plotter_experiments/hatch.ipynb

{
 "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",
    "from scipy.interpolate import RegularGridInterpolator\n",
    "from copy import deepcopy\n",
    "\n",
    "# Defaults\n",
    "TEXT_TOP = None\n",
    "TEXT_BOTTOM = None\n",
    "TEXT_TOP_FIT = False\n",
    "TEXT_BOTTOM_FIT = False\n",
    "TEXT_TOP_SPACE = 0\n",
    "TEXT_BOTTOM_SPACE = 0\n",
    "\n",
    "INVERT = True               # Set to true when plotting with a white pen\n",
    "HATCH_ANGLE = 10\n",
    "ANGLE_FLIP = False          # Mirror hatch lines for darker areas\n",
    "ANGLE_ROTATE = True         # Cross-hatch by rotating by 90 degrees\n",
    "PAPER = plot.A6_PORTRAIT\n",
    "\n",
    "FILENAME = 'data/frida.jpg'\n",
    "NAME = 'frida'\n",
    "\n",
    "# FILENAME = 'data/boltzmann.jpg'\n",
    "# NAME = 'boltzmann'\n",
    "# TEXT_BOTTOM = 'BOLTZMANN'\n",
    "# TEXT_BOTTOM_FIT = True\n",
    "\n",
    "PAPER.set_margins(10)\n",
    "if TEXT_TOP is not None:\n",
    "    PAPER.margins['top'] += 10\n",
    "if TEXT_BOTTOM is not None:\n",
    "    PAPER.margins['bottom'] += 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread(FILENAME, cv2.IMREAD_UNCHANGED)\n",
    "\n",
    "if img.shape[-1] == 4:\n",
    "    # Image has an alpha channel\n",
    "    if INVERT:\n",
    "        img = img[:, :, :3]\n",
    "    else:\n",
    "        img = 255 - (255 - img[:, :, :3]) * img[:, :, [3]] / 255\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 = img - np.min(img)\n",
    "img = img / np.max(img)\n",
    "if not INVERT:\n",
    "    img = 1 - img\n",
    "\n",
    "plt.imshow(img[:, :])\n",
    "\n",
    "xs = np.linspace(PAPER.left(), PAPER.right(), img.shape[1])\n",
    "ys = np.linspace(PAPER.top(), PAPER.bottom(), img.shape[0])\n",
    "img_interp = RegularGridInterpolator((xs, ys), img.T, bounds_error=False, fill_value=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([104098.,  76074.,  77126., 140403.,  64943.,  50219., 132457.,\n",
       "        151751., 109284.,  50045.]),\n",
       " array([0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. ]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(img.ravel())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thresholds: [0.02960397 0.39052043 0.65223211 0.81757342 0.87103378]\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
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       "<path style=\"fill:none;stroke-width:0.5;stroke-linecap:round;stroke-linejoin:round;stroke:rgb(90%,75%,30%);stroke-opacity:0.5;stroke-miterlimit:10;\" d=\"M 63.191319 119.152072 L 62.86748 119.208572 L 62.543641 119.26645 \" transform=\"matrix(2.834646,0,0,2.834646,0,0)\"/>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paper = deepcopy(PAPER)\n",
    "\n",
    "pen_colour = [0, 0, 0]\n",
    "if INVERT:\n",
    "    paper.background_colour = [0, 0, 0]\n",
    "    pen_colour = [1, 1, 1]\n",
    "\n",
    "p_svg = plot.SVGPlotter(f'plots/hatch_{NAME}.svg', paper, colour=pen_colour)\n",
    "p_hpgl = plot.HPGLPlotter(paper, f'plots/hatch_{NAME}_{{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",
    "if TEXT_TOP:\n",
    "    plotter.draw_text(TEXT_TOP, (paper.centre()[0], paper.top() - 5), x_scale=0.75, spacing=TEXT_TOP_SPACE, fit_width=paper.content_width if TEXT_TOP_FIT else None, h_align='centre', v_align='bottom')\n",
    "if TEXT_BOTTOM:\n",
    "    plotter.draw_text(TEXT_BOTTOM, (paper.centre()[0], paper.bottom() + 5), x_scale=0.75, spacing=TEXT_BOTTOM_SPACE, fit_width=paper.content_width if TEXT_BOTTOM_FIT else None, h_align='centre', v_align='top')\n",
    "\n",
    "for k in paper.margins.keys():\n",
    "    paper.margins[k] += 2\n",
    "\n",
    "if INVERT:\n",
    "    plotter.add_layer([0.9, 0.75, 0.3, 0.5])\n",
    "else:\n",
    "    plotter.add_layer([0.3, 0.25, 0, 0.5])\n",
    "\n",
    "def filter_points(points):\n",
    "    return points[\n",
    "        np.logical_and(\n",
    "            np.logical_and(\n",
    "                paper.left() <= points[:, 0],\n",
    "                points[:, 0] <= paper.right(),\n",
    "            ),\n",
    "            np.logical_and(\n",
    "                paper.top() <= points[:, 1],\n",
    "                points[:, 1] <= paper.bottom()\n",
    "            )\n",
    "        )\n",
    "    ]\n",
    "\n",
    "def x_line_points(start_x, angle, count):\n",
    "    points = np.linspace([start_x, paper.top()], [start_x + np.tan(angle / 360 * 2 * np.pi) * paper.content_height, paper.bottom()], count)\n",
    "    return filter_points(points)\n",
    "\n",
    "def y_line_points(start_y, angle, count):\n",
    "    points = np.linspace([paper.left(), start_y], [paper.right(), start_y + np.tan((90 - angle) / 360 * 2 * np.pi) * paper.content_width], count)\n",
    "    return filter_points(points)\n",
    "\n",
    "def hatch(phase, threshold, angle=45, resolution=1, distance=2, noise=0, reverse_order=False):\n",
    "    while angle > 180:\n",
    "        angle -= 180\n",
    "    while angle < 0:\n",
    "        angle += 180\n",
    "\n",
    "    if 45 < angle < 135:\n",
    "        # Shallow lines\n",
    "        points = int(paper.content_height / np.sin(angle / 360 * 2 * np.pi) / resolution)\n",
    "        line_starts = np.arange(-paper.top() - paper.content_width - phase * distance, paper.bottom() + paper.content_width, distance / np.sin(angle / 360 * 2 * np.pi))\n",
    "        lines = [y_line_points(start, angle, points) for start in line_starts]\n",
    "    else:\n",
    "        # Steep lines\n",
    "        points = abs(int(paper.content_height / np.cos(angle / 360 * 2 * np.pi) / resolution))\n",
    "        line_starts = np.arange(-paper.left() - paper.content_height - phase * distance, paper.right() + paper.content_height, abs(distance / np.cos(angle / 360 * 2 * np.pi)))\n",
    "        lines = [x_line_points(start, angle, points) for start in line_starts]\n",
    "\n",
    "    if reverse_order:\n",
    "        lines = lines[::-1]\n",
    "\n",
    "    for (i, line) in enumerate(lines):\n",
    "        if line.size == 0:\n",
    "            continue\n",
    "\n",
    "        if noise:\n",
    "            line += np.random.normal(scale=noise, size=line.shape)\n",
    "\n",
    "        # Mirror every second line for quicker plotting\n",
    "        if i % 2 == 0:\n",
    "            line = line[::-1, :]\n",
    "\n",
    "        values = img_interp(line)  # swap x and y\n",
    "        pen_down = False\n",
    "        for v, p in zip(values, line):\n",
    "            if v > threshold:\n",
    "                if not pen_down:\n",
    "                    plotter.move_to(p)\n",
    "                else:\n",
    "                    plotter.line_to(p)\n",
    "\n",
    "                pen_down = True\n",
    "            else:\n",
    "                pen_down = False\n",
    "            \n",
    "            last_point = p\n",
    "\n",
    "thresholds = np.quantile(img[img > 0.001].ravel(), [0.001, 0.4, 0.6, 0.85, 0.9])\n",
    "print('Thresholds:', thresholds)\n",
    "phases = np.linspace(0, 1, len(thresholds), endpoint=False)\n",
    "\n",
    "for i in range(len(thresholds)):\n",
    "    angle = 10\n",
    "    if i > len(thresholds) / 2:\n",
    "        if ANGLE_FLIP:\n",
    "            angle *= -1\n",
    "        if ANGLE_ROTATE:\n",
    "            angle += 90\n",
    "    hatch(phases[i], thresholds[i], angle, distance=1.5, resolution=0.5, reverse_order=i % 2, noise=0.0)\n",
    "\n",
    "plotter.finalise()\n",
    "IPython.display.SVG(filename=p_svg.file_name)"
   ]
  }
 ],
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   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
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