{ "cells": [ { "cell_type": "markdown", "id": "510928fc-8f5e-4b85-82d0-186f255bb25f", "metadata": {}, "source": [ "# Dynamic Lattice Manipulation" ] }, { "cell_type": "markdown", "id": "359aa6d0-ba55-4b7e-bf48-532c59c77751", "metadata": {}, "source": [ "new experimental feature of the SRG kernel" ] }, { "cell_type": "code", "execution_count": 1, "id": "627225b8-56bb-493c-91a8-91948e5f9fdb", "metadata": {}, "outputs": [], "source": [ "from hypertiling import HyperbolicTiling\n", "from hypertiling.graphics.svg import *\n", "from hypertiling.graphics.plot import plot_geodesic\n", "import matplotlib.pyplot as plt\n", "\n", "def myplot(tiling):\n", " ax = plot_geodesic(T, ec=\"0.6\", lw=0.7, zorder=3)\n", " for idx, poly in T.polygons.items():\n", " if idx in T.exposed:\n", " col = \"#ad153d\"\n", " else:\n", " col = \"k\"\n", " z = poly.centerP()\n", " t = ax.text(np.real(z), np.imag(z), str(idx), c=col, ha=\"center\", va=\"center\", fontsize=17*(1-0.7*np.abs(z)), zorder=1)\n", " t.set_bbox(dict(facecolor='w', edgecolor=\"none\", alpha=0.5))" ] }, { "cell_type": "markdown", "id": "0ac0b580-80a0-4585-a570-ffc853e09bba", "metadata": {}, "source": [ "## General usage" ] }, { "cell_type": "markdown", "id": "84223896-bb6e-4d3b-9ae5-154bcf5903fb", "metadata": {}, "source": [ "Construct and draw a small lattice to start with. Cells with red labels are called \"exposed\", they represent the outmost layer and their neigbours are incomplete as they only know about their parents, but not about siblings" ] }, { "cell_type": "code", "execution_count": 2, "id": "e56163c0-3b21-4d82-85e4-56ed6297672a", "metadata": {}, "outputs": [], "source": [ "T = HyperbolicTiling(7, 3, 2, kernel=\"SRG\", center=\"vertex\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "be23bc4e-7a10-4f5c-8528-b00918c8cd01", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myplot(T)" ] }, { "cell_type": "markdown", "id": "48deb374-c84c-4a19-9fde-07ba205808dc", "metadata": {}, "source": [ "Upon execution of \"add_layer\", the vacant spaced around all exposed cells is filled with new polygons" ] }, { "cell_type": "code", "execution_count": 4, "id": "d2357adb-5a83-4619-bc38-e08c69e79f1b", "metadata": {}, "outputs": [], "source": [ "T.add_layer()" ] }, { "cell_type": "code", "execution_count": 5, "id": "f30cf5bf-ea66-4ec2-99a0-f7739f30cba2", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myplot(T)" ] }, { "cell_type": "markdown", "id": "5f9ca2d1-8052-4bad-b561-fc1e87f8afb1", "metadata": {}, "source": [ "We can also remove cells, using a list of corresponding indices" ] }, { "cell_type": "code", "execution_count": 6, "id": "b1f5c333-2569-4ff7-b303-8b24dab3ab12", "metadata": {}, "outputs": [], "source": [ "T.remove_cells([7,8,9,10,11,12,13,14])\n", "T.remove_cells([1])\n", "T.remove_cells(range(27,36))\n", "T.remove_cells(range(37,42))" ] }, { "cell_type": "code", "execution_count": 7, "id": "f930c7e3-b58b-4c98-8496-8349bd1a989d", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myplot(T)" ] }, { "cell_type": "markdown", "id": "2ae73821-ed3f-4e5d-9160-8e19ae0d2cfe", "metadata": {}, "source": [ "Let us again add a layer to reconnect the pieces" ] }, { "cell_type": "code", "execution_count": 8, "id": "8c309cef-aedf-417a-a523-c31ead23d66d", "metadata": {}, "outputs": [], "source": [ "T.add_layer([0,36])" ] }, { "cell_type": "code", "execution_count": 9, "id": "e0d3eea3-6f3e-4dcd-a671-14cf19f60801", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myplot(T)" ] }, { "cell_type": "markdown", "id": "901c8444-b74b-4c30-b3c2-793d44b2a9c9", "metadata": {}, "source": [ "## Filters\n", "\n", "The add_layer function allows to use filters, which can specify the domain in which we want to construct new cells" ] }, { "cell_type": "code", "execution_count": 45, "id": "96d14038-7577-4f1d-9de5-a19b8efe1024", "metadata": {}, "outputs": [], "source": [ "# this filter allows construct cells only in a certain range of complex angles\n", "def my_angular_filter(z):\n", " return True if (45 < np.angle(z, deg=True) < 180) else False" ] }, { "cell_type": "code", "execution_count": 46, "id": "d26d2805-f572-4315-9ad7-fb312db30a72", "metadata": {}, "outputs": [], "source": [ "T = HyperbolicTiling(5,4, 2, kernel=\"SRG\")" ] }, { "cell_type": "code", "execution_count": 47, "id": "5c4885f9-630d-44ac-9775-c16b3d87465f", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myplot(T)" ] }, { "cell_type": "markdown", "id": "c8e7dcb5-6716-43a8-912c-12c441c230e5", "metadata": {}, "source": [ "And this is how it works" ] }, { "cell_type": "code", "execution_count": 48, "id": "ac4e0e7c-d026-4d3f-b786-3931385c7139", "metadata": {}, "outputs": [], "source": [ "T.add_layer(filter = my_angular_filter)\n", "T.add_layer(filter = my_angular_filter)\n", "T.add_layer(filter = my_angular_filter)" ] }, { "cell_type": "code", "execution_count": 49, "id": "f2dcf27a-7a92-47bc-ab82-2d778ad51ae3", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "myplot(T)" ] }, { "cell_type": "code", "execution_count": null, "id": "5cfaa733-1a4a-429c-8d0e-7cc21d7d6749", "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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }