{ "cells": [ { "cell_type": "markdown", "id": "fc94c930", "metadata": {}, "source": [ "(example_02_foldy_klein_bottle)=" ] }, { "cell_type": "markdown", "id": "b622aa14", "metadata": {}, "source": [ "# Folded Klein Bottle\n", "\n", "An example of an application of the `circle_bundles` pipeline to a dataset where the fibers of the underlying model are topological circles but not geometric ones, and $\\text{PCA}_{2}$ fails produce local circular coordinates which are usable for analysis. We instead use the DREiMac library's topologically-flavored circular coordinates algorithm.\n", "\n", "The model manifold $M$ is defined as follows: let $\\gamma:\\mathbb{R}\\to \\mathbb{R}^{4}$ be defined by $\\gamma(t) = (\\sin (t), \\cos(t), \\sin(2t),0)$ for all $t\\in\\mathbb{R}$, and let $F = \\gamma(\\mathbb{R})\\subset\\mathbb{R}^{4}$. Note that $F$ is topologically a circle, but geometrically it looks \"folded over\" in 3-dimensional space (identified with a subspace of $\\mathbb{R}^{4}$ in the obvious way). In particular, $F$ is invariant under a reflection in the $x$ and $y$ coordinates. Now, define $R:[0,2\\pi]\\to SO(4)$ by \n", "\n", "$$R(t) = \\left(\\begin{array}{cccc}\n", "a & b & 0 & d\\\\\n", "b & a & 0 & -d\\\\\n", "0 & 0 & 1 & 0\\\\\n", "-d & d & 0 & c\\\\\n", "\\end{array}\\right)$$\n", "\n", "where \n", "\n", "$$\\tau = \\frac{t}{2},\\hspace{1cm}a = \\frac{1 + \\cos(\\tau)}{2},\\hspace{1cm}b = \\frac{1 - \\cos(\\tau)}{2}$$\n", "\n", "$$c = \\cos(\\tau),\\hspace{1cm}d = \\frac{\\sqrt{2}}{2}\\sin(\\tau)$$\n", "\n", "Observe in particular that $R(0) = I$, $R(2\\pi)$ is the matrix which maps $(x,y,z,w)$ to $(y,x,z,-w)$ and $R(t)$ fixes the $z$-axis for all $t$. Finally, define $\\widetilde{M}$ by \n", "\n", "$$\\widetilde{M} = \\{(u,v)\\in\\mathbb{R}^{4}\\times\\mathbb{R}^{4}: u = \\gamma (t), \\ v\\in R(t)F\\}$$\n", "\n", "and apply an $SO(8)$ rotation to obtain the manifold $M$." ] }, { "cell_type": "code", "execution_count": 1, "id": "ef9902d1", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from ripser import ripser\n", "from persim import plot_diagrams\n", "\n", "from dreimac import CircularCoords\n", "\n", "import circle_bundles as cb" ] }, { "cell_type": "markdown", "id": "2d8b793b", "metadata": {}, "source": [ "First, generate a noisy sampling of the manifold $M$:" ] }, { "cell_type": "code", "execution_count": 2, "id": "9c4fef8d-e029-4eac-9541-676fb99b2cbb", "metadata": { "scrolled": true }, "outputs": [], "source": [ "n_landmarks = 10000\n", "sigma = 0.05\n", "rng = np.random.default_rng(0)\n", "\n", "data = cb.sample_foldy_klein_bottle(n_landmarks, noise = sigma, rng = rng)[0]" ] }, { "cell_type": "markdown", "id": "9397785e-0080-48af-909a-8585cd4896d9", "metadata": { "scrolled": true }, "source": [ "Show a PCA visualization of the dataset:" ] }, { "cell_type": "code", "execution_count": 3, "id": "1542fd7a-9ab8-4d2e-80aa-67bc3d2910af", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cb.show_pca(data, size = 0.2, elev = 35, azim = 100)" ] }, { "cell_type": "markdown", "id": "a569bc90-4a5f-4110-96fa-ab20dc34a137", "metadata": {}, "source": [ "Compute persistence diagrams from a subsample of the data:" ] }, { "cell_type": "code", "execution_count": 4, "id": "58d90b2d-da7c-4f7a-accd-a7e5740a2b75", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dgms_2 = ripser(data, coeff=2, maxdim=2, n_perm=500)[\"dgms\"]\n", "dgms_3 = ripser(data, coeff=3, maxdim=2, n_perm=500)[\"dgms\"]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n", "\n", "plot_diagrams(dgms_2, ax=axes[0], title=r\"$\\mathbb{Z}_{2}$ Coefficients\")\n", "plot_diagrams(dgms_3, ax=axes[1], title=r\"$\\mathbb{Z}_{3}$ Coefficients\")\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "57d9f8a6-b2cb-4252-913a-70c427955acf", "metadata": {}, "source": [ "The persistence diagrams above reflect the Klein bottle topology of the underlying manifold $M$. In particular, note that $H^{1}(M;\\mathbb{Z})\\cong \\mathbb{Z}\\oplus\\mathbb{Z}_{2}$ and $H^{2}(M;\\mathbb{Z}) = 0$. \n", "\n", "To certify this topology with `circle_bundles`, use the DREiMac circular coordinates algorithm to construct a base projection map to $\\mathbb{S}^{1}$ which captures the topological feature represented by the 1-dimensional $\\mathbb{Z}_{3}$ persistent class:" ] }, { "cell_type": "code", "execution_count": 3, "id": "276af6a2", "metadata": { "scrolled": true }, "outputs": [], "source": [ "cc = CircularCoords(data, prime = 3, n_landmarks = 500)\n", "base_angles = cc.get_coordinates()" ] }, { "cell_type": "markdown", "id": "20db1da2", "metadata": {}, "source": [ "Construct a cover of the base space $\\mathbb{S}^{1} = \\mathbb{R} / (2\\pi\\mathbb{Z})$ by metric balls around equally-spaced landmarks:" ] }, { "cell_type": "code", "execution_count": 4, "id": "f55e89c4", "metadata": {}, "outputs": [], "source": [ "n_landmarks = 12\n", "landmarks = np.linspace(0,2*np.pi,n_landmarks,endpoint = False).reshape(-1,1)\n", "overlap = 1.4\n", "radius = overlap * np.pi / n_landmarks\n", "\n", "cover = cb.get_metric_ball_cover(\n", " base_angles.reshape(-1,1),\n", " landmarks,\n", " radius = radius,\n", " metric = cb.S1AngleMetric())" ] }, { "cell_type": "markdown", "id": "24f058c3", "metadata": {}, "source": [ "Show PCA projections of the data in several $\\pi^{-1}(U_{j})$:" ] }, { "cell_type": "code", "execution_count": 7, "id": "a9ee9048", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = cb.get_local_pca(data, \n", " cover.U,\n", " to_view = [0,5,9],\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "49baeec8", "metadata": {}, "source": [ "The PCA projections indicate that the fibers are not geometric circles, and $\\text{PCA}_{2}$ will fail to produce reasonable local circular coordinates or reliable transition matrices. \n", "\n", "On the other hand, since the fibers look like $\\mathbb{S}^{1}$ $\\textit{topologically}$, we expect each set $\\pi^{-1}(U_{j})$ to produce a prominant 1-dimensional persistent homology class. Compute the persistence diagrams:" ] }, { "cell_type": "code", "execution_count": 8, "id": "11131269", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fiber_ids, dense_idx_list, rips_list = cb.get_local_rips(\n", " data,\n", " cover.U,\n", " to_view = [1,3,6], #Choose a few diagrams to compute \n", " #(or compute all by setting to None)\n", " maxdim=1,\n", " n_perm=500,\n", " random_state=None,\n", ")\n", "\n", "fig, axes = cb.plot_local_rips(\n", " fiber_ids,\n", " rips_list,\n", " n_cols=3,\n", " titles='default',\n", " font_size=20,\n", ")" ] }, { "cell_type": "markdown", "id": "00e8a721", "metadata": {}, "source": [ "Use the DREiMac circular coordinates algorithm to construct a system of local circular coordinate functions:" ] }, { "cell_type": "code", "execution_count": 7, "id": "303017e0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc_alg = cb.DreimacCCConfig(landmarks_per_patch = 200, CircularCoords_cls = CircularCoords)\n", "\n", "bundle = cb.Bundle(X = data, U = cover.U)\n", "triv_result = bundle.get_local_trivs(cc = cc_alg)\n", "\n", "# Show local PCA projections colored according to angles computed with Dreimac:\n", "fig, axes = cb.get_local_pca(\n", " data, \n", " cover.U,\n", " f = triv_result.f,\n", " to_view = [0,5,9],\n", " show_colorbar = True,\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2141d4c1", "metadata": {}, "source": [ "Now, compute characteristic classes:" ] }, { "cell_type": "code", "execution_count": 10, "id": "d4862092", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\begin{aligned}\\textbf{Characteristic Classes} & \\\\[8pt]\\quad \\text{Stiefel--Whitney} &:\\quad w_1 \\neq 0\\ (\\text{non-orientable})\\\\[4pt]\\quad \\text{(twisted) Euler} &:\\quad \\tilde{e}=0\\end{aligned}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class_result = bundle.get_classes(show_classes = True)" ] }, { "cell_type": "markdown", "id": "69d523f6", "metadata": {}, "source": [ "From the computed characteristic classes, we can infer that the 2-manifold underlying the dataset has the topology of a Klein bottle, as expected. " ] } ], "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": "3.10.18" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }