{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Resolution dependence of the information-preserving compression" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "using BitInformation, PyPlot" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "N = 100_000\n", "x = zeros(N)\n", "y = zeros(N)\n", "\n", "x[1] = randn()\n", "y[1] = randn()\n", "\n", "cx = 0.95\n", "cy = 0.999\n", "\n", "for i in 2:N\n", " x[i] = cx*x[i-1] + sqrt(1-cx^2)*randn()\n", " y[i] = cy*y[i-1] + sqrt(1-cy^2)*randn()\n", "end" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1000" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# subsample and m last time steps to plot\n", "sub = 10\n", "m = 1000" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "9×2 Matrix{Float64}:\n", " 0.0266057 0.404852\n", " 0.00152374 0.216059\n", " 0.0 0.0862215\n", " 0.0 0.0162929\n", " 0.0 0.000569383\n", " 0.0 5.96659e-5\n", " 0.0 0.0\n", " 0.0 0.0\n", " 0.0 0.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hcat(bitinformation(x)[12:20], bitinformation(y)[12:20])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "9×2 Matrix{Float64}:\n", " 0.0 0.124283\n", " 0.0 0.0311626\n", " 0.0 0.00262315\n", " 0.0 0.000871424\n", " 0.0 0.0\n", " 0.0 0.0\n", " 0.0 0.0\n", " 0.0 0.0\n", " 0.0 0.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hcat(bitinformation(x[1:sub:end])[12:20], bitinformation(y[1:sub:end])[12:20])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12-element Vector{Float64}:\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0\n", " 0.0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bitinformation(randn(N))[1:12]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "Figure(PyObject
)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = subplots(2,3,sharex=true,sharey=true,figsize=(9,4)) \n", "\n", "c = \"teal\"\n", "\n", "axs[1,3].plot(randn(m),c,lw=3)\n", "axs[1,2].plot(x[1:m],c,lw=3)\n", "axs[1,1].plot(y[1:m],c,lw=3,label=\"full precision\")\n", "\n", "axs[2,3].plot(1:sub:m,randn(m÷sub),c,lw=3)\n", "axs[2,2].plot(1:sub:m,x[1:sub:m],c,lw=3)\n", "axs[2,1].plot(1:sub:m,y[1:sub:m],c,lw=3)\n", "\n", "axs[1,3].plot(round(randn(m),-11),\"C1\",lw=2)\n", "axs[1,2].plot(round(x[1:m],1),\"C1\")\n", "axs[1,1].plot(round(y[1:m],4),\"C1\",label=\"round to\\n99% information\")\n", "\n", "axs[2,3].plot(1:sub:m,round(randn(m÷sub),-11),\"C1\",lw=2)\n", "axs[2,2].plot(1:sub:m,round(x[1:sub:m],-1),\"C1\")\n", "axs[2,1].plot(1:sub:m,round(y[1:sub:m],2),\"C1\")\n", "\n", "axs[1,3].set_title(\"High resolution, noise\",loc=\"left\")\n", "axs[1,2].set_title(\"High resolution, rough\",loc=\"left\")\n", "axs[1,1].set_title(\"High resolution, smooth\",loc=\"left\")\n", "\n", "axs[2,3].set_title(\"Low resolution, noise\",loc=\"left\")\n", "axs[2,2].set_title(\"Low resolution, rough\",loc=\"left\")\n", "axs[2,1].set_title(\"Low resolution, smooth\",loc=\"left\")\n", "\n", "for (iax,ax) in enumerate(axs)\n", " ax.set_title(string(Char(iax+96)),loc=\"right\",fontweight=\"bold\")\n", "end\n", "\n", "for ax in axs[2,:]\n", " ax.set_xlabel(\"dimension to compress\")\n", "end\n", "\n", "for ax in axs[:,1]\n", " ax.set_ylabel(\"values\")\n", " ax.set_yticks([-2,0,2])\n", "end\n", "\n", "axs[1,1].legend(loc=3,fontsize=8)\n", "axs[1,1].set_xlim(1,m-1)\n", "\n", "tight_layout()\n", "savefig(\"resolution_information.png\",dpi=200)\n", "savefig(\"resolution_information.pdf\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.6.0", "language": "julia", "name": "julia-1.6" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.6.0" } }, "nbformat": 4, "nbformat_minor": 4 }