Draw_ROC_loss.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# model 1 on suzhou and swiss\n",
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    "# Siamese from \n",
    "x2, y2 = [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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0.9444444444444444, 0.9444444444444444, 0.9444444444444444, 0.9444444444444444, 0.9444444444444444, 0.9444444444444444, 0.9444444444444444, 0.9444444444444444, 0.9444444444444444, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9583333333333334, 0.9722222222222222, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 0.9861111111111112, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n",
    "# FCNet best\n",
    "x3, y3 = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9821428571428571, 0.9642857142857143, 0.9642857142857143, 0.9642857142857143, 0.9642857142857143, 0.9642857142857143, 0.9642857142857143, 0.9642857142857143, 0.9642857142857143, 0.9464285714285714, 0.9285714285714286, 0.9285714285714286, 0.9285714285714286, 0.9285714285714286, 0.9285714285714286, 0.9285714285714286, 0.9107142857142857, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.8928571428571429, 0.875, 0.875, 0.875, 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    "# PiNet best\n",
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    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "font = {'size'   : 20}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "fig_size = [10,10]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.plot(x1, y1, 'b-.', label=\"Euclidean Distance\")\n",
    "plt.plot(x2, y2, 'y--', label=\"Siamese ResNet\")\n",
    "plt.plot(x4, y4, 'g:', label=\"Siamese SqueezeNet\")\n",
    "plt.plot(x3, y3, 'r-', label=\"Semi-Siamese Network\")\n",
    "\n",
    "plt.legend(loc='lower right', prop={'size': 20})\n",
    "plt.xlabel('FPR', fontdict={'fontsize':20})\n",
    "plt.ylabel('TPR', fontdict={'fontsize':20})\n",
    "plt.axis('equal')\n",
    "# plt.title('Result on '+phase+' Data')\n",
    "axes = plt.gca()\n",
    "axes.set_xlim([-0.01, 1.01])\n",
    "axes.set_ylim([-0.01, 1.01])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_train = [4.4655, 4.2521, 4.1725, 4.1246, 4.0728, 3.8587, 3.9498, 3.9919, 3.8827, 3.8968, 3.9915, 3.8605, 3.8418, 3.7651, 3.9590, 3.8681, 3.9711, 3.6758, 3.8847, 3.8248, 3.8759, 3.7360, 3.8323, 3.7280, 3.7588, 3.7985, 3.6798, 3.8482, 3.9560, 3.8690, 3.8542, 3.7909, 3.8081, 3.6867, 3.8059, 3.8307, 3.7410, 3.8696, 3.7513, 3.8688, 3.6938, 3.7417, 3.8292, 3.8368, 3.7547, 3.6842, 3.9347, 3.8454, 3.8748, 3.7735, 3.5992, 3.7979, 3.8979, 3.7557, 3.8158, 3.7596, 3.8078, 3.9020, 3.8653, 4.0029, 3.6647, 3.8253, 3.7371, 3.7674, 3.9188, 3.9050, 4.0148, 3.8174, 3.7205, 4.0928, 3.7858, 3.8835, 3.9060, 3.8093, 3.7889, 3.7284, 3.8775, 3.8357, 3.8253, 3.6354, 3.6397, 3.8565, 3.8687, 3.8874, 3.9948, 3.8176, 3.7557, 3.6577, 3.7143, 3.8242, 3.9107, 3.8974, 3.7826, 3.7446, 3.8735, 3.8790, 3.8599, 3.7681, 3.8609, 3.9374,]\n",
    "loss_val = [4.2644, 4.6022, 6.1745, 4.1170, 4.5958, 3.9062, 3.9156, 4.2027, 4.1506, 5.0428, 4.4080, 4.1711, 4.6245, 4.3260, 4.0514, 4.1181, 4.4435, 4.0262, 4.2743, 4.1910, 4.2874, 4.4387, 3.9186, 4.3923, 4.3637, 4.8640, 4.0048, 4.1939, 4.8270, 4.4657, 4.4441, 4.2456, 3.9262, 4.2140, 4.4151, 4.0230, 4.1857, 4.1594, 4.6407, 4.5859, 4.4277, 4.1604, 4.3410, 4.6541, 4.1013, 4.1526, 4.4693, 3.8926, 4.3638, 4.3524, 4.2512, 3.9800, 4.1352, 4.5946, 4.1261, 4.5393, 4.3123, 4.1407, 3.7365, 4.2107, 3.9650, 4.2301, 4.4351, 4.5525, 4.1203, 4.3653, 4.3156, 4.3476, 3.8617, 3.9145, 4.6624, 4.2847, 4.4377, 4.3604, 4.2985, 4.6417, 4.4340, 4.3786, 3.6240, 4.0985, 4.0712, 4.0163, 4.0735, 4.3497, 4.1751, 4.3959, 4.5499, 4.3857, 3.8553, 4.3035, 4.6984, 4.1772, 4.2948, 4.3471, 4.1601, 4.4616, 3.8350, 4.0570, 4.4019, 4.1189,]\n",
    "# from slurm-832012.out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "font = {'size'   : 20}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "fig_size = [6,6]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "\n",
    "plt.plot(range(1, len(loss_train)+1), loss_train, 'b-', label=\"Train Loss\")\n",
    "plt.plot(range(1, len(loss_val)+1), loss_val, 'r:', label=\"Test Loss\")\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "# plt.axis('equal')\n",
    "plt.title('Siamese Network')\n",
    "# axes = plt.gca()\n",
    "# axes.set_xlim([-0.01, 1.01])\n",
    "# axes.set_ylim([-0.01, 1.01])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_train = [0.6982, 0.6461, 0.5877, 0.5605, 0.5446, 0.5005, 0.4790, 0.4651, 0.4381, 0.4321, 0.4031, 0.4190, 0.4147, 0.3932, 0.3809, 0.3972, 0.3821, 0.3738, 0.3898, 0.3679, 0.3750, 0.3635, 0.3951, 0.3590, 0.3834, 0.3758, 0.3786, 0.3877, 0.3736, 0.3793, 0.3798, 0.3858, 0.3907, 0.3773, 0.3825, 0.3782, 0.3606, 0.3737, 0.3731, 0.3749, 0.3921, 0.3825, 0.3770, 0.3676, 0.3543, 0.3646, 0.3825, 0.3657, 0.3722, 0.3836, 0.3756, 0.3713, 0.3794, 0.3759, 0.3761, 0.3548, 0.3718, 0.3895, 0.3774, 0.3708, 0.3570, 0.3828, 0.3646, 0.3775, 0.3678, 0.3700, 0.3578, 0.3650, 0.3632, 0.3643, 0.3952, 0.3679, 0.3782, 0.3793, 0.3819, 0.3788, 0.3839, 0.3762, 0.3602, 0.3768, 0.3655, 0.3888, 0.3725, 0.3600, 0.3761, 0.3735, 0.3601, 0.3891, 0.3680, 0.3732, 0.3720, 0.3826, 0.3788, 0.3883, 0.3722, 0.3669, 0.3741, 0.3816, 0.3611, 0.3875,]\n",
    "loss_val = [0.6709, 0.6218, 0.5453, 0.5184, 0.4754, 0.4872, 0.4495, 0.4419, 0.4154, 0.4232, 0.4144, 0.3770, 0.3981, 0.4024, 0.4159, 0.3808, 0.3764, 0.3764, 0.3724, 0.3980, 0.3866, 0.3599, 0.3640, 0.3640, 0.3868, 0.3955, 0.4026, 0.3515, 0.3702, 0.3685, 0.3582, 0.3502, 0.3768, 0.3673, 0.3775, 0.4151, 0.3834, 0.3653, 0.3944, 0.3809, 0.3836, 0.3806, 0.3992, 0.3585, 0.3917, 0.4079, 0.3658, 0.4287, 0.3915, 0.4031, 0.3929, 0.3585, 0.3454, 0.3649, 0.3966, 0.3683, 0.4039, 0.4115, 0.3630, 0.3824, 0.3943, 0.4042, 0.4022, 0.4036, 0.3766, 0.4097, 0.3498, 0.3530, 0.3660, 0.4135, 0.3876, 0.3353, 0.4189, 0.3772, 0.4196, 0.3968, 0.3739, 0.3972, 0.3880, 0.4015, 0.4123, 0.3755, 0.3893, 0.3839, 0.3943, 0.4226, 0.3586, 0.4082, 0.3896, 0.3598, 0.3765, 0.3780, 0.3899, 0.3835, 0.3658, 0.4031, 0.4266, 0.4078, 0.3769, 0.3637,]\n",
    "# from FCNet_001.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "font = {'size'   : 20}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "fig_size = [6,6]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "\n",
    "plt.plot(range(1, len(loss_train)+1), loss_train, 'b-', label=\"Train Loss\")\n",
    "plt.plot(range(1, len(loss_val)+1), loss_val, 'r:', label=\"Test Loss\")\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "# plt.axis('equal')\n",
    "plt.title('Semi-Siamese Network')\n",
    "# axes = plt.gca()\n",
    "# axes.set_xlim([-0.01, 1.01])\n",
    "# axes.set_ylim([-0.01, 1.01])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Draw ROC for On-board and On-ground models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# siamese resnet, on ground\n",
    "x1, y1 = [0.,0.,0.,0.01052632, 0.01052632, 0.02105263, 0.02105263, 0.06315789, 0.06315789, 0.16842105, 0.16842105, 0.18947368, 0.18947368, 0.30526316, 0.30526316, 1.        ] ,[0.,         0.01298701, 0.88311688, 0.88311688, 0.8961039,  0.8961039, 0.92207792, 0.92207792, 0.94805195, 0.94805195, 0.97402597, 0.97402597, 0.98701299, 0.98701299, 1.        , 1.        ]\n",
    "# siamese squeezenet, on board\n",
    "x2, y2 = [0.,0.,0.,0.0106383,0.0106383,0.03191489,0.03191489, 0.04255319 ,0.04255319 ,0.05319149 ,0.05319149  ,0.06382979 ,0.06382979, 0.08510638, 0.08510638, 0.11702128 ,0.11702128 ,0.12765957 ,0.12765957, 0.13829787, 0.13829787, 0.17021277 ,0.17021277 ,0.18085106, 0.18085106, 0.21276596, 0.21276596, 0.22340426 ,0.22340426 ,0.40425532, 0.40425532, 1.        ] ,[0.  ,    0.01282051, 0.70512821 ,0.70512821, 0.74358974, 0.74358974, 0.75641026, 0.75641026, 0.76923077, 0.76923077 ,0.80769231 ,0.80769231, 0.87179487, 0.87179487, 0.8974359 , 0.8974359  ,0.91025641 ,0.91025641, 0.92307692, 0.92307692, 0.93589744, 0.93589744 ,0.94871795 ,0.94871795, 0.96153846, 0.96153846, 0.97435897, 0.97435897 ,0.98717949 ,0.98717949, 1.        , 1.        ]\n",
    "%matplotlib inline\n",
    "font = {'size'   : 20}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "fig_size = [10,10]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.plot(x1, y1, 'b-', label=\"On-ground Model, AUC=0.987\")\n",
    "plt.plot(x2, y2, 'y--', label=\"On-board  Model, AUC=0.970\")\n",
    "\n",
    "plt.legend(loc='lower right', prop={'size': 20})\n",
    "plt.xlabel('FPR', fontdict={'fontsize':20})\n",
    "plt.ylabel('TPR', fontdict={'fontsize':20})\n",
    "plt.axis('equal')\n",
    "# plt.title('Result on '+phase+' Data')\n",
    "axes = plt.gca()\n",
    "axes.set_xlim([-0.01, 1.01])\n",
    "axes.set_ylim([-0.01, 1.01])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Draw training loss for on-ground/on-board models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loss_ground = [4.2417, 4.1063, 4.0400, 4.0115, 4.0249, 3.9450, 4.0022, 3.9794, 3.9495, 3.9615, 3.8977, 3.8863, 3.8862, 3.8650, 3.8559, 3.8529, 3.8600, 3.8495, 3.8245, 3.8327, 3.8759, 3.8169, 3.8216, 3.8500, 3.8654, 3.8272, 3.8393, 3.8720, 3.7822, 3.8778, 3.8765, 3.8033, 3.8492, 3.8141, 3.8271, 3.8067, 3.8832, 3.8381, 3.8602, 3.8415, 3.8391, 3.8510, 3.7991, 3.8190, 3.8277, 3.8344, 3.8308, 3.8442, 3.8662, 3.8491,]\n",
    "loss_board  = [4.4380 ,4.1775 ,4.0974 ,4.0635 ,4.0453 ,4.0572 ,4.0403 ,4.0316 ,4.0691 ,4.0024 ,4.0088 ,3.9564 ,3.9899 ,3.9672 ,3.9735 ,3.9503 ,3.9473 ,3.9667 ,3.9400 ,3.9579 ,3.9066 ,3.9184 ,3.8994 ,3.8897 ,3.9148 ,3.9462 ,3.9335 ,3.9409 ,3.9513 ,3.9596 ,3.9375 ,3.9072 ,3.9317 ,3.9406 ,3.9140 ,3.9235 ,3.9305 ,3.9356 ,3.9266 ,3.9162 ,3.9122 ,3.8943 ,3.8906 ,3.9546 ,3.9209 ,3.9399 ,3.9192 ,3.8956 ,3.9322 ,3.9269]\n",
    "\n",
    "%matplotlib inline\n",
    "font = {'size'   : 20}\n",
    "\n",
    "matplotlib.rc('font', **font)\n",
    "\n",
    "fig_size = [10,10]\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "\n",
    "plt.plot(range(1, len(loss_ground)+1), loss_ground, 'b-', label=\"On-ground model\")\n",
    "plt.plot(range(1, len(loss_board)+1), loss_board, 'r:', label=\"On-board model\")\n",
    "plt.legend(loc='upper right')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss')\n",
    "# plt.axis('equal')\n",
    "# plt.title('Training Loss')\n",
    "# axes = plt.gca()\n",
    "# axes.set_xlim([-0.01, 1.01])\n",
    "# axes.set_ylim([-0.01, 1.01])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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