{ "cells": [ { "cell_type": "markdown", "id": "2977ebe7", "metadata": {}, "source": [ "(example_05_triangle_meshes)=" ] }, { "cell_type": "markdown", "id": "b622aa14", "metadata": {}, "source": [ "# Star Pyramid Meshes\n", "\n", "An example of an application of the `circle_bundles` pipeline to a dataset where the underlying model is a 3-manifold with non-trivial Euler class. Persistence diagrams in dimension higher than 2 are generally intractible (or at least very expensive) to compute, particularly when the ambient dimension of the dataset itself is large. A local-to-global analysis therefore is needed to capture the topology.\n", "\n", "We generate a synthetic dataset by applying random $SO(3)$ rotations to the vertices of a triangle mesh and storing the results as vectors in $\\mathbb{R}^{3n}$; one can show that the $SO(3)$-orbit of the original mesh vertices under this action is a 3-manifold homeomorphic to $SO(3)$ itself. We choose an $\\mathbb{S}^{2}$-valued feature map for analysis and model the dataset as a discrete aproximate circle bundle. We then compute characteristic classes to confirm the global topology. \n", "\n", "Finally, we consider a subset of the data which projects to a neighborhood of the equator $z = 0$ in $\\mathbb{S}^{2}$ and compute a toroidal coordinate system for this part of the data. " ] }, { "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", "import circle_bundles as cb" ] }, { "cell_type": "markdown", "id": "2d8b793b", "metadata": {}, "source": [ "First, generate a dataset of triangle meshes, stored as vectors of length $3\\times 6 = 18$:" ] }, { "cell_type": "code", "execution_count": 2, "id": "d3fe5af4", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Create the template triangle mesh\n", "mesh = cb.make_star_pyramid(n_points = 5, height = 1)\n", "\n", "#Create a visualization function\n", "vis_func = cb.make_star_pyramid_visualizer(mesh)\n", "\n", "n_samples = 5000\n", "rng = np.random.default_rng(0)\n", "so3_data = cb.sample_so3(n_samples, rng=rng)[0]\n", "\n", "data = cb.get_mesh_sample(mesh, so3_data)\n", "\n", "#View a small sample of the dataset:\n", "fig = cb.show_data_vis(\n", " data, \n", " vis_func, \n", " max_samples=8, \n", " n_cols=8, \n", " sampling_method=\"first\", \n", " pad_frac=0.3)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "f93c9e29", "metadata": {}, "source": [ "Show a PCA visualization of the dataset:" ] }, { "cell_type": "code", "execution_count": 3, "id": "4ddabba1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cb.show_pca(data, size = 0.1, elev = 45, azim = 80)" ] }, { "cell_type": "markdown", "id": "51bca91f-0a71-4497-9b8a-c53ad7142804", "metadata": {}, "source": [ "Recall that for $SO(3)\\cong\\mathbb{RP}^{3}$, one has\n", "\n", "$\n", "\\hspace{2cm}H_k(\\mathrm{SO}(3);\\mathbb{Z})\n", "\\cong\n", "\\begin{cases}\n", "\\mathbb{Z} & k=0,3,\\\\\n", "\\mathbb{Z}_2 & k=1,\\\\\n", "0 & \\text{otherwise.}\n", "\\end{cases}\n", "$\n", "\n", "A persistence computation in dimension 3 is intractible here, but compute persistence diagrams in dimensions $\\leq 2$ on subsamples of the dataset:" ] }, { "cell_type": "code", "execution_count": 4, "id": "d8177eb2-0c13-4f60-b359-dc8d1b4ce6f8", "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", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c5a3d84d", "metadata": {}, "source": [ "As expected, the persistence diagrams are consistent with the homology of $\\mathbb{RP}^{2}$, the 2-skeleton of $SO(3)$.\n", "\n", "To capture the full topology, define a feature map as follows: given a mesh whose first three vertices are $v_{1},v_{2},v_{3}\\in \\mathbb{R}^{3}$, compute the oriented unit normal defined by \n", "\n", "$$\\frac{(v_{2}-v_{1})\\times (v_{3} - v_{1})}{|(v_{2} - v_{1})\\times (v_{3} - v_{1})|}$$\n", "\n", "Note that for meshes in the dataset, the first three vertices are never colinear, so this map is well-defined. Moreover, it happens to be the case that the oriented unit normal vector coincides with the axis of rotational symmetry. While this is not strictly needed (and does not affect the isomorphism type of the underlying bundle structure), it is convenient for visualization and interpretation. \n", "\n", "Compute the base projections to $\\mathbb{S}^{2}$, represented as vectors in $\\mathbb{R}^{3}$:" ] }, { "cell_type": "code", "execution_count": 3, "id": "1eb5cfae", "metadata": {}, "outputs": [], "source": [ "base_points = cb.mesh_vertex_normals(data)" ] }, { "cell_type": "markdown", "id": "49baeec8", "metadata": {}, "source": [ "Construct a (good) open cover $\\mathcal{U} = \\{U_{j}\\}_{j=1}^{60}$ of $\\mathbb{S}^{2}$ using a collection of nearly equidistant landmark points (see API reference section):" ] }, { "cell_type": "code", "execution_count": 4, "id": "28f8c484", "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "### Cover And Nerve Summary\n", "- $n_\\text{sets} = 60$, $n_\\text{samples} = 5000$\n", "\n", "**Recorded Simplex Counts:**\n", "\n", "- $\\#(\\text{0-simplices}) = 60$\n", "- $\\#(\\text{1-simplices}) = 174$\n", "- $\\#(\\text{2-simplices}) = 116$\n", "- *No recorded simplices in dimensions* $\\ge 3$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_landmarks = 60\n", "cover = cb.get_s2_fibonacci_cover(base_points, n_vertices = n_landmarks)\n", "bundle = cb.Bundle(X = data, cover = cover, show_summary = True)" ] }, { "cell_type": "markdown", "id": "e500d21d", "metadata": {}, "source": [ "Observe that the nerve of $\\mathcal{U}$ has Euler characteristic $\\chi = 60 - 174 + 116 = 2$, as expected for $\\mathbb{S}^{2}$." ] }, { "cell_type": "markdown", "id": "fc30a1ac", "metadata": {}, "source": [ "Compute a PCA projection for the data in each set $\\pi^{-1}(U_{j})$:" ] }, { "cell_type": "code", "execution_count": 7, "id": "11131269", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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": "00e8a721", "metadata": {}, "source": [ "The diagrams suggest that the data in each $\\pi^{-1}(U_{j})$ is concentrated around a geometric circle, supporting the hypothesis that the dataset has the structure of a discrete approximate circle bundle. " ] }, { "cell_type": "markdown", "id": "7ddde93a", "metadata": {}, "source": [ "Compute local circular coordinates with $\\text{PCA}_{2}$, approximate transition matrices and characteristic clases:" ] }, { "cell_type": "code", "execution_count": 5, "id": "303017e0", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\begin{aligned}\\textbf{Characteristic Classes} & \\\\[8pt]\\quad \\text{Stiefel--Whitney} &:\\quad w_1 = 0\\ (\\text{orientable})\\\\[4pt]\\quad \\text{Euler} &:\\quad \\pm 2\\ (\\text{spin})\\end{aligned}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "triv_result = bundle.get_local_trivs()\n", "class_result = bundle.get_classes(show_classes = True)" ] }, { "cell_type": "markdown", "id": "b1d18f16", "metadata": {}, "source": [ "From this computation, we can infer that the data is concentrated around a 3-manifold with the topology of $SO(3)$. \n", "\n", "Now, restrict the bundle to the equator $\\mathbb{S}^{1}\\subset \\mathbb{S}^{2}$:" ] }, { "cell_type": "code", "execution_count": 6, "id": "f7a03471", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Equator band: 698 / 5000 samples (eps=0.15).\n" ] } ], "source": [ "eps = 0.15 # thickness of equatorial band (in the chosen S^2 embedding/coords)\n", "\n", "# Points near the equator: last coordinate close to 0\n", "eq_mask = np.abs(base_points[:, -1]) < eps\n", "\n", "eq_data = bundle.X[eq_mask]\n", "\n", "# Parametrize the equator by an angle in S^1 \n", "eq_base_angles = np.arctan2(base_points[eq_mask, 1], base_points[eq_mask, 0]) % (2*np.pi)\n", "\n", "print(f\"Equator band: {eq_data.shape[0]} / {bundle.X.shape[0]} samples (eps={eps}).\")\n" ] }, { "cell_type": "markdown", "id": "92a0abf9", "metadata": {}, "source": [ "Constuct an open cover of $\\mathbb{S}^{1}$ by metric balls around equally-spaced landmark points, then construct the restricted bundle object:" ] }, { "cell_type": "code", "execution_count": 7, "id": "0de8f123", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\begin{aligned}\\textbf{Characteristic Classes} & \\\\[8pt]\\quad \\text{Stiefel--Whitney} &:\\quad w_1 = 0\\ (\\text{orientable})\\\\[4pt]\\quad \\text{Euler} &:\\quad e = 0\\ (\\text{trivial})\\end{aligned}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_eq_landmarks = 12\n", "eq_landmarks = np.linspace(0, 2*np.pi, n_eq_landmarks, endpoint=False)\n", "\n", "overlap = 1.6\n", "radius = overlap * np.pi / n_eq_landmarks\n", "\n", "eq_cover = cb.get_metric_ball_cover(\n", " eq_base_angles.reshape(-1,1), \n", " eq_landmarks.reshape(-1,1), \n", " radius = radius, \n", " metric = cb.S1AngleMetric()\n", ")\n", "\n", "eq_bundle = cb.Bundle(X = eq_data, cover = eq_cover)\n", "eq_triv_result = eq_bundle.get_local_trivs()\n", "eq_class_result = eq_bundle.get_classes(show_classes = True)\n" ] }, { "cell_type": "markdown", "id": "a84f7ff7", "metadata": {}, "source": [ "Observe that the restricted bundle is orientable, hence trivial, as expected. Construct a global toroidal coordinate system by synchronizing local circular coordinates:" ] }, { "cell_type": "code", "execution_count": 8, "id": "f0739a9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "F = eq_bundle.get_global_trivialization()\n", "\n", "#show a visualization of the coordinatized meshes:\n", "\n", "coords = np.column_stack([eq_base_angles, F])\n", "\n", "fig = cb.scatter_lattice_vis(\n", " eq_data, \n", " coords, \n", " vis_func, \n", " per_row = 7, \n", " per_col = 7,\n", " padding = 0,\n", " )\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "2ff6ea8b", "metadata": {}, "source": [ "Base projection angle varies from $0$ to $2\\pi$ along the $x$-direction and fiber angle varies from $0$ to $2\\pi$ along the $y$-direction. Notice that base projection roughly corresponds to axis of symmetry, as expected. The coordinatized meshes in each column approximately traverse a full rotation about the axis of symmetry. Meshes on opposite edges of the diagram roughly correspond, reflecting the toroidal topology of the restricted dataset. " ] }, { "cell_type": "code", "execution_count": null, "id": "d81a35b3", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Thumbnail for gallery (hidden cell)\n", "from IPython.display import Image, display\n", "display(Image(filename=\"thumbnail.png\"))" ] } ], "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 }