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https://github.com/tiga1231/sgd2
08 April 2026, 17:08:34 UTC
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Tip revision: 13ca3d978626473e59fdddd641e457edc57208bc authored by jack on 02 March 2022, 18:24:49 UTC
update OS note
Tip revision: 13ca3d9
analysis-of-runtime-figure.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## custom & third party\n",
    "from utils import utils, vis\n",
    "# from utils import poly_point_isect as bo   ##bentley-ottmann sweep line\n",
    "import criteria as C\n",
    "\n",
    "\n",
    "## third party\n",
    "import networkx as nx\n",
    "\n",
    "# from PIL import Image\n",
    "from natsort import natsorted\n",
    "\n",
    "\n",
    "## sys\n",
    "import random\n",
    "import time\n",
    "from glob import glob\n",
    "import math\n",
    "\n",
    "## numeric\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import nn, optim\n",
    "import torch.nn.functional as F\n",
    "\n",
    "## vis\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "from mpl_toolkits import mplot3d\n",
    "from matplotlib import collections  as mc\n",
    "from mpl_toolkits.mplot3d.art3d import Line3DCollection\n",
    "\n",
    "## notebook\n",
    "from IPython import display\n",
    "from IPython.display import clear_output\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')\n",
    "device = 'cpu'\n",
    "plt.style.use('ggplot')\n",
    "# plt.style.use('seaborn-colorblind')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import importlib\n",
    "# vis = importlib.reload(vis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## read layouts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.read_gpickle('layouts/balanced_tree_2_10-stress-iter75811.gpickle')\n",
    "pos = {i: G.nodes[i]['pos'] for i in G.nodes}\n",
    "nx.draw_networkx(G, pos, node_size=2, with_labels=False)\n",
    "plt.axis('equal')\n",
    "plt.tick_params(left=True, bottom=True, labelleft=True, labelbottom=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## save runtime fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pylab as plot\n",
    "params = {'legend.fontsize': 10,\n",
    "          'legend.handlelength': 3}\n",
    "plot.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'stress' [0.55590534] 0.7533315882394516\n",
      "'edge_uniformity' [0.83092572] -1.3129291719691745\n",
      "'neighborhood_preseration' [0.54824844] 2.4987593697178454\n",
      "'crossings' [0.6797066] 1.5907903820107059\n",
      "'crossing_angle_maximization' [0.88489446] -0.2823420744704048\n",
      "'aspect_ratio' [0.67961952] -0.9304577172767035\n",
      "aaaa\n",
      "'vertex_resolution' [0.89420913] -0.7254579808155128\n",
      "'gabriel' [0.82398178] 0.13467499123879811\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\n",
    "    'runtime-balanced-tree.csv', \n",
    "#     'runtime-grid.csv', \n",
    "    names=['graph', 'criterion', 'nodeCount', 'iterCount', 'runtime'],\n",
    "    comment='#'\n",
    ")\n",
    "\n",
    "fig = plt.figure(figsize=[10,6])\n",
    "ax = fig.subplots()\n",
    "\n",
    "lineStyles = ['-', '--', '-', '--',':',':','-.','-.'] * 5\n",
    "markerStyles = ['o', 'x', 'D'] * 4\n",
    "colorStyles = ['C0', 'C1', 'C2', 'C3', 'C5'] * 4\n",
    "for ls, ms,cs, [criterionName, d] in zip(\n",
    "    lineStyles, \n",
    "    markerStyles, \n",
    "    colorStyles,\n",
    "    df.groupby('criterion', sort=False)\n",
    "):\n",
    "    criterionName = criterionName.strip()\n",
    "    \n",
    "    if criterionName == 'angular_resolution':\n",
    "        print('aaaa')\n",
    "        continue\n",
    "    x = d.groupby('nodeCount')['nodeCount'].mean()\n",
    "    y = d.groupby('nodeCount')['runtime'].mean()\n",
    "    \n",
    "    lr = LinearRegression().fit(\n",
    "        np.log(x.to_numpy().reshape([-1,1])),\n",
    "        np.log(y.to_numpy())\n",
    "    )\n",
    "    print(repr(criterionName), lr.coef_, lr.intercept_)\n",
    "    \n",
    "    \n",
    "    plt.plot(x, y, lw=2, c=cs, linestyle=ls, marker=ms, label=criterionName)\n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel('#Nodes')\n",
    "plt.ylabel('Runtime (sec)')\n",
    "\n",
    "\n",
    "# ax.set_xscale('log', basex=2)\n",
    "# ax.set_yscale('log', basey=10)\n",
    "\n",
    "# plt.xticks(2**np.arange(4,13))\n",
    "# plt.yticks(10**np.arange(1,5))\n",
    "# plt.title(f'Runtime on Balanced Trees')\n",
    "# plt.savefig(f'runtime-balanced-tree.pdf', bbox_inches='tight')\n",
    "\n",
    "# plt.xticks(2**np.arange(5,13))\n",
    "# plt.yticks(10**np.arange(1,5))\n",
    "# plt.title(f'Runtime on 2D Grids')\n",
    "# plt.savefig(f'runtime-grid.pdf', bbox_inches='tight')\n",
    "\n",
    "# ax.set_yscale('log', basey=2)\n",
    "# plt.axis('equal')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-5.314245317563431"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# from matplotlib.animation import FuncAnimation\n",
    "# from IPython.display import HTML\n",
    "\n",
    "# if type(xPath) == list:\n",
    "#     xPath = np.stack(xPath)\n",
    "    \n",
    "# padding = 0.1\n",
    "\n",
    "# fig, ax = plt.subplots()\n",
    "# scatter = plt.scatter([0], [0], s=10)\n",
    "# lc = mc.LineCollection([], linewidths=1)\n",
    "# ax.add_collection(lc)\n",
    "\n",
    "# xlim = [np.min(xPath[:,:,0]),np.max(xPath[:,:,0])]\n",
    "# ylim = [np.min(xPath[:,:,1]),np.max(xPath[:,:,1])]\n",
    "# xlim = [xlim[0]-padding*(xlim[1]-xlim[0]), xlim[1]+padding*(xlim[1]-xlim[0])]\n",
    "# ylim = [ylim[0]-padding*(ylim[1]-ylim[0]), ylim[1]+padding*(ylim[1]-ylim[0])]\n",
    "# ax.set_xlim(xlim)\n",
    "# ax.set_ylim(ylim)\n",
    "    \n",
    "# def init():\n",
    "#     return scatter,lc\n",
    "\n",
    "# def update(frame):\n",
    "#     xy = xPath[frame]\n",
    "#     scatter.set_offsets(xy)\n",
    "#     segs = [[xy[k2i[k0]], xy[k2i[k1]]] for k0,k1 in G.edges]           \n",
    "#     lc.set_segments(segs)\n",
    "#     return scatter,lc\n",
    "\n",
    "# anim = FuncAnimation(\n",
    "#     fig, \n",
    "#     update, \n",
    "#     frames=range(0,len(xPath),1),\n",
    "#     init_func=init, \n",
    "#     interval=1000.0/20,\n",
    "#     blit=True)\n",
    "\n",
    "# HTML(anim.to_jshtml())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# x = pos.detach().cpu().numpy()\n",
    "# pos_i = {k: x[k2i[k], :2] for k in G.nodes}\n",
    "# vis.plot(G, pos_i, lossHistory, [], i, totalTime, show=True, save=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## animation from image files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create a gif from images in fig/\n",
    "# # \n",
    "# frames = []\n",
    "# imgs = natsorted(glob('fig/*.png'))\n",
    "\n",
    "# for img in imgs:\n",
    "#     new_frame = Image.open(img)\n",
    "#     frames.append(new_frame)\n",
    "\n",
    "# # Save into a GIF file that loops forever\n",
    "# frames[0].save(f'anim-{int(time.time())}.gif', format='GIF',\n",
    "#                append_images=frames[1:],\n",
    "#                save_all=True,\n",
    "#                duration=100, loop=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "pygments_lexer": "ipython3",
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 "nbformat": 4,
 "nbformat_minor": 2
}

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