{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pickle \n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "import random\n",
    "import os\n",
    "np.set_printoptions(suppress=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# collect[-1]['Observation'] = sstgcnn_['obs'][key]\n",
    "# collect[-1]['GroundTruth'] = sstgcnn_['tarj'][key]\n",
    "# collect[-1]['S-GAN'] = sgan_['pred'][key]\n",
    "# collect[-1]['S-STGCNN'] = sstgcnn_['pred'][key]\n",
    "# collect[-1]['S-Implicit'] = simplicit_['pred'][key]\n",
    "# collect[-1]['Trajectron++'] = trajpp_['pred'][key]\n",
    "# collect[-1]['ExpertTraj'] = expertraj_['pred'][key]\n",
    "dset = 'eth' # change dest to 'eth', 'zara1', 'hotel' \n",
    "with open('./aligned/vis_'+dset+'.pkl', 'rb') as f:\n",
    "    data = pickle.load(f)\n",
    "output_dir= './' + dset + 'Vis'\n",
    "if not os.path.exists(output_dir):\n",
    "  # Create a new directory because it does not exist \n",
    "  os.makedirs(output_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def obtain_limits(model_data, normal_xy_ratio=True):\n",
    "    x_min = y_min = np.inf\n",
    "    x_max = y_max = -np.inf\n",
    "    for trajs in model_data.values():\n",
    "        sub_x_min = trajs[..., 0, :].min()\n",
    "        sub_x_max = trajs[..., 0, :].max()\n",
    "        sub_y_min = trajs[..., 1, :].min()\n",
    "        sub_y_max = trajs[..., 1, :].max()\n",
    "        x_min = min(x_min, sub_x_min)\n",
    "        x_max = max(x_max, sub_x_max)\n",
    "        y_min = min(y_min, sub_y_min)\n",
    "        y_max = max(y_max, sub_y_max)\n",
    "    x_len = x_max - x_min\n",
    "    y_len = y_max - y_min\n",
    "    \n",
    "    if normal_xy_ratio:\n",
    "        if x_len/y_len > 3.5/4.5:  # the x/y ratio of plot region in the figure is about 3.5/4.5. \n",
    "            # y_len is too small\n",
    "            y_center = (y_max + y_min) / 2\n",
    "            y_len = x_len / 3.5 * 4.5\n",
    "            y_min = y_center - y_len / 2\n",
    "            y_max = y_center + y_len / 2\n",
    "        else:\n",
    "            # x_len is too small\n",
    "            x_center = (x_max + x_min) / 2\n",
    "            x_len = y_len / 4.5 * 3.5\n",
    "            x_min = x_center - x_len / 2\n",
    "            x_max = x_center + x_len / 2\n",
    "        \n",
    "    return [x_min, x_max], [y_min, y_max]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = ['g', 'y', 'b', 'k', 'r']\n",
    "\n",
    "indices = {}\n",
    "#Paper indices\n",
    "indices['eth'] = [0,95]\n",
    "indices['hotel'] = [419,701]\n",
    "indices['zara1'] = [2031,315,1290]\n",
    "# indices['eth'] = [\n",
    "#     0, 14, 21, 24, 33, 44, 45, 50, 58, 60, 79, 92, 93, 95, 105, 106, 112, 113,\n",
    "#     121, 113, 121, 122, 127, 140, 153, 159, 164, 166, 167, 170, 172, 177\n",
    "# ]\n",
    "# indices['hotel'] = [\n",
    "#     30, 87, 173, 189, 196, 198, 221, 329, 364, 419, 501, 510, 528, 560, 572,\n",
    "#     620, 701, 719, 733, 818, 850, 861, 870, 965, 1007, 1008, 1013, 1031, 1046,\n",
    "#     1052\n",
    "# ]\n",
    "# indices['zara1'] = [\n",
    "#     25, 38, 130, 240, 315, 347, 461, 648, 679, 687, 693, 720, 781, 858, 947,\n",
    "#     1004, 1053, 1091, 1130, 1178, 1290, 1320, 1359, 1691, 1702, 1884, 1927,\n",
    "#     2031, 2186, 2220\n",
    "# ]\n",
    "\n",
    "for key in indices[dset]:\n",
    "    fig, ax = plt.subplots(1, 5, figsize=(20, 5))  #,sharex=True, sharey=True)\n",
    "\n",
    "    # Deyao: i notice that for the selected examples, eth and zara1 are better visualized when we switch x and y axis\n",
    "    if dset in ['eth', 'zara1']:\n",
    "        for model in data[key].keys():\n",
    "            data[key][model] = np.flip(data[key][model], axis=-2)\n",
    "\n",
    "    for i in range(5):\n",
    "        if i == 0:\n",
    "            ax[i].plot(data[key]['Observation'][0],\n",
    "                       data[key]['Observation'][1],\n",
    "                       '--o',\n",
    "                       label='Observation')\n",
    "            ax[i].plot(data[key]['GroundTruth'][0],\n",
    "                       data[key]['GroundTruth'][1],\n",
    "                       '--x',\n",
    "                       label='GroundTruth')\n",
    "        else:\n",
    "            ax[i].plot(data[key]['Observation'][0],\n",
    "                       data[key]['Observation'][1], '--o')\n",
    "            ax[i].plot(data[key]['GroundTruth'][0],\n",
    "                       data[key]['GroundTruth'][1], '--x')\n",
    "\n",
    "    x_limit, y_limit = obtain_limits(data[key])\n",
    "\n",
    "    sns.kdeplot(x = data[key]['S-Implicit'][:, 0].reshape(-1),\n",
    "                y = data[key]['S-Implicit'][:, 1].reshape(-1))\n",
    "\n",
    "    sns.kdeplot(x = data[key]['S-GAN'][:, 0].reshape(-1),\n",
    "                y = data[key]['S-GAN'][:, 1].reshape(-1))\n",
    "\n",
    "    sns.kdeplot(x = data[key]['S-STGCNN'][:, 0].reshape(-1),\n",
    "                y = data[key]['S-STGCNN'][:, 1].reshape(-1))\n",
    "\n",
    "    sns.kdeplot(x = data[key]['Trajectron++'][:, 0].reshape(-1),\n",
    "                y = data[key]['Trajectron++'][:, 1].reshape(-1))\n",
    "    sns.kdeplot(x = data[key]['ExpertTraj'][:, 0].reshape(-1),\n",
    "                y = data[key]['ExpertTraj'][:, 1].reshape(-1))\n",
    "\n",
    "    for i in range(5):\n",
    "        ax[i].xaxis.set_tick_params(labelsize=14)\n",
    "        ax[i].yaxis.set_tick_params(labelsize=14)\n",
    "        ax[i].set_xlim(x_limit)  # deyao: Here the limit changed\n",
    "        ax[i].set_ylim(y_limit)\n",
    "\n",
    "    lines_labels = [ax.get_legend_handles_labels() for ax in fig.axes]\n",
    "    lines, labels = [sum(lol, []) for lol in zip(*lines_labels)]\n",
    "    fig.legend(lines,\n",
    "               labels,\n",
    "               loc=\"upper center\",\n",
    "               ncol=7,\n",
    "               fontsize=15,\n",
    "               bbox_to_anchor=(0.5, 1.1))\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(output_dir+ '/case_' + dset + '_' + str(key) + '.png',\n",
    "            dpi=300,\n",
    "            bbox_inches='tight')\n",
    "    plt.show()"
   ]
  },
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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