:, 0], history[:, 1], c='C3', marker='o')\n", "ax.plot(history[:, 0], history[:, 1], color='C3')\n", "\n", "ax.set_xlabel(r'$\\theta_0$')\n", "ax.set_ylabel(r'$\\theta_1$')\n", "ax.set_aspect('equal')" ] }, { "cell_type": "markdown", "id": "3a9efa80", "metadata": {}, "source": [ "As alternative visualisation of the convergence, the results of the individual iterations are plotted onto the function" ] }, { "cell_type": "code", "execution_count": 8, "id": "2aabc445", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax, T1, T2 = plot_function()\n", "\n", "ax.plot(history[:, 0], history[:, 1], function(\n", " history.T), color='C3', zorder=0, alpha=1)\n", "ax.scatter(history[:, 0], history[:, 1], function(\n", " history.T), c='C3', marker='o', alpha=1, zorder=0)\n", "\n", "ax.set_xlabel(r'$\\theta_0$')\n", "ax.set_ylabel(r'$\\theta_1$')\n", "ax.set_zlabel(r'$f(\\mathbf{\\theta})$')\n", "\n", "ax.view_init(elev=51, azim=-57)" ] }, { "cell_type": "markdown", "id": "333ab191", "metadata": {}, "source": [ "**Copyright**\n", "\n", "This notebook is provided as [Open Educational Resource](https://de.wikipedia.org/wiki/Open_Educational_Resources).\n", "The text is licensed under [Creative Commons Attribution 4.0](https://creativecommons.org/licenses/by/4.0/)\n", ", the code of the IPython examples under the [MIT license](https://opensource.org/licenses/MIT). Please attribute the work as follows: Sascha Spors, Data driven audio signal processing - Lecture supplementals." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 5 }