Figure1_W.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rliable import library as rly\n",
    "from rliable import metrics\n",
    "from rliable import plot_utils\n",
    "\n",
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "font = 'Arial'\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "plt.rcParams['font.family'] = font\n",
    "plt.rcParams['mathtext.fontset'] = 'custom'\n",
    "plt.rcParams['mathtext.rm'] = font\n",
    "plt.rcParams['mathtext.it'] = font\n",
    "plt.rcParams['mathtext.bf'] = font\n",
    "plt.rcParams['axes.linewidth'] = 0.5\n",
    "plt.rcParams['xtick.major.width'] = 0.5\n",
    "plt.rcParams['xtick.minor.width'] = 0.5\n",
    "plt.rcParams['ytick.major.width'] = 0.5\n",
    "plt.rcParams['ytick.minor.width'] = 0.5\n",
    "\n",
    "linewidth = 2.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_dict(filename_):\n",
    "    with open(filename_, 'rb') as f:\n",
    "        ret_di = pickle.load(f)\n",
    "    return ret_di"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _decorate_axis(ax, wrect=10, hrect=10, ticklabelsize='large'):\n",
    "    \"\"\"Helper function for decorating plots.\"\"\"\n",
    "    # Hide the right and top spines\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['left'].set_linewidth(2)\n",
    "    ax.spines['bottom'].set_linewidth(2)\n",
    "    # Deal with ticks and the blank space at the origin\n",
    "    ax.tick_params(length=0.1, width=0.1, labelsize=ticklabelsize)\n",
    "    ax.spines['left'].set_position(('outward', hrect))\n",
    "    ax.spines['bottom'].set_position(('outward', wrect))\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_interval_estimates(point_estimates,\n",
    "                            interval_estimates,\n",
    "                            metric_idx,\n",
    "                            algorithms=None,\n",
    "                            colors=None,\n",
    "                            color_palette='colorblind',\n",
    "                            max_ticks=4,\n",
    "                            subfigure_width=3.4,\n",
    "                            row_height=0.37,\n",
    "                            xlabel_y_coordinate=-0.1,\n",
    "                            xlabel='Normalized Score',\n",
    "                            **kwargs):\n",
    "\n",
    "\n",
    "    num_teachers = 6\n",
    "    figsize = (subfigure_width * num_teachers, row_height * len(algorithms))\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=num_teachers, figsize=figsize)\n",
    "    if colors is None:\n",
    "        colors = dict(zip(algorithms, sns.color_palette(color_palette)))\n",
    "    h = kwargs.pop('interval_height', 0.6)\n",
    "    \n",
    "    teacher_name_list = ['Oracle', 'Mistake', 'Equal', 'Skip', 'Myopic', 'Stoc']\n",
    "    \n",
    "    for idx, teacher_name in enumerate(teacher_name_list):\n",
    "        for alg_idx, algorithm in enumerate(algorithms):\n",
    "            ax = axes[idx]\n",
    "            algo_name = algorithm + ' (' + teacher_name + ')'\n",
    "            # Plot interval estimates.\n",
    "            lower, upper = interval_estimates[algo_name][:, metric_idx]\n",
    "            ax.barh(\n",
    "                y=alg_idx,\n",
    "                width=upper - lower,\n",
    "                height=h,\n",
    "                left=lower,\n",
    "                color=colors[algorithm],\n",
    "                alpha=0.75,\n",
    "                label=algorithm)\n",
    "            # Plot point estimates.\n",
    "            ax.vlines(\n",
    "                x=point_estimates[algo_name][metric_idx],\n",
    "                ymin=alg_idx - (7.5 * h / 16),\n",
    "                ymax=alg_idx + (6 * h / 16),\n",
    "                label=algorithm,\n",
    "                color='k',\n",
    "                alpha=0.5)\n",
    "\n",
    "        ax.set_yticks(list(range(len(algorithms))))\n",
    "        ax.xaxis.set_major_locator(plt.MaxNLocator(max_ticks))\n",
    "        if idx != 0:\n",
    "            ax.set_yticks([])\n",
    "        else:\n",
    "            ax.set_yticklabels(algorithms, fontsize='x-large')\n",
    "        ax.set_title(teacher_name, fontsize='xx-large')\n",
    "        ax.tick_params(axis='both', which='major')\n",
    "        _decorate_axis(ax, ticklabelsize='xx-large', wrect=5)\n",
    "        ax.spines['left'].set_visible(False)\n",
    "        ax.grid(True, axis='x', alpha=0.25)\n",
    "#     fig.text(0.4, xlabel_y_coordinate, xlabel, ha='center', fontsize='xx-large')\n",
    "    plt.subplots_adjust(wspace=kwargs.pop('wspace', 0.11), left=0.0)\n",
    "    \n",
    "    return fig, axes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "env_name = 'walker' # 'quadruped', 'sweep', 'button'\n",
    "total_data = dict()\n",
    "\n",
    "total_data.update(load_dict('./' + env_name + '_pebble.pkl'))\n",
    "total_data.update(load_dict('./' + env_name + '_prefppo.pkl'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "aggregate_func = lambda x: np.array([\n",
    "  metrics.aggregate_iqm(x), metrics.aggregate_median(x),\n",
    "  metrics.aggregate_mean(x),\n",
    "  metrics.aggregate_optimality_gap(x)])\n",
    "aggregate_scores, aggregate_score_cis = rly.get_interval_estimates(\n",
    "  total_data, aggregate_func, reps=50000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4080x444 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (1K) (Skip)', 'PEBBLE (500) (Skip)', \n",
    "              'PrefPPO (1K) (Skip)', 'PrefPPO (500) (Skip)']\n",
    "fig, axes = plot_utils.plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_names=['IQM', 'Median',  'Mean', 'Optimality Gap'],\n",
    "  algorithms=algorithms, xlabel='Human Normalized Score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (1K)', 'PEBBLE (500)', \n",
    "              'PrefPPO (1K)', 'PrefPPO (500)',]\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=0,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_walker_iqm.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (1K)', 'PEBBLE (500)', \n",
    "              'PrefPPO (1K)', 'PrefPPO (500)',]\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=1,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_walker_med.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (1K)', 'PEBBLE (500)', \n",
    "              'PrefPPO (1K)', 'PrefPPO (500)',]\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=2,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_walker_mean.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6120x444 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "algorithms = ['PEBBLE (1K)', 'PEBBLE (500)', \n",
    "              'PrefPPO (1K)', 'PrefPPO (500)',]\n",
    "fig, axes = plot_interval_estimates(\n",
    "  aggregate_scores, aggregate_score_cis,\n",
    "  metric_idx=3,\n",
    "  algorithms=algorithms, xlabel='Normalized Score')\n",
    "\n",
    "plt.savefig('./figure/figure1_walker_opgap.pdf',dpi=500, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}