{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "3c568ab9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig_dpi = 200\n",
    "lw = 3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ecc547f",
   "metadata": {},
   "source": [
    "# Fixed Learning Rate\n",
    "80/10/10 Split, 100/200 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. top-1 accuracy\n",
    "2. top-5 accuracy\n",
    "3. last val loss\n",
    "4. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "1b2471d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "fixed_results_200e = np.array([\n",
    "    [1e-6, 0.31,  2.84,  5.28, 0.67],\n",
    "    [1e-5, 0.8,   2.59,  5.28, 0.55],\n",
    "    [1e-4, 6.98,  17.23, 4.6,  7.41],\n",
    "    [1e-3, 21.56, 44.72, 4.97, 26.9],\n",
    "    [5e-3, 39.35, 66.83, 3.34, 43.5],\n",
    "    [1e-2, 13.65, 30.02, 4.15, 17.46],\n",
    "    [5e-2, 1.79,  6.73,  5.13, 1.78],\n",
    "    [1e-1, 0.8,   2.78,  5.29, 0.55]\n",
    "])\n",
    "\n",
    "fixed_results_100e = np.array([\n",
    "    [1e-6, 0.31, 2.9, 5.28, 0.67],\n",
    "    [1e-5, 0.8, 2.1, 5.28, 0.55],\n",
    "    [1e-4, 2.35, 8.28, 5.00, 2.63],\n",
    "    [1e-3, 18.47, 40.09, 4.55, 23.41],\n",
    "    [5e-3, 35.52, 63.19, 3.33, 40.93],\n",
    "    [1e-2, 22.42, 47.19, 3.59, 27.02],\n",
    "    [5e-2, 2.47, 9.02, 5.07, 2.14],\n",
    "    [1e-1, 0.8, 2.53, 5.28, 0.55]\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca34155e",
   "metadata": {},
   "source": [
    "## 100 Epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "c664a31c",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 1], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 2], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 4], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.ylim(0, 70)\n",
    "\n",
    "plt.title('Accuracy for Fixed Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('fixed-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "bf5fa35b",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 3], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Fixed Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "# plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('fixed-loss.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff7746a4",
   "metadata": {},
   "source": [
    "## 200 Epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "9f4a799f",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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a4OzsnDEZbK3SB8PM89dffxEVFUVUVBSRkZHMnz8fLy8v/P39+e233wBITk7m6tWr9OjRg1mzZnH16lWADFNPYGAgkZGRAPz000/Ztnf58mUqV66Mq6srK1euJDo6GoCuXbvy448/Ehsbe129AA8++CCDBw/Wo/3SyJmd8O90CB8KtVoZab4NIOaAQ8XSXE+pUPw7T17mk8FhGSP8tnV8+WRwGDtPXi60Ntzd3Zk1axYDBgygSZMmODk58fjjj2dcj4uLo2nTpnz88cd89NFHWdbx/PPP4+/vz9WrV/H392fChAnXXY+KiiI6OprWrVtnpAUFBVGhQgU2btzIt99+y9SpU2nTpg1t27bl7Nmz9OrVi759+9K8eXNCQ0OZNGkSAGPHjmX69OmEhYURE5P9A3DIkCFs2bKFJk2a8M0339CwYUMAGjduzLhx4+jUqRMhISGMGTPmujJxcXEZ5i1NKcFsgkVPQ9mK0H3Cf+l+DeDScUi54ijJNDeSVazmonZkFY9/7969VsWjjo+PtyqfLQkICFAXLlywW3uO7vOPP/6o7r//fpu3k/k7UNritCtVBPu88QulXiuv1I4F16fv/tVIP7WtwE0UuT7bGFvF4y8RNn5N0WHkyJEsWbKExYsXO1oUjT1JOAvL34DanaHJgOuv+Rn/Eok5CNVD7S2ZJgu04rcDUVFRjhbBbkybNs3RImgcwV8vGYu1bvsQbgynUbE2iLMxwaspEpQKG79Go7Ehh5fBnl+gw7NQqc7N113cDOWvJ3iLDFrxazSa/JN6Df58FirVg/ZPZ5/PrwFcOGg3sTQ5oxW/RqPJP6s/gLgouP1Dw2c/O3zrw8UjYNLhO4oCWvFrNJr8cX4/rJsKIYNyX5jl1wDMaXDxmH1k0+SIntzNJ7YIy9y5c2fOnDmDh4exxP2ff/6hcuXKWebVYZk1DsVshkXPQBlP6PlW7vl9jVAmXNgPfvVtK5smV0qH4l87xdgAIvOo5NhqI25ITnbJHEgPywwwYcIEPD09GTt2bIFFnTt3Ls2bN88xT3pYZk9PT44ePUrt2rUL3G5WpKWl4eJSOr4imjyyfS4cXw99p0E5K0KfpCt+PcFbJCgdph477QZU0LDM1qLDMmscypUYWPoq1GoDofdbV6aMJ5T31xO8RYSSMZxb8iKc3ZXlJQ9TGji7GLsAfXuX8ZpwxlhUEvGecWRF1SbQe6LVIhRWWOZhw4bh7OxM//79eeWVV7LcYlCHZdY4lH9eheQEuP0jcMrD2NFPx+wpKth0xC8i3iLyk4jsF5F9ItJGRCqKyFIROWR59bGlDBm4extK//IJ49Xdu1CrL4ywzHPnzmXXrl2sWbOGNWvW8O23396UR4dl1jiUY2tgx/fQdhRUviVvZf0aQMwhY35A41BsPeL/GPhLKXWPiLgBZYGXgeVKqYki8iLwIvBCgVrJYWR+zRKWOcO80/F52PI1dH7BriFirQnLXKNGDQC8vLwYPHgwmzZt4sEHH7yuHh2WWeMw0pKNCV3vAOj4XN7L+9aH1KsQfxK8axW+fBqrsdmIX0QqAB2BrwGUUilKqUvAncAcS7Y5QD9byZBButIfMBu6jjNeM9v8C4GChmVOS0vLiJKZmprKokWLslSaOiyzxmGsm2rsn3vbh+BWNu/l/RoYr9rO73BsOeIPAi4As0QkBIgERgNVlFJnLHnOAlWyKiwiw4HhAFWqVCEiIuK66xUqVCAhISFXIUwmE8lHN2C67TNMvmGQkAC+YTjf9hnORzeQ4huWz+79R3JyMq6urnz66af079+ftLQ0mjVrxpAhQ0hISEApxblz5wgODsbNzY2ZM2feJPuVK1fo3bs3qampmEwmOnfuzH333XddvujoaKKiomjcuHFGuq+vL15eXqxYsSJjTmHcuHG4ubkxZ84c2rVrx6233kqzZs1wc3OjZ8+evPbaa4wYMYKHHnqIGTNm0LNnT5RSJCQkkJSUREpKSkb9d955J/feey+NGzcmLCyM+vXrk5iYSEBAAGPGjKFDhw44OzvTtGlTZsyYkVHmlVde4fbbb7fqM8ovSUlJGd+LxMTEm74jJR179tnj6hlabH6PGL927D3lAqfy3q5rSjztgMP//snJU/lTPaXtc7ZZf7MK2VkYB9AcSANaWc4/Bt4ELt2QLy63unRY5rzh6D7rsMz2wW59NpuVmnOnUu/4K3X5dMHqei9Iqd9H5rt4afuci2NY5pPASaXURsv5Txj2/HMiUk0pdUZEqgHnbSiDxs7osMwlkN0/w9GV0PsDKF+tYHX5NtBROosANlP8SqmzInJCRBoopQ4A3YC9luMhYKLl9fccqikR6LDMmmLLtUtGyOXqYdDikYLX51cf9v4OSt0cvlljN2zt1TMSmGvx6DkKDMOYUP5BRB4BooF7bSyDRqPJL8tfh6sxxsbpTs4Fr8+3AVyLMxaBefoVvD5NvrCp4ldKbcew9d9IN1u2q9FoCoETm2HLLGg9ovB2zkr37Ik5oBW/AykdIRs0Gk3eMKUaG6eXrw5dXi68ejNcOrWd35GUjJANGo2mcPl3OpzbDQO/gzJehVdv+Rrg5mnsv6txGHrEXwCcnZ0JDQ3NOKKiomjbtm2+6xs6dOhNi6nmzJmTEe4hnZiYGPz8/DKCwN3I3Llzeeqpp6xqc8qUKbi7u3P58uX8Ca0peVw6DhHvQv3e0PD2wq1bBHzr6RG/gykVin/m7plsOrPpurRNZzYxc/fMAtXr4eGRsfp2+/btBAYGsn79+gLVeSN33XUXS5cuzVh5C8ZK2zvuuIMyZXLY8chK5s2bR4sWLfjll18KXFd2KKUywkNoijhKweLnjfd93reN541vAz3idzClQvEHVwpm7KqxGcp/05lNjF01luBKhR9HxtPTE4CIiAg6d+7MPffcQ8OGDRkyZEj6gjXeeOMNWrRoQXBwMMOHD89Iz4ry5cvTqVMnFi5cmJE2f/58Bg0axMKFC2nVqhVhYWF0796dc+fO5UnWI0eOkJiYyFtvvcW8efMy0hMTExk2bBhNmjShadOm/PzzzwD89ddfNGvWjJCQkIxNaCZMmMCkSZMyygYHB2eEk2jQoAEPPvggwcHBnDhxghEjRtC8eXMaN27Ma6+9llFm8+bNtG3blpCQEFq2bElCQgIdO3bM2O8AoH379uzYsSNP/dPkg/2L4OAS6PyS7eLp+NWH+FOQFG+b+jW5UiJs/O9teo/9F/dnec1kMhm7Y5X147Glj+FX1o8LVy9Q27s203dMZ/qO6VmWa1ixIS+0zDl23LVr1wgNDQUgKCiIX3/99brr27ZtY8+ePVSvXp127dqxbt062rdvz1NPPcX48eMBeOCBB1i0aBF33HFHtu0MGjSIuXPnMnDgQE6fPs3Bgwfp2rUr8fHx/Pvvv4gIX331Fe+//z6TJ0/OUebMzJ8/n/vuu48OHTpw4MABzp07R5UqVXjzzTczwkgDxMXFceHCBR599FFWr15NUFCQVeGdDx06xJw5c2jdujUAb7/9NhUrVsRkMtGtWzd27txJw4YNGThwIAsWLKBFixbEx8fj4eHBI488wuzZs5kyZQoHDx4kKSmJkJAQq/umyQfJCcZov0qw4cljK3zTPXsOgX+47drRZEupGPEDlHcrj19ZP85cOYNfWT/Ku5UvcJ2ZTT03Kn2Ali1b4u/vj5OTU8YcAMDKlStp1aoVTZo0YcWKFezZsyfHdm677TbWrVtHfHw8P/zwA/3798fZ2ZmTJ09y66230qRJEz744INc67mRefPmcd999+Hk5ET//v358ccfAVi2bBlPPvlkRj4fHx/+/fdfOnbsmBEV1JrwzgEBARlKH4zIos2aNSMsLIw9e/awd+9eDhw4QLVq1WjRogVg/MNxcXFhwIABLFq0iNTUVGbOnMnQoUPz1DdNPlj5jrFXxe1TwNmGeyhkdunUOIQSMeLPaWSeYAnLnG7eeazpY/xw4AdGhIygZbWWNpUrsw3e2dmZtLQ0kpKSeOKJJ9iyZQs1a9ZkwoQJOYY5BuMB06tXL3799Vfmz5/Phx9+CBjhEcaMGUPfvn2JiIhgwoQJVsu2a9cuDh06RI8ePQBISUkhKCjI6knhdDKHd4brQzxnDu987NgxJk2axObNm/Hx8WHo0KE59rts2bL06NGD33//nR9++CEjkqjGRpzeDhtnQPNhULOFbdvyCQInVz3B60BKxYg/XelP6jSJp8KeYlKnSdfZ/O1JurLz9fUlMTExx5DImRk0aBAffvgh586do02bNoARMjk9hv+cOXNyKn4T8+bNY8KECRn2+NOnT3P69Gmio6Pp0aMHn376aUbeuLg4WrduzerVqzl27BhwfXjnrVu3AsbOXenXbyQ+Pp5y5cpRoUIFzp07x5IlSwBo0KABZ86cYfPmzYDxoE5LSwOMTV1GjRpFixYt8PGxz349pRKzyfDZL+sL3V7LNXuBcXaBSnX1BK8DKRWKf3fsbiZ1mpQxwm9ZrSWTOk1id+xuu8vi7e3No48+SnBwMLfeemuGiSM3evTowenTpxk4cGDGpi4TJkxgwIABhIeHZ+yEdSN//PFHxnxCZubPn5+xW1c6d911F/Pnz+eVV14hLi6O4OBgQkJCWLlyJX5+fnzxxRfcfffdhISEMHDgQAD69+/PxYsXady4MZ988knGDmQ3EhISQlhYGA0bNmTw4MG0a9cOADc3NxYsWMDIkSMJCQmhR48eGQ/H8PBwypcvr+P625rNX8PpbdDrXfDwtk+bfvX1iN+RZBWys6gdxT0ss70pKX0+deqUqlevnjKZTFle12GZVxa8ksunlXq7hhF22WwueH3WsvwtpSZ4K5WalKdipe1ztlVY5lIx4tcUP7755htatWrF22+/jVNeNvTW5I2/XgRTCtw22b7RMv0agDJD7BH7tanJQP+iNEWSBx98kBMnTjBgwABHi1JyObQU9v5m7J9bqY592/a1mAQvZO2GrbEtWvFrNKWRlKvw5xhDAbcbZf/2fesBoid4HUSxdudUSmVMdGpKFyqH1c4aK1j9vhGTZ+if4FLw0B95xtXDWBmsJ3gdQrEd8bu7uxMbG6sVQClEKUVsbCzu7u6OFqV4cm4vrJ8GoUMgsL3j5PDTMXscRbEd8fv7+3Py5EkuXLiQY76kpKRSpyBKQ5/d3d3x9/d3tBjFD7MZFj1jhFru8aZjZfFrAEdXGesICmN3L43VFFvF7+rqmhE+ICciIiIICwuzg0RFh9LYZ42VbPsWTvwLfT+BcpUcK4tvAzAlw6VoqFjbsbKUMoqtqUej0eSRKzGwdDzUagth9ztamky7cWlzj73Ril+jKS388wqkXIHbP7Kvz352pLt06mBtdkcrfo2mNHBsNeyYZ7huVm7oaGkMPLzBs4r27HEAWvFrNCWdtGRjQtcn0FisVZTw1TF7HIFNFb+IRInILhHZLiJbLGkVRWSpiByyvOqwixqNLVk7BWIPG2EZXD0cLc31pLt0ardsu2KPEX8XpVSoUqq55fxFYLlSqh6w3HKu0WhsQewRWDMZGt8Ndbs7Wpqb8W0AyfGQcNbRkpQqHGHquRNIDx4/B+jnABk0mpKPUoaJx6WMEXK5KOKnJ3gdgdhy5auIHAPiAAV8rpT6QkQuKaW8LdcFiEs/v6HscGA4QJUqVcLnz5+fLxkSExMzNkAvLeg+lw5y63PlcxE02vcRB+s9xukafewomfW4JV+k7YZhHKo7nFP+t+Wav7R9zgXtb5cuXSIzWVv+I6tYzYV1ADUsr5WBHUBH4NINeeJyqyerePzWUtridyul+1xayLHPVy8q9X4dpb7oopQpzW4y5RmzWal3aiq1aIxV2Uvb51ws4/ErpU5ZXs8DvwItgXMiUg3A8nreljJoNKWSZRPg6kVj4/SiHA5BRO/G5QBspvhFpJyIeKW/B3oCu4E/gIcs2R4CfreVDBpNqeT4RoicDa1HQLWmjpYmd3wbaMVvZ2w54q8CrBWRHcAm4E+l1F/ARKCHiBwCulvONRpNYWBKNTZOL+8PnV9ytDTW4VcfrpyHa3GOlqTUYLMgbUqpo0BIFumxQDdbtavRlGo2fArn98J930OZYjIJ6pspZk+tVo6VpZSgV+5qNCWFuGiImAgNboOGuXvIFBm0S6fd0YpfoykJKAWLnwNxgj7vO1qavOEdAM5ltJ3fjmjFr9GUBPb9AYf+hi4vQ4VitkGNk7OxB6/ejctuaMWv0RR3kuJhyQtQtQm0etzR0uQPP+3ZY0+04tdoijsr3zZi3dz+MTgX0031fBsYm7+nXHW0JKUCrfg1muLM6W2w6Qto8Qj4hztamvzjVx9QEHvI0ZKUCrTi12iKK8oEC5+Gcn7QbbyjpSkYvnobRnuiFb9GU5xYO8XYTQuocWoxnNkOYQ/CllkOFavAVKpjeCRpl067oBW/RlOcqNEMfhwKu38l6NhcqB4GkTON9OKMSxnwCdITvHaimM4EaTSllKCOMGA2fNcfJ1MaXDwGA7810os76btxaWyOHvFrNMWNKxfAlIITZmg5vGQofTD23409AqY0R0tS4tGKX6MpTlw6Dr+PBCcXomsNgC1fZ9j8ixIzd89k05lN16VtOrOJmbtnZl/IrwGYUyHumI2l02jFr9EUF8wm+P4+SL0Kd07nWO37DbPPj0OLnPIPrhTM2FVjM5T/pjObGLtqLMGVgrMv5Jfu2aPt/LYmV8UvIpEi8qSI+NhDII1Gkw1rPoTze6D9MxByr5GWbvM/tdWhot1Iy2otmdRpEk9HPM2Ty55k7KqxTOo0iZbVWmZfyNcSrO3CfvsIWYqxZsQ/EKgObBaR+SJyq2WvXI1GYy9ObIaIdyG4/80++0Edof3TDhErJ/y9/Ek1pbL61GrurHtnzkofoIwXlK+hJ3jtQK6KXyl1WCk1DqgPfA/MBKJF5HURqWhrATWaUk9yAvzyP0Mp3vahsV1hEedq6lUe+fsRkkxJAPx08KebbP5Z4qu3YbQHVtn4RaQpMBn4APgZGADEAytsJ5pGowFg8fPGpO7dX4CHt6OlyRWzMvP40sc5mXiSJ0KewEmc6FKry3U2/2zxawAxh8Bsto+wpRSrbPzAR8BmoKlSapRSaqNSajJw1NYCajSlmt0/w47vocNYCGjjaGms4tPtn7Ltwjbua3AfI0JH0MCnAReuXmBSp0nsjt2dc2Hf+pB6BeJP2UfYUoo1C7gGWLZRvAml1N2FLI9Go0nn0nFY+Az4t4BOLzhaGqtYfHQxX+z8gv71+vNyq5cBCPEL4Y8jfxBeJTx3O3+6Z0/MAfCuaWNpSy/WmHr+JyLe6Sci4iMib9lOJI1Gg9kEvzwGygx3f1kswi3vjtnN+PXjaVa5GeNajSPdByS0cihX065y6JIVkTd1sDa7YI3i762UupR+opSKA/rYTCKNRmO4bh5fD7dNgopBjpYmV85fPc/oFaPx9fDloy4f4ersmnEttHIoANvPb8+9onK+4OGjg7XZGGsUv7OIlEk/EREPoEwO+TUaTUHIcN28B5oOdLQ0uZKUlsToFaNJTE1katepVHS/3tmvernq+Hn4sf3C9twrEwG/htqzx8ZYo/jnAstF5BEReQRYCsyxtgERcRaRbSKyyHIeJCIbReSwiCwQEbf8ia7RlECS4v9z3by96LtuKqUYv348e2L3MLHDROr71L8pj4gQWjnUuhE/aJdOO2CNH/97wNvALZbjTaXU+3loYzSwL9P5e8BHSqm6QBzwSB7q0mhKNksyuW66V3C0NLny1a6vWHJsCaOajaJLrS7Z5gvxC+FU4ikuXL2Qe6V+DeDaRbgSU4iSajJjlR+/UmqJUmqs5fjb2spFxB+4DfjKci5AV+AnS5Y5QL88SazRlFR2/QQ75hUb180Vx1cwddtUbqt9G48EXz9+m7HqCOuP/Ke40+3870dYoT58dcweW5Orq4CItAamYYz23QBn4IpSqrwV9U8Bnge8LOeVgEtKqfS4qyeBGtm0OxwYDlClShUiIiKsaO5mEhMT8122uKL7XPwok3SeFpuf5kr5BmynNcqKvjiyz6dSTvHh2Q8JcAuga2pXVq1add11FWvisWVJPBHqzi2VnNkdkwxmF85c2kREhH+OdZdJukgb4MD6hZyJSr3uWnH/nPOKrfprjY/YJ8B9wI9Ac+BBjPANOSIitwPnlVKRItI5r4Ippb4AvgBo3ry56tw5z1UAEBERQX7LFld0n4sZZhPMvh2cnagwdAGdrPTicVSfY6/F8u6f7+Lt4c2s22bhV9bvpjydgZDQGB77NpIGVTw4GpNK3eBboMzF3GU2myFyNA18oMENeYv155wPbNVfa009hwFnpZRJKTUL6GVFsXZAXxGJAuZjmHg+BrxFJP2B4w/oJXqa0k0xct1MNaUyJmIMsUmxTO0yNUuln06V8u4kpZrYEh3HXWE16FCrOXtj95JsSs65EScn8K2nXTptiDWK/6rF82a7iLwvIs9YU04p9ZJSyl8pFYjxj2GFUmoIsBK4x5LtIeD3/Imu0ZQAipHrplKKN/99k63nt/JWu7do7Ns427xXU9J4aOZGUk0KgAWbT+Buqk2qOZW9sXtzb8y3gV7EZUOsUfwPWPI9BVwBagL9C9DmC8AYETmMYfP/ugB1aTTFl2Lmuvndvu/49fCvPNb0MXoFZf+nXynF8G8iORmXxHM96+Pm4kSn+r58udQIvGaVW6dfA4g/aUQm1RQ6OSp+EXEG3lFKJSml4pVSryulxlhMP1ajlIpQSt1ueX9UKdVSKVVXKTVAKZXL/z6NpoSS7rrZ/8si77q57tQ6Jm2ZRLda3Xgi9Ikc83638ThrD8dwT7g/T3atR9MaFTh9OYlP7+tIBZdq1it+0LH5bUSOil8pZQIC9CIrjaaQSXfd7Pgc1GrtaGly5Ojlozy36jnqedfjnfbv4CTZq43tJy7x5sK9dG7gx/v9mwIQHujD7lOXaVbLh04BLdh+YTtKqZwb1TF7bIo1pp6jwDoReVVExqQfthZMoymxXDoOi8aAf0vo+LyjpcmRy8mXGbl8JK7OrkztOpWyrmWzzRt3JYUn527Fz6sMUwaG4uRkmK6aB1Qk1aTYdeoyIX4hXEy6yMmEkzk3XDEInFz0BK+NsEbxHwEWWfJ6ZTo0Gk1eMaXBL8MtUTe/KNJRN1PNqTy76lnOXDnDx10+prpn9WzzmsyK0Qu2cyEhmen3N8O77H9GgvAAY7vuLVFx/wVsyy1uj7MrVKyjR/w2ItdvnVLqdXsIotGUCtZ+CMc3wF2fF3nXzQ82f8DGMxt5s92bGQo7O6atOMTqgxd4+65gmvp7X3etYjk3avuWIzL6Io91CsfT1ZPt57dzR507chbArz6c35dzHk2+sGbl7krgJoOcUqqrTSTSaEoqJzZDxMRi4br5w4EfmLd/Hg81eoh+dfvlmHfVwQt8vPwQdzerweCWtbLMEx7gw7J95xCEEL8Q6yJ1+jaA/YshLQVc9DRjYWKNqWcs8JzleBXYDmyxoUwaTcmjGLlubj67mXc3vkv7Gu15JvyZHPOejLvK6PnbaFDFi7f7NcnYfOVGmgf6EHc1lSMXrhBSOYRDcYdISMnFVdOvASgTXDyS365ossEaU0/kDUnrRCSXHZM1Gs11pLtuDltSpF03TySc4JmIZ6hVvhbvd3wfZyfnbPMmp5l4cu5WTCbF9PvD8XDLPm94gBGjPzL6IqE1QlEodl3YRdsabbMXxtcSGebCfqh8S776o8kaazZbr5jp8BWRW4Gi+83VaIoaxcR1MzElkVErRqGUYlrXaXi55ezD8daifew4eZkPBoQQ5Fsux7x1/MrhU9aVLVFxNPFtgpM45W7u8a0PiJ7gtQHWuBREYtj4BUgDjqFj6Gs01lFMXDdNZhMvrnmRY5eP8XmPz6lVPmtbfTq/bTvFt/9GM7xjbXoFV821fhEhPMCHyOg4PN08qeddL/eFXG5ljQ3XtUtnoWONqadoux5oNEWVzK6b/Yv2hukfb/uYVSdX8UqrV2hVrVWOeQ+cTeClX3bRMqgiz9/awOo2wgMqsmzfeWITkwmtHMqio4swmU05mpN0zB7bYI2p50kR8c507iMiOa/Z1mg0/7lu3jYZfAIdLU22/HHkD2btnsXABgMZ2DBnb6OEpFRGfBdJuTIufDIoDBdnqwL8AsYEL8DW45cI8QvhSuoVDl/KJfqLXwOIPWSErtYUGtZ8ao8qpS6lnyil4oBHbSaRRlMSOLHJcN1sMgBCiq7r5o4LO5iwfgItq7bkhZYv5JhXKcULP+8k+uJVPh0cRuXy7nlqq0mNCrg6C1uiL2asC9hxYUfOhXzrQ1qSYTLTFBrWKH5nyeSjZQncpp1qNZrsSIqHny2um7dNdrQ02XL2yllGrxhN1XJVmdxpMq5Orjnm/3rtMRbvOsvztzagVe1KeW7P3dWZ4BoViIyKw9/TH18P39zt/DpYm02wRvH/BSwQkW4i0g2YZ0nTaDRZseR5uHyiSEfdvJp6lVErRpFkSmJa12l4u3vnmH9z1EUmLtlPz0ZVGN6xdr7bbR7gw85Tl0kxmQn1C2Xb+W05F8hw6dQTvIWJNYr/BWAFMMJyLMfYR1ej0dxIMXDdNCszr6x7hf0X9/N+x/ep410nx/wXEpJ5cu5W/H08mHRvSLaLtKwhPKAiKWlmdp+6TGjlUE4mniTmWkz2BcpWhHJ+WvEXMtYofg/gS6XUPUqpe4CvgDK2FUujKYYUE9fNz3d8ztLopTzb/Fk6+nfMMW+ayczIeVuJT0pl+v3hlHfP2RyUG5kDtoX4hQCw43xudv4G2qWzkLFG8S/HUP7peADLbCOORlNMKSaum39H/c1nOz7jzjp38mCjB3PNP3npQf49epG3+zXhlmrlC9y+n1cZAiuVZUt0HI0qNcLVyTX3hVx+FpfO3GL4a6zGGsXvrpRKTD+xvM8+KLdGUxopBq6be2P38sraVwjxC2F8m/G5mmyW7j3H9IgjDGpZi/7h/oUmR3hARbZGx+Hq5ErjSo2tm+BNvgyJ5wpNhtKONYr/iog0Sz8RkXDgmu1E0miKGcXAdTPmWgyjVozC292bKV2m4Oacs2NedOwVxvywnSY1KvDaHY0KVZbmgT7EXknhWMwVQiuHsid2DymmlOwL6AneQscaxf808KOIrBGRtcACjI3XNRpNuutmhaLruplsSmb0ytHEp8Qzres0fD18c8yflGri8e+24iTCZ0Oa4e6aw8rafNA83c4fHUeoXyip5lT2xu7NvoB26Sx0clX8SqnNQEMMj57HgVuAXPZN02hKCYufM1w37y6arptKKV5f/zo7L+zknfbv0LBiw1zLjP99N/vOxDNlYCg1Kxa+VbeOnycVPFzZGh1HSGXLBG9OC7m8qoGblx7xFyJWrbdWSqViKPtWGD78uTjfajSlgF0/wc75hgdPEXXdnLVnFguPLuTJ0CfpHtA91/wLNh/nhy0nGdW1Ll0aVraJTE5ORsC2LdFx+Hr4UtOrZs52fhFjNy7t2VNo5Kj4RcRDRO4TkT+AXcBk4E0g15keEXEXkU0iskNE9ojI65b0IBHZKCKHRWSBiOhVwJriR1w0LHrG4rr5nKOlyZJVJ1YxJXIKvQJ78VjTx3LNv/vUZV79fQ8d6vkyunt9m8oWHuDD4fOJXLqakrGQS2XntbN2Crh7Xx+s7dhqI12TL7JV/CLyPXAQ6AFMAwKBOKVUhFLKbEXdyUBXpVQIEAr0EpHWwHvAR0qpukAcOsSzpriR4bqpiqzr5qG4Qzy/+nluqXQLb7R7I1cPnstXUxkxN5JK5dyYMjAUZyfb7hCW7s8fGW1swB6bFMvJxGwsyDWaGR5TiWdxSU00lP6PQ410Tb7IacTfCEMx7wP2KaVMZLH3bnYog3Q3UFfLoYCuwE+W9DlAvzzKrNE4lrUfwol/i6zrZlxSHCNXjKSsa1k+7vIxHi4eOeY3mxXP/rids5eT+HRIMyp52n59Zoi/Ny5Owpbo/xZyZWvuCeoI7ccAUOfwV4bSHzDbSNfki2yHKkqpUBFpCAwClolIDOAlIlWUUlY51FoCukUCdYFPgSPAJaVUmiXLSaBGNmWHA8MBqlSpQkREhHU9uoHExMR8ly2u6D7bjvKX9xO27V3OV+7Ivrgq4MD7nFWf01Qan577lHPJ5xhddTT7N+9nP/tzrGfRkRSWHUrl/lvciD+6g4ijNhQ6E7W8hOU7jtGiTBncxZ3F2xfjdSLrXb9cUhvSVlypdm4lUbXuJSraDNER9hHUgdjse62UsuoAwoFJwHFgvbXlLGW9gZVAe+BwpvSawO7cyoeHh6v8snLlynyXLa7oPtuIa5eV+qiJUh8FK3Xtku3by4Ub+2w2m9WE9RNU8OxgtfDIQqvqWHvoggp6cZF66vutymw220DK7Hlj4R5Vf9xilZxqUo/+/ajq/3v/7DMfXaXUW9WUeq28Uu/UMM5LAQX9XgNbVBY61epdFJRSkUqpsUAA8GIeHy6XLIq/DeAtIun/NPyBU3mpS6NxGEXcdXPe/nn8dPAnHgl+hNtr355r/rOXkxg1bxu1/TyZeHeTAgVfyw/NA3xITjOz+7QRsO3QpUMkpiTenDHdpn/fXBLLBYCLB/z4kJGuyRfWb59jwfIgyfWOi4hf+s5dIuKBMUm8D+MBcI8l20PA73mVQaOxO0XcdXPD6Q28v/l9Ovt3ZlSzUbnmTzWZefL7rVxLNTHj/maUK2P/Cepwy45ckVHGQi6zMrMrZtfNGU9tNWz6dbpwuO7/4Mp5qNfLSNfkizwr/jxQDVgpIjuBzcBSpdQijDDPY0TkMFAJ+NqGMmg0BSfddbNmqyLpuhkdH82zq54lqEIQEztOxEly/1m/u3g/kdFxvNe/KXUrZ21XtzWVvdypVbEskdFxNPVriiBZB2xr/3TGRO4ln6bQqB/s+QWC77anuCUKmz3mlVI7gbAs0o8CLW3VrkZTqKS7bgLc/UWRc92MT4nnqeVP4SIuTOs6jXKu5XIts2jnaWauO8awdoHcEVLdDlJmT/MAH1YfiqGcaznq+dTLPWAbQM+34ODf8Pc4GPitzWUsiVg94heR1iLyl4hEiEg/G8qk0RQd1kwusq6bJmXi+VXPczLhJB92/hB/r9wjaB4+n8gLP+2kWS1vXup9ix2kzJlmAT7EJCZz/OJVQv1C2XlhJ6bcNlb3rgkdnoV9f8DRCLvIWdLIaQFX1RuSxgB3AX0wVu9qNCWbE5tg1XtG1M2m9zpaGgBm7p7JpjObAPg97nfWnV7HkFuGsDNmZ65lrySnMeK7SNxdnfl0SDPcXGxp6bWO5oH/bcwSWjmUxNREjlw+knvBtiONB/Hi58GUalshSyA5ffIzRGS8iLhbzi9hTMreBcTbWjCNxqEU0aibwZWCGbtqLJO3TGZlwkq61erGH0f+ILhScI7llFK89MsujlxIZOqgMKpVyHlRl72oX9kLL3eXjEidkMNCrsy4usOt7xrxezZ9YVMZSyLZKn6lVD+MYGyLRORBjPDMZTAmZPvZQTaNxnEUUdfNltVaMuSWIczeM5tKzpWIPBfJpE6TaFkt52mzb/+N5o8dp3m2ZwPa1c05LLM9cXISmtXyITL6Iv5e/lR0r5hzpM7MNOgNdbsbeyEknretoCWMHP/rKaUWArcCFYBfgYNKqalKqQv2EE6jcQhF2HVz+fHlzNg5Az8PP2JNsQxsMDBXpb/teBxvLtpLt4aVGdEp543VHUHzAB8Onksk/loaoX6h1o34wYja2es9SL0GyybYUsQSR042/r4ishIjDPNuYCBwp4jMF5Gi9+3RaAqDIuy6uTx6OWMjxlLLsxap5lR6VejFDwd+yLD5Z0VsYjJPzN1KlfLufHhvKE42Dr6WH9L9+bceN+z8xxOOE3st1rrCvnWhzROwfS6c2GxDKUsWOY343wJ6A/cC7ymlLimlngVeBd62h3AajV0pwq6bS6OXMnbVWGqVr8XF5ItM7jSZ27xvY1KnSYxdNTZL5W8yK55esJ3YKynMuD+cCmVdHSB57oTW9MbZSdgSfZHQyqFALhuz3EjH58CzKix5DszWBA7W5KT4LwN3A/2BDAOaUuqQUuo+Wwum0didIuq6+XfU3zy36jka+zamd2BvJneanGHeaVmtJZM6TWJ37O6byn28/BBrDsXwRt/GBNcoOvMUN1LWzYXG1cuzJSqORpUa4erkar25B6CMF/R4A05vg+3f2UzOkkROQ5q7MCJzpgKD7SOORuMgMlw37y0yrpsAf0X9xYurX6SpX1Omd5+e5QKtltVa3mTnX3ngPFOXH2JAuD8DW9S0l7j5JjzAh3mbjuOEK40qNcp6BW9ONL0XtsyEZa/DLX3Bw9sWYpYYcvLqiVFKTVNKzVBKafdNTcnlOtfNSY6WJoMlx5bw4uoXCfELyVbpZ8WJi1d5ZsF2bqlWnjf7Bds9+Fp+CA/wISnVzN7T8YT6hbInZg8pphTrKxCBPu/D1ViIeNd2gpYQHL+CQ6NxNIvHWlw3vyoyrpt/Hv2TF9fkXeknp5l48vutmMyK6UOa4e7qbGNJC4fmARUBDH/+yqGkmFPYd3Ff3iqpFgLNh8GmL+HcXhtIWXLQil9Tutn5I+xcYHHdbOVoaQBYdHQRL699mWaVmzG9+3TKupa1uuwbC/ey8+RlJg8IIdDXuodFUaBqBXdqeHsQGX0x9x25cqLrq+BeHpY8b2yNqckSrfg1pZe4aPhzTJFy3Vx4ZCHj1o4jvEo4n3b7NE9K/5etJ5m78TiPd6pDz8Y3Rlwp+jQP9GFLVBy+Hr7U8KyRN8+edMpWhK6vQNQa2PNr4QtZQtCKX1M6KYKum78f/p1xa8fRokqLPCv9/WfjefnXXbSuXZGxPevbUErb0TzAh/MJyZyMu0Zo5VC2nd+WvlNf3ggfBlWbwD+vQMqVwhe0BKAVv6Z0UsRcN387/BuvrnuVltVaMq3btFw3SM9MfFIqI77bSnl3V6YOCsPFuXj+rMMz7PwXCfULJeZaDKevnM57RU7O0PsDiD8Faz4sZClLBsXzG6LRFIQi5rr566FfGb9uPK2rteaTrp/kSekrpXj+x50cv3iVTwY3o7KXe+6FiigNqnrhVcYlI1In5NPODxDQxvh810+Fi3baPb4YoRW/pnRRxFw3fz74M+PXj6dN9TZM7ToVd5e8Ke6v1hzjrz1neal3Q1oGVbSRlPbB2UkIreVNZHQc9bzrUdalLNvOb8t/hT3eACdXY8MWzXVoxa8pXSweC5dPFgnXzR8P/siEDRNoV6Od1Up/xqojrD8SA8CBiyYm/rWfloE+pJpKRqiC5gEVOXAugSspZpr6Nc3fBG865atBp+fgwGI4tKzwhCwBaMWvKT2ku252crzr5g8HfuCNDW/QvkZ7Pu7yMWWcy1hVrql/BZ76fhuLd53msx3JVPYsw6HziYTU9LatwHYiPMAHpWDb8UuEVg7lYNxBrqQWYIK29RNQsQ789QKk5WFBWAlHK35N6SAuyuK62Ro6jHWoKAv2L+DNf9+ko3/HPCl9gLZ1fJk0oCmj5m0nIUVxNdXEp0Oa0bZO0YmxXxBCa3njJBAZZUzwmpWZXTG78l+hSxno/R7EHoZ/Pys8QYs5WvFrSj5FyHVz3v55vLXxLTr5d+Kjzh/h5uyWp/J7Tl/mzUX7SDMrzAoeahNQYpQ+gGcZF26pVp4t0XE08WuCIPmf4E2nXg+o3xtWfwDxZwpFzuKOVvyaks+ayXBio8V1M8BhYny/73ve2fgOnWt25sPOH+ZJ6Sul+HZDFHd9tp5LV1Pwcnehbx1Xvtt4PMPmX1JoHuDD9hOXKOvsSR3vOnkP2JYVvd4x9uZdOr7gdZUAbKb4RaSmiKwUkb0iskdERlvSK4rIUhE5ZHn1sZUMGk1Rcd2cu28u7256ly41u/Bhp7wp/cvXUnny+628+vsebqnmhQI+fyCcu+u58cngMJ76fluJUv7hgRW5mmJi35kEQiuHsvP8TsyqgJPXFWsbG7Tv+gGiNxSOoMUYW47404BnlVKNgNbAkyLSCHgRWK6Uqgcst5xrNIVPEXHd/Hbvt0zcNJFutboxudNkXJ2t3xBlx4lL3D5tDf/sOcdLvRvSq3FVPstk029bx5dPBoex8+RlW4lvd5oHGGPB9IVcCakJHL1UCL74HcZAeX/Lhi2mgtdXjLGZsVMpdQY4Y3mfICL7gBrAnUBnS7Y5QATwgq3k0JRi0l03hy1xmOvmN3u+4YMtH9AjoAfvdXwPVyfrlL5Siq/XHuO9v/ZT2cudBY+1ITwg6z/Hbev4lig7f3VvD6pXcGdLdBwvNAkDYNuFbdT1qVuwit3KQc834adhEDkbWjxScGGLKZKvWBh5bUQkEFgNBAPHlVLelnQB4tLPbygzHBgOUKVKlfD58+fnq+3ExEQ8PT3zVba4ovsMlc+totG+DzkWOIjoQMdsGLc8fjm/xf1GaNlQhvoOxVmsC5GcmKL4clcyOy6YaFbZmYeDy+DpdnNM/ZL8OU/fnsTBODOTO7kz7tQ4Gnk04gHfBwreZ6UI2fEqnolRbGz1GWmu5QtPaBtQ0P526dIlUinV/KYLSimbHoAnEAncbTm/dMP1uNzqCA8PV/ll5cqV+S5bXCn1fb54TKl3/JX6qqdSaakOkWfmrpkqeHawejbiWZViSrG63KZjsar1O8tUvZcXq1lrjyqz2Zxt3pL8Oc9ed0wFvLBInbh4RY1cPlLd9sttSqlC6vPZ3UpN8FFq4TMFr8vGFLS/wBaVhU61qVePiLgCPwNzlVK/WJLPiUg1y/VqZNrPV6MpMEXAdfPrXV/zYeSH9A7szcQOE60y75jNik9XHua+L/7FzcWJn0e0ZWi7oGKxe5YtSDdrRVo2ZomOj+Zi0sXCqbxKY2jxP4icBWd2Fk6dxQxbevUI8DWwTymVOUTeH8BDlvcPAb/bSgZNKWTNJIvr5ocOcd38atdXTNk6hd5BvXmnwzu4OOX+4LmQkMxDszbxwd8H6B1clUUj29PEv2jsBOYoGlb1oqybs6H4/UIB2HG+AOEbbqTLS+DhU2o3bLHliL8d8ADQVUS2W44+wESgh4gcArpbzjWagnN8o+G62XQgNB1g9+a/2PkFH2/9mNtq38Y77a1T+usOx9Bn6ho2HbvIu3c3YdqgMLzcrff6Kam4ODsRVsubLVFxNKrUCBcnl8Lx50/Hwwe6vQbHN8CuHwuv3mKCzRS/UmqtUkqUUk2VUqGWY7FSKlYp1U0pVU8p1V0pVUj/3zSlGee0K/DL/6CCP/T5wO7tz9gxg2nbpnFH7Tt4u93buSp9k1nx4dKD3P/1Rsq7u/D7U+0Y1LJWqTXtZEV4QEX2n41n9u7vqOVZ67oVvJvObGLm7pkFayDsAageBv+8CskJBaurmKFX7mqKL2unwLHVANQ79AVcPgVtnoIts+wqxvTt0/l0+6f0rdOXN9u9ibNTzt47Zy8nMfjLf5m6/BD9m/mzcGR7GlYt2t4ljqB5gA9mBS5ptTh15RS7YnaRptLYdGYTY1eNJbhScMEacHKCPpMg8awRzqEUoRW/pvhSoxn8OBSWv0nVcxGGiWfVe0a6HVBK8en2T/lsx2fcWedO3mj7Rq5Kf+WB8/SZuiZjQ/RJA0Io6+b4bR+LImGWgG0JcYE83PhhUs2pfBfzHWNXjWVSp0m0rNay4I34N4fQIbDhM4g5VPD6igla8WuKL4EdjB/tmkkkufnCob9hwGwI6mjzptOV/owdM7ir7l280S5npZ9qMvPukn0Mm7WZyl5lWDiyPf3D/W0uZ3HGy92VBlXLExkdx0PBD1HBrQKRVyPpGdizcJR+Ot0ngKsH/PViqZno1YpfUzxJToRfHzO21vOuhXtKDDR/xG5Kf9q2aXy+83P61+vPhLYTcJLsf0on465y7+cb+HzVUQa3qsVvT7ajbuWSufCqsGke4MO243HsPL8LhcIVV3488CPLogtxYxXPytD5RTi8DA7+VXj1FmG04tcUP87uhi86Gd4YIYMh5QpRAffClq8zbP62QinF1G1T+XLXl/Sv15/xbcbnqPT/3nOWPh+v4dC5RKYNCuOdu5rg7mrdCl4NNA/0IcnlIM+ueo6POn/EqKqjcHZyZuyqsaw5uabwGmo5HPwaGqP+1KTCq7eIohW/pviglDFx+2VXwwujx1sZ5p2ooCGGmefHoTZT/koppmydwle7vmJA/QE5Kv3kNBMT/tjDY99GElCpHH+Oas8dIdVtIldJJjzAB2f3k/Sp8hwtq7UksEwgH3T6AJMyMXnLZEyFFWzN2RV6TTQ27NkwrXDqLMJoxa8pHiTFw8+PwKKnIbAdPL4OzKnX2/SDOhrnp7YWevNKKT6K/IiZu2cysMFAXmn9SrZKPyrmCv2nr2f2+igebhfETyPaEFCpXKHLVBqo4e2BT1pPzp+vmZHWrVY3Xmz5IkcuH+H9ze+nh34pOHW6wC13wJoPjeB+JRjtTqAp+pzZYYzk46Kg66vQfozhitf+6ZvzBnUsdDu/UorJWyYzZ+8c7mtwHy+3ejlbf/uFO07z0i+7cHYSvnggnJ6NqxaqLKUNEaF5QEUio+OuSx9yyxBOJ57mm73fUMOzBg82frBwGuz5NhxaCv+8YgwiSih6xK8puigFm76Er7obdtehf0LHsYbSt5sIig+2fMCcvXMY3HBwtko/KdXES7/sYuS8bdSv4sni0R200i8kwgN8OHXpGmcuX7su/dnmz9IjoAeTtkzin6h/CqcxnwBo/wzs+dXm80WORI/4NUWTa5fgj5Gw7w+o1xP6zYBylewqglKK9ze/z3f7vuP+W+7n+RbPZ6n0D59P4Knvt7H/bAKPd6rDsz3r4+qsx1SFRfNAy8YsUXF4ZUp3Eife7fAuMddieGnNS/iV9SOscljBG2w3GrbPhSUvwGNrHLpHs63Q305N0eNUJHzeEQ4shh5vwKAFDlH6EzdNzFXp/xR5kjumreN8QjKzh7Xgxd4NtdIvZG6pVh4PV+ebzD0AZZzLMLXLVKp5VmPkipFEXY4qeIOuHnDrO3B+L2z+quD1FUH0N1RTdFDKWEH59a2gzMbOWe1G29W0Y4iheGfjO3y//3sebPRglkr/SnIaY37Yztgfd9DUvwJLRnegc4PKdpWztPD12mME+ZZjS/R/Yb3WH4lhxqojAHi7ezO923ScxZkRy0YQey224I02vB1qd4GV78CVkrOfcTpa8WuKBlcvwvzB8PdLUK8HPLYaahbi6kwrMSszb298m/kH5jO08VDGNh97k9LfdyaeOz5Zy6/bTjG6Wz2+f7Q1Vcq7213W0kJT/wocjUlk7+l4ktIU64/E8NT322iaKXR1zfI1mdZ1GjHXYhi5YiTX0q7lUKMViEDv9yH1Cix/vYA9KHpoxa9xPCc2GaadQ0vh1nfhvu+hbEW7i2FWZt7+920WHFjAsOBhjAkfc53SV0oxd2M0d366joSkNOY+0opnetTH2UlH1LQlbev48nT3+pgVfBSZxFPfb+OTwWE37TPc1K8p73V8j90xu3lh9QsF9/H3qw+tHoet39rERdiRaMWvcRxmM6z7GGb1NkZYj/wNbZ4w3ttbFGXmzX/f5IeDP/BI8CM80+yZ65R+fFIqT83bxrhfd9MqqCJLRnegbd2Ss8F5UefRDrWpV9mTA3FmqlVwp0Vg1gODrrW68mLLF1l5YiXvbX6v4D7+nV4wQjosfs74vpYQtOLXOIYrsTDvPlg6Hhr0NrwnaoQ7RBSzMvPGhjf46eBPPNrkUUY3G32d0t958hK3T13LX7vP8nyvBswZ1hJfzzIOkbW0svFYLLGJKdTzdmLP6Xju/mwdCUmpWeYdfMtgHmr0EPP2z+Obvd8UrGH38tD9dTi1BXbMK1hdRQit+DX2J3oDzGgPR1ca8dDv/RY8vB0iilmZeX3D6/x86GeGNx3OyLCRGUpfKcWsdcfoP309aSYzC4a35onOdXHSph27km7T/2RIGONaezC8QxC7TsXT5+M1nL6UtS1/TPMx9AzoyaQtk/g76u+CCdB0IPi3gGWvQdLlgtVVRNCKX2M/zGZYMxlm3wYuZeCRpdDyUYeYdsBQ+q+tf41fDv3C4yGP81ToUxlK/9LVFIZ/G8nrC/fSqb4ff47qQPNszAsa27Lz5OXrbPov39aIl3o35Fx8Mv0+XcfuUzcrYydx4p0O7xBWOYyX17zM1nMFsNE7ORm7ul2JgYj38l9PEUIrfo19SLwAc/vD8jeg0Z2G1071UIeJYzKbGL9uPL8d/o0nQp7gydAnM5R+ZHQct01dS8SB87x6eyO+fLA5PuXcHCZraefxTnVumsh9rFMdFo5sj4uTcO/nG1i+79xN5dJ9/Kt7VmfUylEcu3ws/0JUD4NmD8Kmz+H8/vzXU0TQil9je46tMUw7Uevg9ilwz0zDduogTGYT49eP5/cjv/NE6BOMCB0BgNmsmB5xhHs/34CTE/z0eFseaR+k98EtojSo6sVvT7ajtl85Hv1mC99siLopj7e7N591/yzDxz/mWgF88ruNB7dysOT5Yr9hi1b8GtthNhl/jb/pC2U84dEV0HyYw0w7YCj9V9a9wh9H/uCp0KcYEWIo/ZjEZIbO3sx7f+3n1sZV+HNUB0JqejtMTo11VC7vzoLhbejasDLjf9/Dm4v2YjJfr5RretXkk66fEHstlpHLR3I19Wr+GivnC11egWOrYN/CQpDecWjFr7ENCefg234Q8Q40GQDDV0HVAm6OXUDSzGm8vPZlFh1dxKiwUTwW8hgAG47E0ufjNfx7NJa3+gXz6eBmlHd3daisGuspV8aFzx9oztC2gXy99hgjvovkWsr1PvxN/Jrwfsf32XtxLy+sKYCPf/OHoXJj+HscpOTzAVIEsJniF5GZInJeRHZnSqsoIktF5JDl1cdW7WscyJGVhmnnxGbo+wnc9bkx4ncg6Up/8bHFjG42mkebPorJrJiy7CBDvvoXzzIu/PZEO+5vHaBNO8UQZydhQt/GjL+9EUv3neO+LzZwISH5ujxdanXhxZYvEnEigombJubPx9/ZBfq8D5ePG2tQiim2HPHPBnrdkPYisFwpVQ9YbjnXlBRMabDiLfj2LmPl7fCV0OwBh5p2wFD6L615iSXHlvBM+DP8r8n/OB+fxP1fbWTKskPcGVqDhSPb06i64+YdNIXDw+2D+Pz+cA6cS+Cuz9Zx6FzCddcHNRzEsMbDmH9gPnP2zMlfI4HtIbg/rJsCcdEFF9oB2EzxK6VWAxdvSL4TSL/bc4B+tmpfY2fiTxu2/NUfQOgQw55f+RZHS0WqOZUXVr/AX1F/MSZ8DA8HP8zqgxfo/fEatp+4xAf3NOXDe0MoV6bkhd4trfRsXJUfHmtDUqqZu6evZ/3h6yd0nw5/mlsDb2Vy5GT+isrn5uo93gRxgr9fLgSJ7Y8U2rZlWVUuEggsUkoFW84vKaW8Le8FiEs/z6LscGA4QJUqVcLnz5+fLxkSExPx9HSsmcHe2LvPFWO30nD/RzibkjlYfwTnqnaxW9vpZNVnkzIxO2Y2269up59PPzp7duXXw6ksOppKDU/hiVB3angW32ku/d3OmZhrZj6KTOLsFcWwYDfa1/hv3iZVpfLJuU84nnycJ6s8SV33unmWpVb0T9Q+9i07mr5OXMXQPJe3hoJ+xl26dIlUSjW/6YJSymYHEAjsznR+6YbrcdbUEx4ervLLypUr8122uGK3PqelKLX0NaVeK6/Up22UOn/APu1mwY19TjGlqKdXPK2CZwerObvnqFNxV1X/z9apgBcWqRd+2qGuJqc5RtBCRH+3c+fS1RQ1+MsNKuCFRWry3/uV2Wz+71rSJXX7L7ertt+3VUcvHc27MKlJSk0JUWpac6VSk/Ne3goK+hkDW1QWOtXew51zIlINwPJ63s7tawqLyyeNFbhrP4JmD8Gjy41ohkWAVFMqz616jmXHl/FCixeoLrfSZ+oa9p2J5+P7QpnYvykebs6OFlNjByp4uDJraEsGhPszdcVhnlmwneQ0w6OnQpkKfNb9M1ycXPLn4+9SBnpNhJiDxsKuYoS9Ff8fwEOW9w8Bv9u5fU1hcOAvw2vn3B7o/zX0nWrsWlQESDWl8uyqZ1l+fDnPNX+BY0eb8b9vtlDD24NFozpwZ2gNR4uosTNuLk68f09Txvasz2/bT/PA15u4dDUFMHz8P+32KReTLubPx79BL2Nr0Ij3IOGsDaS3DbZ055wHbAAaiMhJEXkEmAj0EJFDQHfLuaa4kJZi+C/PGwgV/I2wC03ucbRUGaSYUhgTMYaVJ1YyIngsP600/LqHtg3klyfaEuRbztEiahyEiPBU13p8fF8o249f4u7p64mOvQJAsG/wfz7++Ynj32simJJhWfHZsMWWXj2DlFLVlFKuSil/pdTXSqlYpVQ3pVQ9pVR3pdSNXj+aokpctBE3f8Mn0OJ/8MgyqFTHoSLN3D2TTWc2AcZk3ZiIMUScjKBRhbZM/6MqUTFXmHF/Myb0bUwZF23a0cCdoTX47n+tuHglhbs+W5+xj2/nmp15qeVLRJyM4N1N7+bNx79SHWjzJOz43thUqBhQfF0aNPZj3yL4vINhyxwwB26bDK6O32rw6MmKjF4xhnWn1vHVha9YdXIVTpRhy87G1KnsyZ+jOtAruJqjxdQUMVoGVeSXEW3xcndh0Jf/8ufOMwDc1/A+hgUPY8GBBczeMztvlXYYC17VLRu2FHDnLzugFb8me9KSYckLsGAIVKxtmHYa93O0VBn0qNOSqzFteGL5k+y9thfMZUiMfpDeddvz4+NtqFmxrKNF1BRRavt58suItjSpUYEnv9/KjFVHUErxdLOn6RXYiw8jP+SvY3nw8S/jCQFt4cx22Pbtf+nHVsPaKYUtfoHRil+TNRePwtc9YeMMaDUCHv4bKgY5WipMZhMbTm9g/LrxvLT5Hszef2EyGV/jlNh2jOnQm08GN8PVWX+1NTlTybMMc//XituaVmPikv2M+203ZjO81f4tmlVuxstrXybyXKT1FTZ7EJxc4J9X4VqcofR/HAo1mtmsD/lFL1fU3MyeX+GPUUaohYFz4ZbbHSqOUoqdMTtZcmwJf0f9Tcy1GNycPPAyhZEaUwFnn1WkxHbAq/JmWjSMc6ismuKFu6sz0+4Lo1bFskyPOMLJuGt8OjiMqV2ncv/i+xm1YhTf9vmW2hVq515Z7U5w24ewcJTh6pxwFgbMhqCONu9HXtHDIs1/pCbBojHGKMW3vrEPrgOV/uG4w0zdOpU+v/Th/sX3M3//DyQl1uTaqSHE7n2Zaxeb4eG3FqcLD3Jr+T6Yzt7P6BVjMiZ8NRprcHISXujVkHfvbsK6wzEMmLGBq0luTO8+HVcnV55Y9oT1Pv7hD0HNVoars5MLlPXNvYwD0IpfYxB7BL7uDlu+hjZPwbAl4BNgdzFOJZ7iq11fcffvd3PXH3fx1a6vuRDnxbXTA7i0fxwV4v/Hky3u5s+RXejVLAV17n4+HzCQ/vXL8Fn/e7l2ajB/Htxod7k1xZ9BLWsxa2gLTsZdo9+n67gU75Xh4//U8qes8/E/thpiD8Mtd0LieWO9y+oPjACGRQht6tHArp9g4WhwdoVBC4xFKXYk5loM/0T9w5/HFrPzwg4AnFOCSLrYF1NCE5r7B9CzfRV6NqpKrUr/TdhWO9SHz/pXoG0dXyJOQNs6vnzW/152niwZG2Jr7E/H+n78NKIND8/azL2fb+DTwc34oOMHjFo5iudXP8+ULlNwccpGbabb9NPNO/sWwk8PGxFr9/8J/aYXicCFoBV/6Sb1muG1s3UO1GwN93xtLMyyAwkpCSw/vpxFR/5k09lNKMyQUo3kS70gMZT2QfXp2aUK3RtVwdezTJZ1PN7p5nUEbev43rQ/q0aTFxpWLc+vT7bj4dmbeWTOZl7v25hxrcbx5r9vMnHTRMa1Gpf1ng2ntl5v07/lDrj/Z9j6LRxZDp93hM4vQtvRRlx/B6IVf2nlwkH48SE4vxfaj4EuLxsjfhuSlJbE6pOr+ePwn6w7vYY0lYpKrUjK5U6UuRZOlzpNubVVVTo18MNTh0nWOJAq5d354bE2jJq3jVd/38OjHYIZ1vhhZu2ZSXXP6jwc/PDNhdo/fXNaUEfjuBIDfz4Ly98w/gk4ePSvf12lke3z4M8xRnyd+3+Gut1t1lSqOZWNZzbyy4FFrDq1ghTzNVSaJ6nxLfFMa8GtdVpwa8dqtKldCTcXPeWkKTqUK+PCFw82542Fe/hyzTFubdSenrVO81HkR1QrV43eQb3zUJkv3DsHdv8Ci8c6fPSvFX9pIuWKsbJw+1wIaA/9v4Lyhb+y1azMbD+/nfl7f2flyWUkmeNRJndSE4LxpTV96rWnd4/qhPp74+SktznUFF3St3SsVakcb/25lyYJt9E08Dzj1o7Dz8OP5lVvDnWfI8F3Q2AHY+C1/A1jVXy/6VC5oW06kA1a8ZcWzu8zJp4uHICOz0OnFwp1pKGUYv/F/Xyz8zdWnvyHK+YYlNmVtMRbqOHalr71utAnuCZ1K3vqPW01xQoR4ZH2Qfj7eDB6/jYqXrmHyrVjGbVyFN/1/o7a3lb4+GfG0w/u/Qb2/AJ/jjXCoXR5GdqMtNvoXyv+ko5SxhLyxc9DGS944FeoU3g7ZB25FMXXW38h4tQ/JJhPoZQT5iv1CXC/k7sb9OS24CCqexeNkM0aTUG4tXFVFgxvwyNzNnNq/xDK157OE8uf4Ls+3+HrkUeHAhFj397Ajsbof9mE/2z/fg1sIn9mSqbiXzvFWCadecXcsdXGrHtWEzAlleREWPQM7PrBuBd3fwVeVQpcbfSl03we+QurTi0lXh0FwHwtiLplH6R/wz70bVIP77JuBW5HoylqhNT05tcnDI+f6MP3cy3wC55c/iSzbp1FWdd8xIZKH/3v/tkww87oAEEdjLU0mQdohay/Sqbir9HsP39auN6/tqRy48Pu7C74/l6IPwNdxkGHZ8Ep/6GJo+NimLHlV1af/ofL6gAiCpJrUL/cIO5tdDt9GzfWu1ppSgU1K5blpxFtGfFdGTYeH8Q+9Q3PrXqOj7t+nL2Pf06IGPtaBHU0Bmr7F8HRCLhjGlDdJvqrZCr+oI7GTZp3H2FlasDa49DwduMGRq0zFKCTM0jmVxdwcvovzckl03Uny/VMZa57n57XKVNd2eTNta182r/TH3b3zKLa6b9g9VdgToOeb0PbJ/NV5eELsXy5ZRFrzvxDvNMeRExImh+NPO/mvkZ96dsoFBcdDE1TCqng4crsYS15+VcPfj9ymdX8ylv/vsNrbV7N/xyWZ2UY+J0x+l84Gn4fQVPvprDpVKHH/CmZih+Mm1S+BhViDhpKde/vhiIkDxssOATJ44MjU153b/j2LhooEzi5Gn8hG/W1umWlFHvOxDFr69+sPbuUK847EKcUnKQCwZ59GNToTu5o2AInJ63sNRo3Fyc+uKcpASvKMm17HD/zIyfjrvDVbe9l5JkVuZQNp7bzRd/nrKs0ffQf2AFm30bF2J0Q9kChB3oruYr/2Gq4GktUwL0EXlj+3xNTKWOjBGUyHgQZ783GuTIZaeY0UGbr8maUMVlZ3tq85kzX89BWXBS0e9oqpW82K7ZExzJ3RwTrzi4lyXU74nIVJ5eyBHt1ZnDwndxWrx3OBTATaTQlFRFhZLd6+Fd8nnEbTrCRxTy1uDyf9BnHrMilfLjjVcaEvJn3imMOwLWLnK7Wg+oHFhv6TI/4cyGTTSwq2kxg5weuj6Hh7ILR9axDARRbLP2OCriXwMiZULtjll+W5DQT6w7H8OOuf9lwbhmp7ltxco3Hyd2NxhXaMLjRnfSp2xlXG6/k1WhKCneF1cTPazqPr3iIiPPz6frNUS6k7WFMyJsMC++Rt8oy6a+D0WaqBzhdr78KgZKp+DPHzIiO+M/mf2prkYyNXSjk8rBLSEol4sAFft29lU0XVqDKbsOpTAzi5Uyj8i0Y1PhOegV1zZ9ngkajoX3daswtO5v7/7qLC7IJ5SR8FPkxc3YsJNCrIWGVm9KqZkMaVi2fs9ebHfRXiVT8M73LE+zuTstMaZvc3dntXZ4sImyUCCas/oxbwkYxMNOXZU7jJ9nx98ecLXOVbbERiNc2nN1PIz5C/fIhDLzlCXoF9aRCmQqOFl+jKRFsPbMHAD9pznnzDsq4mbjIemKvriQyCr48UgZTUg3KmAPx96hPo0rBhFQNpEFVL+pV8aKChyvDL6bSxiOZYZk2vJt1MZkNF1P5opDkLJGK/+jJiny5Ywwfd/0QgE1nNjF6xRi6VRoLwQ4WrgAopUg1KVJNZlLSzMar5b1HwP28dfQtDiwL4sqJsozfPZWLZb/HLD44Oz2Hix8EeTXk7vpD6FO7F5XLVnZ0dzSaEsV/Nv23GBbeI+P86aZv07FObdYc38rmMzs5GLeXCymriGYF0Zfhz1hPzFv8MSX5U15q4+XhzvoLr7L1eBxNqcTBTX8zbfdr+ZsryAaHKH4R6QV8DDgDXymlJhZm/X3qtWfRztM8vnQEZcSNq9FXMad6szVxDvcu/B4RwQknRMQ4EJzE8FQRnFDKeCcIZiWAZKQpBShBZXpvBpQyztNfzRnnxnuz5ZrZrDKumc3p1xQms1jOjXRT+qv5v1eTRQZUurtY+nvjENdG/HDidVRaecQzFhGoVd6dfvWepE9QH2qVr1WYt1mj0WRiw6nt19n00183nNrOI81vpZ5PPR4OGQhAiimFAxcPsCtmN5tP72B37G7OXltOMstIBkjzZOWld1h2NQiXuNMZD5PCwu6KX0ScgU+BHsBJYLOI/KGU2ltYbaRvyPHoP/+QWvYI5mQ/PKQqMZeE88qMUgqzMmFGYbacK6UwGyrcIqgCQ71fdw7q+vdwXdpN+cVIM1x7M79mui6AU+a6MeLToxDAGTNOgCsKdV27WSNusfi51uezXm/TwKeBjo2j0diBrFw2h4X3yFJhuzm70cSvCU38mjD4lkEAJKYksu/iPnbH7GZ3zG5WRK9BPA/TwKNXoSp9cMyIvyVwWCljrb+IzAfuBApN8QO4lD2Ki/s5rl3oinvFjfhzKxWdGuHqLLi5OOPqLJRxccLV2TjcLO+NNMkiLXO+m8u6ZcpvtOGEq5OTTaJPKmU8ADIeVgrMmJmzdTnTdr1BAG2INm1gw7ETNKxo36h/Go0mf3i6edKiagtaVG3BrMil/GNahz8dOZC4hlmRSwtV+YtS9l3QJCL3AL2UUv+znD8AtFJKPXVDvuHAcMtpA+AAUAHIvK9e5vOM904eTlXd/MpUNadWxJSQlOjs5e7p5HqRlAvJR8zXzAn5FP3GtguSN7vrOfUvx3NnL48A14rimxrHCVP8VbNz+bJOrj7UtJyft1Jua+XMT96srluTZtVnDvgCVu6InSOF1WdrP+Os0nSfS3GfncuXrZzpt1vQ33KAUsrvptR0M4e9DuAeDLt++vkDwCdWlv0iu/Mc3m8pJLm/KKy82V3PqX957H+x6LM1acW1z9Z+xrrPus859bmw+nvj4Yi196eAmpnO/S1p1rAwh/Ps3hcWeakzt7zZXc+pf7mdF8c+W5NWXPts7WecVZrus+6zLfqcgSNMPS7AQaAbhsLfDAxWSu2xUXtblFJ53CaneKP7XDrQfS752Kq/dp/cVUqlichTwN8Y7pwzbaX0LRTWmofihO5z6UD3ueRjk/7afcSv0Wg0Gsei4+tqNBpNKUMrfo1GoyllaMWv0Wg0pYxSrfhFxElE3haRaSLykKPlsQci0llE1ojIDBHp7Gh57IGIlBORLSJyu6NlsQcicovl8/1JREY4Wh57ICL9RORLEVkgIj0dLY89EJHaIvK1iPyU17LFVvGLyEwROS8iu29I7yUiB0TksIi8mEs1d2KsI0jFiBtUpCmkPisgEXCniPe5kPoL8ALwg22kLFwKo89KqX1KqceBe4F2tpS3MCikPv+mlHoUeBwYaEt5C4NC6vNRpdQj+Wq/uHr1iEhHDAX2jVIq2JLmjLFGICMAHDAIw2303RuqeNhyxCmlPheRn5RS99hL/vxQSH2OUUqZRaQK8KFSaoi95M8rhdTfEKASxoMuRim1yD7S54/C6LNS6ryI9AVGAN8qpb63l/z5obD6bCk3GZirlNpqJ/HzRSH3Oc+6q9jG41dKrRaRwBuSswwAp5R6F7jpb76InARSLKcmG4pbKBRGnzMRRxHfe7KQPuPOQDmgEXBNRBYrpcy2lLsgFNZnrJT6A/hDRP4EirTiL6TPWYCJwJKirvSh0H/LeabYKv5sqAGcyHR+EmiVQ/5fgGki0gFYbUvBbEie+iwidwO3At7AJzaVzDbkqb9KqXEAIjIUy78dm0pnG/L6GXcG7sZ4sC+2pWA2JK+/5ZFAd6CCiNRVSs2wpXA2Iq+fcyXgbSBMRF6yPCCsoqQp/jyhlLoK5MtGVlxRSv2C8cArVSilZjtaBnuhlIoAIhwshl1RSk0FpjpaDnuilIrFmNPIM8V2cjcbChIArrhS2vpc2voLus+g+1yolDTFvxmoJyJBIuIG3Af84WCZbE1p63Np6y/oPus+Fza2iPVsjwOYB5zhP1fMRyzpfTBmxo8A4xwtp+6z7q/us+5zUetzsXXn1Gg0Gk3+KGmmHo1Go9Hkglb8Go1GU8rQil+j0WhKGVrxazQaTSlDK36NRqMpZWjFr9FoNKUMrfg1xRIRSbRze+sLqZ7OInJZRLaLyH4RmWRFmX4i0qgw2tdoQCt+jQYAEckxbpVSqm0hNrdGKRUKhAG3i0huMfP7YUQX1WgKBa34NSUGEakjIn+JSKQYu4w1tKTfISIbRWSbiCyz7EWAiEwQkW9FZB3wreV8pohEiMhRERmVqe5Ey2tny/WfLCP2uZaQwIhIH0tapIhMFZEcY/8rpa4B2zGiMiIij4rIZhHZISI/i0hZEWkL9AU+sPxLqJNdPzUaa9GKX1OS+AIYqZQKB8YCn1nS1wKtlVJhwHzg+UxlGgHdlVKDLOcNMcJWtwReExHXLNoJA562lK0NtBMRd+BzoLelfb/chBURH6Ae/4UE/0Up1UIpFQLsw1jGvx4jXstzSqlQpdSRHPqp0VhFqQ7LrCk5iIgn0Bb40TIAh/82mvEHFohINcANOJap6B+WkXc6fyqlkoFkETkPVOHmLSo3KaVOWtrdDgRi7KZ0VCmVXvc8YHg24nYQkR0YSn+KUuqsJT1YRN7C2CvBE/g7j/3UaKxCK35NScEJuGSxnd/INIxtJv+wbFIyIdO1KzfkTc703kTWvxFr8uTEGqXU7SISBPwrIj8opbYDs4F+Sqkdlo1jOmdRNqd+ajRWoU09mhKBUioeOCYiA8DYik9EQiyXK/BfXPOHbCTCAaB2pu30ct3w2/LvYCLGZvAAXsAZi3kp817ICZZrufVTo7EKrfg1xZWyInIy0zEGQ1k+YjGj7AHutOSdgGEaiQRibCGMxVz0BPCXpZ0E4LIVRWcAHS0PjFeBjcA6YH+mPPOB5yyT03XIvp8ajVXosMwaTSEhIp5KqUSLl8+nwCGl1EeOlkujuRE94tdoCo9HLZO9ezDMS587VhyNJmv0iF+j0WhKGXrEr9FoNKUMrfg1Go2mlKEVv0aj0ZQytOLXaDSaUoZW/BqNRlPK0Ipfo9FoShn/B9mg7HgqlPnyAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
    "\n",
    "plt.ylim(0)\n",
    "\n",
    "plt.title('Accuracy for Fixed Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "cdf18f4a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 3], 'x-', label=\"Final Validation Loss\")\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Fixed Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Learning Rate')\n",
    "\n",
    "# plt.legend()\n",
    "plt.xscale('log')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01a797d7",
   "metadata": {},
   "source": [
    "# Step-Down\n",
    "80/10/10 Split, 100 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. step size\n",
    "2. gamma\n",
    "3. top-1 accuracy\n",
    "4. top-5 accuracy\n",
    "5. last val loss\n",
    "6. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "a9023eeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "step_down_results = np.array([\n",
    "    [1e-2, 0.33, 0.1, 43.79, 70.85, 2.79, 47.24],\n",
    "    [1e-2, 0.33, 0.25, 45.52, 73.07, 2.90, 49.88],\n",
    "    [1e-2, 0.33, 0.33, 45.52, 72.64, 3.01, 49.20],\n",
    "    [1e-2, 0.33, 0.5, 45.71, 71.71, 2.89, 49.39],\n",
    "    [1e-2, 0.33, 0.75, 40.09, 68.19, 3.00, 46.38]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "9b32b8fe",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(step_down_results[:, 2], step_down_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(step_down_results[:, 2], step_down_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(step_down_results[:, 2], step_down_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.ylim(20, 80)\n",
    "plt.xlim(0, 1)\n",
    "\n",
    "plt.title('Accuracy for Step-Down Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Step-down Scale Factor, γ')\n",
    "\n",
    "plt.legend()\n",
    "# plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('step-down-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "69c98182",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(step_down_results[:, 2], step_down_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Step-Down Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Gamma, γ')\n",
    "\n",
    "# plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9c67f09",
   "metadata": {},
   "source": [
    "# Exponential Decay\n",
    "80/10/10 Split, 100 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. decay rate\n",
    "2. top-1 accuracy\n",
    "3. top-5 accuracy\n",
    "4. last val loss\n",
    "5. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "5322e4d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "exp_results = np.array([\n",
    "    [1e-2, 0.70, 2.35, 8.09, 4.97, 2.75],\n",
    "    [1e-2, 0.80, 5.0, 15.57, 4.61, 7.23],\n",
    "    [1e-2, 0.85, 9.94, 26.31, 4.11, 12.81],\n",
    "    [1e-2, 0.90, 25.88, 52.5, 3.28, 29.17],\n",
    "    [1e-2, 0.925, 37.43, 63.37, 3.13, 40.81],\n",
    "    [1e-2, 0.95, 44.1, 71.22, 2.99, 48.84],\n",
    "    [1e-2, 0.98, 44.41, 71.83, 3.04, 47.61],\n",
    "    [1e-2, 0.99, 42.43, 69.55, 3.25, 45.47],\n",
    "    \n",
    "    [1e-1, 0.85, 12.91, 34.96, 3.85, 14.89],\n",
    "    [1e-1, 0.9, 0.8, 2.29, 5.29, 0.55]\n",
    "])\n",
    "two_results = 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "959af09b",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 2], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 3], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 5], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.ylim(0, 100)\n",
    "\n",
    "plt.title('Accuracy for Exponential Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Decay Rate, λ')\n",
    "\n",
    "plt.legend()\n",
    "# plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('exp-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "fe8641ec",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1000x800 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 4], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Exponential Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Decay Rate, λ')\n",
    "\n",
    "# plt.legend()\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('exp-loss.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dfbd4bb",
   "metadata": {},
   "source": [
    "# Sigmoid Decay\n",
    "80/10/10 Split, 100 epochs\n",
    "\n",
    "## Index\n",
    "0. learning rate\n",
    "1. step size\n",
    "2. gamma\n",
    "3. top-1 accuracy\n",
    "4. top-5 accuracy\n",
    "5. last val loss\n",
    "6. last val accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "dc7ccd8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sig_results = np.array([\n",
    "    [1e-2, 50, 0.025, 43.30, 70.60, 2.88, 50.61],\n",
    "    [1e-2, 50, 0.05, 46.94, 72.88, 2.79, 52.94],\n",
    "    [1e-2, 50, 0.1, 45.95, 73.63, 2.65, 51.29],\n",
    "    [1e-2, 50, 0.15, 41.94, 68.56, 2.94, 47.49],\n",
    "    [1e-2, 50, 0.2, 41.82, 68.13, 2.82, 45.16]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "5ab4be17",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "plt.plot(sig_results[:, 2], sig_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
    "plt.plot(sig_results[:, 2], sig_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
    "plt.plot(sig_results[:, 2], sig_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
    "\n",
    "plt.ylim(20, 80)\n",
    "plt.xlim(0, 0.25)\n",
    "\n",
    "plt.title('Accuracy for Sigmoid Learning Rates')\n",
    "plt.ylabel('% Accuracy')\n",
    "plt.xlabel('Gamma, γ')\n",
    "\n",
    "plt.legend()\n",
    "# plt.xscale('log')\n",
    "plt.grid()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('sig-accuracy.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "49f5ca1a",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(sig_results[:, 2], sig_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
    "\n",
    "# plt.ylim(0)\n",
    "\n",
    "plt.title('Final Validation Loss for Sigmoid Learning Rates')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Gamma, γ')\n",
    "\n",
    "# plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be993da6",
   "metadata": {},
   "source": [
    "# Best\n",
    "\n",
    "100 Epochs\n",
    "\n",
    "top-1 accuracy indexes: 1, 3, 2, 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "6ab2b999",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "\n",
    "best_top_1_results = list()\n",
    "best_labels = list()\n",
    "\n",
    "# Fixed\n",
    "b_fixed = fixed_results_100e[np.argmax(fixed_results_100e[:, 1])]\n",
    "best_top_1_results.append(b_fixed[1:3])\n",
    "best_labels.append(f'Fixed\\n{b_fixed[0]}')\n",
    "\n",
    "# Step Down\n",
    "b_sd = step_down_results[np.argmax(step_down_results[:, 3])]\n",
    "best_top_1_results.append(b_sd[3:5])\n",
    "best_labels.append(f'Step Down\\n{b_sd[0]}, S: {b_sd[1]},\\nγ: {b_sd[2]}')\n",
    "\n",
    "# Exp\n",
    "b_exp = exp_results[np.argmax(exp_results[:, 2])]\n",
    "best_top_1_results.append(b_exp[2:4])\n",
    "best_labels.append(f'Exponential\\n{b_exp[0]}, λ: {b_exp[1]}')\n",
    "\n",
    "# Sig\n",
    "b_sig = sig_results[np.argmax(sig_results[:, 3])]\n",
    "best_top_1_results.append(b_sig[3:5])\n",
    "best_labels.append(f'Sigmoid\\n{b_sig[0]}, S: {b_sig[1]},\\nγ: {b_sig[2]}')\n",
    "\n",
    "fig = plt.figure(figsize=(6, 4))\n",
    "fig.set_dpi(fig_dpi)\n",
    "\n",
    "# print(best_top_1_results)\n",
    "# print(best_labels)\n",
    "# print(best_top_1_results)\n",
    "plt.barh(range(len(best_labels)), [i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-1')\n",
    "plt.barh(range(len(best_labels)), [i[1] - i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-5', left=[i[0] for i in best_top_1_results])\n",
    "\n",
    "plt.legend()\n",
    "plt.grid(axis='x')\n",
    "plt.title('Best Test Accuracy for Learning Schedule Policies')\n",
    "plt.xlabel('% Test Accuracy')\n",
    "plt.ylabel('Learning Schedule Policies')\n",
    "\n",
    "plt.xticks(np.linspace(0, 100, 11))\n",
    "plt.xlim(0, 100)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('best-barh.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f36766a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
   "display_name": "Python 3.9.3  ('.venv': venv)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.3"
  },
  "metadata": {
   "interpreter": {
    "hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}