{ "cells": [ { "cell_type": "markdown", "id": "e1385446", "metadata": {}, "source": [ "# Generative Reflection Combinatorial Triangle (GRCT) kernel" ] }, { "cell_type": "markdown", "id": "748b12e2", "metadata": {}, "source": [ "In this notebook we provide examples of how the generative reflection combinatorial triangle (GRCT) kernel, introduced in v1.4 is used" ] }, { "cell_type": "code", "execution_count": 1, "id": "47d85c69", "metadata": {}, "outputs": [], "source": [ "from hypertiling import HyperbolicTiling, HyperbolicGraph, TilingKernels, GraphKernels\n", "from hypertiling.graphics.plot import plot_tiling\n", "\n", "import matplotlib.cm as cmap\n", "import numpy as np\n", "import time" ] }, { "cell_type": "markdown", "id": "fd1d58ec", "metadata": {}, "source": [ "## Initialization" ] }, { "cell_type": "markdown", "id": "09395190-23c3-4057-b0c3-1905e4e8e9bb", "metadata": {}, "source": [ "The GRCT kernel can be accessed by the **HyperbolicTiling** and **HyperbolicGraph** factory pattern. In both cases, the same GRC class object is initalized. The difference between both calls are the default values given to the GRCT class for initialization:\n", "\n", "In general, GRCT takes **three different keyword arguments** with the corresponding defaults\n", "\n", "- tiling = False: Controlls whether cell coordinates are calculated (True)\n", "- nbrs = False: Controlls whether the neighborhood relations are calculated (True)\n", "- size = None: Maximal number of nodes for preallocation. If None, an estimate is used. This function usually overestimates the number quite a lot! \n", "\n", "On one hand, advantage of having coordinates is that we can plot the tilings. On the other hand, tilings require \n", "more time and memory to be generated. \n", "\n", "If GRCT is called by the HyperbolicTiling factory pattern, the tiling keyword is adjusted such that tiling=True.\n", "Similarily, if GRCT is called by the HyperbolicGraph factory pattern, the graph keyword is adjusted such that graph=True.\n", "\n", "Please note that in both cases, the other keyword can be manually set to either value. In case of tiling and nbrs being True, the results of HyperbolicTiling and HyperbolicGraph are identical." ] }, { "cell_type": "code", "execution_count": 2, "id": "03dc3626", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiling took 0.06067490577697754\n", "=======================================\n", "Graph took 0.01953125\n", "=======================================\n", "Identical (tiling=True, nbrs=True):\n", "\tHyperbolicTiling: 0.07746672630310059\n", "\tHyperbolicGraph: 0.06593990325927734\n" ] } ], "source": [ "p, q, r, n = 5, 4, 3, 17\n", "# Create some tilings\n", "t0 = time.time()\n", "t = HyperbolicTiling(p, q, r, n, kernel=TilingKernels.GRCT) # tiling = True, nbrs = False\n", "t1 = time.time()\n", "print(f\"Tiling took {t1 - t0}\")\n", "print(\"=======================================\")\n", "\n", "\n", "# Create some graphs\n", "t0 = time.time()\n", "t = HyperbolicGraph(p, q, r, n, kernel=GraphKernels.GRCT) # tiling = False, nbrs = False\n", "t1 = time.time()\n", "print(f\"Graph took {t1 - t0}\")\n", "print(\"=======================================\")\n", "\n", "# if tiling and nbrs are True, HyperbolicTiling and HyperbolicGraph return identical results\n", "# HyperbolicTiling pattern\n", "t0 = time.time()\n", "t = HyperbolicTiling(p, q, r, n, kernel=TilingKernels.GRCT, nbrs=True) # tiling = True, nbrs = True\n", "t1 = time.time()\n", "\n", "# HyperbolicGraph pattern\n", "t3 = time.time()\n", "t = HyperbolicGraph(p, q, r, n, kernel=GraphKernels.GRCT, tiling=True) # tiling = True, nbrs = True\n", "t4 = time.time()\n", "\n", "\n", "print(\"Identical (tiling=True, nbrs=True):\")\n", "print(f\"\\tHyperbolicTiling: {t1 - t0}\")\n", "print(f\"\\tHyperbolicGraph: {t4 - t3}\")" ] }, { "cell_type": "markdown", "id": "112bb0b9-e8b5-4c50-a6c7-1d33f11a5f5d", "metadata": {}, "source": [ "## Examples" ] }, { "cell_type": "markdown", "id": "d086c93c", "metadata": {}, "source": [ "### Simple Schwarizan triangle tiling" ] }, { "cell_type": "code", "execution_count": 3, "id": "82ff1a19", "metadata": {}, "outputs": [], "source": [ "t = HyperbolicTiling(3, 9, 3, 15, kernel=TilingKernels.GRCT)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b779fe64", "metadata": {}, "outputs": [], "source": [ "ct = np.zeros(len(t))\n", "for i, poly in enumerate(t):\n", " val = np.real(poly[0])-np.imag(poly[0])\n", " ct[i] = np.sign(val)*(np.abs(val))**1.4" ] }, { "cell_type": "code", "execution_count": 5, "id": "5ca80041", "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_tiling(t, ct, cmap=cmap.RdYlGn, edgecolor=\"w\", lw=1, clim=[-1,1]);" ] }, { "cell_type": "markdown", "id": "e3792f50", "metadata": {}, "source": [ "### Tiling as Vector Graphics" ] }, { "cell_type": "code", "execution_count": 6, "id": "486f4ae3", "metadata": {}, "outputs": [], "source": [ "from hypertiling import HyperbolicTiling\n", "import hypertiling.graphics.svg as svg" ] }, { "cell_type": "code", "execution_count": 7, "id": "8bec2388", "metadata": {}, "outputs": [ { "data": { "text/plain": "", "image/svg+xml": "\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# generate tiling\n", "tiling = HyperbolicTiling(5, 4, 6, 10, kernel=\"GRCT\")\n", "\n", "# we color the tiling by layer\n", "colors = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0]\n", "\n", "# query layer information\n", "tiling_colors = [colors[tiling.get_reflection_level(i) % len(colors)] for i in range(len(tiling))]\n", "\n", "# create and draw svg image\n", "tiling_svg = svg.make_svg(tiling, tiling_colors, unitcircle=True, cmap=\"YlOrBr\")\n", "svg.draw_svg(tiling_svg)" ] }, { "cell_type": "markdown", "id": "36a52bec", "metadata": {}, "source": [ "### Voter model" ] }, { "cell_type": "markdown", "id": "992837d6", "metadata": {}, "source": [ "In this simple statistic model, cells will always take on the color of the majority of their adjacent cells" ] }, { "cell_type": "code", "execution_count": 8, "id": "7b9d713c", "metadata": {}, "outputs": [], "source": [ "from hypertiling.graphics.plot import plot_tiling\n", "\n", "import random\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cmap" ] }, { "cell_type": "markdown", "id": "44c9216e", "metadata": {}, "source": [ "#### Tiling vs Graph\n", "\n", "For applications like finding the lowest energy state by quenching its not necessary to have coordinates. \n", "In this case, a graph can be used as its construction is faster for large tilings. \n", "\n", "However, quenching times are often magnitudes larger than the generation time even in full tiling mode. Nonetheless the advantage of reduced memory requirements holds and can be curical especially for large tilings. In fact, the memory requirement for the coordinates often is a magnitude larger than for the neighbor relations and construction. " ] }, { "cell_type": "markdown", "id": "69b7ea76-17e6-4c51-b4df-51fdb9dbfe4f", "metadata": {}, "source": [ "Prepare function which computes the energy of a configuration" ] }, { "cell_type": "code", "execution_count": 9, "id": "0c457298", "metadata": {}, "outputs": [], "source": [ "def get_energy(t):\n", " sum_ = 0\n", " for index in range(len(t)):\n", " sum_ += sum([0 if states[nbr] == states[index] else 1 for nbr in t.get_nbrs(index)])\n", " return sum_" ] }, { "cell_type": "markdown", "id": "84e2e275-dc29-4680-9245-6341d4fadbb0", "metadata": {}, "source": [ "Set tiling/graph parameters" ] }, { "cell_type": "code", "execution_count": 10, "id": "246d99d5-98f2-412c-9dc3-411689dcfc06", "metadata": {}, "outputs": [], "source": [ "p, q, r, n = 7, 3, 3, 22" ] }, { "cell_type": "markdown", "id": "5f4ab6fe", "metadata": {}, "source": [ "#### Tiling" ] }, { "cell_type": "code", "execution_count": 11, "id": "18d66ae8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generation of 202464 polygons took 0.67832 s\n" ] } ], "source": [ "t1 = time.time()\n", "t = HyperbolicTiling(p, q, r, n, kernel=\"GRCT\", nbrs=True)\n", "print(f\"Generation of {len(t)} polygons took {round(time.time() - t1,5)} s\")" ] }, { "cell_type": "markdown", "id": "2458cb59", "metadata": {}, "source": [ "Extract the neighbours" ] }, { "cell_type": "code", "execution_count": 12, "id": "f6b83ff3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Get nbrs took 0.88835 s\n" ] } ], "source": [ "t1 = time.time()\n", "nbrs = t.get_nbrs_list()\n", "print(f\"Get nbrs took {round(time.time() - t1,5)} s\")" ] }, { "cell_type": "markdown", "id": "ad6f8de5", "metadata": {}, "source": [ "Initialize the voter model with random state space" ] }, { "cell_type": "code", "execution_count": 13, "id": "6ce19ff6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy of the state is 2.35e+05\n" ] }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "states = np.random.randint(0, 2, size=len(t))\n", "plot_tiling(t, states, cmap=cmap.Greys, edgecolor=\"k\", cutoff=0.01, lw=0.7, clim=[0,2]);\n", "print(f\"Energy of the state is {get_energy(t):.2e}\")" ] }, { "cell_type": "markdown", "id": "a30d05a5", "metadata": {}, "source": [ "Run the model and display resulting configuration" ] }, { "cell_type": "code", "execution_count": 14, "id": "db50e939", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy of the state is 1.88e+05\n" ] }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "its = 1e5 # number of iterations\n", "\n", "for i in range(int(its)):\n", " index = int(len(t) * np.random.random())\n", " sum_ = sum([states[nbr] for nbr in t.get_nbrs(index)])\n", " if sum_ >= p // 2:\n", " states[index] = 1\n", " else:\n", " states[index] = 0\n", " \n", "plot_tiling(t, states, cmap=cmap.Greys, edgecolor=\"k\", cutoff=0.01, lw=0.7, clim=[0,2]);\n", "print(f\"Energy of the state is {get_energy(t):.2e}\")" ] }, { "cell_type": "markdown", "id": "43d36559", "metadata": {}, "source": [ "#### Graph\n", "When using the graph we are not able to plot the graph as we lack coordinates. This reduced memory would allow for larger tilings. However, as this is a demo notebook, we wont do that here for time reasons." ] }, { "cell_type": "code", "execution_count": 15, "id": "0472ac3b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generation of 202464 polygons took 0.37295 s\n" ] } ], "source": [ "t1 = time.time()\n", "t = HyperbolicGraph(p, q, r, n, kernel=\"GRCT\")\n", "print(f\"Generation of {len(t)} polygons took {round(time.time() - t1,5)} s\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "80b42219", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Get nbrs took 0.87424 s\n" ] } ], "source": [ "t1 = time.time()\n", "nbrs = t.get_nbrs_list()\n", "print(f\"Get nbrs took {round(time.time() - t1,5)} s\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "8a2c59a5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy of the state is 2.35e+05\n", "Energy of the state is 1.88e+05\n" ] } ], "source": [ "states = np.random.randint(0, 2, size=len(t))\n", "print(f\"Energy of the state is {get_energy(t):.2e}\")\n", "its = 1e5 # number of iterations\n", "\n", "for i in range(int(its)):\n", " index = int(len(t) * np.random.random())\n", " sum_ = sum([states[nbr] for nbr in t.get_nbrs(index)])\n", " if sum_ >= p // 2:\n", " states[index] = 1\n", " else:\n", " states[index] = 0\n", " \n", "print(f\"Energy of the state is {get_energy(t):.2e}\")" ] }, { "cell_type": "markdown", "id": "0c3cb3d1", "metadata": {}, "source": [ "## Further methods" ] }, { "cell_type": "markdown", "id": "234db2e0", "metadata": {}, "source": [ "### get_reflection_level" ] }, { "cell_type": "markdown", "id": "c64507d1-0755-45fe-9309-80767368bdbd", "metadata": {}, "source": [ "The natural defintion of layers of the GR kernel family is different compared to SR and Dunham kernels. To access the natural layer definition of these kernels, we provide the `get_reflection_level`method:" ] }, { "cell_type": "code", "execution_count": 18, "id": "39b3213c", "metadata": {}, "outputs": [ { "data": { "text/plain": "", "image/svg+xml": "\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\t\n\n\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from hypertiling import HyperbolicTiling, TilingKernels\n", "import hypertiling.graphics.svg as svg\n", "\n", "# some colors for the different layers\n", "colors = [0.0, 0.2, 0.4, 0.6, 0.8, 1.0]\n", "\n", "t = HyperbolicTiling(3, 9, 3, 11, kernel=TilingKernels.GRCT)\n", "\n", "# plot reflective layers\n", "tiling_colors = [colors[t.get_reflection_level(i) % len(colors)] for i in range(len(t))]\n", "tiling_svg = svg.make_svg(t, tiling_colors, unitcircle=True, cmap=\"YlOrBr\")\n", "svg.draw_svg(tiling_svg)" ] }, { "cell_type": "markdown", "id": "60fbc79e", "metadata": {}, "source": [ "### check_integrity\n", "For GRCT, a `check_integrity` method is available if nbrs=True. As, even for tilings, the coordinates and cells are generated by a combinatoric algorithm, this method verifies whether the graph structure created by the same process is consistent. This is done in a two step process:\n", "\n", "1. First, the number of nbrs for each cell except the last layer is controlled to match p\n", "2. Second, a bidirectional search is applied around each pair of nbrs, excluding the direct connection. This naturally should result in the paths around the two common vertices. If no path is found in the expected number of steps, the graph is considered corrupted. However, this method is only available up to the (n - (q - 1) // 2)th layer." ] }, { "cell_type": "code", "execution_count": 19, "id": "28e03178", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[hypertiling] The verbosity level is set to:\n", " 1 Warning\n", " >>> 2 Status\n", " 3 Debug\n", " 4 Develop\n", "[hypertiling] Status: Schwarzian triangle with (p, q, r) with n layers selected\n", "[hypertiling] Status: Integrity can only be ensured for the first n - max(p, q, r) 1 layer and thus layer 11\n", "|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| Controlling nbrs for 8141 / 8141[hypertiling] Status: [hypertiling] Status: [hypertiling] Status: [hypertiling] Status: \n", "|>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>| Bidirectional search for cell 1289 / 1289[hypertiling] Status: ypertiling] Status: [hypertiling] Status: [hypertiling] Status: [hypertiling] Status: \n", "[hypertiling] Status: Integrity ensured!\n" ] } ], "source": [ "import hypertiling.ion as ion\n", "\n", "ion.set_verbosity_level(\"Status\")\n", "p, q, r, n = 7, 3, 3, 17\n", "\n", "graph = HyperbolicGraph(p, q, r, n, kernel=\"GRCT\")\n", "graph.check_integrity()" ] }, { "cell_type": "code", "execution_count": 19, "id": "0f81dd18-5958-4754-a0e2-243f5bacd07a", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }