From ccb59ad96e2b463ecb14f8ffce423cf52b4bc197 Mon Sep 17 00:00:00 2001 From: Aaron Moser <39431903+whzup@users.noreply.github.com> Date: Tue, 21 Aug 2018 14:07:37 +0200 Subject: [PATCH 1/3] [WIP] Add Jupyter Notebook to visualise topologies Added a Jupyter Notebook to visualise the topologies. --- ...ow_pso_topologies_behave_in_pyswarms.ipynb | 248 ++++++++++++++++++ 1 file changed, 248 insertions(+) create mode 100644 examples/how_pso_topologies_behave_in_pyswarms.ipynb diff --git a/examples/how_pso_topologies_behave_in_pyswarms.ipynb b/examples/how_pso_topologies_behave_in_pyswarms.ipynb new file mode 100644 index 00000000..8c879f89 --- /dev/null +++ b/examples/how_pso_topologies_behave_in_pyswarms.ipynb @@ -0,0 +1,248 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# How PSO Topologies Behave In `pyswarms`\n", + "\n", + "\n", + "In particle swarm optimization (PSO) a topology is a \"rule\" which indicates how to particles are connected with each other. These connection guide the information flow in the swarm. In the `pyswarms` library there exist five different topologies:\n", + "\n", + "- **The Star topology**: All the particles are connected with each other. A swarm with a Star topology is often called a FIPS (Fully Informed Particle Swarm). This means that every particle has knowledge of the best position that has been found yet in the swarm.\n", + "\n", + "\n", + "- **The Ring topology**: The particles are connected to the $n$ nearest particles.\n", + "\n", + " - The VonNeumann topology: This is a special variant of the Ring topology. It connects to a certain amount of neighbours depending on the dimension and range.\n", + "\n", + "\n", + "- **The Pyramid topology**: The particles are connected in $n$-dimensional simplices (triangles, tetraeder etc.)\n", + "\n", + "\n", + "- **The Random topology**: The particles are connected to $n$ randomly chosen neighbours.\n", + "\n", + "\n", + "The `pyswarms` library also offers the possiblity to choose whether the neighbours are static or dynamic. That is whether the neighbours are assigned only at the start or every iteration. This feature is only available for the Ring, Random and Pyramid topologies. The Star and the VonNeumann topology are always static. In the follwing section we will take a look at the different topologies and how they behave when they traverse the Goldstein-Price function." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "# Change directory to access the pyswarms module\n", + "sys.path.append('../')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on Python version: 3.6.5 (default, Mar 31 2018, 19:45:04) [GCC]\n" + ] + } + ], + "source": [ + "print('Running on Python version: {}'.format(sys.version))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Import modules\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import animation, rc\n", + "from IPython.display import HTML\n", + "\n", + "# Import from package\n", + "import pyswarms as ps\n", + "import pyswarms.backend.topology as top\n", + "from pyswarms.utils.functions import single_obj as fx\n", + "from pyswarms.utils.plotters import plot_contour, plot_surface\n", + "from pyswarms.utils.plotters.formatters import Mesher, Designer\n", + "\n", + "# Some more magic so that the notebook will reload external python modules;\n", + "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "First, we are going to setup a plotting functions so we don't have to reapeat the same code everytime we plot the optimization:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optimization(options, topology):\n", + "\n", + " bounds = (np.array([-5, -5]), np.array([5, 5]))\n", + " optimizer = ps.single.GeneralOptimizerPSO(n_particles=12,\n", + " dimensions=2,\n", + " options=options,\n", + " topology=topology,\n", + " bounds=bounds)\n", + " \n", + " optimizer.optimize(fx.himmelblau_func, iters=100)\n", + " \n", + " m = Mesher(func=fx.himmelblau_func,\n", + " delta=0.1,\n", + " limits=[(-5, 5), (-5, 5)],\n", + " levels=np.arange(0, 2000, 200))\n", + " \n", + " d = Designer(limits=[(-5, 5), (-5, 5), (0, 2000)],\n", + " label=['x-axis', 'y-axis', 'z-axis'])\n", + " \n", + " animation = plot_contour(pos_history=optimizer.pos_history,\n", + " designer=d,\n", + " mesher=m,\n", + " mark=([3, -2.805118, -3.779310, 3.584428],\n", + " [2, 3.131312, -3.283186, -1.848126]))\n", + " \n", + " pos_history_3d = m.compute_history_3d(optimizer.pos_history)\n", + " animation3d = plot_surface(pos_history=pos_history_3d,\n", + " mesher=m,\n", + " designer=d,\n", + " mark=([3, -2.805118, -3.779310, 3.584428],\n", + " [2, 3.131312, -3.283186, -1.848126],\n", + " [0, 0, 0, 0]))\n", + " \n", + " # Enables us to view it in a Jupyter notebook\n", + " HTML(animation.to_html5_video())\n", + " HTML(animation3d.to_html5_video())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The Star topology\n", + "\n", + "The first topology that we are going to visualise is the Star topology. As previously mentioned, every particle has full information about the best performances of the other particles." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pyswarms.single.general_optimizer:================================\n", + "Optimization finished!\n", + "Final cost: 0.0000\n", + "Best value: [2.999988630146073, 2.0000083177584385]\n", + "\n", + "INFO:matplotlib.animation:Animation.save using \n", + "INFO:matplotlib.animation:MovieWriter.run: running command: ['ffmpeg', '-f', 'rawvideo', '-vcodec', 'rawvideo', '-s', '720x576', '-pix_fmt', 'rgba', '-r', '12.5', '-loglevel', 'quiet', '-i', 'pipe:', '-vcodec', 'h264', '-pix_fmt', 'yuv420p', '-y', '/tmp/tmpjfc80jm5.m4v']\n", + "INFO:matplotlib.animation:MovieWriter -- Error running proc:\n", + "b''\n", + "b''\n" + ] + }, + { + "ename": "ValueError", + "evalue": "Invalid file object: <_io.BufferedReader name=61>", + 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235\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid events: {!r}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevents\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 237\u001b[0;31m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSelectorKey\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfileobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fileobj_lookup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfileobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevents\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 238\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 239\u001b[0m \u001b[0;32mif\u001b[0m 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"\u001b[0;32m/usr/lib64/python3.6/selectors.py\u001b[0m in \u001b[0;36m_fileobj_to_fd\u001b[0;34m(fileobj)\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mAttributeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m raise ValueError(\"Invalid file object: \"\n\u001b[0;32m---> 39\u001b[0;31m \"{!r}\".format(fileobj)) from None\n\u001b[0m\u001b[1;32m 40\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfd\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid file descriptor: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: Invalid file object: <_io.BufferedReader name=61>" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set up the Star topology optimizer\n", + "options = {\"c1\": 1.49617, \"c2\": 1.49617, \"w\": 0.72984}\n", + "topology = top.Star()\n", + "\n", + "plot_optimization(options, topology)\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 +} From 62d9337e928a25b90616e79dd252105ea7668317 Mon Sep 17 00:00:00 2001 From: Aaron Moser <39431903+whzup@users.noreply.github.com> Date: Wed, 22 Aug 2018 20:06:32 +0200 Subject: [PATCH 2/3] [WIP] Some more work on the Jupyter notebook HTML video works now --- ...ow_pso_topologies_behave_in_pyswarms.ipynb | 1598 ++++++++++++++++- 1 file changed, 1539 insertions(+), 59 deletions(-) diff --git a/examples/how_pso_topologies_behave_in_pyswarms.ipynb b/examples/how_pso_topologies_behave_in_pyswarms.ipynb index 8c879f89..4cdf0890 100644 --- a/examples/how_pso_topologies_behave_in_pyswarms.ipynb +++ b/examples/how_pso_topologies_behave_in_pyswarms.ipynb @@ -77,7 +77,8 @@ "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n", "%load_ext autoreload\n", "%autoreload 2\n", - "\n" + "\n", + "rc('animation', html='html5')" ] }, { @@ -104,9 +105,9 @@ " topology=topology,\n", " bounds=bounds)\n", " \n", - " optimizer.optimize(fx.himmelblau_func, iters=100)\n", + " optimizer.optimize(fx.himmelblau, iters=100)\n", " \n", - " m = Mesher(func=fx.himmelblau_func,\n", + " m = Mesher(func=fx.himmelblau,\n", " delta=0.1,\n", " limits=[(-5, 5), (-5, 5)],\n", " levels=np.arange(0, 2000, 200))\n", @@ -128,9 +129,7 @@ " [2, 3.131312, -3.283186, -1.848126],\n", " [0, 0, 0, 0]))\n", " \n", - " # Enables us to view it in a Jupyter notebook\n", - " HTML(animation.to_html5_video())\n", - " HTML(animation3d.to_html5_video())" + " return animation, animation3d" ] }, { @@ -144,76 +143,1557 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Prevent matplotlib output from happening\n", + "%%capture\n", + "\n", + "# Set up the Star topology optimizer\n", + "options = {\"c1\": 1.49617, \"c2\": 1.49617, \"w\": 0.72984}\n", + "topology = top.Star()\n", + "plt.ioff()\n", + "star1, star2 = plot_optimization(options, topology)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:pyswarms.single.general_optimizer:================================\n", - "Optimization finished!\n", - "Final cost: 0.0000\n", - "Best value: [2.999988630146073, 2.0000083177584385]\n", - "\n", - "INFO:matplotlib.animation:Animation.save using \n", - "INFO:matplotlib.animation:MovieWriter.run: running command: ['ffmpeg', '-f', 'rawvideo', '-vcodec', 'rawvideo', '-s', '720x576', '-pix_fmt', 'rgba', '-r', '12.5', '-loglevel', 'quiet', '-i', 'pipe:', '-vcodec', 'h264', '-pix_fmt', 'yuv420p', '-y', '/tmp/tmpjfc80jm5.m4v']\n", - "INFO:matplotlib.animation:MovieWriter -- Error running proc:\n", - "b''\n", - "b''\n" - ] - }, - { - "ename": "ValueError", - "evalue": "Invalid file object: <_io.BufferedReader name=61>", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mtopology\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mStar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplot_optimization\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtopology\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m\u001b[0m in \u001b[0;36mplot_optimization\u001b[0;34m(options, topology)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;31m# Enables us to view it in a Jupyter notebook\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m 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writing the movie.'''\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 367\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcleanup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 368\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 369\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgrab_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0msavefig_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib64/python3.6/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36mcleanup\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 403\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mcleanup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 404\u001b[0m \u001b[0;34m'''Clean-up and collect the process used to write the movie file.'''\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 405\u001b[0;31m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_proc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcommunicate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 406\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_frame_sink\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 407\u001b[0m \u001b[0m_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'MovieWriter -- Command stdout:\\n%s'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib64/python3.6/subprocess.py\u001b[0m in 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235\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid events: {!r}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevents\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 237\u001b[0;31m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSelectorKey\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfileobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fileobj_lookup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfileobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevents\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 238\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 239\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfd\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_fd_to_key\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib64/python3.6/selectors.py\u001b[0m in \u001b[0;36m_fileobj_lookup\u001b[0;34m(self, fileobj)\u001b[0m\n\u001b[1;32m 222\u001b[0m \"\"\"\n\u001b[1;32m 223\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 224\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_fileobj_to_fd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfileobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 225\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;31m# Do an exhaustive search.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/lib64/python3.6/selectors.py\u001b[0m in \u001b[0;36m_fileobj_to_fd\u001b[0;34m(fileobj)\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mAttributeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m raise ValueError(\"Invalid file object: \"\n\u001b[0;32m---> 39\u001b[0;31m \"{!r}\".format(fileobj)) from None\n\u001b[0m\u001b[1;32m 40\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfd\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid file descriptor: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mValueError\u001b[0m: Invalid file object: <_io.BufferedReader name=61>" - ] - }, { "data": { - "image/png": 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\n", 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\n", + "text/html": [ + "" + ], "text/plain": [ - "
" + "" ] }, + "execution_count": 8, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "# Set up the Star topology optimizer\n", - "options = {\"c1\": 1.49617, \"c2\": 1.49617, \"w\": 0.72984}\n", - "topology = top.Star()\n", - "\n", - "plot_optimization(options, topology)\n" + "HTML(star2.to_html5_video())" ] }, { From 3a58eaff795c6c59182281257339c3e72d7e14ac Mon Sep 17 00:00:00 2001 From: Aaron Moser <39431903+whzup@users.noreply.github.com> Date: Thu, 23 Aug 2018 15:43:03 +0200 Subject: [PATCH 3/3] [WIP] Finish Star topology secion Finished the Star topology section --- ...ow_pso_topologies_behave_in_pyswarms.ipynb | 7669 +++++++++++++---- 1 file changed, 6212 insertions(+), 1457 deletions(-) diff --git a/examples/how_pso_topologies_behave_in_pyswarms.ipynb b/examples/how_pso_topologies_behave_in_pyswarms.ipynb index 4cdf0890..1a3c792b 100644 --- a/examples/how_pso_topologies_behave_in_pyswarms.ipynb +++ b/examples/how_pso_topologies_behave_in_pyswarms.ipynb @@ -98,36 +98,36 @@ "source": [ "def plot_optimization(options, topology):\n", "\n", - " bounds = (np.array([-5, -5]), np.array([5, 5]))\n", + " bounds = (np.array([-10, -10]), np.array([10, 10]))\n", " optimizer = ps.single.GeneralOptimizerPSO(n_particles=12,\n", " dimensions=2,\n", " options=options,\n", " topology=topology,\n", " bounds=bounds)\n", " \n", - " optimizer.optimize(fx.himmelblau, iters=100)\n", + " optimizer.optimize(fx.holdertable, iters=100)\n", " \n", - " m = Mesher(func=fx.himmelblau,\n", - " delta=0.1,\n", - " limits=[(-5, 5), (-5, 5)],\n", - " levels=np.arange(0, 2000, 200))\n", + " m = Mesher(func=fx.holdertable,\n", + " delta=0.01,\n", + " limits=[(-10, 10), (-10, 10)],\n", + " levels=np.arange(-20, 0, 1))\n", " \n", - " d = Designer(limits=[(-5, 5), (-5, 5), (0, 2000)],\n", + " d = Designer(limits=[(-10, 10), (-10, 10), (-20, 0)],\n", " label=['x-axis', 'y-axis', 'z-axis'])\n", " \n", " animation = plot_contour(pos_history=optimizer.pos_history,\n", " designer=d,\n", " mesher=m,\n", - " mark=([3, -2.805118, -3.779310, 3.584428],\n", - " [2, 3.131312, -3.283186, -1.848126]))\n", + " mark=([8.05502, -8.05502, 9.66459, -9.66459],\n", + " [9.66459, -9.66459, 8.05502, -8.05502]))\n", " \n", " pos_history_3d = m.compute_history_3d(optimizer.pos_history)\n", " animation3d = plot_surface(pos_history=pos_history_3d,\n", " mesher=m,\n", " designer=d,\n", - " mark=([3, -2.805118, -3.779310, 3.584428],\n", - " [2, 3.131312, -3.283186, -1.848126],\n", - " [0, 0, 0, 0]))\n", + " mark=([8.05502, -8.05502, 8.05502, -8.05502],\n", + " [9.66459, -9.66459, -9.66459, 9.66459],\n", + " [19.2085, 19.2085, 19.2085, 19.2085]))\n", " \n", " return animation, animation3d" ] @@ -143,30 +143,29 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "# Prevent matplotlib output from happening\n", "%%capture\n", "\n", "# Set up the Star topology optimizer\n", "options = {\"c1\": 1.49617, \"c2\": 1.49617, \"w\": 0.72984}\n", "topology = top.Star()\n", - "plt.ioff()\n", + "\n", "star1, star2 = plot_optimization(options, topology)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" @@ -699,7 +1847,7 @@ "" ] }, - "execution_count": 7, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -710,14 +1858,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" @@ -1687,7 +3114,7 @@ "" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1696,6 +3123,3334 @@ "HTML(star2.to_html5_video())" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Star topology with a high `c1` value\n", + "Now we can play around with the parameters. As you may imagine, if we pass high values for $c1$ (the cognitive parameter) and small values for $c2$ (the social parameter) we can expect the particles to not be seriously affected by the topology. In this case the particles roam around on their own without much notice of the other ones and they will mostly go for their best found value:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "options = {\"c1\": 2.0, \"c2\": 0.1, \"w\": 1.0}\n", + "star1, star2 = plot_optimization(options, topology)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "HTML(star1.to_html5_video())" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "HTML(star2.to_html5_video())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Save as GIF# Save a \n", + "star1.save('plot_contour.gif', writer='imagemagick', dpi=96)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Star topology with a high `c2` value\n", + "\n", + "This behaviour won't differ in different topologies, so we are not going to inspect a high $c1$ value for other topologies. We can now try out a high $c2$ value. This means that the topology has a huge influence on the particles:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "options = {\"c1\": 0.1, \"c2\": 2, \"w\": 1.0}\n", + "star1, star2 = plot_optimization(options, topology)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HTML(star1.to_html5_video())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HTML(star2.to_html5_video())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Star topology with different `w` values\n", + "\n", + "The last parameter we can tweak in the Star topology is the $w$ value. It is called inertia and defines the impact of the the values $c1$ and $c2$ on the randomly assigned velocity. If we use a high intertia $c1$ and $c2$ will only have small effect on the particles and if we use a low inertia they will have a huge effect on the particles. Let's see how it looks with a high inertia value:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "options = {\"c1\": 1.49617, \"c2\": 1.49617, \"w\": 10.0}\n", + "star1, star2 = plot_optimization(options, topology)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HTML(star1.to_html5_video())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HTML(star2.to_html5_video())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now with a small inertia value:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "options = {\"c1\": 1.49617, \"c2\": 1.49617, \"w\": 0.1}\n", + "star1, star2 = plot_optimization(options, topology)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HTML(star1.to_html5_video())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "HTML(star2.to_html5_video())" + ] + }, { "cell_type": "code", "execution_count": null,