{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 106,
   "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, 50 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": 107,
   "id": "1b2471d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "fixed_results_100e = np.array([\n",
    "    [1e-4, 0.8, 3.03, 5.27, 0.55],\n",
    "    [1e-3, 12.29, 33.17, 3.96, 15.01],\n",
    "    [2e-3, 21.74, 47.56, 3.68, 25.00],\n",
    "    [5e-3, 32.92, 60.90, 3.27, 35.66],\n",
    "    [1e-2, 32.06, 58.93, 2.98, 35.54],\n",
    "    [5e-2, 0.80, 2.10, 5.29, 0.55],\n",
    "    [1e-1, 0.80, 2.10, 5.29, 0.55]\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca34155e",
   "metadata": {},
   "source": [
    "## 100 Epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "c664a31c",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3))\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",
    "plt.xlim(7e-7, 2e-1)\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-50e.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "bf5fa35b",
   "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(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-50e.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01a797d7",
   "metadata": {},
   "source": [
    "# Step-Down\n",
    "80/10/10 Split, 50 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": 110,
   "id": "a9023eeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "step_down_results = np.array([\n",
    "    [1e-2, 0.33, 0.1, 33.35, 63.80, 2.81, 37.93],\n",
    "    [1e-2, 0.33, 0.2, 40.89, 68.25, 2.78, 44.24],\n",
    "    [1e-2, 0.33, 0.4, 39.22, 67.45, 2.90, 44.00],\n",
    "    [1e-2, 0.33, 0.6, 39.22, 64.98, 2.89, 43.75],\n",
    "    [1e-2, 0.33, 0.8, 38.36, 67.14, 2.79, 40.50]\n",
    "])"
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  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "9b32b8fe",
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   "outputs": [
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\n"
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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-50e.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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, 50 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": 113,
   "id": "5322e4d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "exp_results = np.array([\n",
    "    [1e-2, 0.70, 1.17, 4.82, 5.14, 0.98],\n",
    "    [1e-2, 0.80, 1.79, 7.23, 5.05, 2.27],\n",
    "    [1e-2, 0.90, 6.18, 17.11, 4.48, 8.76],\n",
    "    [1e-2, 0.925, 13.84, 33.42, 3.83, 16.67],\n",
    "    [1e-2, 0.95, 28.91, 53.43, 3.07, 31.25],\n",
    "    [1e-2, 0.98, 42.0, 69.98, 2.75, 45.16],\n",
    "    [1e-2, 0.99, 37.92, 66.83, 2.77, 43.57]\n",
    "])\n",
    "two_results = 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "959af09b",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5, 3))\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.xlim(0.65, 1)\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-50e.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "fe8641ec",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1000x800 with 1 Axes>",
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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, 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-50e.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dfbd4bb",
   "metadata": {},
   "source": [
    "# Sigmoid Decay\n",
    "80/10/10 Split, 50 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": 116,
   "id": "dc7ccd8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sig_results = np.array([\n",
    "    [1e-2, 50, 0.05, 38.67, 66.09, 3.01, 42.59],\n",
    "    [1e-2, 50, 0.1, 41.75, 70.04, 2.73, 45.83],\n",
    "    [1e-2, 50, 0.2, 41.38, 70.04, 2.57, 45.04],\n",
    "    [1e-2, 50, 0.4, 39.35, 68.93, 2.39, 44.24]\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "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, 0.5)\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-50e.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "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": 121,
   "id": "6ab2b999",
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1200x700 with 1 Axes>",
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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",
    "best_top_1_results = best_top_1_results[::-1]\n",
    "best_labels = best_labels[::-1]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 3.5))\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-50e.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
}