{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from lib import plot\n",
    "import IPython\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "paper = plot.A6_PORTRAIT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3254dc1130>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('data/boltzmann.jpg')\n",
    "output_shape = (200, 60)\n",
    "\n",
    "img = img.dot([0.07, 0.72, 0.21]) / 255\n",
    "\n",
    "paper_aspect = paper.content_width / paper.content_height\n",
    "img_aspect = img.shape[1] / img.shape[0]\n",
    "if img_aspect < paper_aspect:\n",
    "    new_height = round(img.shape[1] / paper_aspect)\n",
    "    y_offset = (img.shape[0] - new_height) // 2\n",
    "    img = img[y_offset:y_offset + new_height, :]\n",
    "else:\n",
    "    new_width = round(img.shape[0] * paper_aspect)\n",
    "    x_offset = (img.shape[1] - new_width) // 2\n",
    "    img = img[:, x_offset:new_width + x_offset]\n",
    "\n",
    "img = cv2.resize(img, dsize=output_shape, interpolation=cv2.INTER_CUBIC)\n",
    "\n",
    "img = img - np.min(img)\n",
    "img = 1 - img / np.max(img)\n",
    "\n",
    "plt.imshow(img[:, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_svg = plot.SVGPlotter('plots/portrait.svg', paper)\n",
    "p_hpgl = plot.HPGLPlotter(paper, 'plots/portrait_{index}.hpgl')\n",
    "plotter = plot.MultiPlotter()\n",
    "plotter.register_plotter(p_svg)\n",
    "plotter.register_plotter(p_hpgl)\n",
    "\n",
    "plotter.move_to(paper.bottom_left())\n",
    "plotter.line_to(paper.bottom_right())\n",
    "plotter.line_to(paper.top_right())\n",
    "plotter.line_to(paper.top_left())\n",
    "plotter.line_to(paper.bottom_left())\n",
    "\n",
    "plotter.add_layer([0.3, 0.15, 0, 0.5])\n",
    "\n",
    "noise_img = np.random.normal(size=img.shape) * img * 0.7\n",
    "\n",
    "for yi in range(img.shape[0]):\n",
    "    y = paper.top() + (yi + 0.5) * (paper.content_height / img.shape[0])\n",
    "    plotter.move_to((paper.left(), y))\n",
    "    for xi in range(img.shape[1]):\n",
    "        x = paper.left() + (xi + 0.5) * (paper.content_width / img.shape[1])\n",
    "        plotter.line_to((x, y + noise_img[yi, xi]))\n",
    "\n",
    "plotter.finalise()\n",
    "IPython.display.SVG(filename=p_svg.file_name)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3.9.15 64-bit",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
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  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
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}