Solving Piet Hein's Soma cube with Python

soma.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Soma cube\n",
    "\n",
    "Aswin van Woudenberg (https://www.aswinvanwoudenberg.com | https://github.com/afvanwoudenberg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "import ipywidgets as widgets\n",
    "\n",
    "from IPython.display import HTML\n",
    "from math import ceil"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Representing the pieces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = [(0,0,0),(1,0,0),(1,1,0),(2,1,0)] # blue piece\n",
    "p = [(0,0,0),(0,1,0),(0,1,1),(1,1,0)] # red piece\n",
    "t = [(0,0,0),(0,1,0),(1,1,0),(0,2,0)] # purple piece\n",
    "b = [(0,0,0),(1,0,0),(0,1,0),(0,1,1)] # brown piece\n",
    "a = [(0,0,0),(0,0,1),(0,1,0),(1,1,0)] # yellow piece\n",
    "l = [(0,0,0),(1,0,0),(2,0,0),(0,1,0)] # orange piece\n",
    "v = [(0,0,0),(1,0,0),(0,1,0)] # green piece"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pieces = [z, p, t, b, a, l, v]\n",
    "colors = [\"blue\", \"red\", \"purple\", \"brown\", \"yellow\", \"orange\", \"green\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the pieces and solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_solution(colors, ax=None):\n",
    "    if not ax:\n",
    "        fig = plt.figure()\n",
    "\n",
    "        # axis with 3D projection\n",
    "        ax = fig.add_subplot(projection='3d')\n",
    "        \n",
    "    ax.set_aspect('equal')\n",
    "    ax.set_axis_off()\n",
    "\n",
    "    # draw each voxel with a color (each voxel unequal to None)\n",
    "    voxels = (colors != None)\n",
    "\n",
    "    ax.voxels(voxels, facecolors=colors, edgecolors=colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "voxels = np.array([\n",
    "    [['yellow', 'yellow', 'orange'],\n",
    "     ['brown',  'yellow', 'orange'],\n",
    "     ['brown',  'brown',  'orange']],\n",
    "    [['yellow', 'green',  'orange'],\n",
    "     ['brown',  'blue',   'blue'],\n",
    "     ['blue',   'blue',   'red']],\n",
    "    [['purple', 'green',  'green'],\n",
    "     ['purple', 'purple', 'red'],\n",
    "     ['purple', 'red',    'red']]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_solution(voxels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_piece(piece, color, ax=None):\n",
    "    max_dim = np.max([np.max(piece) + 1, 3])\n",
    "    voxels = np.empty((max_dim, max_dim, max_dim), dtype='object')\n",
    "    for x, y, z in piece:\n",
    "        voxels[x][y][z] = color\n",
    "    plot_solution(voxels, ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_piece(z, \"blue\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Animating a solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def animate_solution(colors):\n",
    "    w, d, h = colors.shape\n",
    "    \n",
    "    show_order = []\n",
    "    for a in range(1,max(w, d, h)+1):\n",
    "        for z in range(min(a,h)):\n",
    "            for x in range(min(a,w)):\n",
    "                for y in range(d-1,d-1-min(a,d),-1):\n",
    "                    color = colors[x][y][z]\n",
    "                    if not (color is None or color in show_order):\n",
    "                        show_order.append(color)\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    \n",
    "    ax = fig.add_subplot(projection='3d')\n",
    "    \n",
    "    def update(frame):\n",
    "        ax.clear()\n",
    "        ax.set_aspect('equal')\n",
    "        ax.set_axis_off()\n",
    "        \n",
    "        voxels = np.in1d(colors, show_order[:frame+1]).reshape(colors.shape)\n",
    "\n",
    "        ax.voxels(voxels, facecolors=colors, edgecolors=colors)\n",
    "\n",
    "    plt.close()\n",
    "\n",
    "    anim = animation.FuncAnimation(fig, update, frames=len(show_order), interval=1000)\n",
    "    \n",
    "    return anim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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, Microsoft 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_imgc3c1fea65afb42289dcf37081058e3d3\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderc3c1fea65afb42289dcf37081058e3d3\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animc3c1fea65afb42289dcf37081058e3d3.set_frame(parseInt(this.value));\">\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"animc3c1fea65afb42289dcf37081058e3d3.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_selectc3c1fea65afb42289dcf37081058e3d3\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_c3c1fea65afb42289dcf37081058e3d3\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_c3c1fea65afb42289dcf37081058e3d3\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_c3c1fea65afb42289dcf37081058e3d3\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_c3c1fea65afb42289dcf37081058e3d3\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_c3c1fea65afb42289dcf37081058e3d3\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_c3c1fea65afb42289dcf37081058e3d3\">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_imgc3c1fea65afb42289dcf37081058e3d3\";\n",
       "    var slider_id = \"_anim_sliderc3c1fea65afb42289dcf37081058e3d3\";\n",
       "    var loop_select_id = \"_anim_loop_selectc3c1fea65afb42289dcf37081058e3d3\";\n",
       "    var frames = new Array(7);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
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       "s9vPKKL9AAAAAElFTkSuQmCC\\\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",
       "        animc3c1fea65afb42289dcf37081058e3d3 = new Animation(frames, img_id, slider_id, 1000.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anim = animate_solution(voxels)\n",
    "HTML(anim.to_jshtml(default_mode='once'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rotating pieces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "rotate_x = lambda cubelets: [(x, z, -y) for (x, y, z) in cubelets]\n",
    "rotate_y = lambda cubelets: [(z, y, -x) for (x, y, z) in cubelets]\n",
    "rotate_z = lambda cubelets: [(-y, x, z) for (x, y, z) in cubelets]\n",
    "identity = lambda cubelets: cubelets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def translate(piece):\n",
    "    d_x, d_y, d_z = np.min(np.array(piece), axis=0) * -1\n",
    "    return [(x + d_x, y + d_y, z + d_z) for (x, y, z) in piece]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating all orientations for each piece"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_rotations(piece):\n",
    "    orientations = []\n",
    "    for f_a in [identity, rotate_x,  rotate_y, rotate_z]:\n",
    "        for f_b in [identity, rotate_x,  rotate_y, rotate_z]:\n",
    "            for f_c in [identity, rotate_x,  rotate_y, rotate_z]:\n",
    "                for f_d in [identity, rotate_x,  rotate_y, rotate_z]:\n",
    "                    for f_e in [identity, rotate_x,  rotate_y, rotate_z]:\n",
    "                        rot_piece = sorted(f_a(f_b(f_c(f_d(f_e(piece))))))\n",
    "                        min_x, min_y, min_z = rot_piece[0]\n",
    "                        trans_rot_piece = [(x - min_x, y - min_y, z - min_z) for x, y, z in rot_piece]\n",
    "                        if trans_rot_piece not in orientations:\n",
    "                            orientations.append(trans_rot_piece)\n",
    "                        \n",
    "    return orientations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "orientations = list(map(generate_rotations, pieces))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3000x3000 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = 10\n",
    "total_number_of_orientations = sum(list(map(len,orientations)))\n",
    "rows = ceil(total_number_of_orientations / cols)\n",
    "fig, axs = plt.subplots(rows, cols, figsize=(cols*3,rows*3), \n",
    "    subplot_kw= { 'projection':'3d' }, gridspec_kw = {'wspace':0.0, 'hspace':0.0})\n",
    "\n",
    "fig.subplots_adjust(top=0.96)\n",
    "fig.suptitle(f\"Orientations\", fontsize=16)\n",
    "\n",
    "count = 0\n",
    "for i in range(len(pieces)):\n",
    "    for j in range(len(orientations[i])):\n",
    "        plot_piece(translate(orientations[i][j]), colors[i], axs[count // cols, count % cols])\n",
    "        count += 1\n",
    "\n",
    "while count < cols * rows:\n",
    "    axs[count // cols, count % cols].set_axis_off()\n",
    "    count += 1\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Writing the solver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cube_coordinates = [(x, y, z) for x in range(3) for y in range(3) for z in range(3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 0, 0),\n",
       " (0, 0, 1),\n",
       " (0, 0, 2),\n",
       " (0, 1, 0),\n",
       " (0, 1, 1),\n",
       " (0, 1, 2),\n",
       " (0, 2, 0),\n",
       " (0, 2, 1),\n",
       " (0, 2, 2),\n",
       " (1, 0, 0),\n",
       " (1, 0, 1),\n",
       " (1, 0, 2),\n",
       " (1, 1, 0),\n",
       " (1, 1, 1),\n",
       " (1, 1, 2),\n",
       " (1, 2, 0),\n",
       " (1, 2, 1),\n",
       " (1, 2, 2),\n",
       " (2, 0, 0),\n",
       " (2, 0, 1),\n",
       " (2, 0, 2),\n",
       " (2, 1, 0),\n",
       " (2, 1, 1),\n",
       " (2, 1, 2),\n",
       " (2, 2, 0),\n",
       " (2, 2, 1),\n",
       " (2, 2, 2)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cube_coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pieces_used = [False] * 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def solve_soma_(solution, i):\n",
    "    if i == 27:\n",
    "        yield solution\n",
    "    else:\n",
    "        x, y, z, _ = solution[i]\n",
    "        for piece in range(7):\n",
    "            if not pieces_used[piece]:\n",
    "                for orientation in orientations[piece]:\n",
    "                    empty_coords = [(x + d_x, y + d_y, z + d_z, None) for (d_x, d_y, d_z) in orientation]\n",
    "                    if all([tup in solution for tup in empty_coords]):\n",
    "                        # placing piece: replace None with color\n",
    "                        pieces_used[piece] = True\n",
    "                        filled_coords = [(x + d_x, y + d_y, z + d_z, colors[piece]) for (d_x, d_y, d_z) in orientation]\n",
    "                        new_solution = sorted([tup for tup in solution if tup not in empty_coords] + filled_coords)\n",
    "                        \n",
    "                        # find next empty coordinate\n",
    "                        j = i\n",
    "                        while j < 27 and new_solution[j][3]:\n",
    "                            j += 1\n",
    "                            \n",
    "                        # continue search\n",
    "                        yield from solve_soma_(new_solution, j)\n",
    "                        pieces_used[piece] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def solve_soma(coordinates):\n",
    "    global pieces_used\n",
    "    pieces_used = [False] * 7\n",
    "    \n",
    "    solution = sorted([(x, y, z, None) for x, y, z in coordinates])\n",
    "    yield from solve_soma_(solution, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding and displaying a solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def solve_and_plot_first_solution(coordinates, ax=None):\n",
    "    # instantiate generator\n",
    "    gen = solve_soma(coordinates)\n",
    "\n",
    "    # find first solution\n",
    "    solution = next(gen)\n",
    "\n",
    "    # find voxel space size\n",
    "    max_dim = np.max(coordinates) + 1\n",
    "\n",
    "    # fill 3D voxel array and plot it\n",
    "    voxels = np.empty((max_dim, max_dim, max_dim), dtype='object')\n",
    "    for x, y, z, color in solution:\n",
    "        voxels[x][y][z] = color\n",
    "\n",
    "    plot_solution(voxels, ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "solve_and_plot_first_solution(cube_coordinates)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def solve_and_animate_first_solution(coordinates):\n",
    "    # instantiate generator\n",
    "    gen = solve_soma(coordinates)\n",
    "\n",
    "    # find first solution\n",
    "    solution = next(gen)\n",
    "\n",
    "    # find voxel space size\n",
    "    max_dim = np.max(coordinates) + 1\n",
    "\n",
    "    # fill 3D voxel array and plot it\n",
    "    voxels = np.empty((max_dim, max_dim, max_dim), dtype='object')\n",
    "    for x, y, z, color in solution:\n",
    "        voxels[x][y][z] = color\n",
    "\n",
    "    anim = animate_solution(voxels)\n",
    "    display(HTML(anim.to_jshtml(default_mode='once')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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, Microsoft 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_img9fb5029843b4484ba9f79a89a54c81a1\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider9fb5029843b4484ba9f79a89a54c81a1\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim9fb5029843b4484ba9f79a89a54c81a1.set_frame(parseInt(this.value));\">\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim9fb5029843b4484ba9f79a89a54c81a1.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select9fb5029843b4484ba9f79a89a54c81a1\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_9fb5029843b4484ba9f79a89a54c81a1\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio1_9fb5029843b4484ba9f79a89a54c81a1\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_9fb5029843b4484ba9f79a89a54c81a1\"\n",
       "             >\n",
       "      <label for=\"_anim_radio2_9fb5029843b4484ba9f79a89a54c81a1\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_9fb5029843b4484ba9f79a89a54c81a1\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_9fb5029843b4484ba9f79a89a54c81a1\">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_img9fb5029843b4484ba9f79a89a54c81a1\";\n",
       "    var slider_id = \"_anim_slider9fb5029843b4484ba9f79a89a54c81a1\";\n",
       "    var loop_select_id = \"_anim_loop_select9fb5029843b4484ba9f79a89a54c81a1\";\n",
       "    var frames = new Array(7);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\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",
       "        anim9fb5029843b4484ba9f79a89a54c81a1 = new Animation(frames, img_id, slider_id, 1000.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "solve_and_animate_first_solution(cube_coordinates)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating other figures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "pyramid_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(1, 4) for y in range(5)] + \n",
    "    [(x, y, 0) for x in [0, 4] for y in range(1, 4)] +\n",
    "    [(2, y, 1) for y in range(1, 4)] + \n",
    "    [(1, 2, 1), (3, 2, 1), (2, 2, 2)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "turtle_coordinates = sorted(\n",
    "    [(x, y, z) for x in range(1, 4) for y in range(1, 4) for z in range(2)] +\n",
    "    [(4, 2, z) for z in range(3)] + \n",
    "    [(0, 2, 0), (1, 0, 0), (1, 4, 0), (3, 0, 0), (3, 4, 0), (5, 2, 2)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "tower_coordinates = sorted(\n",
    "    [(x, y, z) for x in range(2) for y in range(2) for z in range(7) if (x, y, z) != (1, 0, 6)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "bear_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(3) for y in range(2)] +\n",
    "    [(x, 1, z) for x in range(3) for z in range(1, 6)] + \n",
    "    [(x, 0, z) for x in [0, 2] for z in [1, 3, 4]]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "tunnel_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(5) for y in range(3) if x != 2] +\n",
    "    [(x, y, 1) for x in range(1, 4) for y in range(3) if x != 2] +\n",
    "    [(x, y, 2) for x in range(1, 4) for y in range(3)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "tub_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(5) for y in range(3)] +\n",
    "    [(x, y, 1) for x in range(5) for y in range(3) if x in [0, 4] or y in [0, 2]]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "airplane_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(1, 6) for y in range(7) if x == 3 or y in [0, 1]] +\n",
    "    [(x, y, 1) for x in range(7) for y in range(7) if y == 0 or (x == 3 and y != 5)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "bench_coordinates = sorted(\n",
    "    [(x, y, z) for x in range(5) for y in range(2) for z in range(3) if y == 1 or x in [0, 4]] +\n",
    "    [(x, 0, 1) for x in range(1, 4)] +\n",
    "    [(x, 1, 3) for x in range(1, 4)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "duck_coordinates = sorted(\n",
    "    [(x, y, z) for x in range(4) for y in range(3) for z in range(2)] +\n",
    "    [(3, 1, 2), (3, 1, 3), (4, 1, 3)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "cascade_coordinates = sorted(\n",
    "    [(x, y, z) for x in range(3) for y in range(3) for z in range(5) if (2-x) + y >= z]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "chair_coordinates = sorted(\n",
    "    [(x, y, z) for x in range(3) for y in range(3) for z in range(2)] +\n",
    "    [(x, 2, z) for x in range(3) for z in range(2, 5)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "castle_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(5) for y in range(5) if (x, y) not in [(0,2), (4,2)]] +\n",
    "    [(0, 0, 1), (0, 4, 1), (4, 0, 1), (4, 4, 1)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "dog_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(6) for y in range(3) if (x, y) not in [(3, 0), (3, 2), (5, 1)]] +\n",
    "    [(x, y, 1) for x in range(5) for y in range(3) if x == 4 or y == 1] +\n",
    "    [(x, 1, z) for x in range(3, 6) for z in range(2, 4) if (x, z) != (5, 3)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "cross_coordinates = sorted(\n",
    "    [(x, y, z) for x in range(3) for y in range(3) for z in range(2)] +\n",
    "    [(1, y, 2) for y in range(3)] +\n",
    "    [(1, 1, z) for z in range(3, 7)] + \n",
    "    [(0, 1, 5), (2, 1, 5)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "elephant_coordinates = sorted(\n",
    "    [(0, 0, 0), (3, 0, 0), (0, 2, 0), (3, 2, 0)] + \n",
    "    [(x, y, 1) for x in range(4) for y in range(3) if (x, y) != (3, 1)] +\n",
    "    [(x, 1, z) for x in range(5) for z in range(2, 4) if (x, z) != (0, 3)] +\n",
    "    [(4, 1, 1), (2, 0, 2), (2, 2, 2)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "stairs_coordinates = sorted(\n",
    "    [(x, y, z) for y in range(3) for z in range(3) for x in range(4-z)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "snake_coordinates = sorted(\n",
    "    [(x, y, z) for y in range(4) for z in range(2) for x in range(2*(3-y), (2*(3-y))+3)] +\n",
    "    [(x, 0, z) for x in range(8, 10) for z in range(2, 4) if x == 8 or z == 3]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "skyscraper_coordinates = sorted(\n",
    "    [(x, y, 0) for x in range(3) for y in range(3)] +\n",
    "    [(x, y, z) for x in range(2) for y in range(1, 3) for z in range(1, 5)] + \n",
    "    [(1, 1, 5), (1, 1, 6)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "wall_coordinates = sorted(\n",
    "    [(x, x - 1, 0) for x in range(1, 6)] +\n",
    "    [(x, x, z) for x in range(6) for z in range(2)] +\n",
    "    [(x, x + 1, z) for x in range(5) for z in range(2)]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "figure_names = [\"Cube\", \"Pyramid\", \"Turtle\", \"Tower\", \"Bear\", \"Tunnel\", \"Tub\", \"Airplane\", \n",
    "                \"Bench\", \"Duck\", \"Cascade\", \"Chair\", \"Castle\", \"Dog\", \"Cross\", \"Elephant\",\n",
    "                \"Stairs\", \"Snake\", \"Skyscraper\", \"Wall\"\n",
    "               ]\n",
    "figure_coordinates = [\n",
    "    cube_coordinates, pyramid_coordinates, turtle_coordinates, \n",
    "    tower_coordinates, bear_coordinates, tunnel_coordinates,\n",
    "    tub_coordinates, airplane_coordinates, bench_coordinates,\n",
    "    duck_coordinates, cascade_coordinates, chair_coordinates,\n",
    "    castle_coordinates, dog_coordinates, cross_coordinates,\n",
    "    elephant_coordinates, stairs_coordinates, snake_coordinates,\n",
    "    skyscraper_coordinates, wall_coordinates\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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