{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Ellipse\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import seaborn as sns\n", "import tensorflow as tf\n", "\n", "if os.getcwd().split(os.sep)[-1] == 'notebook':\n", " os.chdir('..')\n", "\n", "from cma import CMA\n", "from notebook.utils import (\n", " plot_3d_surface,\n", " plot_2d_contour,\n", " plot_generations,\n", " draw_confidence_ellipse,\n", " plot_mean_coordinates,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "tf.random.set_seed(444) # set random seed for reproducibility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimisation of the Six-Hump Camel Function\n", "\n", "Using the Covariance Matrix Adaptation Evolution Strategy (CMA-ES)\n", "\n", "## 1. Define & visualize the fitness function\n", "\n", "The CMA class expects fitness functions with the following signature:\n", "\n", " \n", " Args:\n", " x: tf.Tensor of shape (M, N)\n", " \n", " Returns:\n", " Fitness evaluations: tf.Tensor of shape (M,)\n", "\n", "Where `M` is the number of solutions to evaluate and `N` is the dimension of a single solution." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def fitness_fn(x):\n", " \"\"\"\n", " Six-Hump Camel Function\n", " https://www.sfu.ca/~ssurjano/camel6.html\n", " \"\"\"\n", " return (\n", " (4 - 2.1 * x[:,0]**2 + x[:,0]**4 / 3) * x[:,0]**2 +\n", " x[:,0] * x[:,1] +\n", " (-4 + 4 * x[:,1]**2) * x[:,1]**2\n", " )" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 6))\n", "gs = mpl.gridspec.GridSpec(1, 2, figure=fig)\n", "ax1 = fig.add_subplot(gs[0,0], projection='3d')\n", "ax2 = fig.add_subplot(gs[0,1])\n", "\n", "plot_3d_surface(\n", " fitness_fn,\n", " xlim=[-2, 2], \n", " ylim=[-1.1, 1.1],\n", " zlim=[-1.1, 5],\n", " view_init=[50, -80],\n", " fig=fig,\n", " ax=ax1,\n", ");\n", "ax1.set_xlabel('\\nX axis');\n", "ax1.set_ylabel('\\n\\nY axis');\n", "ax1.set_title('3D surface\\n');\n", "\n", "plot_2d_contour(\n", " fitness_fn,\n", " xlim=[-2, 2], \n", " ylim=[-1.1, 1.1],\n", " fig=fig,\n", " ax=ax2,\n", ");\n", "ax2.set_title('2D contour');\n", "fig.patch.set_facecolor('white');\n", "fig.suptitle('Six-Hump Camel Function\\n', fontsize='xx-large');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The global minimum value is `-1.0316` at `x = [0.0898, -0.7126]` and `x = [-0.0898, 0.7126]`.\n", "\n", "## 2. Configure CMA-ES & run the search\n", "\n", "The initial solution and initial step size (i.e. initial standard deviation of the search distribution) are problem specific.\n", "\n", "We are setting the `store_trace` parameter to `True` in order to keep track of the key variables at each generation. This will be useful to visualize the search after completion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "cma = CMA(\n", " initial_solution=[1.5, -0.4],\n", " initial_step_size=1.0,\n", " fitness_function=fitness_fn,\n", " store_trace=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The search method runs until the maximum number of generation is reached or until one of the early termination criteria is met.\n", "\n", "The default maximum number of generations is 500." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of generations: 53\n", "Best solution: [-0.08984, 0.71266]\n", "Best fitness: -1.0316\n", "\n", "CPU times: user 1.25 s, sys: 21.5 ms, total: 1.27 s\n", "Wall time: 1.41 s\n" ] } ], "source": [ "%%time\n", "best_solution, best_fitness = cma.search()\n", "\n", "print('Number of generations:', cma.generation)\n", "print(f'Best solution: [{best_solution[0]:.5f}, {best_solution[1]:.5f}]')\n", "print(f'Best fitness: {best_fitness:.4f}')\n", "print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The search ran for 54 generations before settling down for the global minimum at `[0.0898 -0.7126]`.\n", "\n", "## 3. Visualize the search trace\n", "\n", "### 3.1 Evolution of the best solution coordinates" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sns.set(palette='colorblind', font_scale=1.2) # better default style for matplotlib" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_mean_coordinates(cma.trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mean started to converge around generation 25. Early stopping rules kicked in a few generations later.\n", "\n", "### 3.2 Plot a few generations\n", "\n", "- The cross represents the mean (i.e. best solution at current generation)\n", "- The white dots with border are the sampled solution with best fitness. They'll be used to update the mean and covariance matrix.\n", "- The white dots without border are the worst sample solutions, which are discarded.\n", "- The ellipse is the 2-σ confidence, i.e. 95% of the sampled points will fall within the ellipse." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "generations = [0, 4, 15, 17, 20, 25]\n", "fig, _ = plot_generations(\n", " generations,\n", " cma.trace,\n", " fitness_fn,\n", " xlim=[-2, 2], \n", " ylim=[-1.1, 1.1],\n", ");" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }