{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dry Friction mockup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "import matplotlib as mpl\n",
    "mpl.rc('text', usetex = True)\n",
    "mpl.rc('font', family = 'serif')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pysketcher import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ipywidgets import FloatSlider, AppLayout, Label, HBox, Button, Output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import HTML, SVG, display, clear_output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import tan, radians, sin, cos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sketch container"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "myfig={}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sketch yaml definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "gw = \"\"\"\\\n",
    "libraries: [\"from math import tan, radians, sin, cos\",\"from pysketcher import *\"]\n",
    "fontsize: 18\n",
    "g: 9.81              # constant gravity\n",
    "theta: 30.0          # inclined plane angle\n",
    "L: 10.0              # sketch sizing parameter\n",
    "a: 1.0               #\n",
    "xmin: 0.0            # sketech min Abscissa\n",
    "ymin: -3.0           # sketech min Ordinate     \n",
    "rl: 2.0              # rectangle width\n",
    "rL: 1.0              # rectangle length\n",
    "setframe:            # sketch setup\n",
    "    action: \"drawing_tool.set_coordinate_system(xmin=xmin, xmax=xmin+1.5*L,ymin=ymin, ymax=ymin+1.5*L,instruction_file='tmp_mpl_friction.py')\"\n",
    "setblackline:        # default frame values and actions\n",
    "    action: \"drawing_tool.set_linecolor('black')\"\n",
    "B: point(a+L,0)                      # wall right end\n",
    "A: point(a,tan(radians(theta))*L)    # wall left end\n",
    "normal_vec: point(sin(radians(theta)),cos(radians(theta)))     # Vector normal to wall\n",
    "tangent_vec: point(cos(radians(theta)),-sin(radians(theta)))   # Vector tangent to wall\n",
    "help_line: Line(A,B)                 # wall line\n",
    "x: a + 3*L/10.\n",
    "y: help_line(x=x)    \n",
    "contact: point(x, y)    \n",
    "c: contact + rL/2*normal_vec\n",
    "rectangle: \n",
    "    formula: Rectangle(contact, rl, rL)\n",
    "    style:\n",
    "        linecolor: blue\n",
    "        filled_curves: blue\n",
    "    transform: [\"rotate(-theta, contact)\",\"translate(-rl/2*tangent_vec)\"]\n",
    "N: \n",
    "    formula: Force(contact - rl*normal_vec, contact, r'$N$', text_pos='start')\n",
    "    style:\n",
    "        linecolor: black\n",
    "mg: \n",
    "    formula: Gravity(c, rl, text='$Mg$')\n",
    "    style:\n",
    "        linecolor: black\n",
    "wheel: \n",
    "    formula: \"Composition({'outer': rectangle})\"   \n",
    "    style:\n",
    "        shadow: 1\n",
    "body: \n",
    "    formula: \"Composition({'wheel': wheel, 'N': N, 'mg': mg})\"\n",
    "    style:\n",
    "        linecolor: black\n",
    "mB:\n",
    "    formula: Text(r'$B$',B)\n",
    "mA:\n",
    "    formula: Text(r'$A$', A)\n",
    "wall: \n",
    "    formula: Wall(x=[A[0], B[0]], y=[A[1], B[1]], thickness=-0.25,transparent=False)\n",
    "    style:\n",
    "        linecolor: black    \n",
    "angle: \n",
    "    formula: \"Arc_wText(r'$<bslash>theta$', center=B, radius=3, start_angle=180-theta, arc_angle=theta, fontsize=fontsize)\"\n",
    "    style:\n",
    "        linecolor: black\n",
    "        linewidth: 1\n",
    "ground: \n",
    "     formula: Line((B[0]-L/10., 0), (B[0]-L/2.,0))\n",
    "     stlye:\n",
    "         linecolor: black\n",
    "         linestyle: dashed\n",
    "         linewidth: 1\n",
    "x_const: \n",
    "    formula: Line(contact, contact + point(0,4))\n",
    "    style:\n",
    "        linestyle: dotted\n",
    "    transform: rotate(-theta, contact)\n",
    "x_axis: \n",
    "    formula: \"Axis(start=contact+ 2*rl*normal_vec, length=2*rl,label='$x$', rotation_angle=-theta)\"\n",
    "plan: \n",
    "    formula: \"Composition({'body': body, 'angle': angle, 'inclined wall': wall, 'x start': x_const, 'x axis': x_axis, 'mA': mA, 'mB': mB})\"\n",
    "friction: \n",
    "    formula: \"Composition({'plan': plan, 'ground': ground})\"\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read yaml sketch definition, draw it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sketchParse(gw,myfig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = myfig['friction'].draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "drawing_tool.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "angle = myfig['theta']\n",
    "def doright(change):\n",
    "    global angle\n",
    "    rotate(-5)\n",
    "    angle += 5\n",
    "def doleft(change):\n",
    "    global angle\n",
    "    rotate(5)\n",
    "    angle -= 5\n",
    "def rotate(theta):\n",
    "    global angle\n",
    "    drawing_tool.erase()\n",
    "    myfig['plan']['angle'].changeAngles(180-angle,angle)\n",
    "    myfig['plan'].rotate(theta,myfig['B'])\n",
    "    myfig['friction'].draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "left = Button(\n",
    "    description = '',\n",
    "    icon = 'rotate-left',\n",
    ")\n",
    "left.on_click(doleft)\n",
    "right = Button(\n",
    "    description = '',\n",
    "    icon = 'rotate-right',\n",
    ")\n",
    "right.on_click(doright)\n",
    "output = Output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "applayout = AppLayout(\n",
    "    center=output,\n",
    "    footer=HBox([left,right]),\n",
    "    pane_heights=[0, 6, 1]\n",
    ")\n",
    "#drawing_tool.mpl.ion()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "AppLayout(children=(HBox(children=(Button(icon='rotate-left', style=ButtonStyle()), Button(icon='rotate-right'…",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "c830e61630b24da0bcdec02acd90bb50"
      }
     },
     "metadata": {}
    }
   ],
   "source": [
    "applayout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "with output:\n",
    "    clear_output()\n",
    "    display(drawing_tool.mpl.gcf().canvas)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Turn it interactiv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "drawing_tool.mpl.ion()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use left and right rotation button to rotate the sketch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulate sketch rotation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using SVG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<IPython.core.display.SVG object>",
      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" height=\"345.6pt\" version=\"1.1\" viewBox=\"0 0 460.8 345.6\" width=\"460.8pt\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2020-08-02T15:23:22.875633</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.0, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 345.6  L 460.8 345.6  L 460.8 0  L 0 0  z \" style=\"fill:#ffffff;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"line2d_1\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 273.271484 98.671669  L 279.432799 133.614224  L 296.904076 130.533566  L 290.742761 95.591011  L 273.271484 98.671669  \" style=\"fill:none;stroke:#808080;stroke-linecap:square;stroke-width:2;\"/>\n   </g>\n   <g id=\"patch_2\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 270.271484 95.671669  L 276.432799 130.614224  L 293.904076 127.533566  L 287.742761 92.591011  z \" style=\"fill:#0000ff;stroke:#000000;stroke-linejoin:miter;stroke-width:2;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 273.352141 113.142946  L 268.727156 115.647313  L 268.439885 114.018117  L 238.411127 119.312997  L 238.408046 119.295526  L 268.436804 114.000645  L 268.149533 112.371449  z \" style=\"stroke:#000000;stroke-linejoin:miter;stroke-width:2;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 254.907297 134.40975  L 257.660468 129.928412  L 258.723851 131.195702  L 282.082078 111.595822  L 282.093482 111.609413  L 258.735254 131.209292  L 259.798637 132.476582  z \" style=\"stroke:#000000;stroke-linejoin:miter;stroke-width:2;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 262.68043 52.620666  L 298.2528 254.3616  L 294.85524 257.212492  L 259.28287 55.471558  z \" style=\"fill:url(#h31ab319994);stroke:#000000;stroke-linejoin:miter;stroke-width:2;\"/>\n   </g>\n   <g id=\"line2d_2\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 238.409586 119.304261  L 273.352141 113.142946  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:2;\"/>\n   </g>\n   <g id=\"line2d_3\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 282.08778 111.602617  L 254.907297 134.40975  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:2;\"/>\n   </g>\n   <g id=\"line2d_4\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 289.010827 201.947768  L 285.602586 202.664444  L 282.248516 203.602495  L 278.962978 204.757904  L 275.760042 206.125724  L 272.653423 207.700098  L 269.656425 209.474283  L 266.781881 211.440683  L 264.042101 213.590876  L 261.448816 215.915656  L 259.013131 218.405068  L 256.745476 221.048451  L 254.655562 223.834485  L 252.752338 226.751242  L 251.043955 229.786231  L 249.537726 232.926455  L 248.240103 236.158467  L 247.156643 239.468428  L 246.291983 242.842164  L 245.649828 246.265228  L 245.232927 249.722962  L 245.232927 249.722962  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;\"/>\n   </g>\n   <g id=\"line2d_5\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 273.352141 113.142946  L 343.237251 100.820316  \" style=\"fill:none;stroke:#000000;stroke-dasharray:2,3.3;stroke-dashoffset:0;stroke-width:2;\"/>\n   </g>\n   <g id=\"line2d_6\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 343.237251 100.820316  L 355.559881 170.705425  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:2;\"/>\n   </g>\n   <g id=\"line2d_7\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 357.380194 165.704156  L 355.559881 170.705425  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:2;\"/>\n   </g>\n   <g id=\"line2d_8\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 352.138811 166.628353  L 355.559881 170.705425  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:2;\"/>\n   </g>\n   <g id=\"line2d_9\">\n    <path clip-path=\"url(#pec1289a946)\" d=\"M 280.512 254.3616  L 209.5488 254.3616  \" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:2;\"/>\n   </g>\n   <g id=\"text_1\">\n    <!-- $N$ -->\n    <g transform=\"translate(225.516235 120.613541)scale(0.14 -0.14)\">\n     <defs>\n      <path d=\"M 74 57.53125  C 75.09375 61.8125 76.703125 64.796875 84.296875 65.09375  C 84.59375 65.09375 85.796875 65.1875 85.796875 66.890625  C 85.796875 68 84.90625 68 84.5 68  C 82.5 68 77.40625 67.796875 75.40625 67.796875  L 70.59375 67.796875  C 69.203125 67.796875 67.40625 68 66 68  C 65.40625 68 64.203125 68 64.203125 66.09375  C 64.203125 65.09375 65 65.09375 65.703125 65.09375  C 71.703125 64.890625 72.09375 62.609375 72.09375 60.8125  C 72.09375 59.921875 72 59.625 71.703125 58.21875  L 60.40625 13.34375  L 39 66.296875  C 38.296875 67.890625 38.203125 68 36 68  L 23.796875 68  C 21.796875 68 20.90625 68 20.90625 66.09375  C 20.90625 65.09375 21.59375 65.09375 23.5 65.09375  C 24 65.09375 29.90625 65.09375 29.90625 64.203125  C 29.90625 64 29.703125 63.203125 29.59375 62.90625  L 16.296875 10.15625  C 15.09375 5.28125 12.703125 3.1875 6.09375 2.890625  C 5.59375 2.890625 4.59375 2.796875 4.59375 1  C 4.59375 0 5.59375 0 5.90625 0  C 7.90625 0 13 0.1875 15 0.1875  L 19.796875 0.1875  C 21.203125 0.1875 22.90625 0 24.296875 0  C 25 0 26.09375 0 26.09375 1.890625  C 26.09375 2.796875 25.09375 2.890625 24.703125 2.890625  C 21.40625 2.984375 18.203125 3.59375 18.203125 7.171875  C 18.203125 7.96875 18.40625 8.859375 18.59375 9.65625  L 32.09375 62.90625  C 32.703125 61.90625 32.703125 61.703125 33.09375 60.8125  L 56.90625 1.796875  C 57.40625 0.59375 57.59375 0 58.5 0  C 59.5 0 59.59375 0.296875 60 2  z \" id=\"CMMI12-78\"/>\n     </defs>\n     <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-78\"/>\n    </g>\n   </g>\n   <g id=\"text_2\">\n    <!-- $Mg$ -->\n    <g transform=\"translate(238.527084 139.256266)scale(0.14 -0.14)\">\n     <defs>\n      <path d=\"M 90.796875 60.71875  C 91.703125 64.09375 91.90625 65.09375 99 65.09375  C 100.90625 65.09375 101.796875 65.09375 101.796875 66.984375  C 101.796875 68 101.09375 68 99.203125 68  L 87.203125 68  C 84.703125 68 84.59375 67.890625 83.5 66.296875  L 47 8.859375  L 39.5 65.796875  C 39.203125 68 39.09375 68 36.5 68  L 24.09375 68  C 22.203125 68 21.296875 68 21.296875 66.09375  C 21.296875 65.09375 22.203125 65.09375 23.703125 65.09375  C 29.796875 65.09375 29.796875 64.296875 29.796875 63.203125  C 29.796875 63 29.796875 62.40625 29.40625 60.90625  L 16.59375 10.15625  C 15.40625 5.375 13.09375 3.1875 6.40625 2.890625  C 6.09375 2.890625 4.90625 2.796875 4.90625 1.09375  C 4.90625 0 5.796875 0 6.203125 0  C 8.203125 0 13.296875 0.1875 15.296875 0.1875  L 20.09375 0.1875  C 21.5 0.1875 23.203125 0 24.59375 0  C 25.296875 0 26.40625 0 26.40625 1.890625  C 26.40625 2.796875 25.40625 2.890625 25 2.890625  C 21.703125 2.984375 18.5 3.59375 18.5 7.171875  C 18.5 8.171875 18.5 8.265625 18.90625 9.65625  L 32.703125 64.5  L 32.796875 64.5  L 41.09375 2.6875  C 41.40625 0.296875 41.5 0 42.40625 0  C 43.5 0 44 0.796875 44.5 1.6875  L 84.703125 64.984375  L 84.796875 64.984375  L 70.296875 7.375  C 69.40625 3.890625 69.203125 2.890625 62.203125 2.890625  C 60.296875 2.890625 59.296875 2.890625 59.296875 1.09375  C 59.296875 0 60.203125 0 60.796875 0  C 62.5 0 64.5 0.1875 66.203125 0.1875  L 78 0.1875  C 79.703125 0.1875 81.796875 0 83.5 0  C 84.296875 0 85.40625 0 85.40625 1.890625  C 85.40625 2.890625 84.5 2.890625 83 2.890625  C 76.90625 2.890625 76.90625 3.6875 76.90625 4.6875  C 76.90625 4.78125 76.90625 5.484375 77.09375 6.28125  z \" id=\"CMMI12-77\"/>\n      <path d=\"M 33.796875 12.671875  C 33.40625 11.0625 33.203125 10.671875 31.90625 9.171875  C 27.796875 3.890625 23.59375 2 20.5 2  C 17.203125 2 14.09375 4.578125 14.09375 11.46875  C 14.09375 16.75 17.09375 27.921875 19.296875 32.421875  C 22.203125 38 26.703125 41.984375 30.90625 41.984375  C 37.5 41.984375 38.796875 33.8125 38.796875 33.21875  L 38.5 31.8125  z M 40 37.40625  C 38.703125 40.296875 35.90625 44 30.90625 44  C 20 44 7.59375 30.328125 7.59375 15.453125  C 7.59375 5.078125 13.90625 0 20.296875 0  C 25.59375 0 30.296875 4.1875 32.09375 6.1875  L 29.90625 -2.75  C 28.5 -8.125 27.90625 -10.578125 24.296875 -14  C 20.203125 -18 16.40625 -18 14.203125 -18  C 11.203125 -18 8.703125 -17.8125 6.203125 -17.03125  C 9.40625 -16.15625 10.203125 -13.40625 10.203125 -12.328125  C 10.203125 -10.765625 9 -9.203125 6.796875 -9.203125  C 4.40625 -9.203125 1.796875 -11.15625 1.796875 -14.390625  C 1.796875 -18.40625 5.90625 -20 14.40625 -20  C 27.296875 -20 34 -11.84375 35.296875 -6.5625  L 46.40625 37.90625  C 46.703125 39.09375 46.703125 39.296875 46.703125 39.5  C 46.703125 40.890625 45.59375 42 44.09375 42  C 41.703125 42 40.296875 40 40 37.3125  z \" id=\"CMMI12-103\"/>\n     </defs>\n     <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-77\"/>\n     <use transform=\"translate(104.780079 0)scale(0.996264)\" xlink:href=\"#CMMI12-103\"/>\n    </g>\n   </g>\n   <g id=\"text_3\">\n    <!-- $\\theta$ -->\n    <g transform=\"translate(251.651781 215.40869)scale(0.18 -0.18)\">\n     <defs>\n      <path d=\"M 44.296875 50  C 44.296875 60.140625 41.09375 70 32.90625 70  C 18.90625 70 4 40.859375 4 18.984375  C 4 14.40625 5 -1 15.5 -1  C 29.09375 -1 44.296875 27.421875 44.296875 50  z M 14 36  C 15.5 41.859375 17.59375 50.203125 21.59375 57.265625  C 24.90625 63.21875 28.40625 67.984375 32.796875 67.984375  C 36.09375 67.984375 38.296875 65.203125 38.296875 55.671875  C 38.296875 52.09375 38 47.125 35.09375 36  z M 34.40625 33  C 31.90625 23.25 29.796875 17 26.203125 10.734375  C 23.296875 5.65625 19.796875 1 15.59375 1  C 12.5 1 10 3.375 10 13.21875  C 10 19.671875 11.59375 26.4375 13.203125 33  z \" id=\"CMMI12-18\"/>\n     </defs>\n     <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-18\"/>\n    </g>\n   </g>\n   <g id=\"text_4\">\n    <!-- $x$ -->\n    <g transform=\"translate(352.706383 176.529184)scale(0.14 -0.14)\">\n     <defs>\n      <path d=\"M 47.40625 41  C 44.203125 40.390625 43 37.984375 43 36.09375  C 43 33.6875 44.90625 32.890625 46.296875 32.890625  C 49.296875 32.890625 51.40625 35.484375 51.40625 38.1875  C 51.40625 42.09375 46.59375 44 42.40625 44  C 36.296875 44 32.90625 38.296875 32 36.390625  C 29.703125 43.59375 23.5 44 21.703125 44  C 11.5 44 6.09375 31.140625 6.09375 28.890625  C 6.09375 28.484375 6.5 27.96875 7.203125 27.96875  C 8 27.96875 8.203125 28.578125 8.40625 28.984375  C 11.796875 40.1875 18.5 41.984375 21.40625 41.984375  C 25.90625 41.984375 26.796875 38.09375 26.796875 35.6875  C 26.796875 33.484375 26.203125 31.140625 25 26.21875  L 21.59375 12.15625  C 20.09375 6.09375 17.203125 1 11.90625 1  C 11.40625 1 8.90625 1 6.796875 1.96875  C 10.40625 2.59375 11.203125 5.59375 11.203125 6.796875  C 11.203125 8.796875 9.703125 10 7.796875 10  C 5.40625 10 2.796875 7.890625 2.796875 4.6875  C 2.796875 0.890625 7.5 -1 11.796875 -1  C 16.59375 -1 20 2.390625 22.09375 6.484375  C 23.703125 1 28.703125 -1 32.40625 -1  C 42.59375 -1 48 11.734375 48 14  C 48 14.515625 47.59375 14.921875 47 14.921875  C 46.09375 14.921875 46 14.40625 45.703125 13.59375  C 43 4.6875 37.203125 1 32.703125 1  C 29.203125 1 27.296875 3.1875 27.296875 7.296875  C 27.296875 9.484375 27.703125 11.125 29.296875 17.90625  L 32.796875 31.859375  C 34.296875 37.890625 37.703125 41.984375 42.296875 41.984375  C 42.5 41.984375 45.296875 41.984375 47.40625 41  z \" id=\"CMMI12-120\"/>\n     </defs>\n     <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-120\"/>\n    </g>\n   </g>\n   <g id=\"text_5\">\n    <!-- $A$ -->\n    <g transform=\"translate(257.561481 52.620666)scale(0.14 -0.14)\">\n     <defs>\n      <path d=\"M 17 11.25  C 13.5 5.234375 10.09375 3.203125 5.296875 2.890625  C 4.203125 2.796875 3.40625 2.796875 3.40625 1  C 3.40625 0.390625 3.90625 0 4.59375 0  C 6.40625 0 10.90625 0.1875 12.703125 0.1875  C 15.59375 0.1875 18.796875 0 21.59375 0  C 22.203125 0 23.40625 0 23.40625 1.890625  C 23.40625 2.796875 22.59375 2.890625 22 2.890625  C 19.703125 3.09375 17.796875 3.90625 17.796875 6.359375  C 17.796875 7.78125 18.40625 8.90625 19.703125 11.15625  L 27.296875 24  L 52.796875 24  C 52.90625 23.078125 52.90625 22.265625 53 21.34375  C 53.296875 18.6875 54.5 8.09375 54.5 6.15625  C 54.5 3.09375 49.40625 2.890625 47.796875 2.890625  C 46.703125 2.890625 45.59375 2.890625 45.59375 1.09375  C 45.59375 0 46.5 0 47.09375 0  C 48.796875 0 50.796875 0.1875 52.5 0.1875  L 58.203125 0.1875  C 64.296875 0.1875 68.703125 0 68.796875 0  C 69.5 0 70.59375 0 70.59375 1.890625  C 70.59375 2.890625 69.703125 2.890625 68.203125 2.890625  C 62.703125 2.890625 62.59375 3.8125 62.296875 6.875  L 56.203125 68.796875  C 56 70.796875 55.59375 71 54.5 71  C 53.5 71 52.90625 70.796875 52 69.296875  z M 29 26.890625  L 49.09375 59.859375  L 52.5 26.890625  z \" id=\"CMMI12-65\"/>\n     </defs>\n     <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-65\"/>\n    </g>\n   </g>\n   <g id=\"text_6\">\n    <!-- $B$ -->\n    <g transform=\"translate(293.065245 254.3616)scale(0.14 -0.14)\">\n     <defs>\n      <path d=\"M 36.59375 61.171875  C 37.5 64.890625 37.90625 65.09375 41.796875 65.09375  L 54.796875 65.09375  C 66.09375 65.09375 66.09375 55.421875 66.09375 54.515625  C 66.09375 46.359375 58 36 44.796875 36  L 30.40625 36  z M 53.5 35.1875  C 64.40625 37.203125 74.296875 44.859375 74.296875 54.109375  C 74.296875 61.96875 67.40625 68 56.09375 68  L 24 68  C 22.09375 68 21.203125 68 21.203125 66.09375  C 21.203125 65.09375 22.09375 65.09375 23.59375 65.09375  C 29.703125 65.09375 29.703125 64.28125 29.703125 63.171875  C 29.703125 62.984375 29.703125 62.375 29.296875 60.859375  L 15.796875 7.328125  C 14.90625 3.875 14.703125 2.890625 7.703125 2.890625  C 5.796875 2.890625 4.796875 2.890625 4.796875 1.09375  C 4.796875 0 5.40625 0 7.40625 0  L 41.703125 0  C 57 0 68.796875 11.453125 68.796875 21.390625  C 68.796875 29.46875 61.59375 34.390625 53.5 35.1875  z M 39.296875 2.890625  L 25.796875 2.890625  C 24.40625 2.890625 24.203125 2.890625 23.59375 2.984375  C 22.5 3.09375 22.40625 3.28125 22.40625 4.078125  C 22.40625 4.765625 22.59375 5.359375 22.796875 6.234375  L 29.796875 34  L 48.59375 34  C 60.40625 34 60.40625 23.171875 60.40625 22.375  C 60.40625 12.9375 51.703125 2.890625 39.296875 2.890625  z \" id=\"CMMI12-66\"/>\n     </defs>\n     <use transform=\"scale(0.996264)\" xlink:href=\"#CMMI12-66\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pec1289a946\">\n   <rect height=\"266.112\" width=\"266.112\" x=\"103.104\" y=\"41.472\"/>\n  </clipPath>\n </defs>\n <defs>\n  <pattern height=\"72\" id=\"h31ab319994\" patternUnits=\"userSpaceOnUse\" width=\"72\" x=\"0\" y=\"0\">\n   <rect fill=\"#ffffff\" height=\"73\" width=\"73\" x=\"0\" y=\"0\"/>\n   <path d=\"M -36 36  L 36 -36  M -24 48  L 48 -24  M -12 60  L 60 -12  M 0 72  L 72 0  M 12 84  L 84 12  M 24 96  L 96 24  M 36 108  L 108 36  \" style=\"fill:#000000;stroke:#000000;stroke-linecap:butt;stroke-linejoin:miter;stroke-width:1.0;\"/>\n  </pattern>\n </defs>\n</svg>"
     },
     "metadata": {}
    }
   ],
   "source": [
    "for i in range(0,10):\n",
    "    doright(None)\n",
    "    clear_output(wait=True)\n",
    "    display(SVG(sketch2SVG()))\n",
    "    time.sleep(0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using PNG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480 at 0x1B78805FEE0>",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "for i in range(0,10):\n",
    "    doright(None)\n",
    "    clear_output(wait=True)\n",
    "    display(sketch2PNG()) \n",
    "    time.sleep(0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### take a canvas snapshot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480 at 0x1B78803EF70>",
      "image/png": "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\n"
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "source": [
    "drawing_tool.mpl.gcf().canvas.print_png(\"friction.png\")\n",
    "from PIL import Image\n",
    "img = Image.open(\"friction.png\")\n",
    "img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sketch composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "graphviz [('Composition:\\\\nfriction', 'Composition:\\\\nplan'), ('Composition:\\\\nplan', 'Composition:\\\\nbody'), ('Composition:\\\\nbody', 'Composition:\\\\nwheel'), ('Composition:\\\\nwheel', 'Rectangle:\\\\nouter'), ('Rectangle:\\\\nouter', 'Curve:\\\\nrectangle'), ('Composition:\\\\nbody', 'Force:\\\\nN'), ('Force:\\\\nN', 'Line:\\\\narrow'), ('Line:\\\\narrow', 'Curve:\\\\nline'), ('Force:\\\\nN', 'Text:\\\\ntext'), ('Composition:\\\\nbody', 'Gravity:\\\\nmg'), ('Gravity:\\\\nmg', 'Line:\\\\narrow'), ('Line:\\\\narrow', 'Curve:\\\\nline'), ('Gravity:\\\\nmg', 'Text:\\\\ntext'), ('Composition:\\\\nplan', 'Arc_wText:\\\\nangle'), ('Arc_wText:\\\\nangle', 'Arc:\\\\narc'), ('Arc:\\\\narc', 'Curve:\\\\narc'), ('Arc_wText:\\\\nangle', 'Text:\\\\ntext'), ('Composition:\\\\nplan', 'Wall:\\\\ninclined wall'), ('Wall:\\\\ninclined wall', 'Curve:\\\\nwall'), ('Composition:\\\\nplan', 'Line:\\\\nx start'), ('Line:\\\\nx start', 'Curve:\\\\nline'), ('Composition:\\\\nplan', 'Axis:\\\\nx axis'), ('Axis:\\\\nx axis', 'Arrow3:\\\\narrow'), ('Arrow3:\\\\narrow', 'Line:\\\\nline'), ('Line:\\\\nline', 'Curve:\\\\nline'), ('Arrow3:\\\\narrow', 'Line:\\\\nhead left'), ('Line:\\\\nhead left', 'Curve:\\\\nline'), ('Arrow3:\\\\narrow', 'Line:\\\\nhead right'), ('Line:\\\\nhead right', 'Curve:\\\\nline'), ('Axis:\\\\nx axis', 'Text:\\\\nlabel'), ('Composition:\\\\nplan', 'Text:\\\\nmA'), ('Composition:\\\\nplan', 'Text:\\\\nmB'), ('Composition:\\\\nfriction', 'Line:\\\\nground'), ('Line:\\\\nground', 'Curve:\\\\nline')] defaultdict(<function Shape.graphviz_dot.<locals>.<lambda> at 0x000001B788000280>, {'Composition:\\\\nplan': 1, 'Composition:\\\\nfriction': 0, 'Composition:\\\\nbody': 1, 'Composition:\\\\nwheel': 1, 'Rectangle:\\\\nouter': 1, 'Curve:\\\\nrectangle': 1, 'Force:\\\\nN': 1, 'Line:\\\\narrow': 2, 'Curve:\\\\nline': 7, 'Text:\\\\ntext': 3, 'Gravity:\\\\nmg': 1, 'Arc_wText:\\\\nangle': 1, 'Arc:\\\\narc': 1, 'Curve:\\\\narc': 1, 'Wall:\\\\ninclined wall': 1, 'Curve:\\\\nwall': 1, 'Line:\\\\nx start': 1, 'Axis:\\\\nx axis': 1, 'Arrow3:\\\\narrow': 1, 'Line:\\\\nline': 1, 'Line:\\\\nhead left': 1, 'Line:\\\\nhead right': 1, 'Text:\\\\nlabel': 1, 'Text:\\\\nmA': 1, 'Text:\\\\nmB': 1, 'Line:\\\\nground': 1})\n[('Composition:\\\\nfriction', 'Composition:\\\\nplan'), ('Composition:\\\\nplan', 'Composition:\\\\nbody'), ('Composition:\\\\nbody', 'Composition:\\\\nwheel'), ('Composition:\\\\nwheel', 'Rectangle:\\\\nouter'), ('Rectangle:\\\\nouter', 'Curve:\\\\nrectangle'), ('Composition:\\\\nbody', 'Force:\\\\nN'), ('Force:\\\\nN', 'Line:\\\\narrow (1)'), ('Line:\\\\narrow (1)', 'Curve:\\\\nline (1)'), ('Force:\\\\nN', 'Text:\\\\ntext (1)'), ('Composition:\\\\nbody', 'Gravity:\\\\nmg'), ('Gravity:\\\\nmg', 'Line:\\\\narrow (2)'), ('Line:\\\\narrow (2)', 'Curve:\\\\nline (2)'), ('Gravity:\\\\nmg', 'Text:\\\\ntext (2)'), ('Composition:\\\\nplan', 'Arc_wText:\\\\nangle'), ('Arc_wText:\\\\nangle', 'Arc:\\\\narc'), ('Arc:\\\\narc', 'Curve:\\\\narc'), ('Arc_wText:\\\\nangle', 'Text:\\\\ntext (3)'), ('Composition:\\\\nplan', 'Wall:\\\\ninclined wall'), ('Wall:\\\\ninclined wall', 'Curve:\\\\nwall'), ('Composition:\\\\nplan', 'Line:\\\\nx start'), ('Line:\\\\nx start', 'Curve:\\\\nline (3)'), ('Composition:\\\\nplan', 'Axis:\\\\nx axis'), ('Axis:\\\\nx axis', 'Arrow3:\\\\narrow'), ('Arrow3:\\\\narrow', 'Line:\\\\nline'), ('Line:\\\\nline', 'Curve:\\\\nline (4)'), ('Arrow3:\\\\narrow', 'Line:\\\\nhead left'), ('Line:\\\\nhead left', 'Curve:\\\\nline (5)'), ('Arrow3:\\\\narrow', 'Line:\\\\nhead right'), ('Line:\\\\nhead right', 'Curve:\\\\nline (6)'), ('Axis:\\\\nx axis', 'Text:\\\\nlabel'), ('Composition:\\\\nplan', 'Text:\\\\nmA'), ('Composition:\\\\nplan', 'Text:\\\\nmB'), ('Composition:\\\\nfriction', 'Line:\\\\nground'), ('Line:\\\\nground', 'Curve:\\\\nline (7)')]\nRun dot -Tpng -o friction.png friction.dot\n"
    }
   ],
   "source": [
    "myfig['friction'].graphviz_dot('friction')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=1614x681 at 0x1B787E35640>",
      "image/png": "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\n"
     },
     "metadata": {},
     "execution_count": 22
    }
   ],
   "source": [
    "!dot -Tpng -o dotfriction.png friction.dot\n",
    "from PIL import Image\n",
    "img = Image.open(\"dotfriction.png\")\n",
    "img"
   ]
  },
  {
   "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": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}