evolve_ip.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3fe31439",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pycgp import CGP, CGPES, Evaluator, MaskEvaluator\n",
    "from pycgp.ipfunctions import *\n",
    "import pandas as pd\n",
    "import sys\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e96b6b41",
   "metadata": {},
   "source": [
    "# CGP and evolution parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "caa33315",
   "metadata": {},
   "outputs": [],
   "source": [
    "col=30\n",
    "row=1\n",
    "nb_ind=5\n",
    "mutation_rate_nodes=0.15\n",
    "mutation_rate_outputs=0.3\n",
    "n_it=20\n",
    "genome=None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf2d4f0e",
   "metadata": {},
   "source": [
    "# Function lib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "ce00df8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "library = build_funcLib()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86640fa8",
   "metadata": {},
   "source": [
    "# Dataset infos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "031d6c67",
   "metadata": {},
   "outputs": [],
   "source": [
    "dirname = 'datasets/coins/'\n",
    "dataset_name = 'dataset.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3acfa9e8",
   "metadata": {},
   "source": [
    "# Starting evolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "203e79cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        set        input       Label1\n",
      "0  training  coins-1.png  coins-1.roi\n",
      "1  training  coins-2.png  coins-2.zip\n",
      "2  training  coins-3.png  coins-3.zip\n",
      "3  training  coins-4.png  coins-4.png\n",
      "4  training  coins-5.png  coins-5.zip\n",
      "5   testing  coins-6.png  coins-6.zip\n",
      "6   testing  coins-7.png  coins-7.roi\n",
      "['coins-1.png' 'coins-2.png' 'coins-3.png' 'coins-4.png' 'coins-5.png']\n",
      "(7, 3)\n",
      "5\n",
      "datasets/coins/coins-1.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='coins-1',\n",
      "    version=228,\n",
      "    top=19,\n",
      "    left=5,\n",
      "    bottom=61,\n",
      "    right=52,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=102,\n",
      "    rounded_rect_arc_size=-26920,\n",
      "    x1=5.166666507720947,\n",
      "    y1=38.16666793823242,\n",
      "    x2=51.66666793823242,\n",
      "    y2=42.33333206176758,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [47, 23],\n",
      "        [46, 25],\n",
      "        [46, 27],\n",
      "        [45, 29],\n",
      "        [45, 30],\n",
      "        [44, 32],\n",
      "        [43, 34],\n",
      "        [41, 35],\n",
      "        [40, 36],\n",
      "        [39, 38],\n",
      "        [37, 39],\n",
      "        [35, 40],\n",
      "        [33, 40],\n",
      "        [32, 41],\n",
      "        [30, 42],\n",
      "        [28, 42],\n",
      "        [26, 42],\n",
      "        [24, 42],\n",
      "        [22, 42],\n",
      "        [20, 42],\n",
      "        [18, 42],\n",
      "        [16, 41],\n",
      "        [14, 40],\n",
      "        [12, 39],\n",
      "        [10, 38],\n",
      "        [ 9, 37],\n",
      "        [ 7, 36],\n",
      "        [ 6, 35],\n",
      "        [ 4, 33],\n",
      "        [ 3, 32],\n",
      "        [ 2, 30],\n",
      "        [ 2, 28],\n",
      "        [ 1, 26],\n",
      "        [ 0, 25],\n",
      "        [ 0, 23],\n",
      "        [ 0, 21],\n",
      "        [ 0, 19],\n",
      "        [ 0, 17],\n",
      "        [ 1, 16],\n",
      "        [ 1, 14],\n",
      "        [ 2, 12],\n",
      "        [ 3, 11],\n",
      "        [ 4,  9],\n",
      "        [ 5,  8],\n",
      "        [ 7,  6],\n",
      "        [ 8,  5],\n",
      "        [10,  4],\n",
      "        [12,  3],\n",
      "        [13,  2],\n",
      "        [15,  1],\n",
      "        [17,  1],\n",
      "        [19,  0],\n",
      "        [21,  0],\n",
      "        [23,  0],\n",
      "        [25,  0],\n",
      "        [27,  1],\n",
      "        [29,  1],\n",
      "        [31,  2],\n",
      "        [33,  2],\n",
      "        [35,  3],\n",
      "        [37,  4],\n",
      "        [38,  5],\n",
      "        [40,  7],\n",
      "        [41,  8],\n",
      "        [42,  9],\n",
      "        [44, 11],\n",
      "        [44, 13],\n",
      "        [45, 14],\n",
      "        [46, 16],\n",
      "        [46, 18],\n",
      "        [47, 20],\n",
      "        [47, 22]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [51.666668 , 42.333332 ],\n",
      "        [51.414642 , 44.150635 ],\n",
      "        [50.98759  , 45.938255 ],\n",
      "        [50.38876  , 47.68258  ],\n",
      "        [49.622707 , 49.370342 ],\n",
      "        [48.695263 , 50.98869  ],\n",
      "        [47.613487 , 52.52531  ],\n",
      "        [46.385612 , 53.96851  ],\n",
      "        [45.020985 , 55.307304 ],\n",
      "        [43.529987 , 56.531498 ],\n",
      "        [41.923965 , 57.631786 ],\n",
      "        [40.21515  , 58.599785 ],\n",
      "        [38.41654  , 59.42813  ],\n",
      "        [36.54182  , 60.11052  ],\n",
      "        [34.605267 , 60.641758 ],\n",
      "        [32.621613 , 61.017803 ],\n",
      "        [30.605957 , 61.235794 ],\n",
      "        [28.573639 , 61.294067 ],\n",
      "        [26.540129 , 61.192184 ],\n",
      "        [24.520897 , 60.93092  ],\n",
      "        [22.531317 , 60.51226  ],\n",
      "        [20.586527 , 59.939392 ],\n",
      "        [18.701328 , 59.216675 ],\n",
      "        [16.89007  , 58.34961  ],\n",
      "        [15.166536 , 57.3448   ],\n",
      "        [13.543844 , 56.209885 ],\n",
      "        [12.034343 , 54.953503 ],\n",
      "        [10.649521 , 53.585224 ],\n",
      "        [ 9.399918 , 52.11545  ],\n",
      "        [ 8.295043 , 50.555378 ],\n",
      "        [ 7.3433065, 48.916874 ],\n",
      "        [ 6.551951 , 47.21241  ],\n",
      "        [ 5.926999 , 45.454956 ],\n",
      "        [ 5.473207 , 43.65789  ],\n",
      "        [ 5.194029 , 41.83489  ],\n",
      "        [ 5.091589 , 39.999825 ],\n",
      "        [ 5.1666665, 38.166668 ],\n",
      "        [ 5.418691 , 36.34936  ],\n",
      "        [ 5.845744 , 34.561745 ],\n",
      "        [ 6.4445753, 32.817417 ],\n",
      "        [ 7.2106276, 31.129658 ],\n",
      "        [ 8.13807  , 29.511309 ],\n",
      "        [ 9.219846 , 27.974688 ],\n",
      "        [10.447721 , 26.531488 ],\n",
      "        [11.812349 , 25.192696 ],\n",
      "        [13.303348 , 23.968498 ],\n",
      "        [14.909368 , 22.868214 ],\n",
      "        [16.618185 , 21.900215 ],\n",
      "        [18.416798 , 21.071867 ],\n",
      "        [20.291515 , 20.389479 ],\n",
      "        [22.22807  , 19.85824  ],\n",
      "        [24.211721 , 19.482195 ],\n",
      "        [26.227377 , 19.264206 ],\n",
      "        [28.259695 , 19.20593  ],\n",
      "        [30.293207 , 19.307814 ],\n",
      "        [32.312435 , 19.569078 ],\n",
      "        [34.302017 , 19.98774  ],\n",
      "        [36.246807 , 20.560608 ],\n",
      "        [38.132008 , 21.283323 ],\n",
      "        [39.943264 , 22.150387 ],\n",
      "        [41.666798 , 23.155201 ],\n",
      "        [43.28949  , 24.290115 ],\n",
      "        [44.798992 , 25.546495 ],\n",
      "        [46.183815 , 26.914776 ],\n",
      "        [47.43342  , 28.384546 ],\n",
      "        [48.538292 , 29.944622 ],\n",
      "        [49.49003  , 31.583126 ],\n",
      "        [50.281384 , 33.28759  ],\n",
      "        [50.906334 , 35.045044 ],\n",
      "        [51.360126 , 36.842106 ],\n",
      "        [51.639305 , 38.665108 ],\n",
      "        [51.741745 , 40.50017  ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-2/0026-0141.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0026-0141',\n",
      "    version=228,\n",
      "    top=2,\n",
      "    left=116,\n",
      "    bottom=51,\n",
      "    right=167,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=117,\n",
      "    rounded_rect_arc_size=23043,\n",
      "    x1=117.16666412353516,\n",
      "    y1=32.33333206176758,\n",
      "    x2=166.6666717529297,\n",
      "    y2=21.33333396911621,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [51, 19],\n",
      "        [51, 21],\n",
      "        [51, 24],\n",
      "        [51, 26],\n",
      "        [51, 28],\n",
      "        [51, 30],\n",
      "        [50, 32],\n",
      "        [49, 34],\n",
      "        [48, 36],\n",
      "        [47, 38],\n",
      "        [46, 39],\n",
      "        [44, 41],\n",
      "        [43, 43],\n",
      "        [41, 44],\n",
      "        [39, 45],\n",
      "        [37, 46],\n",
      "        [35, 47],\n",
      "        [33, 48],\n",
      "        [31, 49],\n",
      "        [29, 49],\n",
      "        [27, 49],\n",
      "        [25, 49],\n",
      "        [22, 49],\n",
      "        [20, 49],\n",
      "        [18, 48],\n",
      "        [16, 47],\n",
      "        [14, 47],\n",
      "        [12, 45],\n",
      "        [10, 44],\n",
      "        [ 9, 43],\n",
      "        [ 7, 41],\n",
      "        [ 6, 40],\n",
      "        [ 4, 38],\n",
      "        [ 3, 36],\n",
      "        [ 2, 34],\n",
      "        [ 2, 32],\n",
      "        [ 1, 30],\n",
      "        [ 1, 28],\n",
      "        [ 1, 26],\n",
      "        [ 1, 24],\n",
      "        [ 1, 22],\n",
      "        [ 1, 20],\n",
      "        [ 2, 18],\n",
      "        [ 3, 16],\n",
      "        [ 4, 14],\n",
      "        [ 5, 12],\n",
      "        [ 6, 10],\n",
      "        [ 7,  9],\n",
      "        [ 9,  7],\n",
      "        [11,  6],\n",
      "        [12,  4],\n",
      "        [14,  3],\n",
      "        [16,  2],\n",
      "        [19,  2],\n",
      "        [21,  1],\n",
      "        [23,  1],\n",
      "        [25,  1],\n",
      "        [27,  0],\n",
      "        [29,  1],\n",
      "        [32,  1],\n",
      "        [34,  2],\n",
      "        [36,  2],\n",
      "        [38,  3],\n",
      "        [40,  4],\n",
      "        [41,  5],\n",
      "        [43,  7],\n",
      "        [45,  8],\n",
      "        [46, 10],\n",
      "        [47, 12],\n",
      "        [48, 13],\n",
      "        [49, 15],\n",
      "        [50, 17]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [166.66667  ,  21.333334 ],\n",
      "        [167.0319   ,  23.421642 ],\n",
      "        [167.206 ,  25.535915 ],\n",
      "        [167.18762  ,  27.660063 ],\n",
      "        [166.97693  ,  29.777918 ],\n",
      "        [166.5755   ,  31.873363 ],\n",
      "        [165.9864   ,  33.93045  ],\n",
      "        [165.21413  ,  35.933525 ],\n",
      "        [164.26454  ,  37.867344 ],\n",
      "        [163.14488  ,  39.717186 ],\n",
      "        [161.86365  ,  41.46897  ],\n",
      "        [160.43062  ,  43.10937  ],\n",
      "        [158.85667  ,  44.625904 ],\n",
      "        [157.15382  ,  46.007023 ],\n",
      "        [155.33499  ,  47.242218 ],\n",
      "        [153.41405  ,  48.32209  ],\n",
      "        [151.4056   ,  49.23842  ],\n",
      "        [149.32494  ,  49.98423  ],\n",
      "        [147.1879   ,  50.553852 ],\n",
      "        [145.01073  ,  50.942944 ],\n",
      "        [142.81001  ,  51.14855  ],\n",
      "        [140.60251  ,  51.169098 ],\n",
      "        [138.405 ,  51.00444  ],\n",
      "        [136.23422  ,  50.655823 ],\n",
      "        [134.10667  ,  50.125904 ],\n",
      "        [132.03859  ,  49.418713 ],\n",
      "        [130.04567  ,  48.539635 ],\n",
      "        [128.1431   ,  47.495358 ],\n",
      "        [126.345345 ,  46.29383  ],\n",
      "        [124.6661   ,  44.9442   ],\n",
      "        [123.11815  ,  43.45673  ],\n",
      "        [121.713264 ,  41.84275  ],\n",
      "        [120.462135 ,  40.114536 ],\n",
      "        [119.37429  ,  38.285244 ],\n",
      "        [118.45801  ,  36.3688   ],\n",
      "        [117.72026  ,  34.379784 ],\n",
      "        [117.166664 ,  32.333332 ],\n",
      "        [116.80143  ,  30.245024 ],\n",
      "        [116.627335 ,  28.13075  ],\n",
      "        [116.645706 ,  26.006603 ],\n",
      "        [116.85641  ,  23.888746 ],\n",
      "        [117.25783  ,  21.7933   ],\n",
      "        [117.846924 ,  19.736214 ],\n",
      "        [118.6192   ,  17.733139 ],\n",
      "        [119.56879  ,  15.799322 ],\n",
      "        [120.68845  ,  13.949481 ],\n",
      "        [121.96968  ,  12.197694 ],\n",
      "        [123.40271  ,  10.557292 ],\n",
      "        [124.97665  ,   9.040762 ],\n",
      "        [126.67951  ,   7.659643 ],\n",
      "        [128.49834  ,   6.424448 ],\n",
      "        [130.41928  ,   5.344577 ],\n",
      "        [132.42773  ,   4.428248 ],\n",
      "        [134.50839  ,   3.6824355],\n",
      "        [136.64545  ,   3.1128151],\n",
      "        [138.8226   ,   2.7237225],\n",
      "        [141.02332  ,   2.5181184],\n",
      "        [143.23082  ,   2.4975677],\n",
      "        [145.42833  ,   2.662227 ],\n",
      "        [147.59912  ,   3.0108428],\n",
      "        [149.72665  ,   3.5407622],\n",
      "        [151.79475  ,   4.2479525],\n",
      "        [153.78767  ,   5.127031 ],\n",
      "        [155.69025  ,   6.171307 ],\n",
      "        [157.48799  ,   7.372834 ],\n",
      "        [159.16724  ,   8.722467 ],\n",
      "        [160.71518  ,  10.209935 ],\n",
      "        [162.12007  ,  11.823916 ],\n",
      "        [163.3712   ,  13.552129 ],\n",
      "        [164.45903  ,  15.381419 ],\n",
      "        [165.37532  ,  17.297867 ],\n",
      "        [166.11307  ,  19.286882 ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-2/0031-0076.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0031-0076',\n",
      "    version=228,\n",
      "    top=11,\n",
      "    left=57,\n",
      "    bottom=51,\n",
      "    right=96,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=117,\n",
      "    rounded_rect_arc_size=23043,\n",
      "    x1=89.16666412353516,\n",
      "    y1=15.5,\n",
      "    x2=64.16666412353516,\n",
      "    y2=46.66666793823242,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [ 7, 36],\n",
      "        [ 6, 35],\n",
      "        [ 5, 33],\n",
      "        [ 4, 32],\n",
      "        [ 3, 31],\n",
      "        [ 2, 29],\n",
      "        [ 1, 28],\n",
      "        [ 1, 26],\n",
      "        [ 0, 24],\n",
      "        [ 0, 23],\n",
      "        [ 0, 21],\n",
      "        [ 0, 19],\n",
      "        [ 0, 17],\n",
      "        [ 1, 16],\n",
      "        [ 1, 14],\n",
      "        [ 2, 13],\n",
      "        [ 3, 11],\n",
      "        [ 4, 10],\n",
      "        [ 5,  8],\n",
      "        [ 6,  7],\n",
      "        [ 7,  6],\n",
      "        [ 8,  4],\n",
      "        [10,  3],\n",
      "        [11,  3],\n",
      "        [13,  2],\n",
      "        [15,  1],\n",
      "        [16,  1],\n",
      "        [18,  1],\n",
      "        [20,  0],\n",
      "        [21,  0],\n",
      "        [23,  1],\n",
      "        [25,  1],\n",
      "        [26,  1],\n",
      "        [28,  2],\n",
      "        [29,  3],\n",
      "        [31,  4],\n",
      "        [32,  5],\n",
      "        [33,  6],\n",
      "        [35,  7],\n",
      "        [36,  8],\n",
      "        [37, 10],\n",
      "        [37, 11],\n",
      "        [38, 13],\n",
      "        [38, 14],\n",
      "        [39, 16],\n",
      "        [39, 18],\n",
      "        [39, 19],\n",
      "        [39, 21],\n",
      "        [39, 23],\n",
      "        [38, 24],\n",
      "        [38, 26],\n",
      "        [37, 28],\n",
      "        [37, 29],\n",
      "        [36, 31],\n",
      "        [35, 32],\n",
      "        [33, 33],\n",
      "        [32, 35],\n",
      "        [31, 36],\n",
      "        [29, 37],\n",
      "        [28, 38],\n",
      "        [26, 38],\n",
      "        [25, 39],\n",
      "        [23, 39],\n",
      "        [21, 40],\n",
      "        [20, 40],\n",
      "        [18, 40],\n",
      "        [16, 40],\n",
      "        [15, 39],\n",
      "        [13, 39],\n",
      "        [11, 38],\n",
      "        [10, 38],\n",
      "        [ 9, 37]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [64.166664, 46.666668],\n",
      "        [62.912548, 45.563236],\n",
      "        [61.763107, 44.349606],\n",
      "        [60.727093, 43.03501 ],\n",
      "        [59.81239 , 41.629456],\n",
      "        [59.025955, 40.14364 ],\n",
      "        [58.373775, 38.588867],\n",
      "        [57.86082 , 36.976974],\n",
      "        [57.490986, 35.320225],\n",
      "        [57.26709 , 33.631233],\n",
      "        [57.190838, 31.92285 ],\n",
      "        [57.26281 , 30.208076],\n",
      "        [57.482452, 28.499964],\n",
      "        [57.848103, 26.811514],\n",
      "        [58.35697 , 25.155575],\n",
      "        [59.005188, 23.544748],\n",
      "        [59.78782 , 21.991295],\n",
      "        [60.69891 , 20.507038],\n",
      "        [61.731525, 19.103273],\n",
      "        [62.877804, 17.790686],\n",
      "        [64.12903 , 16.57926 ],\n",
      "        [65.47566 , 15.478221],\n",
      "        [66.90748 , 14.495946],\n",
      "        [68.41356 , 13.639911],\n",
      "        [69.98245 , 12.916631],\n",
      "        [71.60222 , 12.331611],\n",
      "        [73.26053 , 11.889301],\n",
      "        [74.94476 , 11.593071],\n",
      "        [76.6421  , 11.445173],\n",
      "        [78.33962 , 11.446734],\n",
      "        [80.024414, 11.597741],\n",
      "        [81.68365 , 11.897045],\n",
      "        [83.3047  , 12.342368],\n",
      "        [84.875244, 12.930322],\n",
      "        [86.3833  , 13.65643 ],\n",
      "        [87.81741 , 14.515168],\n",
      "        [89.166664, 15.5  ],\n",
      "        [90.420784, 16.60343 ],\n",
      "        [91.57022 , 17.817062],\n",
      "        [92.60624 , 19.131657],\n",
      "        [93.52094 , 20.537212],\n",
      "        [94.30738 , 22.02303 ],\n",
      "        [94.95956 , 23.5778  ],\n",
      "        [95.47251 , 25.189693],\n",
      "        [95.84235 , 26.846441],\n",
      "        [96.06624 , 28.535435],\n",
      "        [96.142494, 30.243818],\n",
      "        [96.070526, 31.958591],\n",
      "        [95.850876, 33.666702],\n",
      "        [95.48523 , 35.355156],\n",
      "        [94.97636 , 37.011093],\n",
      "        [94.32814 , 38.62192 ],\n",
      "        [93.54551 , 40.175373],\n",
      "        [92.63442 , 41.65963 ],\n",
      "        [91.60181 , 43.063393],\n",
      "        [90.45553 , 44.375984],\n",
      "        [89.20431 , 45.587406],\n",
      "        [87.857666, 46.688446],\n",
      "        [86.42586 , 47.670723],\n",
      "        [84.91977 , 48.526756],\n",
      "        [83.350876, 49.25004 ],\n",
      "        [81.73111 , 49.835056],\n",
      "        [80.0728  , 50.277367],\n",
      "        [78.388565, 50.573597],\n",
      "        [76.69123 , 50.721493],\n",
      "        [74.993706, 50.719933],\n",
      "        [73.308914, 50.568928],\n",
      "        [71.64968 , 50.269623],\n",
      "        [70.028625, 49.8243  ],\n",
      "        [68.45809 , 49.236347],\n",
      "        [66.95003 , 48.51024 ],\n",
      "        [65.515915, 47.6515  ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-2/0031-0207.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0031-0207',\n",
      "    version=228,\n",
      "    top=12,\n",
      "    left=188,\n",
      "    bottom=51,\n",
      "    right=227,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=124,\n",
      "    rounded_rect_arc_size=5208,\n",
      "    x1=210.5,\n",
      "    y1=12.5,\n",
      "    x2=205.1666717529297,\n",
      "    y2=50.66666793823242,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [17, 39],\n",
      "        [16, 38],\n",
      "        [14, 38],\n",
      "        [12, 37],\n",
      "        [11, 37],\n",
      "        [ 9, 36],\n",
      "        [ 8, 35],\n",
      "        [ 7, 34],\n",
      "        [ 6, 33],\n",
      "        [ 5, 31],\n",
      "        [ 4, 30],\n",
      "        [ 3, 28],\n",
      "        [ 2, 27],\n",
      "        [ 2, 25],\n",
      "        [ 1, 24],\n",
      "        [ 1, 22],\n",
      "        [ 1, 20],\n",
      "        [ 1, 19],\n",
      "        [ 1, 17],\n",
      "        [ 1, 15],\n",
      "        [ 2, 14],\n",
      "        [ 2, 12],\n",
      "        [ 3, 11],\n",
      "        [ 4,  9],\n",
      "        [ 5,  8],\n",
      "        [ 6,  6],\n",
      "        [ 7,  5],\n",
      "        [ 8,  4],\n",
      "        [10,  3],\n",
      "        [11,  2],\n",
      "        [13,  2],\n",
      "        [14,  1],\n",
      "        [16,  1],\n",
      "        [18,  0],\n",
      "        [19,  0],\n",
      "        [21,  0],\n",
      "        [23,  1],\n",
      "        [24,  1],\n",
      "        [26,  1],\n",
      "        [27,  2],\n",
      "        [29,  3],\n",
      "        [30,  3],\n",
      "        [32,  4],\n",
      "        [33,  5],\n",
      "        [34,  7],\n",
      "        [35,  8],\n",
      "        [36,  9],\n",
      "        [37, 11],\n",
      "        [37, 12],\n",
      "        [38, 14],\n",
      "        [38, 16],\n",
      "        [39, 17],\n",
      "        [39, 19],\n",
      "        [39, 21],\n",
      "        [39, 22],\n",
      "        [38, 24],\n",
      "        [38, 25],\n",
      "        [37, 27],\n",
      "        [37, 29],\n",
      "        [36, 30],\n",
      "        [35, 31],\n",
      "        [34, 33],\n",
      "        [33, 34],\n",
      "        [31, 35],\n",
      "        [30, 36],\n",
      "        [28, 37],\n",
      "        [27, 37],\n",
      "        [25, 38],\n",
      "        [24, 38],\n",
      "        [22, 39],\n",
      "        [20, 39],\n",
      "        [19, 39]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [205.16667 ,  50.666668],\n",
      "        [203.53906 ,  50.365196],\n",
      "        [201.94415 ,  49.92078 ],\n",
      "        [200.39404 ,  49.336807],\n",
      "        [198.90056 ,  48.617718],\n",
      "        [197.47507 ,  47.768986],\n",
      "        [196.1284  ,  46.797073],\n",
      "        [194.8708  ,  45.709373],\n",
      "        [193.71188 ,  44.514168],\n",
      "        [192.66042 ,  43.22055 ],\n",
      "        [191.72444 ,  41.838367],\n",
      "        [190.91104 ,  40.378136],\n",
      "        [190.22646 ,  38.85097 ],\n",
      "        [189.67586 ,  37.268494],\n",
      "        [189.26344 ,  35.64275 ],\n",
      "        [188.99236 ,  33.98611 ],\n",
      "        [188.86467 ,  32.311188],\n",
      "        [188.88135 ,  30.630722],\n",
      "        [189.04225 ,  28.957508],\n",
      "        [189.34618 ,  27.30428 ],\n",
      "        [189.7908  ,  25.683615],\n",
      "        [190.37273 ,  24.107851],\n",
      "        [191.08755 ,  22.588982],\n",
      "        [191.92981 ,  21.138563],\n",
      "        [192.89311 ,  19.767635],\n",
      "        [193.97012 ,  18.486633],\n",
      "        [195.15263 ,  17.305304],\n",
      "        [196.43166 ,  16.23264 ],\n",
      "        [197.79744 ,  15.276804],\n",
      "        [199.23962 ,  14.44507 ],\n",
      "        [200.7472  ,  13.74377 ],\n",
      "        [202.3087  ,  13.178238],\n",
      "        [203.91225 ,  12.752781],\n",
      "        [205.54564 ,  12.470635],\n",
      "        [207.19646 ,  12.333949],\n",
      "        [208.8521  ,  12.343762],\n",
      "        [210.5  ,  12.5  ],\n",
      "        [212.12761 ,  12.801474],\n",
      "        [213.72252 ,  13.245889],\n",
      "        [215.27263 ,  13.829863],\n",
      "        [216.76611 ,  14.548951],\n",
      "        [218.1916  ,  15.397681],\n",
      "        [219.53827 ,  16.369595],\n",
      "        [220.79587 ,  17.457293],\n",
      "        [221.95479 ,  18.6525  ],\n",
      "        [223.00626 ,  19.946117],\n",
      "        [223.94223 ,  21.328302],\n",
      "        [224.75563 ,  22.788534],\n",
      "        [225.44022 ,  24.315699],\n",
      "        [225.99081 ,  25.898174],\n",
      "        [226.40323 ,  27.523918],\n",
      "        [226.67432 ,  29.180555],\n",
      "        [226.802   ,  30.85548 ],\n",
      "        [226.78532 ,  32.535946],\n",
      "        [226.62442 ,  34.20916 ],\n",
      "        [226.3205  ,  35.86239 ],\n",
      "        [225.87587 ,  37.483055],\n",
      "        [225.29395 ,  39.058815],\n",
      "        [224.57912 ,  40.577686],\n",
      "        [223.73686 ,  42.028107],\n",
      "        [222.77356 ,  43.399033],\n",
      "        [221.69655 ,  44.680035],\n",
      "        [220.51404 ,  45.861362],\n",
      "        [219.23502 ,  46.93403 ],\n",
      "        [217.86923 ,  47.889862],\n",
      "        [216.42705 ,  48.721596],\n",
      "        [214.91948 ,  49.422897],\n",
      "        [213.35797 ,  49.98843 ],\n",
      "        [211.75443 ,  50.413887],\n",
      "        [210.12103 ,  50.696033],\n",
      "        [208.47021 ,  50.832718],\n",
      "        [206.81458 ,  50.822906]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-2/0034-0024.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0034-0024',\n",
      "    version=228,\n",
      "    top=17,\n",
      "    left=4,\n",
      "    bottom=51,\n",
      "    right=45,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=89,\n",
      "    rounded_rect_arc_size=-2217,\n",
      "    x1=4.5,\n",
      "    y1=33.16666793823242,\n",
      "    x2=44.83333206176758,\n",
      "    y2=35.33333206176758,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [41, 18],\n",
      "        [41, 20],\n",
      "        [40, 21],\n",
      "        [40, 23],\n",
      "        [39, 24],\n",
      "        [39, 25],\n",
      "        [38, 27],\n",
      "        [37, 28],\n",
      "        [36, 29],\n",
      "        [34, 30],\n",
      "        [33, 31],\n",
      "        [31, 32],\n",
      "        [30, 33],\n",
      "        [28, 33],\n",
      "        [27, 34],\n",
      "        [25, 34],\n",
      "        [23, 34],\n",
      "        [22, 34],\n",
      "        [20, 34],\n",
      "        [18, 34],\n",
      "        [16, 34],\n",
      "        [15, 34],\n",
      "        [13, 33],\n",
      "        [11, 32],\n",
      "        [10, 32],\n",
      "        [ 8, 31],\n",
      "        [ 7, 30],\n",
      "        [ 6, 29],\n",
      "        [ 5, 27],\n",
      "        [ 4, 26],\n",
      "        [ 3, 25],\n",
      "        [ 2, 24],\n",
      "        [ 1, 22],\n",
      "        [ 1, 21],\n",
      "        [ 1, 19],\n",
      "        [ 0, 18],\n",
      "        [ 1, 16],\n",
      "        [ 1, 15],\n",
      "        [ 1, 13],\n",
      "        [ 1, 12],\n",
      "        [ 2, 10],\n",
      "        [ 3,  9],\n",
      "        [ 4,  8],\n",
      "        [ 5,  7],\n",
      "        [ 6,  5],\n",
      "        [ 7,  4],\n",
      "        [ 8,  3],\n",
      "        [10,  3],\n",
      "        [11,  2],\n",
      "        [13,  1],\n",
      "        [15,  1],\n",
      "        [16,  0],\n",
      "        [18,  0],\n",
      "        [20,  0],\n",
      "        [22,  0],\n",
      "        [23,  0],\n",
      "        [25,  1],\n",
      "        [27,  1],\n",
      "        [28,  1],\n",
      "        [30,  2],\n",
      "        [32,  3],\n",
      "        [33,  4],\n",
      "        [34,  5],\n",
      "        [36,  6],\n",
      "        [37,  7],\n",
      "        [38,  8],\n",
      "        [39, 10],\n",
      "        [39, 11],\n",
      "        [40, 12],\n",
      "        [40, 14],\n",
      "        [41, 15],\n",
      "        [41, 17]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [44.833332 , 35.333332 ],\n",
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      "        [44.366787 , 38.298504 ],\n",
      "        [43.90744  , 39.740475 ],\n",
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      "        [42.554058 , 42.488407 ],\n",
      "        [41.670322 , 43.77345  ],\n",
      "        [40.657177 , 44.986015 ],\n",
      "        [39.522335 , 46.116875 ],\n",
      "        [38.27443  , 47.157417 ],\n",
      "        [36.922966 , 48.099728 ],\n",
      "        [35.47822  , 48.936634 ],\n",
      "        [33.951195 , 49.661766 ],\n",
      "        [32.353504 , 50.269608 ],\n",
      "        [30.697317 , 50.755527 ],\n",
      "        [28.995232 , 51.11583  ],\n",
      "        [27.260202 , 51.347775 ],\n",
      "        [25.505436 , 51.449593 ],\n",
      "        [23.744284 , 51.420513 ],\n",
      "        [21.990154 , 51.260757 ],\n",
      "        [20.256392 , 50.971535 ],\n",
      "        [18.556196 , 50.555054 ],\n",
      "        [16.902504 , 50.014484 ],\n",
      "        [15.307902 , 49.353935 ],\n",
      "        [13.784527 , 48.578434 ],\n",
      "        [12.34397  , 47.693886 ],\n",
      "        [10.997197 , 46.707024 ],\n",
      "        [ 9.754457 , 45.625355 ],\n",
      "        [ 8.625208 , 44.45711  ],\n",
      "        [ 7.6180434, 43.21119  ],\n",
      "        [ 6.7406297, 41.897064 ],\n",
      "        [ 5.999644 , 40.52474  ],\n",
      "        [ 5.4007254, 39.104664 ],\n",
      "        [ 4.9484324, 37.647636 ],\n",
      "        [ 4.646207 , 36.164753 ],\n",
      "        [ 4.4963493, 34.667297 ],\n",
      "        [ 4.5   , 33.166668 ],\n",
      "        [ 4.657131 , 31.674282 ],\n",
      "        [ 4.966547 , 30.201498 ],\n",
      "        [ 5.425893 , 28.759525 ],\n",
      "        [ 6.031672 , 27.359339 ],\n",
      "        [ 6.7792754, 26.011595 ],\n",
      "        [ 7.663012 , 24.726551 ],\n",
      "        [ 8.676157 , 23.513985 ],\n",
      "        [ 9.811 , 22.383127 ],\n",
      "        [11.058903 , 21.342583 ],\n",
      "        [12.410369 , 20.400272 ],\n",
      "        [13.855113 , 19.563366 ],\n",
      "        [15.38214  , 18.838234 ],\n",
      "        [16.979828 , 18.230394 ],\n",
      "        [18.636017 , 17.744474 ],\n",
      "        [20.338102 , 17.384172 ],\n",
      "        [22.073132 , 17.152227 ],\n",
      "        [23.827898 , 17.050407 ],\n",
      "        [25.589048 , 17.079489 ],\n",
      "        [27.34318  , 17.239246 ],\n",
      "        [29.07694  , 17.528465 ],\n",
      "        [30.777138 , 17.944946 ],\n",
      "        [32.43083  , 18.485518 ],\n",
      "        [34.02543  , 19.146067 ],\n",
      "        [35.548805 , 19.921566 ],\n",
      "        [36.989365 , 20.806114 ],\n",
      "        [38.336136 , 21.792978 ],\n",
      "        [39.578876 , 22.874647 ],\n",
      "        [40.708126 , 24.042889 ],\n",
      "        [41.71529  , 25.288813 ],\n",
      "        [42.592705 , 26.602938 ],\n",
      "        [43.33369  , 27.975262 ],\n",
      "        [43.93261  , 29.39534  ],\n",
      "        [44.3849   , 30.852364 ],\n",
      "        [44.687126 , 32.335247 ],\n",
      "        [44.836983 , 33.832703 ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-3/0027-0033.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0027-0033',\n",
      "    version=228,\n",
      "    top=7,\n",
      "    left=15,\n",
      "    bottom=48,\n",
      "    right=52,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=95,\n",
      "    rounded_rect_arc_size=23193,\n",
      "    x1=28.5,\n",
      "    y1=7.75,\n",
      "    x2=39.25,\n",
      "    y2=47.75,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [24, 41],\n",
      "        [23, 41],\n",
      "        [21, 41],\n",
      "        [20, 41],\n",
      "        [18, 41],\n",
      "        [16, 41],\n",
      "        [15, 40],\n",
      "        [13, 40],\n",
      "        [12, 39],\n",
      "        [10, 38],\n",
      "        [ 9, 37],\n",
      "        [ 8, 36],\n",
      "        [ 6, 35],\n",
      "        [ 5, 33],\n",
      "        [ 4, 32],\n",
      "        [ 3, 30],\n",
      "        [ 3, 29],\n",
      "        [ 2, 27],\n",
      "        [ 1, 25],\n",
      "        [ 1, 24],\n",
      "        [ 1, 22],\n",
      "        [ 1, 20],\n",
      "        [ 1, 18],\n",
      "        [ 1, 17],\n",
      "        [ 1, 15],\n",
      "        [ 1, 13],\n",
      "        [ 2, 11],\n",
      "        [ 3, 10],\n",
      "        [ 4,  8],\n",
      "        [ 4,  7],\n",
      "        [ 5,  6],\n",
      "        [ 7,  5],\n",
      "        [ 8,  4],\n",
      "        [ 9,  3],\n",
      "        [11,  2],\n",
      "        [12,  1],\n",
      "        [14,  1],\n",
      "        [15,  0],\n",
      "        [17,  0],\n",
      "        [18,  0],\n",
      "        [20,  0],\n",
      "        [21,  1],\n",
      "        [23,  1],\n",
      "        [24,  2],\n",
      "        [26,  2],\n",
      "        [27,  3],\n",
      "        [29,  4],\n",
      "        [30,  5],\n",
      "        [31,  7],\n",
      "        [32,  8],\n",
      "        [33, 10],\n",
      "        [34, 11],\n",
      "        [35, 13],\n",
      "        [36, 14],\n",
      "        [36, 16],\n",
      "        [37, 18],\n",
      "        [37, 20],\n",
      "        [37, 21],\n",
      "        [37, 23],\n",
      "        [37, 25],\n",
      "        [37, 27],\n",
      "        [36, 28],\n",
      "        [36, 30],\n",
      "        [35, 32],\n",
      "        [34, 33],\n",
      "        [33, 34],\n",
      "        [32, 36],\n",
      "        [31, 37],\n",
      "        [30, 38],\n",
      "        [29, 39],\n",
      "        [27, 40],\n",
      "        [26, 40]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [39.25  , 47.75  ],\n",
      "        [37.70872  , 48.082615 ],\n",
      "        [36.138264 , 48.260487 ],\n",
      "        [34.550583 , 48.282265 ],\n",
      "        [32.95776  , 48.147778 ],\n",
      "        [31.371918 , 47.858047 ],\n",
      "        [29.805124 , 47.415287 ],\n",
      "        [28.269306 , 46.82286  ],\n",
      "        [26.776152 , 46.08528  ],\n",
      "        [25.337023 , 45.208157 ],\n",
      "        [23.962873 , 44.198162 ],\n",
      "        [22.664162 , 43.062992 ],\n",
      "        [21.45077  , 41.81128  ],\n",
      "        [20.331934 , 40.45255  ],\n",
      "        [19.31617  , 38.997147 ],\n",
      "        [18.411207 , 37.456146 ],\n",
      "        [17.623934 , 35.841278 ],\n",
      "        [16.96034  , 34.16483  ],\n",
      "        [16.425476 , 32.43956  ],\n",
      "        [16.023415 , 30.678598 ],\n",
      "        [15.7572155, 28.895351 ],\n",
      "        [15.628902 , 27.103386 ],\n",
      "        [15.639454 , 25.316341 ],\n",
      "        [15.788788 , 23.54782  ],\n",
      "        [16.07577  , 21.811277 ],\n",
      "        [16.498215 , 20.119934 ],\n",
      "        [17.052906 , 18.486658 ],\n",
      "        [17.735624 , 16.923883 ],\n",
      "        [18.541174 , 15.443501 ],\n",
      "        [19.463423 , 14.05678  ],\n",
      "        [20.495352 , 12.774272 ],\n",
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      "        [24.16688  ,  9.64523  ],\n",
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      "        [28.5   ,  7.75  ],\n",
      "        [30.041279 ,  7.417384 ],\n",
      "        [31.611736 ,  7.2395115],\n",
      "        [33.199417 ,  7.2177362],\n",
      "        [34.79224  ,  7.352224 ],\n",
      "        [36.378082 ,  7.641951 ],\n",
      "        [37.944874 ,  8.084712 ],\n",
      "        [39.480694 ,  8.677138 ],\n",
      "        [40.973846 ,  9.414721 ],\n",
      "        [42.412975 , 10.291845 ],\n",
      "        [43.78713  , 11.301837 ],\n",
      "        [45.08584  , 12.437009 ],\n",
      "        [46.29923  , 13.688723 ],\n",
      "        [47.418064 , 15.047451 ],\n",
      "        [48.43383  , 16.502853 ],\n",
      "        [49.33879  , 18.043852 ],\n",
      "        [50.12607  , 19.658722 ],\n",
      "        [50.78966  , 21.33517  ],\n",
      "        [51.324524 , 23.06044  ],\n",
      "        [51.726585 , 24.821402 ],\n",
      "        [51.992786 , 26.604649 ],\n",
      "        [52.121098 , 28.396614 ],\n",
      "        [52.110546 , 30.183659 ],\n",
      "        [51.961212 , 31.95218  ],\n",
      "        [51.67423  , 33.68872  ],\n",
      "        [51.251785 , 35.380066 ],\n",
      "        [50.697094 , 37.01334  ],\n",
      "        [50.014374 , 38.576115 ],\n",
      "        [49.208828 , 40.0565   ],\n",
      "        [48.28658  , 41.443222 ],\n",
      "        [47.254646 , 42.725727 ],\n",
      "        [46.12089  , 43.894264 ],\n",
      "        [44.893936 , 44.93993  ],\n",
      "        [43.58312  , 45.85477  ],\n",
      "        [42.198418 , 46.63182  ],\n",
      "        [40.750374 , 47.26517  ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-3/0090-0036.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0090-0036',\n",
      "    version=228,\n",
      "    top=62,\n",
      "    left=8,\n",
      "    bottom=119,\n",
      "    right=65,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=118,\n",
      "    rounded_rect_arc_size=-8575,\n",
      "    x1=51.25,\n",
      "    y1=65.75,\n",
      "    x2=22.25,\n",
      "    y2=115.25,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [14, 53],\n",
      "        [12, 52],\n",
      "        [10, 50],\n",
      "        [ 9, 49],\n",
      "        [ 7, 47],\n",
      "        [ 6, 45],\n",
      "        [ 4, 43],\n",
      "        [ 3, 41],\n",
      "        [ 2, 38],\n",
      "        [ 2, 36],\n",
      "        [ 1, 34],\n",
      "        [ 1, 31],\n",
      "        [ 1, 29],\n",
      "        [ 1, 26],\n",
      "        [ 1, 24],\n",
      "        [ 2, 21],\n",
      "        [ 3, 19],\n",
      "        [ 4, 17],\n",
      "        [ 5, 15],\n",
      "        [ 6, 12],\n",
      "        [ 8, 10],\n",
      "        [ 9,  9],\n",
      "        [11,  7],\n",
      "        [13,  5],\n",
      "        [15,  4],\n",
      "        [18,  3],\n",
      "        [20,  2],\n",
      "        [22,  1],\n",
      "        [25,  1],\n",
      "        [27,  0],\n",
      "        [29,  0],\n",
      "        [32,  0],\n",
      "        [34,  0],\n",
      "        [37,  1],\n",
      "        [39,  2],\n",
      "        [41,  3],\n",
      "        [43,  4],\n",
      "        [45,  5],\n",
      "        [47,  7],\n",
      "        [49,  8],\n",
      "        [51, 10],\n",
      "        [52, 12],\n",
      "        [53, 14],\n",
      "        [54, 16],\n",
      "        [55, 19],\n",
      "        [56, 21],\n",
      "        [56, 23],\n",
      "        [57, 26],\n",
      "        [57, 28],\n",
      "        [57, 31],\n",
      "        [56, 33],\n",
      "        [56, 36],\n",
      "        [55, 38],\n",
      "        [54, 40],\n",
      "        [53, 42],\n",
      "        [51, 45],\n",
      "        [50, 47],\n",
      "        [48, 48],\n",
      "        [46, 50],\n",
      "        [44, 52],\n",
      "        [42, 53],\n",
      "        [40, 54],\n",
      "        [38, 55],\n",
      "        [35, 56],\n",
      "        [33, 56],\n",
      "        [31, 57],\n",
      "        [28, 57],\n",
      "        [26, 57],\n",
      "        [23, 57],\n",
      "        [21, 56],\n",
      "        [19, 55],\n",
      "        [16, 54]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [ 22.25 , 115.25 ],\n",
      "        [ 20.22501 , 113.93713 ],\n",
      "        [ 18.325787, 112.4459  ],\n",
      "        [ 16.566782, 110.78764 ],\n",
      "        [ 14.961383, 108.97498 ],\n",
      "        [ 13.521809, 107.02172 ],\n",
      "        [ 12.259015, 104.94272 ],\n",
      "        [ 11.182612, 102.75379 ],\n",
      "        [ 10.300794, 100.47161 ],\n",
      "        [  9.62027 ,  98.11354 ],\n",
      "        [  9.146218,  95.69753 ],\n",
      "        [  8.882249,  93.24196 ],\n",
      "        [  8.83037 ,  90.76552 ],\n",
      "        [  8.990976,  88.28706 ],\n",
      "        [  9.362845,  85.82544 ],\n",
      "        [  9.943147,  83.3994  ],\n",
      "        [ 10.727466,  81.0274  ],\n",
      "        [ 11.70983 ,  78.72749 ],\n",
      "        [ 12.882767,  76.51717 ],\n",
      "        [ 14.237348,  74.413284],\n",
      "        [ 15.763263,  72.431816],\n",
      "        [ 17.4489  ,  70.58786 ],\n",
      "        [ 19.28143 ,  68.89545 ],\n",
      "        [ 21.246906,  67.367455],\n",
      "        [ 23.33037 ,  66.01552 ],\n",
      "        [ 25.515966,  64.84992 ],\n",
      "        [ 27.78706 ,  63.879543],\n",
      "        [ 30.126366,  63.11176 ],\n",
      "        [ 32.516083,  62.552414],\n",
      "        [ 34.938023,  62.20577 ],\n",
      "        [ 37.373753,  62.07446 ],\n",
      "        [ 39.804733,  62.159485],\n",
      "        [ 42.212467,  62.4602  ],\n",
      "        [ 44.57863 ,  62.974316],\n",
      "        [ 46.885212,  63.697918],\n",
      "        [ 49.11466 ,  64.625496],\n",
      "        [ 51.25 ,  65.75 ],\n",
      "        [ 53.27499 ,  67.06287 ],\n",
      "        [ 55.174213,  68.5541  ],\n",
      "        [ 56.93322 ,  70.21236 ],\n",
      "        [ 58.538616,  72.02502 ],\n",
      "        [ 59.97819 ,  73.97828 ],\n",
      "        [ 61.240986,  76.05728 ],\n",
      "        [ 62.317387,  78.24621 ],\n",
      "        [ 63.199207,  80.52839 ],\n",
      "        [ 63.87973 ,  82.88646 ],\n",
      "        [ 64.35378 ,  85.30247 ],\n",
      "        [ 64.61775 ,  87.75804 ],\n",
      "        [ 64.66963 ,  90.23448 ],\n",
      "        [ 64.509026,  92.71294 ],\n",
      "        [ 64.13715 ,  95.17456 ],\n",
      "        [ 63.556854,  97.6006  ],\n",
      "        [ 62.772533,  99.9726  ],\n",
      "        [ 61.79017 , 102.27251 ],\n",
      "        [ 60.617233, 104.48283 ],\n",
      "        [ 59.262653, 106.586716],\n",
      "        [ 57.736736, 108.568184],\n",
      "        [ 56.0511  , 110.41214 ],\n",
      "        [ 54.21857 , 112.10455 ],\n",
      "        [ 52.253094, 113.632545],\n",
      "        [ 50.169632, 114.98448 ],\n",
      "        [ 47.984035, 116.15008 ],\n",
      "        [ 45.71294 , 117.12046 ],\n",
      "        [ 43.373634, 117.888245],\n",
      "        [ 40.983917, 118.447586],\n",
      "        [ 38.561977, 118.79423 ],\n",
      "        [ 36.126247, 118.92554 ],\n",
      "        [ 33.695267, 118.840515],\n",
      "        [ 31.28753 , 118.5398  ],\n",
      "        [ 28.92137 , 118.02569 ],\n",
      "        [ 26.61479 , 117.302086],\n",
      "        [ 24.385344, 116.374504]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-3/0096-0104.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0096-0104',\n",
      "    version=228,\n",
      "    top=75,\n",
      "    left=83,\n",
      "    bottom=118,\n",
      "    right=125,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=118,\n",
      "    rounded_rect_arc_size=-8575,\n",
      "    x1=104.5,\n",
      "    y1=75.0,\n",
      "    x2=103.75,\n",
      "    y2=117.5,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [21, 43],\n",
      "        [19, 42],\n",
      "        [17, 42],\n",
      "        [15, 42],\n",
      "        [14, 41],\n",
      "        [12, 40],\n",
      "        [11, 39],\n",
      "        [ 9, 38],\n",
      "        [ 8, 37],\n",
      "        [ 6, 36],\n",
      "        [ 5, 35],\n",
      "        [ 4, 33],\n",
      "        [ 3, 32],\n",
      "        [ 2, 30],\n",
      "        [ 2, 28],\n",
      "        [ 1, 26],\n",
      "        [ 1, 25],\n",
      "        [ 1, 23],\n",
      "        [ 1, 21],\n",
      "        [ 1, 19],\n",
      "        [ 1, 17],\n",
      "        [ 1, 15],\n",
      "        [ 2, 14],\n",
      "        [ 3, 12],\n",
      "        [ 4, 10],\n",
      "        [ 5,  9],\n",
      "        [ 6,  7],\n",
      "        [ 7,  6],\n",
      "        [ 8,  5],\n",
      "        [10,  4],\n",
      "        [11,  3],\n",
      "        [13,  2],\n",
      "        [14,  1],\n",
      "        [16,  1],\n",
      "        [18,  0],\n",
      "        [20,  0],\n",
      "        [22,  0],\n",
      "        [23,  0],\n",
      "        [25,  0],\n",
      "        [27,  1],\n",
      "        [28,  1],\n",
      "        [30,  2],\n",
      "        [32,  3],\n",
      "        [33,  4],\n",
      "        [35,  5],\n",
      "        [36,  6],\n",
      "        [37,  8],\n",
      "        [38,  9],\n",
      "        [39, 11],\n",
      "        [40, 13],\n",
      "        [41, 14],\n",
      "        [41, 16],\n",
      "        [41, 18],\n",
      "        [42, 20],\n",
      "        [42, 22],\n",
      "        [42, 23],\n",
      "        [41, 25],\n",
      "        [41, 27],\n",
      "        [40, 29],\n",
      "        [40, 31],\n",
      "        [39, 32],\n",
      "        [38, 34],\n",
      "        [37, 35],\n",
      "        [35, 37],\n",
      "        [34, 38],\n",
      "        [33, 39],\n",
      "        [31, 40],\n",
      "        [29, 41],\n",
      "        [28, 41],\n",
      "        [26, 42],\n",
      "        [24, 42],\n",
      "        [23, 42]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [103.75 , 117.5  ],\n",
      "        [101.96542 , 117.38762 ],\n",
      "        [100.19729 , 117.11437 ],\n",
      "        [ 98.45904 , 116.68233 ],\n",
      "        [ 96.763916, 116.09479 ],\n",
      "        [ 95.12481 , 115.35621 ],\n",
      "        [ 93.55421 , 114.47223 ],\n",
      "        [ 92.06405 , 113.44956 ],\n",
      "        [ 90.66569 , 112.296   ],\n",
      "        [ 89.36975 , 111.02031 ],\n",
      "        [ 88.18612 , 109.63222 ],\n",
      "        [ 87.12379 , 108.14227 ],\n",
      "        [ 86.19085 , 106.56182 ],\n",
      "        [ 85.394394, 104.90289 ],\n",
      "        [ 84.74049 , 103.17811 ],\n",
      "        [ 84.23412 , 101.400604],\n",
      "        [ 83.879135,  99.58389 ],\n",
      "        [ 83.67822 ,  97.74181 ],\n",
      "        [ 83.632935,  95.888374],\n",
      "        [ 83.74359 ,  94.03769 ],\n",
      "        [ 84.00937 ,  92.20384 ],\n",
      "        [ 84.42824 ,  90.400795],\n",
      "        [ 84.99701 ,  88.64226 ],\n",
      "        [ 85.71136 ,  86.94162 ],\n",
      "        [ 86.56585 ,  85.31182 ],\n",
      "        [ 87.55397 ,  83.765274],\n",
      "        [ 88.66821 ,  82.31374 ],\n",
      "        [ 89.900085,  80.96828 ],\n",
      "        [ 91.24022 ,  79.739105],\n",
      "        [ 92.67841 ,  78.6356  ],\n",
      "        [ 94.20373 ,  77.666145],\n",
      "        [ 95.80454 ,  76.83813 ],\n",
      "        [ 97.46868 ,  76.15785 ],\n",
      "        [ 99.18349 ,  75.63048 ],\n",
      "        [100.93589 ,  75.26004 ],\n",
      "        [102.71257 ,  75.04935 ],\n",
      "        [104.5  ,  75.   ],\n",
      "        [106.28458 ,  75.11238 ],\n",
      "        [108.05271 ,  75.38563 ],\n",
      "        [109.79096 ,  75.81767 ],\n",
      "        [111.486084,  76.40521 ],\n",
      "        [113.12519 ,  77.14379 ],\n",
      "        [114.69579 ,  78.02777 ],\n",
      "        [116.18595 ,  79.05044 ],\n",
      "        [117.58431 ,  80.204   ],\n",
      "        [118.88025 ,  81.47969 ],\n",
      "        [120.06388 ,  82.86778 ],\n",
      "        [121.12621 ,  84.35773 ],\n",
      "        [122.05915 ,  85.93818 ],\n",
      "        [122.855606,  87.59711 ],\n",
      "        [123.50951 ,  89.32189 ],\n",
      "        [124.01588 ,  91.099396],\n",
      "        [124.370865,  92.91611 ],\n",
      "        [124.57178 ,  94.75819 ],\n",
      "        [124.617065,  96.611626],\n",
      "        [124.50641 ,  98.46231 ],\n",
      "        [124.24063 , 100.29616 ],\n",
      "        [123.82176 , 102.099205],\n",
      "        [123.25299 , 103.85774 ],\n",
      "        [122.53864 , 105.55838 ],\n",
      "        [121.68415 , 107.18818 ],\n",
      "        [120.69603 , 108.734726],\n",
      "        [119.58179 , 110.18626 ],\n",
      "        [118.349915, 111.53172 ],\n",
      "        [117.00978 , 112.760895],\n",
      "        [115.57159 , 113.8644  ],\n",
      "        [114.04627 , 114.833855],\n",
      "        [112.44546 , 115.66187 ],\n",
      "        [110.78132 , 116.34215 ],\n",
      "        [109.06651 , 116.86952 ],\n",
      "        [107.31411 , 117.23996 ],\n",
      "        [105.53743 , 117.45065 ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-3/0025-0091.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0025-0091',\n",
      "    version=228,\n",
      "    top=4,\n",
      "    left=70,\n",
      "    bottom=47,\n",
      "    right=113,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=124,\n",
      "    rounded_rect_arc_size=5208,\n",
      "    x1=86.5,\n",
      "    y1=5.0,\n",
      "    x2=97.25,\n",
      "    y2=46.75,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [27, 43],\n",
      "        [25, 43],\n",
      "        [24, 43],\n",
      "        [22, 43],\n",
      "        [20, 43],\n",
      "        [18, 43],\n",
      "        [16, 43],\n",
      "        [14, 42],\n",
      "        [13, 41],\n",
      "        [11, 40],\n",
      "        [10, 39],\n",
      "        [ 8, 38],\n",
      "        [ 7, 37],\n",
      "        [ 6, 35],\n",
      "        [ 4, 34],\n",
      "        [ 3, 32],\n",
      "        [ 3, 31],\n",
      "        [ 2, 29],\n",
      "        [ 1, 27],\n",
      "        [ 1, 25],\n",
      "        [ 1, 23],\n",
      "        [ 1, 22],\n",
      "        [ 1, 20],\n",
      "        [ 1, 18],\n",
      "        [ 1, 16],\n",
      "        [ 2, 14],\n",
      "        [ 3, 13],\n",
      "        [ 4, 11],\n",
      "        [ 5,  9],\n",
      "        [ 6,  8],\n",
      "        [ 7,  6],\n",
      "        [ 8,  5],\n",
      "        [10,  4],\n",
      "        [11,  3],\n",
      "        [13,  2],\n",
      "        [15,  2],\n",
      "        [17,  1],\n",
      "        [18,  1],\n",
      "        [20,  0],\n",
      "        [22,  0],\n",
      "        [24,  0],\n",
      "        [26,  1],\n",
      "        [27,  1],\n",
      "        [29,  2],\n",
      "        [31,  2],\n",
      "        [33,  3],\n",
      "        [34,  4],\n",
      "        [36,  6],\n",
      "        [37,  7],\n",
      "        [38,  8],\n",
      "        [39, 10],\n",
      "        [40, 11],\n",
      "        [41, 13],\n",
      "        [42, 15],\n",
      "        [42, 17],\n",
      "        [43, 18],\n",
      "        [43, 20],\n",
      "        [43, 22],\n",
      "        [43, 24],\n",
      "        [43, 26],\n",
      "        [42, 28],\n",
      "        [42, 30],\n",
      "        [41, 31],\n",
      "        [40, 33],\n",
      "        [39, 34],\n",
      "        [38, 36],\n",
      "        [37, 37],\n",
      "        [35, 39],\n",
      "        [34, 40],\n",
      "        [32, 41],\n",
      "        [31, 42],\n",
      "        [29, 42]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [ 97.25  ,  46.75  ],\n",
      "        [ 95.438034 ,  47.13185  ],\n",
      "        [ 93.59895  ,  47.351925 ],\n",
      "        [ 91.74675  ,  47.40855  ],\n",
      "        [ 89.895515 ,  47.30129  ],\n",
      "        [ 88.05936  ,  47.03096  ],\n",
      "        [ 86.252235 ,  46.59962  ],\n",
      "        [ 84.4879   ,  46.01056  ],\n",
      "        [ 82.77979  ,  45.26825  ],\n",
      "        [ 81.1409   ,  44.378345 ],\n",
      "        [ 79.5837   ,  43.347622 ],\n",
      "        [ 78.12005  ,  42.18392  ],\n",
      "        [ 76.76108  ,  40.8961   ],\n",
      "        [ 75.517136 ,  39.493958 ],\n",
      "        [ 74.39769  ,  37.988167 ],\n",
      "        [ 73.41125  ,  36.390186 ],\n",
      "        [ 72.56533  ,  34.71218  ],\n",
      "        [ 71.86637  ,  32.96692  ],\n",
      "        [ 71.319695 ,  31.167685 ],\n",
      "        [ 70.92945  ,  29.328167 ],\n",
      "        [ 70.698616 ,  27.46237  ],\n",
      "        [ 70.628944 ,  25.584494 ],\n",
      "        [ 70.72097  ,  23.708826 ],\n",
      "        [ 70.97399  ,  21.849644 ],\n",
      "        [ 71.38608  ,  20.0211   ],\n",
      "        [ 71.9541   ,  18.237104 ],\n",
      "        [ 72.67374  ,  16.51124  ],\n",
      "        [ 73.539505 ,  14.856639 ],\n",
      "        [ 74.544815 ,  13.285894 ],\n",
      "        [ 75.682014 ,  11.81096  ],\n",
      "        [ 76.94246  ,  10.443062 ],\n",
      "        [ 78.31654  ,   9.19261  ],\n",
      "        [ 79.79382  ,   8.069121 ],\n",
      "        [ 81.363045 ,   7.081146 ],\n",
      "        [ 83.01227  ,   6.236203 ],\n",
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      "        [ 92.00325  ,   4.3414507],\n",
      "        [ 93.854485 ,   4.448712 ],\n",
      "        [ 95.69064  ,   4.71904  ],\n",
      "        [ 97.497765 ,   5.1503778],\n",
      "        [ 99.2621   ,   5.7394423],\n",
      "        [100.97021  ,   6.4817505],\n",
      "        [102.6091   ,   7.371653 ],\n",
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      "        [105.62995  ,   9.566079 ],\n",
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      "        [109.35231  ,  13.761833 ],\n",
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      "        [113.051384 ,  24.28763  ],\n",
      "        [113.121056 ,  26.165506 ],\n",
      "        [113.02903  ,  28.041174 ],\n",
      "        [112.77601  ,  29.900356 ],\n",
      "        [112.36392  ,  31.7289   ],\n",
      "        [111.7959   ,  33.512894 ],\n",
      "        [111.07626  ,  35.23876  ],\n",
      "        [110.210495 ,  36.89336  ],\n",
      "        [109.205185 ,  38.464108 ],\n",
      "        [108.067986 ,  39.93904  ],\n",
      "        [106.80754  ,  41.30694  ],\n",
      "        [105.43346  ,  42.55739  ],\n",
      "        [103.95618  ,  43.680878 ],\n",
      "        [102.386955 ,  44.668854 ],\n",
      "        [100.73773  ,  45.513798 ],\n",
      "        [ 99.02106  ,  46.20928  ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-5/0126-0102.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0126-0102',\n",
      "    version=228,\n",
      "    top=107,\n",
      "    left=83,\n",
      "    bottom=145,\n",
      "    right=121,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=109,\n",
      "    rounded_rect_arc_size=-16387,\n",
      "    x1=91.25,\n",
      "    y1=142.25,\n",
      "    x2=113.5,\n",
      "    y2=110.5,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [31,  4],\n",
      "        [32,  4],\n",
      "        [33,  6],\n",
      "        [34,  7],\n",
      "        [35,  8],\n",
      "        [36,  9],\n",
      "        [36, 11],\n",
      "        [37, 12],\n",
      "        [37, 14],\n",
      "        [38, 15],\n",
      "        [38, 17],\n",
      "        [38, 19],\n",
      "        [38, 20],\n",
      "        [37, 22],\n",
      "        [37, 24],\n",
      "        [36, 25],\n",
      "        [36, 27],\n",
      "        [35, 28],\n",
      "        [34, 30],\n",
      "        [33, 31],\n",
      "        [32, 32],\n",
      "        [31, 33],\n",
      "        [29, 35],\n",
      "        [28, 35],\n",
      "        [27, 36],\n",
      "        [25, 37],\n",
      "        [24, 37],\n",
      "        [22, 38],\n",
      "        [20, 38],\n",
      "        [19, 38],\n",
      "        [17, 38],\n",
      "        [16, 38],\n",
      "        [14, 38],\n",
      "        [12, 37],\n",
      "        [11, 37],\n",
      "        [10, 36],\n",
      "        [ 8, 35],\n",
      "        [ 7, 34],\n",
      "        [ 6, 33],\n",
      "        [ 5, 32],\n",
      "        [ 4, 31],\n",
      "        [ 3, 29],\n",
      "        [ 2, 28],\n",
      "        [ 2, 26],\n",
      "        [ 1, 25],\n",
      "        [ 1, 23],\n",
      "        [ 1, 22],\n",
      "        [ 1, 20],\n",
      "        [ 1, 18],\n",
      "        [ 1, 17],\n",
      "        [ 2, 15],\n",
      "        [ 2, 14],\n",
      "        [ 3, 12],\n",
      "        [ 4, 10],\n",
      "        [ 5,  9],\n",
      "        [ 6,  8],\n",
      "        [ 7,  6],\n",
      "        [ 8,  5],\n",
      "        [ 9,  4],\n",
      "        [11,  3],\n",
      "        [12,  2],\n",
      "        [14,  2],\n",
      "        [15,  1],\n",
      "        [17,  1],\n",
      "        [18,  1],\n",
      "        [20,  0],\n",
      "        [22,  0],\n",
      "        [23,  1],\n",
      "        [25,  1],\n",
      "        [26,  1],\n",
      "        [28,  2],\n",
      "        [29,  3]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [113.5  , 110.5  ],\n",
      "        [114.74263 , 111.46089 ],\n",
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      "        [116.93677 , 113.71502 ],\n",
      "        [117.87158 , 114.9911  ],\n",
      "        [118.68845 , 116.35381 ],\n",
      "        [119.38117 , 117.7928  ],\n",
      "        [119.944466, 119.2971  ],\n",
      "        [120.37405 , 120.85526 ],\n",
      "        [120.66664 , 122.455444],\n",
      "        [120.82002 , 124.08545 ],\n",
      "        [120.83303 , 125.73288 ],\n",
      "        [120.70556 , 127.38519 ],\n",
      "        [120.43858 , 129.02982 ],\n",
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      "        [118.82613 , 133.79327 ],\n",
      "        [118.03179 , 135.284   ],\n",
      "        [117.118286, 136.70691 ],\n",
      "        [116.092575, 138.0512  ],\n",
      "        [114.96246 , 139.30661 ],\n",
      "        [113.73656 , 140.46361 ],\n",
      "        [112.42418 , 141.51338 ],\n",
      "        [111.035324, 142.44795 ],\n",
      "        [109.58056 , 143.2602  ],\n",
      "        [108.07095 , 143.94392 ],\n",
      "        [106.518   , 144.49396 ],\n",
      "        [104.93351 , 144.90608 ],\n",
      "        [103.32956 , 145.17719 ],\n",
      "        [101.71833 , 145.30518 ],\n",
      "        [100.11211 , 145.28911 ],\n",
      "        [ 98.52311 , 145.12909 ],\n",
      "        [ 96.96342 , 144.82634 ],\n",
      "        [ 95.444916, 144.38316 ],\n",
      "        [ 93.97916 , 143.80293 ],\n",
      "        [ 92.57729 , 143.09007 ],\n",
      "        [ 91.25 , 142.25 ],\n",
      "        [ 90.00737 , 141.28911 ],\n",
      "        [ 88.85887 , 140.2147  ],\n",
      "        [ 87.81323 , 139.03497 ],\n",
      "        [ 86.87842 , 137.7589  ],\n",
      "        [ 86.06155 , 136.39618 ],\n",
      "        [ 85.36883 , 134.9572  ],\n",
      "        [ 84.805534, 133.4529  ],\n",
      "        [ 84.37595 , 131.89473 ],\n",
      "        [ 84.08336 , 130.29456 ],\n",
      "        [ 83.92998 , 128.66455 ],\n",
      "        [ 83.91697 , 127.01712 ],\n",
      "        [ 84.04444 , 125.36481 ],\n",
      "        [ 84.31142 , 123.72018 ],\n",
      "        [ 84.71587 , 122.09575 ],\n",
      "        [ 85.25472 , 120.5039  ],\n",
      "        [ 85.92387 , 118.956726],\n",
      "        [ 86.71821 , 117.466   ],\n",
      "        [ 87.631714, 116.04309 ],\n",
      "        [ 88.657425, 114.698814],\n",
      "        [ 89.78754 , 113.44339 ],\n",
      "        [ 91.01344 , 112.28639 ],\n",
      "        [ 92.32582 , 111.23661 ],\n",
      "        [ 93.714676, 110.30205 ],\n",
      "        [ 95.16944 , 109.48981 ],\n",
      "        [ 96.67905 , 108.80607 ],\n",
      "        [ 98.232   , 108.25605 ],\n",
      "        [ 99.81649 , 107.84392 ],\n",
      "        [101.42044 , 107.57282 ],\n",
      "        [103.03167 , 107.444824],\n",
      "        [104.63789 , 107.46089 ],\n",
      "        [106.22689 , 107.62091 ],\n",
      "        [107.78658 , 107.92366 ],\n",
      "        [109.305084, 108.36684 ],\n",
      "        [110.77084 , 108.94706 ],\n",
      "        [112.17271 , 109.65993 ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-5/0124-0044.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0124-0044',\n",
      "    version=228,\n",
      "    top=105,\n",
      "    left=24,\n",
      "    bottom=144,\n",
      "    right=65,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=102,\n",
      "    rounded_rect_arc_size=-25850,\n",
      "    x1=64.25,\n",
      "    y1=117.0,\n",
      "    x2=25.75,\n",
      "    y2=132.25,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [ 2, 27],\n",
      "        [ 1, 26],\n",
      "        [ 1, 24],\n",
      "        [ 1, 23],\n",
      "        [ 1, 21],\n",
      "        [ 1, 19],\n",
      "        [ 1, 18],\n",
      "        [ 1, 16],\n",
      "        [ 2, 14],\n",
      "        [ 3, 13],\n",
      "        [ 3, 11],\n",
      "        [ 4, 10],\n",
      "        [ 5,  8],\n",
      "        [ 7,  7],\n",
      "        [ 8,  6],\n",
      "        [ 9,  5],\n",
      "        [11,  4],\n",
      "        [12,  3],\n",
      "        [14,  2],\n",
      "        [16,  2],\n",
      "        [18,  1],\n",
      "        [19,  1],\n",
      "        [21,  1],\n",
      "        [23,  1],\n",
      "        [25,  1],\n",
      "        [26,  1],\n",
      "        [28,  1],\n",
      "        [30,  2],\n",
      "        [31,  3],\n",
      "        [33,  3],\n",
      "        [34,  4],\n",
      "        [36,  5],\n",
      "        [37,  7],\n",
      "        [38,  8],\n",
      "        [39,  9],\n",
      "        [40, 11],\n",
      "        [40, 12],\n",
      "        [41, 14],\n",
      "        [41, 15],\n",
      "        [41, 17],\n",
      "        [41, 18],\n",
      "        [41, 20],\n",
      "        [41, 22],\n",
      "        [41, 23],\n",
      "        [40, 25],\n",
      "        [39, 26],\n",
      "        [39, 28],\n",
      "        [38, 29],\n",
      "        [37, 31],\n",
      "        [35, 32],\n",
      "        [34, 33],\n",
      "        [33, 34],\n",
      "        [31, 35],\n",
      "        [30, 36],\n",
      "        [28, 37],\n",
      "        [26, 38],\n",
      "        [24, 38],\n",
      "        [23, 38],\n",
      "        [21, 39],\n",
      "        [19, 39],\n",
      "        [17, 38],\n",
      "        [16, 38],\n",
      "        [14, 38],\n",
      "        [12, 37],\n",
      "        [11, 37],\n",
      "        [ 9, 36],\n",
      "        [ 8, 35],\n",
      "        [ 6, 34],\n",
      "        [ 5, 33],\n",
      "        [ 4, 31],\n",
      "        [ 3, 30],\n",
      "        [ 2, 29]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [ 25.75 , 132.25 ],\n",
      "        [ 25.224611, 130.70967 ],\n",
      "        [ 24.849728, 129.12302 ],\n",
      "        [ 24.628197, 127.502144],\n",
      "        [ 24.56171 , 125.85937 ],\n",
      "        [ 24.65077 , 124.20721 ],\n",
      "        [ 24.8947  , 122.55821 ],\n",
      "        [ 25.291643, 120.92496 ],\n",
      "        [ 25.83858 , 119.319855],\n",
      "        [ 26.531345, 117.755135],\n",
      "        [ 27.364668, 116.2427  ],\n",
      "        [ 28.332207, 114.79405 ],\n",
      "        [ 29.426598, 113.42023 ],\n",
      "        [ 30.639513, 112.131676],\n",
      "        [ 31.961718, 110.9382  ],\n",
      "        [ 33.383152, 109.8489  ],\n",
      "        [ 34.893   , 108.87205 ],\n",
      "        [ 36.479767, 108.01509 ],\n",
      "        [ 38.13138 , 107.284546],\n",
      "        [ 39.835262, 106.68597 ],\n",
      "        [ 41.578453, 106.223915],\n",
      "        [ 43.347687, 105.90191 ],\n",
      "        [ 45.129494, 105.7224  ],\n",
      "        [ 46.910316, 105.686745],\n",
      "        [ 48.676598, 105.79523 ],\n",
      "        [ 50.4149  , 106.04701 ],\n",
      "        [ 52.11199 , 106.440186],\n",
      "        [ 53.754955, 106.971756],\n",
      "        [ 55.33129 , 107.63768 ],\n",
      "        [ 56.829   , 108.43289 ],\n",
      "        [ 58.23668 , 109.351326],\n",
      "        [ 59.54362 , 110.38601 ],\n",
      "        [ 60.739876, 111.52906 ],\n",
      "        [ 61.81634 , 112.771774],\n",
      "        [ 62.764824, 114.104706],\n",
      "        [ 63.57811 , 115.51769 ],\n",
      "        [ 64.25 , 117.   ],\n",
      "        [ 64.77539 , 118.54034 ],\n",
      "        [ 65.150276, 120.126976],\n",
      "        [ 65.3718  , 121.747856],\n",
      "        [ 65.43829 , 123.39063 ],\n",
      "        [ 65.34923 , 125.04279 ],\n",
      "        [ 65.1053  , 126.69179 ],\n",
      "        [ 64.70836 , 128.32504 ],\n",
      "        [ 64.16142 , 129.93015 ],\n",
      "        [ 63.468655, 131.49486 ],\n",
      "        [ 62.63533 , 133.00731 ],\n",
      "        [ 61.667793, 134.45595 ],\n",
      "        [ 60.573402, 135.82977 ],\n",
      "        [ 59.36049 , 137.11833 ],\n",
      "        [ 58.03828 , 138.3118  ],\n",
      "        [ 56.616848, 139.4011  ],\n",
      "        [ 55.107   , 140.37794 ],\n",
      "        [ 53.520233, 141.23491 ],\n",
      "        [ 51.86862 , 141.96545 ],\n",
      "        [ 50.164738, 142.56404 ],\n",
      "        [ 48.421547, 143.02608 ],\n",
      "        [ 46.652313, 143.34808 ],\n",
      "        [ 44.870506, 143.5276  ],\n",
      "        [ 43.089684, 143.56325 ],\n",
      "        [ 41.323402, 143.45477 ],\n",
      "        [ 39.5851  , 143.20299 ],\n",
      "        [ 37.88801 , 142.80981 ],\n",
      "        [ 36.245045, 142.27824 ],\n",
      "        [ 34.66871 , 141.61232 ],\n",
      "        [ 33.171   , 140.81711 ],\n",
      "        [ 31.763323, 139.89867 ],\n",
      "        [ 30.45638 , 138.86398 ],\n",
      "        [ 29.260124, 137.72095 ],\n",
      "        [ 28.183659, 136.47823 ],\n",
      "        [ 27.235174, 135.1453  ],\n",
      "        [ 26.421892, 133.7323  ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-5/0054-0044.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0054-0044',\n",
      "    version=228,\n",
      "    top=33,\n",
      "    left=22,\n",
      "    bottom=75,\n",
      "    right=67,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=100,\n",
      "    rounded_rect_arc_size=26403,\n",
      "    x1=24.25,\n",
      "    y1=65.0,\n",
      "    x2=64.75,\n",
      "    y2=44.0,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [43, 11],\n",
      "        [43, 13],\n",
      "        [44, 14],\n",
      "        [44, 16],\n",
      "        [45, 18],\n",
      "        [45, 20],\n",
      "        [45, 21],\n",
      "        [44, 23],\n",
      "        [44, 25],\n",
      "        [43, 27],\n",
      "        [43, 29],\n",
      "        [42, 30],\n",
      "        [41, 32],\n",
      "        [40, 33],\n",
      "        [38, 35],\n",
      "        [37, 36],\n",
      "        [35, 37],\n",
      "        [34, 39],\n",
      "        [32, 40],\n",
      "        [30, 40],\n",
      "        [28, 41],\n",
      "        [26, 42],\n",
      "        [24, 42],\n",
      "        [22, 42],\n",
      "        [20, 42],\n",
      "        [19, 42],\n",
      "        [17, 42],\n",
      "        [15, 42],\n",
      "        [13, 41],\n",
      "        [11, 40],\n",
      "        [10, 40],\n",
      "        [ 8, 39],\n",
      "        [ 7, 38],\n",
      "        [ 5, 36],\n",
      "        [ 4, 35],\n",
      "        [ 3, 34],\n",
      "        [ 2, 32],\n",
      "        [ 2, 30],\n",
      "        [ 1, 29],\n",
      "        [ 1, 27],\n",
      "        [ 0, 25],\n",
      "        [ 0, 23],\n",
      "        [ 0, 22],\n",
      "        [ 1, 20],\n",
      "        [ 1, 18],\n",
      "        [ 2, 16],\n",
      "        [ 2, 14],\n",
      "        [ 3, 13],\n",
      "        [ 4, 11],\n",
      "        [ 5, 10],\n",
      "        [ 7,  8],\n",
      "        [ 8,  7],\n",
      "        [10,  6],\n",
      "        [11,  4],\n",
      "        [13,  3],\n",
      "        [15,  3],\n",
      "        [17,  2],\n",
      "        [19,  1],\n",
      "        [21,  1],\n",
      "        [23,  1],\n",
      "        [25,  1],\n",
      "        [26,  1],\n",
      "        [28,  1],\n",
      "        [30,  1],\n",
      "        [32,  2],\n",
      "        [34,  3],\n",
      "        [35,  3],\n",
      "        [37,  4],\n",
      "        [38,  5],\n",
      "        [40,  7],\n",
      "        [41,  8],\n",
      "        [42,  9]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [64.75 , 44.   ],\n",
      "        [65.489426, 45.6146  ],\n",
      "        [66.06911 , 47.296825],\n",
      "        [66.484634, 49.03387 ],\n",
      "        [66.73285 , 50.812515],\n",
      "        [66.81186 , 52.619225],\n",
      "        [66.72106 , 54.440247],\n",
      "        [66.46114 , 56.261723],\n",
      "        [66.03409 , 58.069794],\n",
      "        [65.44315 , 59.850693],\n",
      "        [64.69282 , 61.590874],\n",
      "        [63.78881 , 63.27709 ],\n",
      "        [62.738003, 64.8965  ],\n",
      "        [61.54839 , 66.43679 ],\n",
      "        [60.22903 , 67.88624 ],\n",
      "        [58.789963, 69.2338  ],\n",
      "        [57.24214 , 70.46924 ],\n",
      "        [55.597343, 71.58314 ],\n",
      "        [53.868088, 72.567024],\n",
      "        [52.067535, 73.41341 ],\n",
      "        [50.20939 , 74.11585 ],\n",
      "        [48.307793, 74.66901 ],\n",
      "        [46.377213, 75.068665],\n",
      "        [44.43235 , 75.311775],\n",
      "        [42.488003, 75.3965  ],\n",
      "        [40.558964, 75.32219 ],\n",
      "        [38.659924, 75.08942 ],\n",
      "        [36.805325, 74.699936],\n",
      "        [35.00929 , 74.15672 ],\n",
      "        [33.285484, 73.46391 ],\n",
      "        [31.64703 , 72.62678 ],\n",
      "        [30.106392, 71.65169 ],\n",
      "        [28.675299, 70.54606 ],\n",
      "        [27.364641, 69.31831 ],\n",
      "        [26.184395, 67.97779 ],\n",
      "        [25.14354 , 66.53469 ],\n",
      "        [24.25 , 65.   ],\n",
      "        [23.510574, 63.3854  ],\n",
      "        [22.930891, 61.703175],\n",
      "        [22.515362, 59.96613 ],\n",
      "        [22.26715 , 58.187485],\n",
      "        [22.188143, 56.380775],\n",
      "        [22.278942, 54.559753],\n",
      "        [22.538857, 52.738277],\n",
      "        [22.96591 , 50.930206],\n",
      "        [23.55685 , 49.149307],\n",
      "        [24.30718 , 47.409126],\n",
      "        [25.21119 , 45.72291 ],\n",
      "        [26.262   , 44.103497],\n",
      "        [27.45161 , 42.563206],\n",
      "        [28.77097 , 41.11376 ],\n",
      "        [30.210037, 39.766193],\n",
      "        [31.75786 , 38.530758],\n",
      "        [33.402657, 37.416862],\n",
      "        [35.131912, 36.432976],\n",
      "        [36.932465, 35.58659 ],\n",
      "        [38.79061 , 34.884148],\n",
      "        [40.692207, 34.330994],\n",
      "        [42.622787, 33.93134 ],\n",
      "        [44.56765 , 33.688225],\n",
      "        [46.511997, 33.603497],\n",
      "        [48.441036, 33.677807],\n",
      "        [50.340076, 33.910587],\n",
      "        [52.194675, 34.300064],\n",
      "        [53.99071 , 34.843273],\n",
      "        [55.714516, 35.536083],\n",
      "        [57.35297 , 36.373222],\n",
      "        [58.89361 , 37.348312],\n",
      "        [60.3247  , 38.45394 ],\n",
      "        [61.635357, 39.68169 ],\n",
      "        [62.815605, 41.022213],\n",
      "        [63.85646 , 42.46531 ]], dtype=float32),\n",
      ")\n",
      "datasets/coins/coins-5/0056-0100.roi\n",
      "ImagejRoi(\n",
      "    roitype=ROI_TYPE.FREEHAND,\n",
      "    subtype=ROI_SUBTYPE.ELLIPSE,\n",
      "    options=ROI_OPTIONS.SUB_PIXEL_RESOLUTION,\n",
      "    name='0056-0100',\n",
      "    version=228,\n",
      "    top=39,\n",
      "    left=81,\n",
      "    bottom=74,\n",
      "    right=120,\n",
      "    n_coordinates=72,\n",
      "    arrow_style_or_aspect_ratio=63,\n",
      "    arrow_head_size=100,\n",
      "    rounded_rect_arc_size=26403,\n",
      "    x1=81.25,\n",
      "    y1=55.75,\n",
      "    x2=120.25,\n",
      "    y2=58.25,\n",
      "    integer_coordinates=numpy.array([\n",
      "        [39, 19],\n",
      "        [39, 21],\n",
      "        [39, 22],\n",
      "        [38, 24],\n",
      "        [38, 25],\n",
      "        [37, 26],\n",
      "        [36, 28],\n",
      "        [35, 29],\n",
      "        [34, 30],\n",
      "        [33, 31],\n",
      "        [31, 32],\n",
      "        [30, 33],\n",
      "        [29, 34],\n",
      "        [27, 34],\n",
      "        [25, 35],\n",
      "        [24, 35],\n",
      "        [22, 35],\n",
      "        [20, 35],\n",
      "        [19, 35],\n",
      "        [17, 35],\n",
      "        [15, 35],\n",
      "        [14, 34],\n",
      "        [12, 34],\n",
      "        [10, 33],\n",
      "        [ 9, 32],\n",
      "        [ 8, 32],\n",
      "        [ 6, 31],\n",
      "        [ 5, 29],\n",
      "        [ 4, 28],\n",
      "        [ 3, 27],\n",
      "        [ 2, 26],\n",
      "        [ 2, 24],\n",
      "        [ 1, 23],\n",
      "        [ 1, 21],\n",
      "        [ 0, 20],\n",
      "        [ 0, 18],\n",
      "        [ 0, 17],\n",
      "        [ 0, 15],\n",
      "        [ 1, 14],\n",
      "        [ 1, 12],\n",
      "        [ 2, 11],\n",
      "        [ 3, 10],\n",
      "        [ 3,  8],\n",
      "        [ 4,  7],\n",
      "        [ 6,  6],\n",
      "        [ 7,  5],\n",
      "        [ 8,  4],\n",
      "        [ 9,  3],\n",
      "        [11,  2],\n",
      "        [13,  2],\n",
      "        [14,  1],\n",
      "        [16,  1],\n",
      "        [17,  1],\n",
      "        [19,  1],\n",
      "        [21,  1],\n",
      "        [23,  1],\n",
      "        [24,  1],\n",
      "        [26,  2],\n",
      "        [27,  2],\n",
      "        [29,  3],\n",
      "        [30,  4],\n",
      "        [32,  4],\n",
      "        [33,  5],\n",
      "        [34,  7],\n",
      "        [35,  8],\n",
      "        [36,  9],\n",
      "        [37, 10],\n",
      "        [38, 12],\n",
      "        [38, 13],\n",
      "        [39, 15],\n",
      "        [39, 16],\n",
      "        [39, 18]], dtype=int32),\n",
      "    subpixel_coordinates=numpy.array([\n",
      "        [120.25 ,  58.25 ],\n",
      "        [120.0786  ,  59.76157 ],\n",
      "        [119.76009 ,  61.25212 ],\n",
      "        [119.296906,  62.710308],\n",
      "        [118.692566,  64.12504 ],\n",
      "        [117.951675,  65.48554 ],\n",
      "        [117.07987 ,  66.78147 ],\n",
      "        [116.083786,  68.00295 ],\n",
      "        [114.971   ,  69.14069 ],\n",
      "        [113.749985,  70.18604 ],\n",
      "        [112.43003 ,  71.13103 ],\n",
      "        [111.02118 ,  71.968475],\n",
      "        [109.534164,  72.692   ],\n",
      "        [107.9803  ,  73.296104],\n",
      "        [106.3714  ,  73.776184],\n",
      "        [104.71973 ,  74.12858 ],\n",
      "        [103.037834,  74.350624],\n",
      "        [101.33853 ,  74.44061 ],\n",
      "        [ 99.63475 ,  74.39787 ],\n",
      "        [ 97.93946 ,  74.222725],\n",
      "        [ 96.26556 ,  73.916504],\n",
      "        [ 94.62578 ,  73.48154 ],\n",
      "        [ 93.032616,  72.92113 ],\n",
      "        [ 91.498184,  72.239555],\n",
      "        [ 90.034164,  71.442   ],\n",
      "        [ 88.6517  ,  70.53454 ],\n",
      "        [ 87.36131 ,  69.52406 ],\n",
      "        [ 86.17282 ,  68.418274],\n",
      "        [ 85.09527 ,  67.225586],\n",
      "        [ 84.136856,  65.95507 ],\n",
      "        [ 83.30488 ,  64.61641 ],\n",
      "        [ 82.605675,  63.219776],\n",
      "        [ 82.044556,  61.775806],\n",
      "        [ 81.6258  ,  60.295494],\n",
      "        [ 81.352585,  58.7901  ],\n",
      "        [ 81.227005,  57.27108 ],\n",
      "        [ 81.25 ,  55.75 ],\n",
      "        [ 81.4214  ,  54.23843 ],\n",
      "        [ 81.73991 ,  52.74788 ],\n",
      "        [ 82.203094,  51.289692],\n",
      "        [ 82.807434,  49.87496 ],\n",
      "        [ 83.548325,  48.514454],\n",
      "        [ 84.42013 ,  47.21853 ],\n",
      "        [ 85.416214,  45.997047],\n",
      "        [ 86.529   ,  44.859306],\n",
      "        [ 87.750015,  43.81396 ],\n",
      "        [ 89.06997 ,  42.86897 ],\n",
      "        [ 90.47882 ,  42.031525],\n",
      "        [ 91.965836,  41.308   ],\n",
      "        [ 93.5197  ,  40.703896],\n",
      "        [ 95.1286  ,  40.22382 ],\n",
      "        [ 96.78027 ,  39.871418],\n",
      "        [ 98.462166,  39.649376],\n",
      "        [100.16147 ,  39.559383],\n",
      "        [101.86525 ,  39.602123],\n",
      "        [103.56054 ,  39.77727 ],\n",
      "        [105.23444 ,  40.083496],\n",
      "        [106.87422 ,  40.518467],\n",
      "        [108.467384,  41.07887 ],\n",
      "        [110.001816,  41.76044 ],\n",
      "        [111.465836,  42.558   ],\n",
      "        [112.8483  ,  43.465466],\n",
      "        [114.13869 ,  44.475937],\n",
      "        [115.32718 ,  45.581726],\n",
      "        [116.40473 ,  46.774418],\n",
      "        [117.363144,  48.04493 ],\n",
      "        [118.19512 ,  49.383595],\n",
      "        [118.894325,  50.780224],\n",
      "        [119.455444,  52.224194],\n",
      "        [119.8742  ,  53.704506],\n",
      "        [120.147415,  55.2099  ],\n",
      "        [120.272995,  56.72892 ]], dtype=float32),\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "e = MaskEvaluator(dirname = dirname,\n",
    "                  dataset_name = dataset_name,\n",
    "                  display_dataset=False,\n",
    "                  resize = 0.25,\n",
    "                  include_hsv = True,\n",
    "                  include_hed = False,\n",
    "                  number_of_evaluated_images=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d16bb781",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting evolution. Genomes will be saved in: datasets/coins/evos/run_1695722298599926\n",
      "1 \t 0.35885661396250645 \t True \t [0.35885661 0.35885661 0.02463512 0.35885661 0.35885661]\n",
      "====================================================\n",
      "2 \t 0.35960424826265375 \t True \t [0.         0.         0.         0.35960425 0.35885661]\n",
      "====================================================\n",
      "3 \t 0.3601177326789437 \t True \t [0.         0.36011773 0.         0.35885661 0.35885661]\n",
      "====================================================\n",
      "4 \t 0.3601177326789437 \t True \t [0.35885661 0.36011773 0.35885661 0.36011773 0.        ]\n",
      "====================================================\n",
      "5 \t 0.38332947003010337 \t True \t [0.         0.38332947 0.35885661 0.36011773 0.35885661]\n",
      "====================================================\n",
      "6 \t 0.4004472997384921 \t True \t [0.38332947 0.32720229 0.38332947 0.4004473  0.0954508 ]\n",
      "====================================================\n",
      "7 \t 0.4004472997384921 \t False \t [0.         0.         0.         0.23601601 0.39976612]\n",
      "====================================================\n",
      "8 \t 0.4004472997384921 \t False \t [0.38979189 0.         0.35885661 0.35885661 0.        ]\n",
      "====================================================\n",
      "9 \t 0.4254288673244101 \t True \t [0.35885661 0.42542887 0.33504604 0.37114131 0.35895504]\n",
      "====================================================\n",
      "10 \t 0.4254288673244101 \t True \t [0.12801639 0.42542887 0.35885661 0.42542887 0.        ]\n",
      "====================================================\n",
      "11 \t 0.4254288673244101 \t True \t [0.35988521 0.32720229 0.         0.35895504 0.42542887]\n",
      "====================================================\n",
      "12 \t 0.4254288673244101 \t True \t [0.42542887 0.35868589 0.42542887 0.42542887 0.3664878 ]\n",
      "====================================================\n",
      "13 \t 0.4254288673244101 \t False \t [0.01071878 0.35885661 0.         0.35954895 0.        ]\n",
      "====================================================\n",
      "14 \t 0.4254288673244101 \t False \t [0.35885661 0.36011773 0.35952342 0.35903299 0.38247961]\n",
      "====================================================\n",
      "15 \t 0.4254288673244101 \t True \t [0.36018773 0.42542887 0.36011773 0.35885661 0.42542887]\n",
      "====================================================\n",
      "16 \t 0.4338080404675306 \t True \t [0.01071878 0.42542887 0.43380804 0.42542887 0.24893672]\n",
      "====================================================\n",
      "17 \t 0.4338080404675306 \t True \t [0.         0.43380804 0.35675032 0.35885661 0.35885661]\n",
      "====================================================\n",
      "18 \t 0.4338080404675306 \t False \t [0.         0.35885661 0.35885661 0.40123573 0.35885661]\n",
      "====================================================\n",
      "19 \t 0.4338080404675306 \t True \t [0.2583051  0.36732811 0.35885661 0.43380804 0.        ]\n",
      "====================================================\n",
      "20 \t 0.4338080404675306 \t True \t [0.43380804 0.35885661 0.41614426 0.43380804 0.43380804]\n",
      "====================================================\n"
     ]
    }
   ],
   "source": [
    "if genome is None:\n",
    "    cgpFather = CGP.random(num_inputs=e.n_inputs, num_outputs=e.n_outputs, \n",
    "                           num_cols=col, num_rows=row, library=library, \n",
    "                           recurrency_distance=1.0, recursive=False, \n",
    "                           const_min=0, const_max=255, \n",
    "                           input_shape=e.input_channels[0][0].shape, dtype='uint8')\n",
    "else:\n",
    "    cgpFather = CGP.load_from_file(genome, library)\n",
    "\n",
    "output_dirname = dirname+'evos/run_'+str(round(time.time() * 1000000))\n",
    "print(\"Starting evolution. Genomes will be saved in: \"+ output_dirname)\n",
    "es = CGPES(nb_ind, mutation_rate_nodes, mutation_rate_outputs, cgpFather, e, output_dirname)\n",
    "es.run(n_it)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32064fba",
   "metadata": {},
   "source": [
    "# Display and evaluation of the best individual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0407ee04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'mask_0 = f_pyr(f_robert_cross(f_close(ch_2, 94, 20), 22), 249);'"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "es.father.to_function_string(['ch_'+str(i) for i in range(e.n_inputs)], ['mask_'+str(i) for i in range(e.n_outputs)])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "38a31b8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mask_0 = f_pyr(f_robert_cross(f_close(ch_2, 94, 20), 22), 249);\n",
      "0.5965909090909091\n",
      "0.5096463022508039\n",
      "0.5285118219749653\n",
      "0.38028169014084506\n",
      "0.4409340659340659\n",
      "final fitness: 0.4338080404675306\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.4338080404675306"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e.evaluate(es.father, 0, True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57297485",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}