{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import math\n", "import numpy as np\n", "import torch\n", "\n", "from torch_harmonics.quadrature import legendre_gauss_weights, clenshaw_curtiss_weights\n", "from torch_harmonics.legendre import legpoly, clm\n", "from torch_harmonics import RealSHT, InverseRealSHT\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "from plotting import plot_sphere" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(12.5664)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nlat = 128\n", "nlon = 2*nlat\n", "grid = \"equiangular\"\n", "\n", "# for quadrature and plotting\n", "if grid == \"legendre-gauss\":\n", " lmax = mmax = nlat\n", " xq, wq = legendre_gauss_weights(nlat)\n", "elif grid ==\"equiangular\":\n", " lmax = mmax = nlat//2-1\n", " xq, wq = clenshaw_curtiss_weights(nlat)\n", "\n", "sht = RealSHT(nlat, nlon, lmax=lmax, mmax=mmax, grid=grid)\n", "isht = InverseRealSHT(nlat, nlon, lmax=lmax, mmax=mmax, grid=grid)\n", "\n", "lat = np.arccos(xq)\n", "omega = torch.pi * torch.from_numpy(wq).float() / nlat\n", "# omega = omega.reshape(-1, 1)\n", "\n", "nlon*omega.sum()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# forming the Vandermonde matrix\n", "nmodes = int(lmax * (lmax+1) / 2)\n", "e = torch.zeros(nmodes, lmax, mmax, dtype=torch.complex64)\n", "\n", "midx = lambda l,m : l*(l+1)//2 + m\n", "\n", "for l in range(lmax):\n", " for m in range(l+1):\n", " e[midx(l,m), l, m] = 1.0\n", "\n", "vdm = isht(e) # nmodes x nlat x nlon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "let us visualize the some entries in the Vandermonde matrix. In principle, it should contain the Spherical Harmonics in ascending order:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt_lmax = 6\n", "\n", "fig = plt.figure(layout='constrained', figsize=(12, 8))\n", "subfigs = fig.subfigures(plt_lmax, plt_lmax)\n", "\n", "for l in range(plt_lmax):\n", " for m in range(l+1):\n", " plot_sphere(vdm[midx(l,m)], fig=subfigs[l, m], title=f\"l={l}, m={m}\", lat=(lat - np.pi/2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "now, let us compute the gramian matrix $S^T \\mathop{\\mathrm{diag}}(\\omega) S$:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "gramian = torch.einsum(\"iqr,jqr,q->ij\", vdm, vdm, omega)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# plt.pcolormesh(xlg, np.arange(0, nmodes), , cmap=\"plasma\")\n", "# plt.xlabel(\"x\")\n", "# plt.ylabel(\"l,m mode\")\n", "# plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(gramian, interpolation=\"nearest\", cmap=\"plasma\")\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor(2.0000)\n", "tensor(1536954)\n", "tensor(-7.6013e-07)\n", "tensor(1482353)\n" ] } ], "source": [ "print(torch.max(gramian))\n", "print(torch.argmax(gramian))\n", "print(torch.min(gramian))\n", "print(torch.argmin(gramian))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.0000055" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.linalg.cond(gramian)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { 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", 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