{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "hired-party",
   "metadata": {},
   "source": [
    "![CC](https://i.creativecommons.org/l/by/4.0/88x31.png)\n",
    "\n",
    "This work is licensed under a [Creative Commons Attribution 4.0 International License](http://creativecommons.org/licenses/by/4.0/).\n",
    "\n",
    "# SVD and DMD analysis of airfoil surface data\n",
    "\n",
    "In this notebook, we perform SVD and DMD on a more challenging example. We are presented with surface data from an *OpenFOAM* IDDES simulation of a NACA-0012 airfoil in transonic flow conditions. The Reynolds number based on the chord length $c$, the freestream velocity $U_\\infty$, and the kinematic viscosity $\\nu$ is $Re=U_\\infty c / \\nu = 10^7$. The freestream Mach number is $Ma=0.75$. At $\\alpha = 4^\\circ$ angle of attack, the airfoil experiences a so-called transonic shock buffet, which we intend to analyze in this notebook. The simulation setup is available in [this repository](https://github.com/AndreWeiner/naca0012_shock_buffet)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "technical-driving",
   "metadata": {},
   "outputs": [],
   "source": [
    "import bisect\n",
    "import torch as pt\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from matplotlib.animation import FuncAnimation\n",
    "from IPython.display import HTML\n",
    "from flowtorch import DATASETS\n",
    "from flowtorch.data import CSVDataloader, mask_box\n",
    "from flowtorch.analysis import SVD\n",
    "from flowtorch.analysis import DMD\n",
    "\n",
    "# increase resolution of plots\n",
    "mpl.rcParams['figure.dpi'] = 160"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "catholic-fourth",
   "metadata": {},
   "source": [
    "## Assembling the data matrix\n",
    "\n",
    "The data consist of raw text files organized in time folders. The text files have four columns, one for each coordinate of the sample location and one for the field value, which is the pressure coefficient in the present case. The `CSVDataloader` in *flowTorch* has a class method that simplifies loading *OpenFOAM* surface sample data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "hourly-spell",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 250 snapshots ranging from 0.001s to 0.25s.\n"
     ]
    }
   ],
   "source": [
    "path = DATASETS[\"csv_naca0012_alpha4_surface\"]\n",
    "loader = CSVDataloader.from_foam_surface(path, \"total(p)_coeff_airfoil.raw\", \"cp\")\n",
    "times = loader.write_times\n",
    "print(f\"Found {len(times)} snapshots ranging from {times[0]}s to {times[-1]}s.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "protecting-trick",
   "metadata": {},
   "source": [
    "First, we load all available snapshots into the data matrix to inspect the data and to identify the end of the (numerical) transient phase. As we shall see, we shall work only with a subset of the data matrix in the SVD/DMD analysis. Moreover, since the shock and the shock motion is present on the airfoil's upper side, we analyze only the upper side of the airfoil. Before creating the selection mask, we also normalize the position vectors of the sample points with the chord length. The normalization is mainlyfor visualization purposes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "blocked-convention",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Select 13950 out of 28892 vertices.\n"
     ]
    }
   ],
   "source": [
    "vertices = loader.vertices\n",
    "vertices /= (vertices[:, 0].max() - vertices[:, 0].min())\n",
    "mask = mask_box(vertices, lower=[-1.0, 0.0, -1.0], upper=[0.9999, 1.0, 1.0])\n",
    "points_upper = mask.sum().item()\n",
    "print(f\"Select {points_upper} out of {mask.shape[0]} vertices.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "several-calcium",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_matrix = pt.zeros((points_upper, len(times)), dtype=pt.float32)\n",
    "for i, time in enumerate(times):\n",
    "    snapshot = loader.load_snapshot(\"cp\", time)\n",
    "    data_matrix[:, i] = pt.masked_select(snapshot, mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hourly-hobby",
   "metadata": {},
   "source": [
    "## Inspecting the data\n",
    "\n",
    "We now inspect the loaded data. Specifically, we\n",
    "- visualize several snapshots to verify that the preprocessing was successful and to get a first impression of the data\n",
    "- plot $c_p$ averaged in space and time for time windows of increasing size (cumulative average)\n",
    "- visualize the temporal mean distribution of $c_p$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "abandoned-metro",
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_surface_plot_to_axis(ax, vertices, field):\n",
    "    f_min, f_max = field.min(), field.max()\n",
    "    tri = ax.tricontourf(vertices[:, 0], vertices[:, 1], field, levels=15, cmap=\"jet\", vmin=f_min, vmax=f_max)\n",
    "    ax.set_aspect(\"equal\", 'box')\n",
    "    cbar = plt.colorbar(tri, ax=ax, ticks=[0.8*f_min, 0.5*(f_max+f_min), 0.8*f_max], aspect=10)\n",
    "    cbar.ax.tick_params(labelsize=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "worth-minimum",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x640 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vertices_upper = pt.zeros((points_upper, 2), dtype=pt.float32)\n",
    "vertices_upper[:, 0] = pt.masked_select(vertices[:, 0], mask)\n",
    "vertices_upper[:, 1] = pt.masked_select(vertices[:, 2], mask)\n",
    "\n",
    "fig, axarr = plt.subplots(4, 1, figsize=(8, 4), sharex=True)\n",
    "\n",
    "for ax, i in zip(axarr, [40, 80, 120, 160]):\n",
    "    add_surface_plot_to_axis(ax, vertices_upper, data_matrix[:, i])\n",
    "    ax.set_ylabel(r\"$y/c$\")\n",
    "    ax.set_title(f\"t={times[i]}s\")\n",
    "    \n",
    "axarr[-1].set_xlabel(r\"$x/c$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "quiet-prison",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_cp = [data_matrix[:, :i].mean() for i in range(1, len(times)+1)]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(range(1, len(times)+1), mean_cp)\n",
    "ax.set_xlabel(\"number of snapshots\")\n",
    "ax.set_ylabel(r\"mean $c_p$\")\n",
    "ax.set_xlim(0, len(times))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "brazilian-qatar",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we compute the mean starting from the 100th snapshot\n",
    "cp_mean = pt.mean(data_matrix[:, 100:], dim=1)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(8, 1), sharex=True)\n",
    "add_surface_plot_to_axis(ax, vertices_upper, cp_mean)\n",
    "ax.set_xlabel(r\"$x/c$\")\n",
    "ax.set_ylabel(r\"$y/c$\")\n",
    "ax.set_title(r\"$\\alpha = 4$, mean $c_p$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "involved-cardiff",
   "metadata": {},
   "source": [
    "## Singular value decomposition\n",
    "\n",
    "Examining the singular values of an SVD is an excellent first step to identify coherent structures, to determine the rank of the data matrix and to identify the number of modes required to capture a certain amount of variance in the data. As can be seen in the first plot below, the singular values decay slowly and the first mode captures less than ten percent of variance in the data. This behavior is typical for turbulent flows because turbulence is a phenomenon characterized by a broad range of temporal and spatial scales. We also visualize the POD modes (left singular vectors) and the POD mode coefficients (product of singular values and right singular vectors) to allow a visual comparison to the DMD modes in the following section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "large-convention",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVD of a 13950x150 data matrix\n",
      "Selected/optimal rank: 150/51\n",
      "data type: torch.float32 (4b)\n",
      "truncated SVD size: 8.0687Mb\n"
     ]
    }
   ],
   "source": [
    "data_matrix = data_matrix[:, 100:] - data_matrix[:, 100:].mean(dim=1).unsqueeze(-1)\n",
    "svd = SVD(data_matrix, rank=200)\n",
    "print(svd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "sensitive-horror",
   "metadata": {},
   "outputs": [],
   "source": [
    "s = svd.s\n",
    "s_sum = s.sum().item()\n",
    "# relative contribution\n",
    "s_rel = [s_i / s_sum * 100 for s_i in s]\n",
    "# cumulative contribution\n",
    "s_cum = [s[:n].sum().item() / s_sum * 100 for n in range(s.shape[0])]\n",
    "# find out how many singular values we need to reach at least 99 percent\n",
    "i_99 = bisect.bisect_right(s_cum, 99)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "united-organization",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n",
    "ax1.bar(range(s.shape[0]), s_rel, align=\"edge\")\n",
    "ax2.plot(range(s.shape[0]), s_cum)\n",
    "ax2.set_xlim(0, 150)\n",
    "ax2.set_ylim(0, 105)\n",
    "ax1.set_title(\"individual contribution in %\")\n",
    "ax2.set_title(\"cumulative contribution in %\")\n",
    "ax2.plot([0, i_99, i_99], [s_cum[i_99], s_cum[i_99], 0], ls=\"--\", color=\"C3\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "signed-protein",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x960 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "modes = list(range(10))\n",
    "height = 0.6\n",
    "\n",
    "fig, axarr = plt.subplots(len(modes), 1, figsize=(8, height*len(modes)), sharex=True, sharey=True)\n",
    "for row in range(len(modes)):\n",
    "    add_surface_plot_to_axis(axarr[row], vertices_upper, svd.U[:, row])\n",
    "    axarr[row].set_ylabel(f\"m. {row+1}\", fontsize=8)\n",
    "    axarr[row].set_yticklabels([])\n",
    "axarr[0].set_title(r\"$c_p$ POD modes upper side\")\n",
    "axarr[-1].set_xlabel(r\"$x/c$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "tracked-studio",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x960 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "times_num = [float(t) for t in times[100:]]\n",
    "height = 0.6\n",
    "\n",
    "fig, axarr = plt.subplots(len(modes), 1, figsize=(6, height*len(modes)), sharex=True, sharey=True)\n",
    "for row in range(len(modes)):\n",
    "    axarr[row].plot(times_num, svd.V[:, row]*svd.s[row])\n",
    "    axarr[row].set_ylabel(f\"m. {row+1}\", fontsize=8)\n",
    "axarr[0].set_title(r\"$c_p$ POD mode coefficients upper side\")\n",
    "axarr[-1].set_xlim(times_num[0], times_num[-1])\n",
    "axarr[-1].set_xlabel(r\"$t$ in $s$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "driving-friendly",
   "metadata": {},
   "source": [
    "## Dynamic mode decomposition\n",
    "\n",
    "DMD identifies relevant modes associated with specific frequencies that best describe the linear dynamics. As we could see in the singular values, the snapshot data contains a significant amount of resolved turbulence, which is impossible to capture using only a few POD modes. Therefore, we will not truncate the SVD when computing the exact DMD in this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "female-earth",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVD:\n",
      "SVD of a 13950x149 data matrix\n",
      "Selected/optimal rank: 149/51\n",
      "data type: torch.float32 (4b)\n",
      "truncated SVD size: 8.0143Mb\n",
      "LSQ:\n",
      "Overall DMD size: 24.0429Mb\n"
     ]
    }
   ],
   "source": [
    "dt = times_num[1] - times_num[0]\n",
    "dmd = DMD(data_matrix, dt, rank=200)\n",
    "print(dmd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "gorgeous-vision",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(4, 4))\n",
    "t = pt.linspace(0, 2 * np.pi, 100)\n",
    "ax.plot(pt.cos(t), pt.sin(t), ls=\"--\", color=\"k\", lw=2)\n",
    "ax.scatter(dmd.eigvals.real, dmd.eigvals.imag, facecolors='none', edgecolors=\"C0\", zorder=7)\n",
    "ax.set_xlim(-1.3, 1.3)\n",
    "ax.set_ylim(-1.3, 1.3)\n",
    "ax.set_xlabel(r\"$Re(\\lambda)$\")\n",
    "ax.set_ylabel(r\"$Im(\\lambda)$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "norwegian-association",
   "metadata": {},
   "source": [
    "The buffet frequency reported in [Static and Dynamic Pressure Measurements on a NACA 0012 Airfoil in the Ames High Reynolds Number Facility](https://ntrs.nasa.gov/citations/19850019511) by J. B. McDevitt and A. F. Okuno is approximately $31 Hz$ (set 1 flow conditions in the report). This frequency was obtained from pressure measurement at $50\\%$ chord on the upper side of the airfoil. The buffet frequency is also identified in the current DMD analysis shown in the spectrum below (up to the spectral resolution accuracy). Two modes with frequencies of $29Hz$ and $33Hz$ are identified as most dominant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "arranged-correlation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "amplitude = dmd.amplitude.real.abs()\n",
    "freq = dmd.frequency\n",
    "freq_i_pos = (freq > 0).nonzero().flatten()\n",
    "\n",
    "fig, ax= plt.subplots()\n",
    "ax.stem(freq[freq_i_pos].numpy(), amplitude[freq_i_pos].numpy(), basefmt=\"none\")\n",
    "_, top_pos = amplitude[freq_i_pos].topk(1)\n",
    "top_i = freq_i_pos[top_pos].item()\n",
    "ax.text(freq[top_i]+10, amplitude[top_i], r\"buffet mode ({:d}), $f={:2.2f}Hz$\".format(top_i, freq[top_i]))\n",
    "ax.set_ylim(0, 3.5)\n",
    "ax.axvline(30, ls=\"--\", c=\"k\")\n",
    "ax.set_xlabel(r\"$f$ in $Hz$\")\n",
    "ax.set_ylabel(\"amplitude\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "known-project",
   "metadata": {},
   "source": [
    "Besides the dominant buffet frequency, analyzing the spectrum reveals various harmonics and triads:\n",
    "\n",
    "- modes 18 and 59 are harmonics of mode 8\n",
    "- modes 10, 16, 22 are harmonics of mode 4\n",
    "- mode 6 is a harmonic of mode 2\n",
    "- mode 24 is a triad of mode 8 and 4\n",
    "\n",
    "Harmonic and triads may be used to create very simple models of the buffet phenomenon, which we will demonstrate in another tutorial. Finally, we visualize the first ten modes associated with the highest amplitudes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "complex-morgan",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x960 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, top_pos = amplitude[freq_i_pos].topk(10)\n",
    "top_i = freq_i_pos[top_pos]\n",
    "\n",
    "fig, axarr = plt.subplots(len(top_i), 1, figsize=(8, height*len(top_i)), sharex=True, sharey=True)\n",
    "for row, mode_i in enumerate(top_i):\n",
    "    add_surface_plot_to_axis(axarr[row], vertices_upper, dmd.modes[:, mode_i].real)\n",
    "    axarr[row].text(0.01, 0, r\"$f={:2.2f}Hz$\".format(round(freq[mode_i].item(), 2)), color=\"w\", va=\"center\")\n",
    "    axarr[row].set_ylabel(f\"m. {mode_i}\", fontsize=8)\n",
    "    axarr[row].set_yticklabels([])\n",
    "axarr[0].set_title(r\"$c_p$ DMD modes upper side, real part\")\n",
    "axarr[-1].set_xlabel(r\"$x/c$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "competent-rover",
   "metadata": {},
   "source": [
    "The modes visualized as images may be difficult to interprete since there are real and imaginary parts which contribute to the reconstruction. Animating modes in isolation or combinations of modes is an excellent alternative to create interpretable visualizations. Since we subtracted the temporal mean from each column of the data matrix, we now add it to the reconstruction to obtain more interpretable animations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "civilian-spain",
   "metadata": {},
   "outputs": [],
   "source": [
    "def animate_reconstruction(reconstruction):\n",
    "    min_val, max_val = reconstruction.min(), reconstruction.max()\n",
    "    fig, ax = plt.subplots(figsize=(8, height))\n",
    "    def init():\n",
    "        tri = ax.tricontourf(vertices_upper[:, 0], vertices_upper[:, 1], reconstruction[:, 0], levels=15, cmap=\"jet\", vmin=min_val, vmax=max_val)\n",
    "        ax.set_aspect(\"equal\", 'box')\n",
    "        ax.set_xlabel(r\"$x/c$\")\n",
    "        ax.set_ylabel(r\"$y/c$\")\n",
    "        return tri\n",
    "    def animate(i):\n",
    "        tri = ax.tricontourf(vertices_upper[:, 0], vertices_upper[:, 1], reconstruction[:, i], levels=15, cmap=\"jet\", vmin=min_val, vmax=max_val)\n",
    "        ax.set_aspect(\"equal\", 'box')\n",
    "        return tri\n",
    "    return FuncAnimation(fig, animate,  frames=reconstruction.shape[1], repeat=True, interval=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "dedicated-helena",
   "metadata": {},
   "outputs": [],
   "source": [
    "anim_mode_8 = animate_reconstruction(dmd.partial_reconstruction({8})[:, :100] + cp_mean.unsqueeze(-1))\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "differential-tension",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img2ed7e774aeec4c6883ae930dda40e7cf\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider2ed7e774aeec4c6883ae930dda40e7cf\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim2ed7e774aeec4c6883ae930dda40e7cf.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" onclick=\"anim2ed7e774aeec4c6883ae930dda40e7cf.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select2ed7e774aeec4c6883ae930dda40e7cf\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_2ed7e774aeec4c6883ae930dda40e7cf\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_2ed7e774aeec4c6883ae930dda40e7cf\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_2ed7e774aeec4c6883ae930dda40e7cf\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_2ed7e774aeec4c6883ae930dda40e7cf\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_2ed7e774aeec4c6883ae930dda40e7cf\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_2ed7e774aeec4c6883ae930dda40e7cf\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img2ed7e774aeec4c6883ae930dda40e7cf\";\n",
       "    var slider_id = \"_anim_slider2ed7e774aeec4c6883ae930dda40e7cf\";\n",
       "    var loop_select_id = \"_anim_loop_select2ed7e774aeec4c6883ae930dda40e7cf\";\n",
       "    var frames = new Array(100);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABQAAAABgCAYAAABCKN8KAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
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       "nKXAlcXDDxZjm33HRMSbOuwaPBf41+LhDZlZ+YtVS5IkSZI0n3gTEKnaLgZOBFYCP4qIO2nc2et1\\\n",
       "QABXZOaGGeYdQ+MmJC+eoe8a4PeAVcD9EXF78fxKGrv4PgNc1zbnRcCngI9ExHeBR4EXFms7vhjz\\\n",
       "deDSId6jJEmSJEkaIwNAqcIy84mIOBV4D43juW+gcc2//wT+LjPvGKLmMxFxAXAR8Dbg9UXXA8DH\\\n",
       "gLWZmW3TNtPYObgceDlwCo2jwluBLwA3Av/RumtQkiRJkiRVQzz/7/mSJEmSJEmSJoXXAJQkSZIk\\\n",
       "SZImmAGgJEmSJEmSNMEMACVJkiRJkqQJ9v98c0y2VcDpBgAAAABJRU5ErkJggg==\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim2ed7e774aeec4c6883ae930dda40e7cf = new Animation(frames, img_id, slider_id, 29.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(anim_mode_8.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "attended-masters",
   "metadata": {},
   "outputs": [],
   "source": [
    "anim_mode_18 = animate_reconstruction(dmd.partial_reconstruction({18})[:, :100] + cp_mean.unsqueeze(-1))\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "proof-treasure",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img4d60acf92bbe46618ee287ac35843b82\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider4d60acf92bbe46618ee287ac35843b82\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim4d60acf92bbe46618ee287ac35843b82.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" onclick=\"anim4d60acf92bbe46618ee287ac35843b82.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select4d60acf92bbe46618ee287ac35843b82\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_4d60acf92bbe46618ee287ac35843b82\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_4d60acf92bbe46618ee287ac35843b82\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_4d60acf92bbe46618ee287ac35843b82\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_4d60acf92bbe46618ee287ac35843b82\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_4d60acf92bbe46618ee287ac35843b82\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_4d60acf92bbe46618ee287ac35843b82\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img4d60acf92bbe46618ee287ac35843b82\";\n",
       "    var slider_id = \"_anim_slider4d60acf92bbe46618ee287ac35843b82\";\n",
       "    var loop_select_id = \"_anim_loop_select4d60acf92bbe46618ee287ac35843b82\";\n",
       "    var frames = new Array(100);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABQAAAABgCAYAAABCKN8KAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
       "bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAABib\\\n",
       "AAAYmwFJdYOUAAAQvElEQVR4nO3de4xc5XnH8e+Dzd1cFKih5iKMwESEJoVgr5rQpiIuLahczEW0\\\n",
       "FkJIBBCUBv6IEoOUirYSl14pEJK6TURCgRYnwUACKbKTNEBhDYHiAiWEYMDmKofEV7AxPP1jzsBq\\\n",
       "mJk9szuzc3b2+5FG786c933mPaMxrH9+z3kjM5EkSZIkSZI0mLbr9wQkSZIkSZIk9Y4BoCRJkiRJ\\\n",
       "kjTADAAlSZIkSZKkAWYAKE0SEXFGRPw4In4VEZsi4omI+GJEbD/Gep+MiCUR8XpEvB0RqyLi+oiY\\\n",
       "2aL/QRGRozyuHt9ZSpIkSZKkbgs3AZGqLyKuBS4BtgE/BDYCxwJ7Ag8Ax2XmWx3UOx24DZgOPAKs\\\n",
       "Ao4GDgZeB47JzOcaxhxU9NsEfLtF6e9n5pKy85AkSZIkSb1nAChVXEScAtxBLfT7TGY+Vry+N7Uw\\\n",
       "8LeAv8/ML5SsNwv4ObALcEFmLi5enwbcBJxFLRQcyhH/gRgRAL6YmQd14dQkSZIkSdIE8BJgqfou\\\n",
       "L9qr6+EfQGauBS4qnl4cEXuUrHcptfBvWT38K+q9C1wIrAPmAseNc96SJEmSJKkCDAClCouI/aiF\\\n",
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       "A0BJkiRJkiRpCvs/lbwqDNtu4U8AAAAASUVORK5CYII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim4d60acf92bbe46618ee287ac35843b82 = new Animation(frames, img_id, slider_id, 29.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(anim_mode_18.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "according-atlas",
   "metadata": {},
   "outputs": [],
   "source": [
    "anim_mode_8_18 = animate_reconstruction(dmd.partial_reconstruction({8, 18})[:, :100] + cp_mean.unsqueeze(-1))\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "favorite-humanity",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Mircosoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img9da6d7310c114c56a2af3f6ce75ac735\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider9da6d7310c114c56a2af3f6ce75ac735\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim9da6d7310c114c56a2af3f6ce75ac735.set_frame(parseInt(this.value));\"></input>\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" onclick=\"anim9da6d7310c114c56a2af3f6ce75ac735.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select9da6d7310c114c56a2af3f6ce75ac735\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_9da6d7310c114c56a2af3f6ce75ac735\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_9da6d7310c114c56a2af3f6ce75ac735\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_9da6d7310c114c56a2af3f6ce75ac735\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_9da6d7310c114c56a2af3f6ce75ac735\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_9da6d7310c114c56a2af3f6ce75ac735\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_9da6d7310c114c56a2af3f6ce75ac735\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img9da6d7310c114c56a2af3f6ce75ac735\";\n",
       "    var slider_id = \"_anim_slider9da6d7310c114c56a2af3f6ce75ac735\";\n",
       "    var loop_select_id = \"_anim_loop_select9da6d7310c114c56a2af3f6ce75ac735\";\n",
       "    var frames = new Array(100);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABQAAAABgCAYAAABCKN8KAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
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       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim9da6d7310c114c56a2af3f6ce75ac735 = new Animation(frames, img_id, slider_id, 29.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(anim_mode_8_18.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "liked-details",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}