{
 "cells": [
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   "cell_type": "markdown",
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   "source": [
    "[Oregon Curriculum Network](http://4dsolutions.net/ocn/)\n",
    "\n",
    "# The School of Tomorrow\n",
    "\n",
    "[Home Page](School_of_Tomorrow.ipynb)\n",
    "\n",
    "<a data-flickr-embed=\"true\" href=\"https://www.flickr.com/photos/kirbyurner/49966665628/in/dateposted-public/\" title=\"IVM FM (4-frequency)\"><img src=\"https://live.staticflickr.com/65535/49966665628_52648be9e3_c.jpg\" width=\"800\" height=\"424\" alt=\"IVM FM (4-frequency)\"></a><script async src=\"//embedr.flickr.com/assets/client-code.js\" charset=\"utf-8\"></script>\n",
    "\n",
    "(scroll down for embedded source code and more remarks about its runtime context)\n",
    "\n",
    "# Blender\n",
    "\n",
    "[View on nbviewer](https://nbviewer.jupyter.org/github/4dsolutions/School_of_Tomorrow/blob/master/blender.ipynb)\n",
    "\n",
    "When it comes to XYZ coordinates and 3D graphics, what tool might we use?  The answer is pretty obvious:  [Blender](http://blender.org) of course.\n",
    "\n",
    "But then do you have the Personal Workspace (PWS) you need, equipped with the necessary hardware?  Perhaps you're not interested enough to want a dedicated workspace all your own and that's OK.  A friend might let you test drive from time to time.  Check it out.  Try (test the waters) before you buy (dive in).\n",
    "\n",
    "One theme we might take up within Blender, are the internal and external furnishings of this space to learn Blender, among other topics.  What does your School of Tomorrow look like, inside (concave) and from without (convex)?\n",
    "\n",
    "Blender is free open source so don't take this as a sales pitch in the conventional sense.  I'm not selling Blender.  I am selling using Quadrays inside of Blender, why not?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code below is about four arrows, or rays, of equal length, pointing from a common origin, the center of a regular tetrahedron.  These rays are labeled (1,0,0,0) (0,1,0,0) (0,0,1,0) (0,0,0,1) and may be called Quadrays, quad meaning four, and there are four of them.  [Check Wikipedia](https://mybizmo.blogspot.com/2020/04/comparing-two-pr-films.html) for more details.\n",
    "\n",
    "We use Quadrays quite a bit at the School of Tomorrow, because twelve additive combinations of two of one, and one of two others, none of one last, give the 12 directions to neighboring ball centers, imagining twelve equi-diameter balls around a nucleus.  \n",
    "\n",
    "<a data-flickr-embed=\"true\" href=\"https://www.flickr.com/photos/kirbyurner/4723083407/in/photolist-KjMqQP-EhaxK2-Bpf1cD-8P2cs1-8cn39x-7cVeMN-JotMo\" title=\"Quadray Coordinates\"><img src=\"https://live.staticflickr.com/1213/4723083407_1e315f2877_o.gif\" width=\"400\" height=\"350\" alt=\"Quadray Coordinates\"></a><script async src=\"//embedr.flickr.com/assets/client-code.js\" charset=\"utf-8\"></script>\n",
    "\n",
    "In fact, our regular tetrahedron is one of those connecting any four inter-tangent balls in such a packing, which, as it expands on out (12, 42, 92, 162...) begets the CCP or Cubic Close Packing, also known as the FCC or [Face Centered Cubic Packing](https://github.com/4dsolutions/Python5/blob/master/Generating%20the%20FCC.ipynb).  \n",
    "\n",
    "![Image of Cubocta](http://www.4dsolutions.net/ocn/graphics/cubanim.gif)\n",
    "\n",
    "You may be wondering what a cube has to do with it, and we'll get to that in the course of our studies."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "import bpy\n",
    "from qrays import Qvector\n",
    "\n",
    "from itertools import permutations\n",
    "g = permutations((2,1,1,0))\n",
    "\n",
    "ORIGIN_IVM = Qvector((0,0,0,0))\n",
    "# set comprehension in list comprehension\n",
    "SPOKES_IVM = [Qvector(v) for v in {p for p in g}]  \n",
    "ORIGIN_XYZ = ORIGIN_IVM.xyz().xyz # (0,0,0)\n",
    "\n",
    "c6xty_ball = bpy.ops.mesh.primitive_ico_sphere_add\n",
    "c6xty_ball(radius=0.5, enter_editmode=False, location=ORIGIN_XYZ)\n",
    "bpy.ops.object.shade_smooth()\n",
    "\n",
    "for qv in SPOKES_IVM:\n",
    "    xyz = qv.xyz().xyz\n",
    "    c6xty_ball(radius=0.5, enter_editmode=False, location=xyz)\n",
    "    bpy.ops.object.shade_smooth()\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a data-flickr-embed=\"true\" href=\"https://www.flickr.com/photos/kirbyurner/49962483976/in/dateposted-public/\" title=\"Blender [C__Users_Kirby_Documents_C6XTY_ivm_fm.blend] 6_1_2020 11_47_31 PM\"><img src=\"https://live.staticflickr.com/65535/49962483976_a99348b4b3_c.jpg\" width=\"800\" height=\"487\" alt=\"Blender [C__Users_Kirby_Documents_C6XTY_ivm_fm.blend] 6_1_2020 11_47_31 PM\"></a><script async src=\"//embedr.flickr.com/assets/client-code.js\" charset=\"utf-8\"></script>\n",
    "\n",
    "\n",
    "In the Youtube below, I rant about the \"Concentric Hierarchy\" which \"my generation did not deign to share\". If you're not sure what I'm talking about, you must be new to the School of Tomorrow, as it's what's at the core of the Bucky stuff, as the source of the domes and his thinking in general (see [Synergetics: The Invention Behind the Inventions](http://www.4dsolutions.net/synergetica/synergetica1.html)).\n",
    "\n",
    "Who am I?  [Some autobio](https://medium.com/@kirbyurner/adventures-in-math-teaching-54228496dbbf).\n",
    "\n",
    "Given the context (namespace) of this School, of course a primary use of Blender is to bring forward [the work of previous decades](http://www.4dsolutions.net/ocn/cp4e.html), which focused on VRML, X3D, Vpython, POV-Ray as strategies for rendering the 3D graphics.  \n",
    "\n",
    "In particular, I'm continuing recent work on the Flextegrity Lattice here at the School of Tomorrow."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a data-flickr-embed=\"true\" href=\"https://www.flickr.com/photos/kirbyurner/49981510767/in/dateposted-public/\" title=\"Flextegrity Meets Tensegrity\"><img src=\"https://live.staticflickr.com/65535/49981510767_4fb8d2505d_o.jpg\" width=\"490\" height=\"631\" alt=\"Flextegrity Meets Tensegrity\"></a><script async src=\"//embedr.flickr.com/assets/client-code.js\" charset=\"utf-8\"></script>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Blender is the most capable tool yet, and you might wonder why I've been slow to bake it into this curriculum.\n",
    "\n",
    "As students, you get to be the next faculty, meaning take what you've learned from others and value add, perform the alchemy of synergy to advance and enchance our curriculum of tomorrow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/w9OU6B-qvjA\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10f832f50>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo(\"w9OU6B-qvjA\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/D1nw1PH4wjs\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10f7dbed0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"D1nw1PH4wjs\") # no sound"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/lrr4InSMX2E\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10fdb10d0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"lrr4InSMX2E\") # no sound"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Don't expect the above source code to \"just work\" in this context, here in a Jupyter Notebook on Github or one of those.  \n",
    "\n",
    "<a data-flickr-embed=\"true\" href=\"https://www.flickr.com/photos/kirbyurner/49962483976/in/dateposted-public/\" title=\"Blender [C__Users_Kirby_Documents_C6XTY_ivm_fm.blend] 6_1_2020 11_47_31 PM\"><img src=\"https://live.staticflickr.com/65535/49962483976_a99348b4b3_c.jpg\" width=\"800\" height=\"487\" alt=\"Blender [C__Users_Kirby_Documents_C6XTY_ivm_fm.blend] 6_1_2020 11_47_31 PM\"></a><script async src=\"//embedr.flickr.com/assets/client-code.js\" charset=\"utf-8\"></script>\n",
    "\n",
    "I'm memorializing the above as my first bona fide Blender program, of June 1, 2020.\n",
    "\n",
    "Let me curate some of the excellent Youtubes that helped me build up a head of steam..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/rHzf3Dku_cE\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10fdb1ed0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"rHzf3Dku_cE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/hfYgCwC_4iE\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10fdb6310>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"hfYgCwC_4iE\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My immediate application has been to continue the work with POV-Ray (ray tracer) and Rhino (CAD).  Blender has the best Python integration of anything I've yet used.  I've not had occasion to use the ESRI product line up close, even if I got to lead a training for some of its people that time.\n",
    "\n",
    "My Python framework developed around [making animated GIFs about Flextegrity](Flextegrity_Lattice.ipynb), part of our School's literature, may now be adapted for use within Blender.  \n",
    "\n",
    "The code above uses the techniques I share in [Generating the FCC](https://github.com/4dsolutions/Python5/blob/master/Generating%20the%20FCC.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking ahead, [I see using pandas and sqlite3](https://blender.stackexchange.com/questions/51067/using-anaconda-python-3-in-blender-winx64) from inside Blender why not?  The work we do around databases and polyhedrons will pay off inside this capable \"3D\" environment (using the namespace of 3D XYZ, versus the 4D of the IVM namespace)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/axyCPw6GAzI\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10fdb6a50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"axyCPw6GAzI\")  # \"dimension\" in Synergetics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code below results in an exception raised, no surprise there, as we're not inside Blender. You'll be able to fire up Blender's scripting window and run it from there, provided you have access to the Quadray Coordinates dependency (```qrays.py```).\n",
    "\n",
    "If you run this script, don't forget to change the path to wherever you decide to put your [qrays.py](qrays.py), available here at the school repo.\n",
    "\n",
    "You'll notice though, that these mesh icosaspheres have no materiality nor texture.  The whole business of treating surfaces with invented textures and materials comprises a huge piece of what Blender is all about, especially its procedural node system.  I link to a good teacher of Blender's procedural nodes below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "import bpy\n",
    "import sys\n",
    "\n",
    "sys.path.append(\"C:\\\\Users\\\\Kirby\\\\School_of_Tomorrow\")\n",
    "from qrays import Qvector\n",
    "\n",
    "\n",
    "from functools import partial\n",
    "from itertools import permutations\n",
    "\n",
    "g = permutations((2,1,1,0))\n",
    "\n",
    "ORIGIN_IVM = Qvector((0,0,0,0))\n",
    "# set comprehension in list comprehension\n",
    "SPOKES_IVM = [Qvector(v) for v in {p for p in g}] \n",
    "nucleus = tuple([ORIGIN_IVM])\n",
    "\n",
    "def next_layer(curr_layer, prev_layer):\n",
    "    \"\"\"\n",
    "    generates a next layer of FCC spheres by trying 12-around-1 \n",
    "    for each in the current layer (curr_layer) but without keeping\n",
    "    any duplicates i.e. discarding redundant sphere centers.\n",
    "    \"\"\"\n",
    "    next_layer = set()\n",
    "    for qv in curr_layer:\n",
    "        for bv in SPOKES_IVM:\n",
    "            v_sum = qv + bv\n",
    "            if (not v_sum in curr_layer \n",
    "                and not v_sum in prev_layer):\n",
    "                next_layer.add(v_sum)\n",
    "    return sorted(list(next_layer))\n",
    "\n",
    "nl   = next_layer(nucleus, nucleus) # 1-freq\n",
    "nnl  = next_layer(nl, nucleus)      # 2-freq\n",
    "nnnl = next_layer(nnl, nl)          # 3-freq\n",
    "nnnnl= next_layer(nnnl, nnl)        # 4-freq\n",
    "\n",
    "def get_xyz(qvectors):\n",
    "    xyz_vectors = []\n",
    "    for qv in qvectors:\n",
    "        xyz_vectors.append(qv.xyz())\n",
    "    return xyz_vectors\n",
    "\n",
    "# c6xty_ball = bpy.ops.mesh.primitive_ico_sphere_add\n",
    "c6xty_ball = partial(bpy.ops.mesh.primitive_ico_sphere_add, subdivisions=1, radius=0.5, enter_editmode=False)\n",
    "\n",
    "\n",
    "for ball in get_xyz(nl):\n",
    "    c6xty_ball(location=ball.xyz)\n",
    "\n",
    "for ball in get_xyz(nnl):\n",
    "    c6xty_ball(location=ball.xyz)\n",
    "    \n",
    "for ball in get_xyz(nnnl):\n",
    "    c6xty_ball(location=ball.xyz)\n",
    "\n",
    "for ball in get_xyz(nnnnl):\n",
    "    c6xty_ball(location=ball.xyz)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a data-flickr-embed=\"true\" href=\"https://www.flickr.com/photos/kirbyurner/49981528432/in/dateposted-public/\" title=\"flextegrity_tara\"><img src=\"https://live.staticflickr.com/65535/49981528432_2a5c410df8_o.jpg\" width=\"474\" height=\"562\" alt=\"flextegrity_tara\"></a><script async src=\"//embedr.flickr.com/assets/client-code.js\" charset=\"utf-8\"></script>\n",
    "\n",
    "<br />\n",
    "\n",
    "<a data-flickr-embed=\"true\" href=\"https://www.flickr.com/photos/kirbyurner/50012440778/in/dateposted-public/\" title=\"flextegrity_on_facebook\"><img src=\"https://live.staticflickr.com/65535/50012440778_bced96dd44.jpg\" width=\"500\" height=\"387\" alt=\"flextegrity_on_facebook\"></a><script async src=\"//embedr.flickr.com/assets/client-code.js\" charset=\"utf-8\"></script>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/O3gLBhC353Y\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10fdb7a90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"O3gLBhC353Y\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/qJEWOTZnFeg\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10fdb7690>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"qJEWOTZnFeg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/WSQFt1Nruns\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x10fdb7850>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YouTubeVideo(\"WSQFt1Nruns\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}