{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "nF07sDgJWHQy"
   },
   "outputs": [],
   "source": [
    "# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "BRcOouCyWHQ2"
   },
   "source": [
    "# Deform a source mesh to form a target mesh using 3D loss functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "collapsed": true,
    "id": "HfwwW9HqtuvQ"
   },
   "source": [
    "In this tutorial, we learn to deform an initial generic shape (e.g. sphere) to fit a target shape.\n",
    "\n",
    "We will cover: \n",
    "\n",
    "- How to **load a mesh** from an `.obj` file\n",
    "- How to use the PyTorch3D **Meshes** datastructure\n",
    "- How to use 4 different PyTorch3D **mesh loss functions**\n",
    "- How to set up an **optimization loop**\n",
    "\n",
    "\n",
    "Starting from a sphere mesh, we learn the offset to each vertex in the mesh such that\n",
    "the predicted mesh is closer to the target mesh at each optimization step. To achieve this we minimize:\n",
    "\n",
    "+ `chamfer_distance`, the distance between the predicted (deformed) and target mesh, defined as the chamfer distance between the set of pointclouds resulting from **differentiably sampling points** from their surfaces. \n",
    "\n",
    "However, solely minimizing the chamfer distance between the predicted and the target mesh will lead to a non-smooth shape (verify this by setting  `w_chamfer=1.0` and all other weights to `0.0`). \n",
    "\n",
    "We enforce smoothness by adding **shape regularizers** to the objective. Namely, we add:\n",
    "\n",
    "+ `mesh_edge_length`, which minimizes the length of the edges in the predicted mesh.\n",
    "+ `mesh_normal_consistency`, which enforces consistency across the normals of neighboring faces.\n",
    "+ `mesh_laplacian_smoothing`, which is the laplacian regularizer."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "P-h1ji4dWHQ5"
   },
   "source": [
    "## 0. Install and Import modules"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If `torch`, `torchvision` and `pytorch3d` are not installed, run the following cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "_qkuyhyTeRyM"
   },
   "outputs": [],
   "source": [
    "!pip install torch torchvision\n",
    "!pip install 'git+https://github.com/facebookresearch/pytorch3d.git@stable'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "ylbZGXYBtuvB"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "from pytorch3d.io import load_obj, save_obj\n",
    "from pytorch3d.structures import Meshes\n",
    "from pytorch3d.utils import ico_sphere\n",
    "from pytorch3d.ops import sample_points_from_meshes\n",
    "from pytorch3d.loss import (\n",
    "    chamfer_distance, \n",
    "    mesh_edge_loss, \n",
    "    mesh_laplacian_smoothing, \n",
    "    mesh_normal_consistency,\n",
    ")\n",
    "import numpy as np\n",
    "from tqdm import tqdm_notebook\n",
    "%matplotlib notebook \n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['savefig.dpi'] = 80\n",
    "mpl.rcParams['figure.dpi'] = 80\n",
    "\n",
    "# Set the device\n",
    "device = torch.device(\"cuda:0\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "yT1JTXu1WHQ_"
   },
   "source": [
    "## 1. Load an obj file and create a Meshes object"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download the target 3D model of a dolphin. It will be saved locally as a file called `dolphin.obj`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "collapsed": true,
    "id": "oFNkB6nQWZSw",
    "outputId": "c1bbe6e2-a4ea-4113-d53d-1cb1ece130f1"
   },
   "outputs": [],
   "source": [
    "!wget https://dl.fbaipublicfiles.com/pytorch3d/data/dolphin/dolphin.obj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "dz0imH-ltuvS"
   },
   "outputs": [],
   "source": [
    "# Load the dolphin mesh.\n",
    "trg_obj = os.path.join('dolphin.obj')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "rbyRhI8ituvW"
   },
   "outputs": [],
   "source": [
    "# We read the target 3D model using load_obj\n",
    "verts, faces, aux = load_obj(trg_obj)\n",
    "\n",
    "# verts is a FloatTensor of shape (V, 3) where V is the number of vertices in the mesh\n",
    "# faces is an object which contains the following LongTensors: verts_idx, normals_idx and textures_idx\n",
    "# For this tutorial, normals and textures are ignored.\n",
    "faces_idx = faces.verts_idx.to(device)\n",
    "verts = verts.to(device)\n",
    "\n",
    "# We scale normalize and center the target mesh to fit in a sphere of radius 1 centered at (0,0,0). \n",
    "# (scale, center) will be used to bring the predicted mesh to its original center and scale\n",
    "# Note that normalizing the target mesh, speeds up the optimization but is not necessary!\n",
    "center = verts.mean(0)\n",
    "verts = verts - center\n",
    "scale = max(verts.abs().max(0)[0])\n",
    "verts = verts / scale\n",
    "\n",
    "# We construct a Meshes structure for the target mesh\n",
    "trg_mesh = Meshes(verts=[verts], faces=[faces_idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "6BxDTpB2WHRH"
   },
   "outputs": [],
   "source": [
    "# We initialize the source shape to be a sphere of radius 1\n",
    "src_mesh = ico_sphere(4, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dYWDl4VGWHRK"
   },
   "source": [
    "###  Visualize the source and target meshes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "482YycLHWHRL"
   },
   "outputs": [],
   "source": [
    "def plot_pointcloud(mesh, title=\"\"):\n",
    "    # Sample points uniformly from the surface of the mesh.\n",
    "    points = sample_points_from_meshes(mesh, 5000)\n",
    "    x, y, z = points.clone().detach().cpu().squeeze().unbind(1)    \n",
    "    fig = plt.figure(figsize=(5, 5))\n",
    "    ax = Axes3D(fig)\n",
    "    ax.scatter3D(x, z, -y)\n",
    "    ax.set_xlabel('x')\n",
    "    ax.set_ylabel('z')\n",
    "    ax.set_zlabel('y')\n",
    "    ax.set_title(title)\n",
    "    ax.view_init(190, 30)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 765
    },
    "colab_type": "code",
    "id": "UoGcflJ_WHRO",
    "outputId": "b9a2d699-2c68-4696-9dff-d30eea7a0fb0"
   },
   "outputs": [
    {
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0lGEYbN68Gbfddltpg68CRNhRGWGX2yz24JNXzGaKcigUwuDgIGiaTns9tb9s7g29Xj/H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\nCHYAMAzBDgCGIdgBwDD/AU8iaGS1VVyZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HdFAUlYJpM5qemu1iWCCw8GrKnHXehQChnPCDV87t/q9Me68q0BzycF5blGeO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8c6NJyhUCcFf1GHnz19aVzKFD0zwCXLG2lvdPPcqQTPFZNYlkV+KZp+07ChpT75lxACt9tNU1MT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1yi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\n7ADFCDtAMT8BTQ7lWnNuNtwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %matplotlib notebook\n",
    "plot_pointcloud(trg_mesh, \"Target mesh\")\n",
    "plot_pointcloud(src_mesh, \"Source mesh\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8uzMiTUSWHRS"
   },
   "source": [
    "## 3. Optimization loop "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "Sc-3M17Ltuvh"
   },
   "outputs": [],
   "source": [
    "# We will learn to deform the source mesh by offsetting its vertices\n",
    "# The shape of the deform parameters is equal to the total number of vertices in src_mesh\n",
    "deform_verts = torch.full(src_mesh.verts_packed().shape, 0.0, device=device, requires_grad=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "0BtSUfMYtuvl"
   },
   "outputs": [],
   "source": [
    "# The optimizer\n",
    "optimizer = torch.optim.SGD([deform_verts], lr=1.0, momentum=0.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000,
     "referenced_widgets": [
      "12fdcbc799cc4da899d889d0399616c2",
      "0bd231c2134e4127a3756807317d6aae",
      "23804ad243d44cecbff89ab0b7f40c7e",
      "be25dd06faf04bf29733cc16deefb189",
      "283601ac2fe54ecc8716aed8842a5dd2",
      "6e2ff75105a74afbb4ed3fafd414e16f",
      "5462de8f68be408d98a6a495e630f448",
      "6e1e9eb164434a06b7b1bc73e4eb4fcd"
     ]
    },
    "colab_type": "code",
    "id": "9DAjqI9Atuvp",
    "outputId": "d59e959b-8616-40fe-aec4-5b09b27e325f",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "12fdcbc799cc4da899d889d0399616c2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=2000), HTML(value='')))"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9PYrTP1WW0E17Vmu8VrNDoi5PTBmmDQ+8MMB3Xx7kv9y8lffv7phfQ4uAJEmo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TRbsvnwW7rpCPt46lTCDfwr9NRdCmH/4tz5YkFUCEFzczPNzc309/dTKpVIJBKMjY1RLBYxTZOW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\ngMAo4/8HJ+YS78xGjdYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dVnQ1kS4XaI/Hg8/nQ1VVtm3bhqZpaJrWsv+zlWM2CkmoIn6VeMasaiXKksRX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\nHcC74Q2Y7pgPm8EVU22MJTSS2eIFR6UcgXO+6XU56ZCpIht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G+W7XJEIU12FfDEnAbGrp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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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szuTTqiLjd6uMxmeeaWmhWOz924kiwZoWD1eunn32oJlQVZWWlhZa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\nAFDmDz7fp3UtihBAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TVGt+9utiY7/zK2MWe89s8uU3Ca0Q3G43bW1ttLVlB2UzmQwvvPAC8XicoaGh\nvO2blRBWjKBoqiWadmc6oTIaTa3qItIS2fRFU+jMV9Lnksno2Vo1mmEwEVeJnZnGpcioWn0WHMtJ\nEy2hnQs2LFy6sNx+uKIoKIrC5s2brWApGo0yNTW1wL4JhUIEg8G8omlhxQiKopo2R75UK90xldGq\nEgnPHaNVHKBq2enxc5EkCVXXiSdqNRdmZUxrppS3wOOQuOGS4lf4KRTz8yRJEoFAgEAgYNk3yWSS\nqakpRkdHOXHiBECOT7+YfSPy2AVFUwuDp+Umnz6emUrhlCvrm+f0iYUipi6RKZKpde8lD1r8Tkaj\natHCLklwyaYQOzoWX2x8tb9ZejwePB5Pjn1jZt+cPn0aVVVpaGggFArR2NhIQ0NDyXnsQtjXKPUi\nwpUg5HXidMio+uoou73fhdUnmsyUNKt2S7OHK7Yvnm1mh2t+fvaNruvEYjGmpqbo7e0lHo+jqiqy\nLKNpWt72jYnw2NcwtZLuWA0eOzgsxLaKJEqcTRvyubj6DdVJIy4GWZYX2DevvPIKHo+HkZGRvO0b\nE2HF1BB2n9EJ9TF4eiaS5PsvnqEr5KFnPE6mfq1sW1NsCqRDgs9esYlG7+IZMbXwOYKs2Le0tNDQ\n0AC8Zt9EIhHLvvH7/ZbQz82+EVZMjVCJ1Y5qId2xGt8qphIq0uwkoPUhL0NTCZZYs3pVqVSut10p\n5lwl4A/fvJELNoSWbrdGhH3+NbqUfROJROjt7SUWi+HxeBgaGmJ8fDynAqsdEcJeISolmrXOWDRF\n38RrValW+4zMFD9FlnIGSteSqBeD2wE//sOLWR/yVrsrZWO5z9Nc+2bDhg0YhkEymWRoaIjjx49z\n66238td//dc88sgjVZvdvhyFF/GuQ2pJhO0esa/E5x8+kPP3aguq6fysheyXcvLV95yVl6jXUsRe\nSD8lScLr9fKOd7yDnTt3cvfdd/Pzn//civDzZWJigquuuorXve51XHXVVUxOTi7YZ//+/Vx22WWc\nffbZnHvuuTz00EMFHQPqXNgLmdpsd9sEamPwdLk+ziQzTCXK+xXWo0g45WxxMOe8q1kug77YX6Iq\niwz8xTu3cs05bdXuSlkpxwSlYDBY8AI3d9xxB1deeSXHjh3jyiuv5I477liwj8/n4zvf+Q4HDx7k\n0Ucf5XOf+xyRSGGriQkrBpHBslr82/7TZW9zQ9hDyOsm7HPy4sAUiiwRTWXQdAOXDFOp0kZn15r3\nPpe3vS7Mn79rO62B/Ouz1ErEDsV/qy4l3fGRRx7hqaeeAuCmm27iiiuu4G//9m9z9tm+fbv1+/r1\n62ltbWV0dJRQaOmxjfnUdQwJE9IAACAASURBVMSeL7VixZS7n6t580lndO55pr+sEbAEOGQHm1u8\nJDM6AbfCdCJD2Ovkv765m2QZBmXXatLOOr+T//etWwoS9VqilOu+lHTH4eFhOjo6gGz12eHh4WX3\n37NnD+l0mq1btxZ0HBGxVxARsb/GdFJFlsDtlEmrelkE0wAOD0c5PBzF65QIepyc3dGAIsGeE2P4\nFEjZO3nBlrgdEn9w+Ua2tPgKfm6tROyVrBXz9re/naGhoQXbb7/99py/JUlatg+Dg4N87GMfY/fu\n3QVbPkLYqR0rphIRe7lZqo9hn4ug10lC1Uhn9LL7GwnVIKGmGZ5JI5H9KupwlF7oaq2xodHN1687\nm9e3+6vdlYpSSWF/4oknlnysra2NwcFBOjo6GBwctBYhmc/09DTvfve7uf3223njG99YcB+FFUNt\nWTG1yuhMClXTrYWVK4kBaGQXyXYpEh6ldl+31UIGusMert6xriRRr6WIvVhK8divvfZadu/eDcDu\n3bv53d/93QX7pNNp3ve+93HjjTdy3XXXFXUcEbFTO1kxlWqzVDRNs9aQTSQSjIyMMD4+bm1LpVLc\n+3KMyIxOk8tgJLk6/UpmdDQdFBmCbpnpEgdS6xkdmIirOB1rJ9arRnXH2267jeuvv567776b7u5u\nvv/97wOwd+9e7rzzTu666y6+//3v8+tf/5rx8XHuvfdeAO69917OP//8vI8jhJ3asE3MNlcDwzDI\nZDKkUqkccZ67IHgqlUKfLeIly7K1pmw6nbYKK4XDYWv77hOHcE5NMzidWpVzAKxyBbrOkqIuzf4I\nyc/m9l+6Of/Mi8WopYi9GvXYm5ubefLJJxds37VrF3fddRcAN9xwAzfccENR7ZsIYae2RLjYfuq6\njqqqC8Q6mUzy8ssvW9tMFEWxRNn8v7GxMWdh8MUu7kOHDtHe3k44HM7ps27onClQ1Mslukslxygy\nuB0y8dWqH2xzXJJOarSP044Y4XAYr9dbEyJdDKWuoCRqxdQItWCbzL8QNU1bMqo2fzdrWkiShNPp\ntITaFGdzdRqXy4XT6Sx49D0fdj/bx1NHxwt+nkPOTjryOWWiaZ10nisaKbMlac0JSkuVpw37snXJ\nBdmJXhubGzh3+2YikQjHjx8nmUzS0NBAOBy2hH4lailiLxZN00TZ3lrALjnnhmGgquoCy8P8f2xs\njEgkYomvLMsLhNr8IJrbFUVZ9vx6e3sJBAIlnetKfPuZvqKWwdNmA+lIUs++nhi4HCxbNMwpSzQ3\nKIxG1RXrjQtRz+KSodXv5vqL1i+ojxKNRpmcnOTo0aOkUin8fr8l9B6Pp9pdLwmxNF6dU0mPXdf1\nZX3q+RaI0+m0hHquBeJ2u9E0jQ0bNhRcn2I1Wey1VDUNuYiFHQyy/rgBmHeGtLb0bFAJWBdw4XZI\naIYQ7XxpcMn83vntvGdnbtmAucvQbdy4EV3XLaE/fPgw6XSaQCBgCb3b7a6ZiB2qM3i6Wghhp3Bh\nz2Qyy9of6XSaWCyGLMv09PQsEGq3200gEMiJtvO5yBRFqYhVUkmeOzmBqhlFrdbjkiG9iP29VFMG\nkFQ1BqfErKR88Trg61c3s2vnxhX3lWWZYDBIMBiku7sbXdeZmZlhcnKSQ4cOWasSzR04LxU7ZoGJ\nFZSqTCF35HQ6TTQaXdazNi8yh8ORI9Qul4uGhgaampqs7X19ffh8Pmv6cLnOx44X+lK8NDDFf71v\nH+kiVN2tULB9IzMnwhfkRUqD//3iNOefbaAUWDVNlmVrIYpNmzah6zpHjhwhnU5z4MABNE2jsbGR\nUChEOBzG6Vx8cY5aQ1gxVUbXdaamppb0rFU1+3U9kUgQjUbx+Xw5Ym1GHeZPIW+mLMs1JcLlxDzv\nL/zwQFGirsjZyUUzBeade1wyHqcDRypT9Hqeaw1JghfPpHjkpSF+/4LSghBZlvF6vfh8PlpbW9E0\njenpaSYnJxkYGEDTNEKhkPWTj9Db0doRwl5lVFWlr68vJ2UvGAxavzudTiRJ4uDBg3R2dhZUPa0a\n1ELEbn4I+ybi9E8mVth7CQxILObBrEBS1Wn2SSJiLwDNyC53t7dvqmRhh1whdjgclv8OWUGcmppi\ncnKSvr4+DMPIEXq72xsmQtirjNvtZufOnSvuVysTlGqJ05FE0Z5IMWstu+RsvvtINI0sUfGyBfWE\nLGdTPyuNw+HIWX4uk8lYQt/b24skSTlC73A4bBmxC4+9RqgVYa+lm8U/PHm8KIEuFkWRZv11A59L\nQXFITCVUK2VSsDSNbpkbLuksS1uFCLGiKDQ3N9Pc3AxkBTMSiTAxMUFPTw+SJBEMBslkMraLku2e\nxCCEndqZeWq3yGUxJEniP3oivDQws6rHjacNwl4FVTNQHKBpuhD1PPnSW5pZ31j9nHRFUWhpabHW\nEFVVlfHxcYaHh3nxxRdxOBzWQGxjY2PVxLUWgish7IgiYOXmV8cKW8arXMRVDUWWmYqLwdNCeLIn\nzhUXlqetclonTqeT5uZmBgcHueCCC0in00QiEUZGRjh+/DiKolhCX8wydfWMEPZZasE2qQUrRtN1\nHj28cIHe1SCVMUgtWRlGsBQ/Phzj9wemOb8rWO2uLIvL5aK1tdWqYZ5KpZicnGRoaIijR4/icrks\noQ8EAmta6IWwY5+SAvXAXzw5XNZKiWt5zdHVQge+/sQJvnPzBSW3Ve7BzuXac7vdtLe3097eDkAy\nmWRycpIzZ84wMzOD2+0mHA4TCoUIBAJl61ctWKJC2KkdK8buNwtN0zkwWvysT4lsXrWZ0dLid2Jo\nGuMJYZZXmv2nZ4imMvjd9pKEQm4UHo+Hjo4Oa1JgIpGwcuhnZmbwer2W0JfyObLzZ9DEXu9ilVir\ntkm52dMzseI+EuBzySRVfYEPbpA723QypoolvlYJc/3YXRvrpx671+vF6/Wyfv16DMMgkUgQiUTo\n6+sjHo/zyiuvWELf0NBgm36XAyHs1FZWjJ1vFv/thwdX3GdD2IMsy/RPxJfcR5ayAq8ZwoZZTV4Z\nmClZ2MtNuW4UkiTh8/nw+XysX7+ePXv2sGXLFiKRCL29vcRiMasyaigUwufzLXncWrgBCGHHfoti\nLIWdL6iXT08xFlu+oqIMTCcztAbctAfdDM+kycz6LnO9dKdDIj2bBC9MmNXjoRfP8PE3bSipjdX0\n2EtBkiQaGhpoaGigs7MTwzCIxWJEIhFOnjxJPB63ShSHQqGcRUfsHFyZ1LWwF3JB1IoVY9eL6n8+\neXzFfXwuGbdDon8ywfldQS7c2MiTR8bIaAZOWSauahiAmjEskReDp6tHLLV2M4okScLv9+P3++nq\n6rJq0c9ddMTv9/PKK6/YftYpICxMqB2P3a4R++nJBP9xYvkURwlQNZ2xmEpC1dnTG2FP7xROWUY3\nDJAMZAlcDiknSlfsecp1Schb+szOWonYV8KsRb9hwwbOPfdcLr74Yrq6uujp6WFgYIDzzz+fr371\nq6ver3wRwo79veu52LGftz96ZEXLJOhxkNayGS8SgATDMymmkxkMI7uQclfIQ8jrpNn3WkSkGtmL\ndH5FWYdtBN9+70exnJpM8cujY9XuRg52+dZrlje47bbb6OjoYO/evXz84x/P67mPPvooZ511Ftu2\nbeOOO+5Y8HgqleKDH/wg27Zt49JLL6W3t7fg/s1HCDsiYi+F/ok4Tx5eWQymklmbxfwxp/tLErgU\nmVTGYCCSZDKuMhHP4JpzZeqAV5FxOcCjZJe/s0+RL/u9J8ViAP/9sRNoJby4lYiwy91eqX00DANF\nUdiwYeXxCE3T+MxnPsPPf/5zDh06xPe+9z0OHTqUs8/dd99NOBzm+PHj3HrrrXzhC18oum8mQtip\nHWEH+0Xsn3nwpRX3WW79BsOAzGzeo2GALEuzEb2Uc3HGVJ2MDpouoepGHcXJ9mJkOvstyi7YKX2y\nGPbs2cO2bdvYsmULLpeLD33oQzzyyCM5+zzyyCPcdNNNAFx33XU8+eSTJX/OhbDPYjfBXAy7XeC/\nODTMkeHYivutFACqszsoDgmP04EOCxbokGbbUe0TqledSlwNOvCDF88U/fxaEOLV7OPp06dzIvuu\nri5Onz695D6KotDY2Mj4+HhJx617Yc/nDaylnHO73IAyms6t//pKSW14HLkOtWQYTCVeS5k0ffu6\nv0iLQKZy7v7Tx1eeaLZaVEKES23T7jcuEJ8ZoHasGDsN8j7+6giZEpPMk7PZdRLZwVBzJTwZcMqz\nJQbI+vD2OGv7sJy0lCo7Da7is2NqISumlM+QrusF9aezs5P+/n7r74GBATo7O5fcx1x8xKxRXyxC\n2LGXYNoNwzBIpVLMzMwwOjrK6dOnOXnyJN/61ZEyHyf7v0MCpyKBJCFJ2XTHZt/qLLBgn0ybpTH7\nuFzGealXcmvQzelIssRW7E2xN4tCV0+6+OKLOXbsGD09PaTTaR588EGuvfbanH2uvfZadu/eDcAP\nfvAD3va2t5V8M7N/pv0qUCvRdTnb1DSNVCpFJpNheHiYVCq14MfE6XTidrutn8PjGofGlp9lWghm\npgxkywhoc5ZecsgwmVidiTO1UMN9Nfr4y8Nj/Pb4BP98/Tmcsz5Q0HNrJWIvts1CV3JSFIVvfOMb\nvOMd70DTND7xiU9w9tln8+Uvf5ldu3Zx7bXX8slPfpKPfexjbNu2jaamJh588MGi+pZz3JJbqANq\nyWNfDsMwUFWVVCpFOp1eVKwzmWzGgyzLuN1uVFW1Spw2NjZa4u1yuRatZ63rBu/5zpOrdk7qrD2j\nyJJVfkBQOZwyYGjEUxpf/feD3PXhHWUteVsMtSzsANdccw3XXHNNzra5k5s8Hg//+q//WlR/lkII\nO/bPOdd1nXQ6TTKZRFVV+vv7Fwi22X+n04nL5cqJsIPBoPW7oig5fXvmmWfYtm1b3n356YEh1CrM\nPNcNQyxSvQpkdJhOZ3/vjaj09fcTi0ZpaGigqamJ5uZm3G73ks+vRMRebkrpYyaTsdXaq0shhH2W\n1c5gMQwDTdNIJpNLRteqmrU7JEnC5XJZF1UgECAQCNDS0mIJdimrxeR7oRuGwdd+cazo4yzHcjVh\nJLIevND0yjP3NU5kDO45LPG1919CLBZjYmKCQ4cOkclkCIVCNDU1EQqFKip0dhs81TStJmrF2L+H\nq0A5I3ZzsDEejxOPxxkYGFgg2Lqe9RccDkdOZO12u/H7/dbvTqcz56IeGBhA0zQ2btxYlr4Wyov9\nUwzNpCvS9lKvvlOG7S1uTk5ma8ysJpUoQOZRZNxOmZlEBo9TRjMgVWp6UQX55dGxnAJZGzduRNM0\nIpEIExMTnDx5EqfTSVNTE01NTQVnjaxEpezMYvuo67qI2GuFfIQ9k8ksGVmbnraJy+VCkiRSqRSa\npllfY03vutg7fiUHZPO50H9zrPx1RGSWL83rkGE8lkHVVl/8SnmlPYpEWjOs2jhmWw4ZvE4Hb97a\nzPBMkr2nppZtRwIU+bWxhtUmo8MLpyJc3P1anXaHw0Fzc7OVkpdMJpmYmKC3t5fJyUmOHz9Oa2sr\nTU1NOJ3OkvtQ6x57NVjTwm4ONiYSCWKxGKdPn150sFGSJGuwce5POBzOGWyce7FMTU3R399Pd3d3\nFc+wvPzHicImrnidMg4ZoqmlVWklvUpmYChTW+VkXbLExiYfwzMpPIoDpOy1Fk1meH17gDdvbeK+\nPf2Mx1aeui9JlDxfoFT+4Zc9PPDxpddD9Xg8rF+/nvXr1/PSSy/R3t5ONBplYGAAwzCsaD4YDBZs\nGdotK0Z47DZhbGyMWCy2ILqeO9ho+t2qquL1egmFQpZgOxyOoi4Cu6c7FsrfP36Ml09P57WvI5uG\njiRBbBlRLxWfUyatGVXLlvnj39nED17oZSieG91fsb2Jj1++mScPj7D7uX4ymoEsS6xv9PDW7S38\nwy9P5l1oyw6DxWem8s9pN6sgrlu3js2bN6OqKpOTkwwNDXH06FE8Hg/Nzc00NTXh9Xor2OvKIDx2\nm5BKpZAkadlUvrGxMcbHx9m0aVPZjlsrk57y6eezJye467en8m5TliDU4GIiplZ0wDNbT6Y8RyjU\nT2/2KXzqv2ymUxvkK8+lUTXDGuD9xeFxnjgynrN+K4bBwGSCv3/iRMl9NcsJrNbVFfblb6fMv5ac\nTietra20trZiGAbxeJyJiQmOHj1KKpXKGYRdTDDtFrELK8YmdHV1WYOVS1FLIlwNvrenv6Al6lwO\nCXStpPKv+ZDRjaKnz7sViVRm4bJ8K+GQoDXgxiFLnIkk6ZnW8TgdSJJOco4Rbp662T/NKN9gbLm+\nA7kc0oJia4vRP5Hg+y+e4foL1+fV7nJrhZrL0W3YsAFd161B2J6eHhwOh5VS6ff7K1pvSQj7GqBW\nbJNqtGkYBntORQpqM6YaxPJIdncCiiKRyBR/TsU8UwIMHdwOCc0wVvSwHYAxu8B2yOdEms2nf3jf\naX54RGUmvbRlklPkTHqtdMJiIj/38dUgH1FXZAlJlvj7J3v4/fM7cCxXg5nCslhkWbb8d8h+u56Y\nmKCvr49oNIrf71+QGVYOhLCvEWpFhGH1qzvqBqTLPHpnipohQ4NbIaWpOGWJ1CrN6TeAtG7gdkg4\nVpjR6nJA2OtkOJqdUzAeU5El+OBFnfz0wAguB7QHPXn50F6nA13XSWSM7BgE2YW7M5pBwO0g6HVy\nOpK0yga4ZEhXeeBUn/WX9Nm0TF8eBcKKFU23201HRwcdHR3WmqN9fX1MTU0RiUQIh8OWbVPKvI1S\n+ig89hpCWDFL8z8eO0IsXf6slGxFRwl59pzyiR7LTUozViz8ldZgLJZbF8cw4FdHRnEqMpok4XM5\naA+6GZpOLXi+U4amBhepjI7ikHHIChe0NPDBi9azoyNIk9/Fpx94id7xGGlNp6PRQzyt4XHKyBKM\nRlUrz70aC3vrBiQzBooM//LrXm592xaUZaL2cn2OzDVH161bR0NDA11dXUQiEcbGxjh+/Dhut9uK\n9n0+36otXC8i9hqilmrFrOY3i///Z4f57vMDZTmO6WnPzctOaQYj0cpMeMqXfO4n8/cxgFhao6vB\nzVA8iWfW69/c7CWdMTgzlUSS4PVtfu696UIafS7+sy/CkaEo6wIu3nbWuhxL466PXcDzx4dBkjhn\nfZCHXhzku88PYACXbwmxf2CayXgm19ZhdUU+oxvct+c0p8YTfOOD56zacU3bRFEUWlpaaGlpASCR\nSFgTpBKJBMFgkKamJsLh8Iq58yLdcQ1h51oxlWxzOR7YUx5Rl3ht+Tuo3mSbcrKx2cc/fWAnn7vv\nOSK6zpZ1DXzl3a+nu9lHLKUCEg3u1z5eF20McdHG0KJtuRSZCzcEcTgcyLLMJy7bwI2XdpHRsgOz\nY9EUX/npUfYPzOBxyihkiKVhOqWvqrjrRnYRjn9/ZZj37mxbdJ/Vqu7o9Xrp7Oyks7MTXdeZnp5m\nYmLCqms+N3d+/vNL9diFFVMj1Ep0XYk2lzr34elESSViZQm6m7wMTqUwMGZT5iRGplPLipEiZSNk\nOxtjiizxz9fvpDPs4/O7PLzpTW/KebzBXfpsS0WWUORsZNjid/MvH9xpPXbk6FE0d5CvPH6a4yMx\nShh7Lop7nxtYUtirgSzLhEIhQqHsjVNVVSYmJjhz5gyHDx+2Zn43NTXh8XhKXmhDROw1Qq0Mnq5W\nxG4YBh+9e2/Rz/cqsGVdA7ohsT7kRs3oDE2nyeSxCPX8KfjVYKkqkhLQHnRz940X0hn2rXq/TGRJ\nojXo5hvXn8OtDx/ilTMzq3r85S5DO9RjdzqdtLW10dbWhmEYVgGzw4cPo6oqbrcbSZKK8svt6LFL\nkvRVYMIwjH+c/ft2IezUjrDD6lhGkbhKf2ThQGBe7ZHN9T46HEPVs4OHhVgv5q7VEncZcMgShvba\nTUgCNjZ5+PK738DF3SHczvJ9sM2icbFYDL/fn1e2h3kNtAXdPPDxCzgyHOW//+I4+/uzM4P12W88\nlXgNZQk+8cauMre6NOVYn3R+AbP+/n5GR0d58cUXURTFmgnb0NCw4rFs6rF/G/gh8I+SJMnAh4Sw\nz1IL0fVq3Sx6x+PFtwVE5ySRFOunV0vUJQk8igPdYdAWdPOH/6Wb957bUVSNk0wmQzKZJJVKWf/P\n/d183c0IMhaL4fP5aGlpobm5GZfLtWT7c6+vs9r83Pux83m+d5J/e2kIpyzT3ujmW7/tK3tefNir\ncM05S9swlZgpWk4cDgd+vx9d19myZUtOAbNYLEYgELBsm8Vefzt67IZh9EqSNC5J0gVAG7DPXj2s\nEpW6EGshhXIxhqcTK+6z2tPay4EZwS4VyUpSdgLSdRd2cm5nkLedtQ55kdQ+c1lBs2Z+b29vjoCb\nheMURcHtduPxeHC73ZbXa/4992YRi8WQZZlkMsnY2BgHDhzAMAyam5tpaWnJK5q8dFOYSzeFgWzO\n+f0vnGEmuXKhsUII+Za+2VSCSt8o5hYwMwyDmZkZxsfHOXDgALquW7nzjY2NyLJsSytmlruAm4F2\n4NtC2KkdK2Y12jw8NMN/e/jQis/TyQrkSmV37YQ5s1Oa/X2+j+5zOfird7+OS7oaSKVSDAz050TZ\nZvE4WZYtcdZ1HafTSSAQsES8mMJxpoCZU+67u7tRVZXx8XF6e3uJx+M0NjbS0tKS1zXgVmTu+shO\n/uCBV4irGmqZ5gn8zuua8joPO7NUH80CZsFgkM2bN5PJZJicnGR4eJhjx44xPT3Nz372s2VXkKoi\n/wZ8leyE7o8IYae2BzrLzX+9bx9qnjVeajFidzuy9pADaHBBNJ2d4XlZh8xHdzjxJc7Q3++xCsaZ\nxeM8Hs+C0swAkUiEzs7OivTX6XTS3t5Oe3s7uq4zNTXF2NgYIyMjxGIx2tvbl12qbkdHgB/+wUX8\n4tUx/uXXvURTpU00c0hw3QUdJbVRKOaNtNxt5vP5VBSFdevWsW7dOgzD4PTp0/zkJz/h8ccf5/zz\nz+cf//EfueKKK8rat2IxDCMtSdKvgIhhGFrdC3s+b2AtDXRWss2kqjFSoRWSJMDnzNaFqUYpWgkI\nuCR8isFYAhSHjM/t4D07W/jiu87C5bT3R0GWZcLhMOFwGF3XCYVCpFIpDh48iK7rlmVjFs8yaQ24\nueGSTt64OcSnHzzA0Arppkvhc8p866PnsiG8cqndamfFVKJNSZLo6uriyiuvZNOmTXzhC1+wlq5c\njkcffZTPfvazaJrGpz71KW677bacx7/+9a9z1113WTeRb3/720Wt4TA7aPpG4AMg0h2B2rJNKskz\nJ8cr1rYEKA4HTkOvylJwAY8Dr0tBzWS4+qwg/+1dO/C5FBq9peecVwOPx0NbWxsbN260LBuzeJZp\n2YTDYcsP3raugZ9++mK+9dtT/J//6C94jkKj18l5ncEKnMnqU44iYC6Xa9nBbXPfz3zmMzz++ON0\ndXVx8cUXc+2117Jjxw5rnwsuuIC9e/fi8/n4X//rf/Gnf/qnPPTQQwX1SZKkHcBPgH8zDOMYCGEH\nakfYobLfAv75lyfL2raJLGXTHmNpja6wh4HJBLIkZWuYV+SIC/mzd57F753XwZFjx2gOh2htrL1F\nHpZiMctmfHycnp4e3G63Fc273W4+8zubueGSLu7bc5qH9w8yGl056gTY1Fyd18tunn0h6Y579uxh\n27ZtbNmyBYAPfehDPPLIIznC/ta3vtX6/Y1vfCP33XdfwX0yDOMQsGXuNiHsNUSlL/Bjo9GKtKsb\n2WJaimwwMpXA6wA1j8lK5cLrlHn/Bdla4ssVsKoVlhO7uZYNQDweZ2xsjEOHDqFpGk1NTbS0tPDp\nt3Tz4sA049HIioPffreD2997VpnPIj/sWI8933TH06dPs2HDBuvvrq4unn/++SX3v/vuu3nXu95V\nVL/mI4SdtR2xmxw8M00eJdSLxgCQ4JyuED6XgqYbvDwQYSpZ2fVMnQ6J//G+syt6DDvj8/nYuHGj\nZdmY9VSi0Sg7Q04OOiWSGcOyZhwSBL1ONoY9vHlrExvC2eX88inXWyns4LGbVCrd8b777mPv3r08\n/fTTZWlPCDu1Vba3Ev2Mx+M8vPdMUc8tZHajqsFkPI3PpRBNqsQrUA7YxCHBRy7u4rqLOnl9e6Bi\nx6kl5k+13x6JMBl9lV/1ZzCQ+J3NAT739m20NPqr3VWLSg2eFkshtWI6OzutomQAAwMDi2ZQPfHE\nE9x+++08/fTTZUulFMJObQ50roSu66TT6QUzH83/VVXFMAySySSaphGPZQpbIk4GTS883XFkJs1k\nTGUiruJ2yKgrLFtYDE1ehX/5yHlcuDFc9rbtQDmuVUmSCIfD3HDhOj53dQsej4exsTH6Tx6jd45l\nEwgEqnotV8pjX42yvRdffDHHjh2jp6eHzs5OHnzwQR544IGcffbt28ctt9zCo48+Smtra1F9Wgwh\n7NRexJ5Op5ecpj5/qvrcmY/hcNj621xybP/+/XRv3sLRva/mLdLNDU4mYvkNus1FkbLlezXdQJZA\nK/fNFNjY5OW7H7+ItqCnrG3bjXKLndfrZcOGDWzYsIFMJsPExAQDAwPMzMwQDAatLBu7TacvhlJy\n4zVNw+PJ79pSFIVvfOMbvOMd70DTND7xiU9w9tln8+Uvf5ldu3Zx7bXX8id/8idEo1E+8IEPALBx\n40Z+/OMfF9W3nGOX3IKgbJhT1ZeKstPpNOl0mkQiYYm1OVXdnKgyf6r6SkiSxGOvjnNkeOWBU0WG\njA4TMbWogU+nQyKd0XE7ZWvlpFIwl5aTyNZL2dnVyOfetpVgjaYwVoPFImJFUWhtbaW1tRXDMJie\nnmZsbIze3l6cTqdVy8brrXymjF3y2E0K9divueYarrnmmpxtX/3qV63fn3jiiaL6sRJC2Kl8xG5W\n8JsfXc8VbMhmNMyPsoPBoPV3IpGgp6eHc889t6z9+8nB0bzO33RNin2lzKXodMPAMEArcaaSAXic\nMu/d2cGX3/P6vJ5TTzWYqgAAIABJREFUbYusHKzmt0tJkmhsbKSxsZGtW7eSSCQYHx/nyJEjqKpq\nWTaLLWhRj9i0uuMChLBT/IfdrOC3VJQdi8V45plnAHC5XJZYezweGhsbaWtrw+12LzpVvZz9XKlN\nWQKP07Hi2qamG+5yQEYrvEaMPrsociadXfnH5cguJF2svncEXXz8Td185JINK+8sWJJCriuv10tX\nVxddXV1WLRVzQYtAIICqqmQymbJZNnaL2HVdrwk7yv49rBK6ri9pieRTwc/tdrNv374Fq+uUSrmj\nNd0w8DplEgXkOqa17PT8mXTxfZEAVTOWXbRhOTyKzD03XcTmloai+1DLlEvsSrme5tdSmZmZYWJi\ngv3791t1zltaWkqybOwm7Dau7pjDmhN2c/BxvlgnEgn27t1r2SKSJOX42B6PB7/fb21TFGXFi6MW\nvpo+dSrJ0ZEUjV6FyLwFk5djMVGXAK8ikZ4V7JVqsRuQd71wx+ySeRLgdTn4u/edvWZF3Y6YlRHd\nbje7du0imUwyPj7O0aNHSafThMNhWlpaaGxsrPrnQgh7HWAO+iSTSSs6cblcOVF2Y2MjLpeLnTt3\n5m2LVINKjAUcHEmT1gy8ToWk0yCtaWhFZiA6HRJbWzwMTaeIJBdvRCI7k3Emj0qDEuBzyWwKKXz1\n985jIq7idMjs6AjUbI2XclALqbkej8dabFrTNCYmJhgcHOTIkSMEAgGam5tpbm5e0dYQEXtx1L2w\nB4NBzjrrLNxu97JvyPHjx+1aZ9mi3Bd4OqNzbCLDRExDllUksl67RDYXfCSqklymYJcZRUNWhP+/\nt2/FqyfZvXcEj0emfyKZs79ThqDXhVuR8hJ2Wcr68Ls6fZzT2Vj8idYhdrBi8sXhcCywbMbGxujv\n78fhcFhZNj5f9daRzRc7rqC0GPbvYYmsJOi1Rjk/iL8+NkZM1dB5LeNFT2v82Ttexw/2D6IkMpBZ\nfHapBDkVAj2KxLldjYyNaWi6weBMkvkE3QqJdIbxWH5fCbxOB2/fHuJ9bxCWS70wdzGLLVu2kEql\nGBsb4/jx46RSKcLhMM3NzdaKRSJiL466F/Z6otwXeP9knGg6V7g1A/7u8eMEvU48TgeJtIbTIZHR\nITMnfcVcYg7A65RwOR188UeH+Pq7NxLyyPRNLTzeeCL/ZdoUWeJH/8+luDNRpqYWaUxQFqpdPdHt\ndudYNuaKRUePHsXv95NOp9G08paeKOWcRbqjoCKUK2KPpzUe2T+0aMpiWjOYjKc5q9VPLKWSVBev\nxGhui6sGSTVDNKnx+Z/08qYNHg6MpAqu+T2XD1y4ng1NPkZHY8U3UqfUwizpYjBtGXP5v2g0yuHD\nhzl+/DinTp2yHivVsik13VEIu6CslHPw9M5fn+ToyNKzTTUdXh2KgpTfhCSdrIceSWhE03pJor7O\n7+LGyzZaf9erkJVCOT12OyYLSJJEIBAgEAiwfv163G434+PjHD9+nGQymZNlU+6l85ZDeOwCW/Nc\nz+SK4mtY/+RHKmOQ0TK8eDpedL8UGb74ru1sEamMAl678bjdbtavX8/69evRNI1IJMLIyAjHjh3D\n5/NZA7BO58rZUsJjF9iKckbsSoWiHM2A/uniPNGwz8l9N1/Etjb7lI0V2A+Hw2GlSxqGQSwWY2xs\njJdffhlJkqyJUT6fb1EBFx67wFaU6yuzphscPDNdlrbKgVOW+NOrt3H1jjbaG+u7KmM5KKc1ZVcr\nxmSl/kmShN/vx+/3s2nTJtLpNOPj45w8eZJEIkEoFKKlpYVQKGRZNqu1glI1sX8PBTmU40P95UcO\nLZufvtq874IObrys8JXZi6Uanr1ZomKxH7M+fiAQoLW1laamphWjQjuLcTkpVIRdLhcdHR10dHSg\n6zqTk5NWOqXP56O5ubmkLBthxQjKTjk+zOmMzk8PDi/5uCyBJIFLlmgLuumbTFpFumSJogt2zUcC\nFIfEjo4Af3LV65bd1+6DpyuJtilOHo/H+vF6vYTDYWv2cywWI5FIMDY2Rk9PDz6fj3Xr1uU1O1Ow\nOLIsL2rZTExMEI1GaW1tpaWlhYaGhrw/WyIrRlARShW5I0NRUstE67qRnVGayBicmkgiAzLZrJdy\niLrLIfHp39nEO89uRzegu8mL4lja7692ZLqSaEejUZ5//vllRTufrA1z4k4oFLJEaHR0lL6+Plwu\nlzVzM5/BwUKodSsmX+ZaNolEgra2NlKpFL29vcTjcUKhEM3NzYTD4WXfL+Gx2wQ7X7SFUuq5qJrO\nZ763b0WBNu8dBoCcnZVayLJ5S+FRZL72++fw9jess8X7ouu6VQhusZ+5kbbb7cbr9eLxeHJWonru\nuee47LLLytqvuSK0efNm4vE4o6OjvPzyy8iybC24shoLXRSC3b9ZmRiGgcvloqmpybJsIpEIY2Nj\nnDhxAq/Xa2XZuFyunOcKj10AlD8iKuXD83zPBMPRlZe0M4VfAqsgWKkfWZdDIuRzctWO8q3ruBxL\nifbY2BhnzpzhxIkTVhrd3Gi7sbHR+n0186OXw+fz0d3dTXd3N8lkkpdeeoljx44hSZIVyRcr8msl\nYl8OWZZpamqiqakJwzCIx+OMjY1x4MABDMOwsmwaGhqEx16LlPsiMtMTy9Vmqe30jBWWX+4scSGM\nuYS8Tl7fFii9IfKPtBcTbYBQKERHR0dZ+rLamFbP9u3bkWWZsbExjh49iqqqNDc309raumSaX6Wx\nW12XYtqUJImGhgYaGhro7u5GVVXGx8fp7e3lnnvuoaenh9/+9rd0d3fnvfZpNRDCPku5RbgSlJLH\nHktm+IcnTxT0HIcs4XJIRNN6SVaMW5HZ2Ozjr9678vJ180V7fHyc6elp9u3bl1N6ea5gz420Vyr6\nNjExYZtIvFjmlp82J+1kMhnGxsY4efIkyWSSpqYm1q1bRyAQsPU1XQ0K+Zw7nU7a29tpb2/nb/7m\nb/jwhz/Ms88+y7e//W2efvpp29oy9uxVFajUsnPl9h2Lbe+6/7NnxaXvFh4LYqqOPKvqElhme77J\nkgGPg/s/vovXtfqRJBZE14lEwhJyfbbEpOlnu91unE4nPp+P7du3112lzlJYbAFqU4DM+uf9/f3E\nYjHC4TDr1q1bdJGLcgYz9RCxL4f5DfArX/kKGzbktxzjo48+ymc/+1k0TeNTn/oUt91226L7Pfzw\nw1x33XW88MIL7Nq1q+C+zUcI+yyVEOFyt1nsBT6dUDm5gg1jZr7MJZnJRuqmFeOe1dQ8SqlbdDXA\nZO9Bnjv5mmjPjbQDgYD1+2KiPT4+ztjYWE3U6rYLc+ufm7ncQ0NDHDlyhMbGRtatW7di9oedsNM3\njkI8dk3T+MxnPsPjjz9OV1cXF198Mddeey07duzI2W9mZoZ/+qd/4tJLLy1bP4Wwz6EWRvWL6WPP\n+MreupSH11KIoJv4fA1cfPFFJUXatfC+2JX5udyRSITR0VFOnDiB3+8nlUpZ35RKpVLRdblZrZIC\n/7e9N4+Pqrz3+D9nliSTmayTzCSZSSALEWURlYjaWmQRWmjR+sKNXgWpFayt2lor/VWterVq6c/e\nC2i9FhVtC7hwC/RnixUr1aqXRUBBtpB9lswkmSwzmfWceX5/hOd4ZjKTzJqN5/16BbKczDwzmfmc\n53yXz/fAgQOoqalBVVUVAOCWW27Brl27Bgn7I488goceegjr169PaE2RGB+n7BFgPOzYE+VfZzqH\nPSaaIVgyq5dxwI2zjSx8kmISFSaO41BQUIDa2lrU1dXBaDQiEAjg2LFjOHbsGGw2G3g+ds/8kWAs\nhWKAgRxQrHF1s9kcErIxGo0wm80hxxw+fBhtbW1YunRpQuuJBtuxn2M8CHu8L0ZCCExdTmzd35qy\nNcTD2m9MxndnlY3KfTOGhjZEqdVqXHDBBeB5Hh0dHWhra4NSqURxcTGKiooG1XEPxfmwY09luWMw\nGMRPf/pTbNmyJSW3J4UJ+znGyu46Vggh8Pv9UUv+qB/Ge60Cur2pnUATC8a8DNw3v2bE75cRH4QQ\nyGSyiA1Rx44dg0wmE+P1ozUTeCydLOIJxRgMBrS1tYlfm0wmGAwG8Wun04njx4/jmmuuAQC0t7dj\n2bJl2L17d9IJVCbs5xhLO/ahRLu/vx+ffPIJgIFyN2kiUqvVip8rFAq0Odx47+ND8a8byTckvX7H\nZUneAiMa6d6AhDdEdXZ24sSJEwgGg0M2RI21sMlQjMSOva6uDvX19WhqaoLBYMD27duxdetW8ed5\neXno7PwqTHrNNdfgt7/9LauKGetEEvZYd9rRRNvlcuGqq66K6f6PW50ABuaH8jF2GSlkHJQyDp4E\n3R8z5Rz+c54WhoLUDcoYT1dSiRLvYxypEsWsrCwYjUYYjUb4/f5BDVHFxcVxmWiNBUbKtlehUGDT\npk1YvHgxBEHA6tWrMW3aNDz66KOYPXs2li1bltAaYrrvtN3yGCHWP2AqduyEEAQCgZAa7cbGRvA8\nD4/HA57nwXEclEqlWKetUqkG7bRT8Xh4IYiDzQ509/vFxOhQO/Gy3Ex8rUaLD+s7IZfJkM0L6PME\nEIhD3/U5GfjLHdNgt9tj/6VhGE+CMdGJ1BDV1NQEj8cDrVYrdvamkrF2FRBvjH3JkiVYsmRJyPee\neOKJiMfu27cvoTVFYsILe6wMJ+zhoh3+QasJlEqlKNIcxyEvLw+5ublQqVQj1qVGCMEz757BjsMW\n8JKHFO3RKWTApZPycdsVFdh3phMcIchQyJCfnYEOlz/m+33jzjpwQU9yi2eMCyI1RFmtVvT29uLM\nmTMoLi5Gfn5+0qI81rrBg8HguKj/Z8KOgRcPIQROpxMulysm0aYuf9KddvgL0OVyoaCgYMSbaxz9\nAbxzzAYvH9sVCB8Emjr70d3vhycgoN8nxB1jv3xyPkrzVeju9sa/4PMcuqGIVcDG2gQl2hCVm5uL\nU6dOQavVwmaz4cyZM2OyISrZxzyWTjTRmPDCPlxMm4q21zsgSLQTcjjRHst4AgIc7uFdHKW0ONxY\n/frhYQdcR+N3N84QPz8fYuKpJF5hj/fYkYIK5lANUcXFxTFNiJIylkIx44UJL+x+vx+ff/75sDvt\nL774AlVVVdBoUjdIeTRKKINBguf3xWf2BQAuX+LdhzdeWooizeiUwjHGDuGCSRuiCgoKxCvijo4O\nNDU1QaVSibXyo2GkxYR9nJOZmYm6urqYjh0r5Y7JcKStF3/7Mr7kZW4mhz5fYut8/NsX4ObZxoR+\nl5EYYy0UEwu0ISo3NxdVVVXihKijR48m3BDFiM6EF/ZYGUt17IkSDAbxy11fwhtDKYtCNuDeSDAw\nBCORynW9JgM3XWYctEtLJRN9ZzWRiPUkEW1C1FhpiJoIMGE/x3jrPI3EW59Z0BZD8lIuee8FCdDl\njj8Mo1bK8Oi3p0ImG/xGHitWxROZsWy1Gy/Shiifz4eOjg6xIcrv98PtdjN3zzhhwn6OibBj33HU\nApls4I86VH+RQACOfLVHj3eF2UoZfrZoChZeODJj7hjjg1ScJDIzM0Maog4dOoT6+vpx3RA1GjBh\nP8dEEHZfIIgsuQx9fHRvGDk3IOzJrEqTpYgq6uwNl37OlyuYjIwMKJVKXHzxxYMaogoLC6HT6diE\nqCgwYZ8gWHq86PEE4B5mSlKy80uVcmDN1ZXQ5USPf54vwjOajMVQTDrDOpEaokwmE5xOpzghKhUN\nURMFJuznGO879g/rO5GpkEGhkIEfInlKVxNvujRLwSEnSwl1phxLpuuTWep5jSAI8Hg8ouWE1+uF\n2+2Gz+cTk4asMmRoIk2IGssNUaMBE/ZzjFdhd3p5/H/HrNjwQSO6+2NrSuIAFKqV6HYHYtrBywAE\nBIKLynLw0KJaFKqZ8ESC2k5IhZt+Tme6yuVyZGVlQaVSiUO4dTodfD4fnE4njh07BrlcDr1ej6Ki\nIiiVyrSvezzs2KMRPiGqt7cXdrsdDQ0NUKvV0Ol0cTdETQQmvLCPpAnYSLPjsBn//UEjbH2+mI5X\nnNvA8EGgK8JJQMEB4S4EHAB9bgb4IPDc8hnQZKbGpGy0SGZ9wWAwxOCN/n/o0CH4/QOeOtTgjYp3\nTk6O+HW0HST1H8nPz0d5eTk8Hg9sNhs+//xzZGRkiCJPxWm8vU5HCo7jkJ+fj/z8/CEbos4HJryw\nx8p427Gfanfi1U9a0TuMdYAMAyEXcm49whBbdJ5EDtF09gfwjZqiYUWdkuqpUSMlZNSFM3y37fF4\nEAwGwXGc6MiZlZUFtVqNjIwMzJgxAxkZGSk7qalUKkyePBmTJ09Gf38/bDYbWlpakJ2dDb1ePyZK\nFCMxltY1VEOU2+2GxWKZ0A1RTNjPMd6EvdXhgRAkQ96+nAMUchkKVXJYnQEEYjCCCT+CAyDjODx7\nw7TkFjzKEELg8/ng9XoRCATgdrtF8fb5Bq545HJ5yG67sLBQ/Dpa23tjY2NaG2nUajWqqqpQWVkJ\nl8sFm80Gt9uNkydPQq/Xn/ex5FgIb4jav38/eJ7HsWPHwHGcGK/Pysoa7aWmDCbs4xQ+GIS51wth\nmBMHLwTRmUADEoUAKC9QIScrtpfKaO3YBEEICZNId9uBQAAcxyEjIwOBQADZ2dnIzc1Ffn5+iMXy\nWIbjOOTk5CAnJwcOhwNlZWXo6OjA2bNnkZeXB71eP+pVIWNpxz4UMpkMFRUVqKioEBuiTp48iWAw\niKKiIhQXF4/7higm7OcYbzv2nUetyFTI4BzCvCtDzg1Y9yau6+A44IdzK+P6nXR0nlKHznDR9nq9\noqBId9tU7KgPPhUc6jKo14+typ54nR2lseSenh7Y7XacOXMGBQUF0Ov1yM3NHRciO9qEN0R1dnai\nvr4efr9fFHnaEDVevNgBJuwi40XY7e4gfvb2cfy7oQtC8FyoBJG128MTZMg5aDLlcLj5uO9LpZQh\nP1uJ+RcUJ7vsIQkGg/D5fIME2+PxwO12i5Um0moSeumsUqnGzZstHUgdFGnpn9lsxunTp1FYWAi9\nXg+NRjMiIj9eduzRCJ8Q1dXVhebmZrjdbhQWFsLhcIyb19p5IeyxCOx4qIpxeXm8fMwHq6cDwjkl\np4nRaMhAoEzwxZiXrcSGm2ZClZFcqRjP81F323TGKw2JqFQqqNVqaLVaqFQqeDwemM1mTJs2vmP8\nI4G09I828bS0tMDtdqOoqAh6vR5qdepm0U5kFAoF9Ho99Ho9BEFAZ2cnHn74YdTX1+O+++7Dbbfd\nlpKh0+nivBD2WBjrO/ZgkOAP/25CYy8BT4buLpXiEwB7HOPtQn43EMTUkpwhj6FhEirUPT096O3t\nxeHDh8XhJeG12wUFBSgrK4tpxisNtUxEgsHgoP9j2RHG8nxIm3ioMDU0NIiNUDRMlUrG+449GrSv\nYPPmzVi+fDmWLl0Kq9U62ssaEibsaSSVwr7toAk7P28fVGc+HMncu9MTQGOHCxV5ioi7bb/fLyYl\nqXDTzy+88EJkZmaOm0vXdEAFm45eDBdy6WuD4zgIggBBECCTycBxXMqeOypMer0ePM+jo6MDp0+f\nhiAI8Pv98Pl8541FbjLvR0EQkJGRgUWLFsX8O3v27MF9990HQRBw5513Yt26dYOOefPNN/HYY4+B\n4zhcfPHF2Lp1a8JrpDBhP8dY3rGfanfipX83w+sXosbT04FAgNMnjsFTmC3utnNycqDT6ZCVlQWl\nUhlxzqvT6Uz5bnAsEgwGQQiBIAji5/T7wOCRd/R/Ktz0c+nt0duin6da5BUKBUpLS1FaWgq/34+D\nBw/ixIkTIIRAp9NBp9MlXNs9UXfsFEEQ4upgFQQB99xzD9577z0YjUbU1dVh2bJluOiii8Rj6uvr\n8fTTT+Pjjz9GQUEB7Pb4huREgwn7OcZqjP20zYX/Z+cJdLv9A3XriN/nJVFUShmWzb9qQr9ZoxEu\nzlS4pR/AgDAfOXJE7A6VyWQhb/54BFkmk4nHU2GnOQipyKeKjIwMZGRk4JJLLoHP54PdbhctDXQ6\nHYqLi0fE0iAa6Xg/JnPyiVfYDxw4gJqaGlRVVQEAbrnlFuzatStE2P/whz/gnnvuQUFBAQBAp0uN\nFTYT9nOM1R3734+3w9TjAQkCQjBU0BWyoX3Xk0WXE3835Vg9QYYTLUwSLtyRpkNJ39yXX345XC4X\nrFYrWlpakJeXh9LS0qRryqnIK5VKCIIgJqB9Pp+4q09lmCszMxPl5eWipYHdbhctDXQ6XUyzScfD\njn0khd1sNqO8vFz82mg0Yv/+/SHHnDlzBgDwta99DYIg4LHHHsM3v/nNhNYnhQn7OcaasBNC0Nnn\nxpEWB/p9PLIUMsiDBF5+QNw1SsAVm+dXwswy5qf3DtLIUPFtq9Uq5gLCwyTAV8Idq3BqNBpMmTIF\nNTU16O7uhtVqxalTp1BUVITS0tKYBqSHJ6Gl/0t9aLKyslBWVhaym5fL5SkVeZVKJU406u/vh91u\nx5EjR6BSqaDT6aDVakfEVGusnSgEQUj54G2e51FfX499+/bBZDLhG9/4Bo4dO4b8/OTee0zYz0Eb\nEEYKaigV6Y0cCATQ7Q3i5eN+tPUFwQcBlz+ITAUHOUfAk/SLOgB82uRAt9uPguyx56cRa2IyXLiN\nRiM6OjpQX18PQghKS0uh1+tT8oblOA6FhYUoLCwUK1HOnj0Ln88ntv9H+rsHAgN/zIyMDKhUKvGj\nsLAQWVlZEX1oaGiI53lxR89xXMpFXq1Wo7KyEpMnT4bL5YLdbkdzczM0Go3onEjvb6wJcSSSWSPP\n83Gd0AwGA9ra2sSvTSYTDAZDyDFGoxFz5syBUqlEZWUlamtrUV9fj7q6uoTWSGHCLiGVO/ZAIBDi\nTSJ9M1NDKWntdk5ODoqLi6FSqaBUKvH/7j2LLn87eI4HBwEEgO9cSYyMS35gRiy4fAI+beyOy389\nVW9sqVDzPC/uWhNNTEoxGAwwGAzwer2wWq04dOgQ1Go1SktLQ4Qq3vVGarKiYZPW1lY0NTVBLpcj\nPz8fRUVFYq1+pCT0cNA1yuVyMdkqjcunOukqtTSoqqqC0+mEzWZDQ0ODaD2cjo7jVJ8oRjIUU1dX\nh/r6ejQ1NcFgMGD79u2DKl6uv/56bNu2DXfccQc6Oztx5swZMSafDEzYzxHPH5saSkXabVNDKYVC\nAZ7nkZmZCY1GA61WK4p4LC8Oa48XDveAmMnOjbMDADmGFnU6qDqY5Pi7gdsIQp6ALgz3Bo81Mclx\nnBhjPnjwIPR6PUpLS8WqjWRFKysrS9yN9vX1wWq1or6+HlqtFqWlpcjJ+aqGP5plr9frFXfLUudH\n6Ylaamng8XjQ3t6O1tZWZGdno7S0FFqtNiXxeLpOaWUN3WWmWuSpc6LU0qCrqwsZGRnQarUpsTQY\ni8nTeK7sFAoFNm3ahMWLF0MQBKxevRrTpk3Do48+itmzZ2PZsmVYvHgx/vGPf+Ciiy6CXC7H+vXr\nodVqE1pfyH0nfQsTBGk8PNKUG+mbGEDIm1ilUqGgoAAqlQqZmZniC6elpQVyuRxGozHmdTj6/XB6\neQRB4BfIoAqY4VqT6AlAkylHdoYcnU4/ZLKBEI4v9r4mAEBOphJfq4r/RUZDI8kmJmnycNasWfD7\n/Whvb8cXX3whtn7TKpRkobtRhUIBrVaLzs5OfPHFFwgEApDL5eJH+BWWtOwzVlQqlXgycTqdsFqt\nOHv2LAoKClBaWpq0IMZaWZNKkaeWBna7HR0dHbBYLCmzNEhHaCfR20wkYb1kyRIsWbIk5HtPPPFE\nyFqee+45PPfccwmtKRrnnbBHm3LT09MDn88Hq9UKmUw2aMpNSUlJ3G/ieJOnuz+3YPPHrQgGCdp6\nPEmVNfoCAvJVSnCygR1/plIBv8DHdXvXXFAETQRXx6EqSnieR19fH5qbm6HT6UJ2q8BXws1xXFxv\nsIyMDNGRjwpiQ0MDCgsLUVZWFrK7jgR1f4x0wqZvWCrcGo1GrALp6+uD3W4Xm3yKi4tTkjiU7nqp\nx0tbWxtcLheKi4tRWlqatMOgtLImXOR5nk95IhAYiMlPnjwZwWAQXV1daG1tRX9/f0KWBukKxSRK\nup6zdDA+VpkkDQ0N6OrqEpNUkabcZGdnIxAIoKamJqX3HesLqaHDhfXvNcDtH7is9waC4AAoZRwC\nCQTUA0HA3ueFEAQEEAQEPiSkI0XODbg4hpdO/vWLdvxkfiU057xihotvU4fF2bNno729HZ9//jk0\nGg0MBkNKLWVprJeKR2NjI7xeLwoLC6HRaEIGZtCchvRkLb3CysrKGlKoCwoKxOoQq9WKpqYm5Obm\noqysLGWPKdzjxW634/Tp0+B5Hnq9HiUlJUkPhJDJZBAEQQwhUj96nufFK5NUJl1lMtkgSwP6dyou\nLoZOpxsVa9yRjLGPJueFsJeWlsJgMAw55SYQCIhhllQRz479w/oudPf7IZdx4LiB3yEAkMQOw39O\nqJWyAaGPNmeDACjLyUBbb6injFIuQ3uPB9XFA7usWBKTQGi4oaenR7w0pzHyRAYaRJtuJLXt7erq\nEksZi4uLUVlZiezs7JS8GdVqNWpqalBdXY3u7m5YLBacOnVK3F2nylxLLpeHdIbSEyTtGB3qioE+\nR+FXJfQ5UigUg6yNKysrRdFPtnwymmhGsjSor68Hz/OiyEd6TYzF5CnbsY8h1Gr1sKWM6apjj6WE\nkhCC9091IBAkCJJz8+nOEUjBkgLDLCFIMEjUgYEQTrlWA4UiMWGUxl95nofNZsOxY8egUChgMBjE\nGDkN4URLRlNRimTbG2mWqNPphMViwfHjx2MO1cTzmKQljXR3LQgCSkpKUFJSkrJuTWn4qb+/HxaL\nBQ0NDWJCnuO4EOGmE6CkzxHN+wwn1JEqa2gsPpU7+XBLAzrkIpKlwVgT9njLHUeT80LYY2E0G5SO\nW/pw2uYCh4FdtQwD2s4BkMuGF+Z0MbemENlJWvYCXyVTNRoNKioq0NPTg8bGRhw/flyMAVORDh8C\nnYiRWE5ODi4C/bLAAAAgAElEQVS44AIEg0HR1dDv94vCm6o5l9LdNc3PHD58GFlZWSgtLY07uSvN\nA4Sf5ILBIORyOXJyciCTyeByueDxeFBYWIipU6emJelK/4+1siZe0czIyBBLTyNZGuTl5SX8eNIB\n/RuMB5iwn2O0WuGDQYLn9zUhIAShzpTB7R/wDciQDfihazLkaHR4R3xdAHCwsQMNDQ0wGAxDhk/C\nJxxJ/6fln9K8Rm5uLnQ6HTIzM8XdNc/zYpI6VZe7MplM3AX6/X5YrVYcOXJE7N7UarUp241mZmZi\n8rkB1PQxNTQ0hFS7EEIGhZOkwh2eB6ANStGGidAcQ0tLCzweD3Q6HUpKSpI2YBvpyhogsqXBl19+\nKYajYrE0iAUWYz/PGKkde3hFyf4mBw639SBICAR+IPzBE8AXBOyuAOwYgRbTKBD5QCckHfqr1WqR\nmZkZUsNPG4ek1r1ZWVnIz88XbXyHeiNlZ2dDr9eHNAvl5OSkNDlJ10fb5Knwnj17FlqtFmVlZTG1\n/Q8HrXX3+/1Qq9WQyWTo7e3FkSNHIAgClEolcnJyoNFoBvnSJyIY0gRlIBCA3W4XnRpLSkqg1+uT\nDgtFq6yhAikV+VSFTqilgU6nw6lTp+DxeFJmacBi7OcZqRJ2qXDTengaJ6bfp/dnc/qwYV8TeIFA\npZTD5ePFypSRcnAcCoH3o7W1FcBA2KG9vR1+v180uiooKEioazIS0mahnp4ecbybXq9HWVlZSv3C\nw0M1Z8+ehd/vR2lp6ZAxcml3afjOm8akpTvu/Px8lJaWQqVSIRgMwm63w2q1oq+vD2q1Gvn5+SkT\nCqVSGdJR297enlRYKBLhxmQ0XAMg5PNUolAoxNdFf38/bDZbVEuDWGAx9vOQWIQ93Hc7WsckAOTm\n5qKzsxOfffYZysrKxDADfSE2dPUhSDhUFWWjxeEBd07O5TKIo+9Gk8riXMyZc0nIG4EKlMlkEr0v\ndDpdWhpeeJ4Xm5LCE66pQBqqoTHyQ4cOiTtruVwuCjntLpXmAWhIiXaXDoVcLheF1+PxiPel0WhE\nK4NUXZ1kZWWFhIXa29vF1v9UOE9Ke0Fo2aTb7YbT6YTRaExZ+aRUhDmOg0ajgUajCbE0aGxsFP8O\nBQUFafWqYaGYcQjdsaeqYxIY2EXNnDkTPp8PFosFhw4dQmFhIYxGI9RqNbIUA5evxZoMaDIVONvh\ngqM/ABmG7zBNNzIA35hSNOiNIpPJxCSk2+2G2WxGU1NTyONKFQqFQpwg73K5YDab0dDQAK1WC4PB\nEPd9RbKCoJ/THgc6rq+vrw9erxcFBQWoqalJ2m1PikqlQlVVFSorK9Hb2wuLxYIzZ87E5QYZK7Tm\nnzpPSss0S0pKIt6XVLjDcwE09EY7r+kJTq/Xi4luuptP1pgs2kYr3NKgt7cXNpsN9fX1KCgoEBOv\nkUSehWImIEN1TNJElMViEb07InVMAvF7lGRmZoqXk3QsGSEEhjIDaoqzUd/hBgDocrJQkpuJ4xbX\nkLc3EmEamQy4bNLQYpadnY0pU6agurpaNDASBAFlZWXQ6/Up3d1oNBoxfNLR0YEzZ86A53nxvhQK\nRYj1bbh4U+GWWkGo1WoUFRUN8nOh0PtqamoCz/MpL2fkOA75+fnIz88Xm3jq6+sRCARSXsETXqZp\ns9lw6tQp+Hw+qNVqZGRkiAlw4Ktkt3RObSw5E2DghBxeWZNo0nW4+5I+h8FgED09PbBarThz5gwK\nCwuh0+mQk5Mj3k4yws6qYsYQHo8HDzzwAG677TZceOGFAAa3s3Mch7y8PMyYMQMmkwktLS0oLS1F\nWVlZSifIcBwnXvr39/fDZDJhsbYH0/NzwGWoUFmYBbngx4N/70eXm0Scb6qIIUyTzPg8GYDMDBky\n5TJ0uHyx/Y4kpOHxeGCxWHDgwAEUFBTAYDCkrIac1rvTuLHT6YTJZMLp06chk8nEBpzs7Gzx/8LC\nwqQcFGljjbScUaVSiVU1qbr0lzbx0EqQo0ePIiMjQ2xMikcQpfbAkSpwaM17Tk4O/H4/ent7oVAo\nUF5enhIb46GMyWIV+XhFWCaTiSevYDAIh8OBtrY20dKATic6H2Ls3DBx5dHO3yVNMBjEnj17sHHj\nRvh8PqxZswbf+ta3hnzhBgIBWK1WWCwW5OXloby8PKnLYzr9JppPCb1sVSqVKNQW4amPe+HwCOhy\n+eEOBBEkwJzJeagu1uDNw5YBgYui3DJuoFk10T+cDECmUgalXIY375yNisLESucIIejs7ITZbIbf\n7w/JMQz1O5F8fKRlk9LqG/qRmZkJt9sNi8UCl8uFkpISlJaWpmVAMyFEdILs7u5GUVERysrKUhqC\nkkKnM3V2dorJWFrfLU3kSj8iJXKlu+9o4kRj/3a7HWq1GiUlJSktCQUGl08CiCryLpcLra2tIaPk\nEkEQBHR1dcFms6G/vx8KhQIXXXRR3JYGO3fuRGtrK375y18mtZ4UEvUMNeGFnUIIwenTp7Fx40b8\n+9//xq233orbbrtNnDUY7Xe6urrQ1taGYDCI8vJyFBcXDzrjh/uth7dy092RtByQ/i99Mff29qKt\nrQ0NdifeauTQ5wfUmQqsWzwFFxvz8Pcv7fivfzYgO0OOent/2jzZZQB+dm01Vl1ZkZLbozmG9vZ2\n5OTkiJUMUmEKr3eXPk+xhgCAgb+FzWaD1WqFUqlMqQtkODRUQ+vw6dCOVFzlhce53W43enp64HQ6\nRTMqtVoNjUYzSLiTvX9CiGi05nA4UuY8GQ61FZaGRKXFBfSKjF5pp4LOzk6YTCZwHIdAICBeacZi\nc7Fjxw7YbDY89NBDKVtPkjBhl9LT04NXXnkFr732GubMmYM1a9Zg6tSpUZMtPM+ju7sbZrMZTqdT\nTLDRRJK03V0qSIl0TQKA3++H2WxGs7kd+sI8VFRUQKPRwNTtwZqtX8DHC2jv9SUcbokFpYzD+hsu\nwqKL4huuKz3JhZ/o6KV1IBAAIUS0dc3JyQmxO04VNOHqcDjSvrOmoZr29nao1WqUlZUNW+kivZIL\nD5cA0U9yMpkMHR0dsFqt4hQonU6XlsHTNKTR3t6eUufJ8Pug5cHSkkl6FZZKYXc4HHA4HKipqRFr\n/+12e0RLg3DeeOMN9PT04Gc/+1nK1pMkTNgjIQgC/vrXv+J3v/sdvF4vrr76agDAokWLoFarQ3aR\n9I2lVCrhdrvhcDiQm5uLioqKlMWQw5FeMQiCAKPRCKs/C//593o0dPRDLgO8PBH/uqn+Y6kz5Djw\n0NUh4jScGVesJznaCWq1WtPiACklfGctTbimGhqqsVgs6OnpQX5+fkjXaaQ4d6TQUqwbAtrYZbPZ\nkJ2dLZ5Q0nGFQg28rFar6I2j1+tTkuClFUtutxtutxv9/f1wuVzIzMxETU1Nytwnu7q60NPTg+rq\n6pDvU0sDu90u5laKi4tDTpZbt26F2+3GT37yk6TXkSKYsEdj8eLFIISINec8z2PZsmW45ZZbhkyO\nEULE5AzP82KYJh1vKGAg/mkymdDZ2QmFphCP7nNAIICPD6Kr3w85l3pPGTmADXMVUKsyxZ1UKsRI\nCp3AYzabxfh4WVlZyqpBwvF6vbBYLLDb7cjJyYHBYIhaGjcc0vLJSHFuYCBR5/f7wXFcSDljqpNw\n4bH/SFOgUonP54PNZkN7ezuUSuWwzpNAqPuk9INuoKQllPQ1Rq/k6OsvWWOyaMIuhVoadHR0QKlU\nQq/Xo6ioCNu3b0cgEMC9996b0H2nASbssdLV1YXNmzfjz3/+M77+9a9j7dq1qK6uHvKN7/F40NbW\nhq6uLpSUlIgWwemAOgp+9GULtp70wynIMb0sFz+7tgY3bz6IHk/qKuA1GTLs+F4Venp6RNFN52ML\nBAJob2+HxWKBSqWCwWBIaeOOFEKIWNcdLeEabz33UHFu6c461lBNotCOWqvVCq/XK5ZOpiOZDED0\nqu/o6EB2djby8vKgUCjg9XrhdrsHXaHQD1q9FEv+RFpZQ8uVExn519nZib6+vpjnirrdbthsNuzd\nuxdvvPEGZs6ciQ0bNiTtx5MimLDHC8/z2LlzJzZt2gSVSoUf/vCHmDdv3pAvIkEQYLVaYTaboVar\nUVFRgdzc3LStsa+vDyaTCX19fSgrK8O971jR2OWOWjETLwoZh09//nWoMxRiF6jFYkFWVhaMRmPa\nOv3o7tNsNqO3t1fcxadDmHieD6k84ThO9EWhnyeTzI302GhTUm9vL4qLi1FWVpa2oRP0ZNne3g65\nXI6ysrKEp0BJ7ZWlXafSPgG5XC4O76CdroWFhSkNe8VTWRNOR0cHXC4XKisr477PZ599FkePHoXF\nYsGWLVswa9ashNafQpiwJwohBEePHsWGDRvw+eef4/bbb8eKFSuGLH+ku8G2tjb4/X4YjUbo9fqU\nhGmk9cn0//7+fjidThy2+vDnehlc/MAfjsPAP8lY4Lx37xUw5H+1O6GiazKZ4HQ6RdvadO3i6QmF\nVrlQW4FYRTXWem4q2sBAcr2vry/tCVdBEMTYfzAYFKtq0tXdKN1ZR5sCFQwGI4ZLaA5FeqKTfoT3\nCdCrhvb2dtF5MtEhK0MRLvJ0Jx/txGW32+F2uzF58uS47+ull15Cfn4+Vq9eDULIsO/nPXv24L77\n7oMgCLjzzjuxbt26kJ+3trZi5cqV6OnpgSAIeOaZZwbNRx0GJuypwG6346WXXsL27duxYMECrFmz\nBpMmTRo2TENj4zqdDkajccidZzxGU+FJSrlcjv2nzdh9pBX/Z/GDJ3IYClQ4ZXNBCAJ8nPWRHICf\nLqjC9782KeLPpaETtVoNo9GYcLw6FpxOJ8xmM7q7u6HT6URnxFTXcwNfJVzNZjOCwWBaummlSEM1\nGo0GZWVlabkionkBu90Om80Gt9uNjIyMEHfGSMIdaaBJrNDqk/b2dgBASUlJyqt4witr6GMJT7om\nI+y///3vodfrsXLlymGPFQQBtbW1eO+992A0GlFXV4dt27aF1OTfdddduOSSS3D33XfjxIkTWLJk\nCZqbm+NZUtQXx4TvPE0lOp0ODz/8MH7+859jx44dWLNmDQoKCnD33Xfj6quvjvjCV6lUmDJlCqqq\nqsRuwszMTNF6VCre1FtDGrfNycmJ2WgKAK6YasQVU43wer0wmUyw2ux4yiWHw0Mgl3Fw+viY698J\nAIc7um2wUqlEeXk5jEYjent7xS5QuotPRz13ZmYmcnNzYbfb0dLSAgBiXDc7O1t8vpKt55Z2ndKE\n64EDB5CXl4eysrKUn8Ck7pY0VHP69GlxpxtPqIa6iko/3G53SJOXSqVCcXExMjMz4fV64XA4EAwG\nU26bAIyc8yQwEAqSinz4yL+R8mM/cOAAampqxFj+Lbfcgl27doUIO8dx6OvrAzDQw1JWVpbQuiLB\nduxJQAjBwYMHsXHjRpw8eRJ33HEHli9fjs7OTvGSM9xoipYEUitfaV1wuuqQv2w046n3mmB2BjG5\nKBtX1+rw0kctcA9TRpMh5/DCLTNxVXVhzPcnLWPMycmB0WgctrEl0XrujIwM0Yisq6sLRUVFMBgM\naYtX0xCb2WxGf39/2it4aKLcYhnoNi4rK4NOpwtxnaSiTROVdGCHNEGZlZWF7OzsYXsFaC2+zWZL\nqehGgzpPdnZ2pu2ESW0MAoEA3G437Ha7OHIw3sf13//936iursatt9467LFvv/029uzZg82bNwMA\n/vjHP2L//v3YtGmTeIzVasWiRYvQ3d2N/v5+7N27F5dddlk8S2I79nTAcRwuv/xy6PV6tLW14ckn\nn8Tjjz+O0tJSPPDAA5g9e/aQRlN0V33ixAkUFxfDaDSmPAYpk8kwo6Yc22vK4XK50NbWhmabFUo5\nwAWGPnNnKeVxiTrw1UCLiooKdHd3i9N9iouLodFoBpl0RYpzxzOrU61Wo7a2VrQTPnnyJACEiGCq\nkBpp0TAUvQJL9UQmmqSUy+XQarVwOp1obGzEyZMnIZPJoFarkZOTA7VaLU6eUqlUST3eWKZApVJ0\nw50nzWYzTp48mdCA8EilpzS5S19j1HJZq9UmZEyWatvebdu2YdWqVXjggQfw6aef4rbbbhPHRSYL\nE/YUsGrVKjz00EMoKiqC3+/HG2+8gRdffBGlpaVYu3Ytrrzyyoh/rKysLPFyjQ56piPC0tGso9Fo\ncOGFF2LKFB652has32fC2Z4g5ByHQIT4TKz3Plw9NyFEHNKhVqvF4RmJTg6KRLidMA2dFBYWwmAw\npNQKF/gqDFVeXi7G/s+ePRtzwpXmUqSVJeEnO1oOSId21NbWQqlUiqGanp4eZGRkiCfCVCIdRuJw\nONDS0gK32w29Xp/yJGi48yR1ufT7/dDr9WKpJk3sSp8zaYgpPISp1+ujnuwSMSYLBoMxJ7YNBgPa\n2trEr+nsAikvv/wy9uzZAwC48sor4fV6xVxcsrBQTJoghOCTTz7Bhg0b0NzcjNWrV+PGG28c9g1B\n/WLcbjcMBgNKSkrSlrAjhKDZ2ol9x1vwfmM/Dtu/Cs3IZcDS6Xo8c/1FKavnpk1dJpMJfr8fBoMh\nrQlJWplhNpvB8/yI3B8NnQSDQeh0ukFXKbQ0MFpSN9p800hIQzUAxKqadD0+mgS1Wq3gOE60MkhV\nFU/468zpdIphCkIIMjIyxGEb0lBTsnYUw438ozzzzDO4/PLLcd111w17mzzPo7a2Fu+//z4MBgPq\n6uqwdetWTJs2TTzmW9/6Fm6++WasWrUKJ0+exIIFC2A2m+N5LKwqZjQxmUx44YUXsHv3bnz729/G\nD37wA5SWlg75Oz6fD2azGTabDUVFRTAajWltiujv78fv3j2BHSddCBLgstIMrLk4G4RPjTlXODQh\nabPZUFBQAKPRmPJddbT7y8/Ph8FgSLrHYKjSQLob5HleDC8VFhZCrVZH9H5PFurMaLPZopYypuP+\n7HZ7XFOgIl2p0BxBeDml9IqFhr6o8yS9v1TH/8NH/gEQK2ueeuopfP3rX8e3v/3tmG7rb3/7G+6/\n/34IgoDVq1fjl7/8JR599FHMnj0by5Ytw4kTJ/CDH/wALpcLHMfhN7/5DRYtWhTPcpmwjwU8Hg+2\nbt2Kl156CZMnT8bdd9+Nurq6Id8M0lF09PI/kTK4WOu5MzMzwfN8iD+3TqdLm0BQe1+TyQRBEMRR\ne+m8Sunq6oLZbIbP5xvSTjh8cIdUjOile/ium+4gqeBIE65ut1vscE1XwpVaNFgsFvT19Ymhk3Rt\nCsIbrqjvuUwmGyTeka5UqHjHWk4Zbp2QTudJafmkIAj4xS9+gW9+85tYvnx5yu4nSZiwjyWCwSA+\n/PBDbNy4EVarFXfeeSduuOGGYd/sfX19aGtrg8vlgsFgQGlpqSiAw8W5E6nnpsNAHA5H2u0EgIET\nn9lsRkdHR8Lj7+KBXhVZrVZxohIhZJD/u7SyhD5viYQf6K7TarWKCdd4mq3ihed5MXQCpC6hHP5a\nk8499fv9YtluXl4eioqKkJOTI1Z9pVp8HQ4HrFYr+vv7odPpUFJSknBVlMfjQXNzM5qamtDY2Cj+\nb7PZxOE8Dz/8MG644YaUPYYkYcI+Vmlubsbzzz+Pv//977jhhhtwxx13QK/XDzpOGn+kg3z7+vqg\nUCjES8VIce5ERUgKtUqgHi7l5eVpbUSisXGTyQRCCIxGY8IGa1SoI53wpNUSHMeJu8qSkhKUl5en\n9SQmbbZKt60AMCBa1PwsllBNeC08Fe/wRKX0ZCdNVNIpUO3t7QlPgYqHWJ0nu7u7Q4S7qakJDQ0N\noh13ZWUlqqurUVNTg5qaGlRXV6OkpCStQ7KTYOIL+3Dtu5QdO3Zg+fLlOHjwIGbPnj3Cq4yO2+3G\nSy+9hD/84Q8oLi7GtGnTwHEcVqxYMWQ9N20Tl8vlqKioSJuxFPDVZbfJZEJ/f7+Y3E3ngF9ap97Z\n2Rk11xApsevxeMTEbrQkZaSdq7QOX61Ww2AwpM0TBxhsK5DuDlep+ZnT6UR+fj6ys7NFIXe73WKY\nKZJhVyKJymhToNJlgNbW1oampibs3LkT+/fvh0qlAs/z4Hke+fn5qK6uRnV1tTivt7q6WpxKNc6Y\n2MIeS/suMLBLWrp0Kfx+PzZt2jSmhP2DDz7AI488IrY6d3R0IBgMYtWqVViyZMmwBlhOpxNtbW3o\n6+sTwzTpFFw6DKS9vT3tyc9gMAi32y0m62iFBE1w0Vmn4UKUzKU/PYnR4SrpbkYCQnfVeXl5YoI3\nmeHL9GpFGu+WeufTsIpcLk+r2RrwVVWU1WqFy+USu2rjjf/7/X60traGhEuamppgNpsBDFQH0V23\nUqnEF198gYMHD+Kjjz5K61XRKDCxhf3TTz/FY489hnfffRcA8PTTTwMAfvGLX4Qcd//99+Paa6/F\n+vXr8dvf/nZMCXs4hBA0NDRg06ZNeP/993HjjTdi1apVKCoqGvL3AoGAGDcuKChAeXl5WuPUNPnZ\n1taWcNgkUjklFSIarw2fIESNunQ6HQwGQ8obu6SEx8aNRmPar4wcDgcsFsuwCVee5wclKSOVVEpD\nJpESldITZ7q6QMPXTeP/dApUdna2OKrS5XKJgt3Q0IDm5mY0Njaiq6tLbIKjoRL6v8FgiHqlk4yV\nwBhmYgt7LO27hw8fxlNPPYUdO3bgmmuuGfPCLqWvrw+vvfYaXnnlFcyaNQtr167F9OnTh3yhEkLQ\n0dEBk8kEACgvL09rog4YEAeTyYSurq5BgisIgtj2PpRtQHjMdiibBUEQYLPZYDabE3J+TARqJ9zT\n0xPSaJUu/H4/TCYT2tvbIZPJkJ2dLe6yIzUy0c8TvVoJ96lPR0MSvZ+Ojg40NTWhubkZHR0deOGF\nF8DzvBiTp4ItFe+hht+ch5zflgLBYBA//elPsWXLltFeSkLk5ubixz/+Me655x68++67ePzxx+Hx\neLBmzRosWbIkYsiF4zhxhiO1EmhoaEBpaSnKyspS7ktDbUyLi4uRnZ2Nzs5O/N///R+AgVCJUqkM\nEaB4bAOiQf3Fy8rK4HK5YDKZcPbs2bSGFHJzc5GbmwtBENDe3o5jx45BoVCIJ5VEHos0USk98UkT\nlVTQ+vv74Xa7RQuKVIcWpF2gPM/DZrOJbe60ISnW+L8gCDCZTGhsbAxJVtKpY8XFxaJg19bWYteu\nXejt7cXbb7+Nb3zjG2OprHDcMSF27MOFYnp7e1FdXS3GgNvb21FYWIjdu3ePm127FEIITp8+jU2b\nNuHDDz/Erbfeittvv128jI1GIBAQq1vy8vJQXl4eV1w83tFmtLHEarXC6XSKIpzO2D8VXLPZPCJh\nEyB0aHZxcTEMBkNI3JiGmqRlgeH18JGacqIlKmnClcaU0+GLEw61aejo6EBeXh7cbjcuvfRS+Hw+\nMUwiFW+bzQaZTIaKiopBu+6Kioq0GN6dh0zsUEws7btSxlsoZih6enrw6quv4rXXXkNdXR3Wrl2L\nqVOnDhumoUOyg8GgOK8VwKDSwKFGmw0nQFICgQAsFgusVivy8vJgNBrTNo+TIp0wle7kJ03wUvEL\nBoNigpfjONEqN1y8kz3JSROu+fn5KCsrS3mzTnd3d4hwO51O7Nu3D01NTdBoNLj00ksxY8aMEPEe\nwyWCE4mJLezA8O27UqIJ+3Alk8899xw2b94MhUKB4uJivPLKK5g0KfIQipFGEAS888472LhxIziO\nw5o1a7Bo0aJBuzhpktLtdsPpdKKnpweBQABKpRIajQZqtXqQ7WuqdoP0pGIymUL8W9JV3wwMnPjp\nlUp2djaMRmNC7fbhz10k7xcq2hzHobe3Fz09PaKdcLqT2A6HA2azGR6PB6WlpSgpKYnpRBYMBmG1\nWgftultaWuD3+1FQUDBo102HQb/11ltQq9UxWdkyUs7EF/ZkiaVk8oMPPsCcOXOQnZ2N3//+99i3\nbx/eeOONUVz1YHiex7vvvovnn38eX3zxBaZNmwafz4cf//jHKCgogFKpHNRFSYWIhjByc3NRXl6e\n9h21tNM0Uggj1YSP9SsrKwsZCBKpmYkKOC0PjJbgjXaSCJ/ElG7LBOCrkBvtqG1ubsa1114Ls9kc\nItxNTU0hBmLh4l1ZWZm20kdGSmDCPhyxlkxSjhw5gh/96Ef4+OOPR2yNsWCz2fDjH/8YVVVV0Ov1\nqK+vx6FDh3DZZZdh7dq1qKmpGTZM43A40NraCkEQxDBNOnfUwWAQNpstxA8nXXFxmqjs6+uD3W5H\nT08PZDKZ2L0bqR4+VVcs0hNZOmr/qWe7VLi7u7vR3NyMs2fPoqysDPPmzcMll1wSU4kgY8xzflfF\nxILZbEZ5ebn4tdFoxP79+6Me//LLL+Nb3/rWSCwtLvR6Pd58882Q7/E8j127duH+++9HVlYW7r77\nbsyfPz+iWHMcB61WC61WK5YvNjY2ptUrhlZclJaWio1W9fX1CVXwSI27wksraaKS7rh1Oh0qKirE\n6g+32w2tVpu25i6VSiX673d1deHs2bMIBAKiEdlwAksIgd1uH9QS39TUBI/HA41GI+66q6ursXDh\nQrFE0Ov1YufOnaiqqsKcOXNS/tgYYwu2Yz9HLLXwlD/96U/YtGkT/vWvf42rS1VCCD7//HNs2LAB\nR48exe23344VK1YMu2ukXjFmsxkajQbl5eVJW94Oh7SCJycnJ+Q+w+1yqYDTmvhEE5V+vx8WiwXt\n7e3Izc0Vx/qlE6mdsMPhgFqtxuTJkwcJd1tbGwRBQHFx8aCQSVVVVVrj94wxC9uxD0csE08AYO/e\nvXjqqafGnagDA7vxWbNm4ZVXXkFHRwdeeuklLFiwAPPnz8ddd92FyZMnRwx/yOVyGI1GGAwG0UTJ\n7/eLlr7pCtPk5eVBqVTC4XDg888/FxO80WriqZlXomRkZGDy5MmYNGmSGMLwer0pH3ji8XhEwZYK\nOM/zMJvNsNvtuPTSS3Hdddfhm9/8JmpqalBRUZHWMlHGxILt2M8RS8nkkSNHsHz5cuzZswdTpkwZ\nxdWmjnu2FLIAABGCSURBVEAggB07duCFF15AXl4efvjDH+Lqq68eVqw9Hg9MJpM4ystoNMZ1opMm\nKsNDJtESlXK5HDabDXa7fUSGjwAD1r50F19QUACDwRBTUtnhcER0EXS5XFCpVKKLoNSMSq/Xg+M4\n2O12/O///i/WrFnDSgYZQ8GSp7EwXMnkwoULcezYMXH6UUVFBXbv3j3Kq04NhBAcOnQIGzZswKlT\np7Bq1SrcfPPNw3Y2ShuCVCoVKioqRKc8QRAi+piEuy6GV5kMd1KhlSYmkwkymQxGozHtVgLSMk2P\nx4OjR49i4cKFaG9vH7ZEkAp3VVXVeHURZIxNmLCPJMPVw/t8Ptx+++347LPPoNVq8cYbb4iujmOB\n9vZ2vPjii3j77bexePFi3HXXXSGJZYo0Udnf34+enh44HA4xZJKZmRnRxyTRcXqRoFYC3d3dYrI1\nVQlev9+PlpaWEOFubGxEb28veJ7HqVOnUFlZieuvvx51dXWorq7G5MmTx12IjjFuYcI+UsRSD//C\nCy/giy++wIsvvojt27fjL3/5y5irhwcGTkB//vOfsXHjRqhUKsyaNQtOpxNr1qwRd910wpBUvGUy\nmdiBST1N0mmUBQyE0uiVg1qtFpOtw51AIpUINjQ0wOFwiDH38MELBoMBMpkMPM/jb3/7G6ZPn46q\nqqq0Pj5GfAy3ufrJT36CDz74AMCAXQItfQUGckozZswAMOavypmwjxSx1MMvXrwYjz32GK688krw\nPI+SkhJ0dHSMuXjqv//9bzzwwAPiLtRms8Hr9WLFihVYvnz5sPFtaX16ZmYmysvL0zpgGfhq5qfJ\nZILb7caRI0ewaNEi2O32kM7K5ubmkBLBcAvYdPvLMNJHrPMZKBs3bsSRI0fwyiuvAAA0Gg1cLtdI\nLjlRWFXMSBFLPbz0GIVCgby8PHR1dQ3rtT7SfP3rX4+49hdeeAFz587F0qVLcdddd4k5h3Ck9em9\nvb1obW1FfX19yqtMeJ4X6+2lCcvOzk4IgoAnnngCkyZNwrJlyzBnzhysWLECVVVVE23oAuMcBw4c\nEPsFAOCWW27Brl27ogr7tm3b8Pjjj4/kEtMOE3ZGXBgMBjz11FN45JFHsHXrVqxYsQKTJk3CD3/4\nQ9TV1UXd5ebl5WHGjBnw+XwwmUw4cOBAXJUt0hJB6eAFu90OuVyO8vJycbe9ZMkS0UVQoVCA53m8\n8847uOCCCzB16tRUPyWMFDBc6GTLli148MEHxRLkH/3oR7jzzjsBAK+99hqefPJJAMDDDz8shuIo\nQzUbtrS0oKmpCfPnzxe/5/V6MXv2bCgUCqxbtw7XX399Sh/rSMCEPcXEUg9PjzEajeB5Hr29vdBq\ntSO91KTIysrC6tWrsWrVKnz00UfYuHEjLBYL7rzzTnz3u9+NmkDMzMwUfUjsdjuOHz8Or9eL3t5e\nXHHFFWhpaUFDQ0NIstLlciErKyukq/Lqq68OKREcCoVCgeuuuy4dTwMjBQiCgHvuuSckdLJs2bJB\nO+ybb755UMOgw+HA448/jkOHDoHjOFx22WV49NFHY77v7du3Y/ny5SFXjy0tLTAYDGhsbMT8+fNF\n58rxBBP2FFNXV4f6+no0NTXBYDBg+/bt2Lp1a8gxy5Ytw2uvvYYrr7wSb7/9NubPnz9u47kymQxz\n587F3Llz0dLSgueffx5XX301vvvd72L16tXQ6/XiseEugjRk0tvbC7vdjubmZsyYMQOLFy/GjBkz\ncP3116O6ujrt3Z+M0SXe0ImUd999F9deey0KCwsBANdeey1aWlpiajYEBoT9+eefD/kePbaqqgrX\nXHMNjhw5woT9fEehUGDTpk1YvHixWA8/bdq0kHr473//+7jttttQU1ODwsJCbN++fbSXnRImTZqE\n3/zmN3jsscfwxz/+ETfeeCMCgQAMBgOsViuAgTcN3XXPmzcPd955p5ic7ejowKuvvoof/ehHLP49\nhknG3jpSxUmsPk07duzAhx9+iNraWvzud79DeXl5xN/NyMgYdnMFAKdOnUJ3dzeuvPJK8Xvd3d3I\nzs5GZmYmOjs78fHHH+PnP/95ck/YaEAIGeqDMQbo6uoiCxcuJDU1NWThwoXE4XAMOubIkSPkiiuu\nIBdddBGZMWMG2b59+yisNBRBEMj27dtJa2srEQRhtJfDSAE8z5OqqirS0NBAfD4fmTlzJvnyyy9D\njvnnP/9J+vv7CSGEvPDCC+Smm24Sf6ZWqwfd5ltvvUW+//3vi1+//vrr5J577gk5prOzk3i9XkII\nIS+++CKZN28eIYSQ9evXk//8z/8Uj3viiSfI+vXryTvvvEOmTJlCqqqqyJNPPkkIIeSRRx4hu3bt\nEo/91a9+RR566KGQ+/n444/J9OnTycyZM8n06dPJ5s2bY39yRp6o2s2EfRzw4IMPkqeffpoQQsjT\nTz9Nfv7znw865vTp0+TMmTOEEELMZjMpKSkh3d3dI7pOxsTnk08+IYsWLRK//vWvf01+/etfRz3+\n8OHD5KqrrhK/jiTs8d4mz/MkNzeXEELI1q1byV133SX+7K677iJbt26N7cGMf6Jqd/pMthkpY9eu\nXVi5ciUAYOXKldi5c+egY2pra0X/GjoDs6OjY0TXyRh77NmzBxdccAFqamrwzDPPDPq5z+fDzTff\njJqaGsyZMwfNzc3iz55++mnU1NTgggsuEPsyIoU+6OzVSITbW9OKkyuuuEJ8HUvzUn6/H9u3bx80\n9YyG8gBg9+7duPDCCwEM9IT84x//QHd3N7q7u/GPf/wDixcvjuMZmpiwGPs4wGazibXiJSUlsNls\nQx5/4MAB+P3+cZfwYaSWWKpNXn75ZRQUFODs2bPYvn07HnroIbzxxhs4ceIEtm/fji+//BIWiwUL\nFy7EmTNn4rr/P/3pTzh06BD+9a9/id+LVnEyXF5qw4YN2L17NxQKBQoLC7FlyxYAQGFhIR555BHU\n1dUBAB599FExkXpeM9R2flQuLs5TFixYQKZNmzboY+fOnSQvLy/k2Pz8/Ki3Y7FYSG1tLfn000/T\nvWTGGCeWEMeiRYvIJ598QgghJBAIEK1WS4LB4KBj6XGxhk3ee+89MnXqVGKz2aKub+XKleStt95K\n+PExWChmzLN3714cP3580Md1110HvV4vXoparVbodLqIt9HX14elS5fiqaeewhVXXDGSy2ekCIfD\ngWuvvRZTpkzBtddei+7u7kHHHD16FFdeeSWmTZuGmTNnhvgMrVq1CpWVlZg1axZuvfXWkOqiSGGT\naF3Q0UIusYRNjhw5gjVr1mD37t0hr9Xu7m74fD4AECtOYilpZMQPE/Y4OXjwIGbOnAmv14v+/n5M\nmzYNx48fT+t90rp3YKDLLlKzjd/vx3e/+13cfvvtWL58eVrXw0gfzzzzDBYsWID6+nosWLAgYlw8\nOzsbr7/+Or788kvs2bMH999/v2hgBQDr16/H0aNH8dvf/jbljW/Sct4LL7wQN910kxg2oWZZDz74\nIFwuF2688UbMmjVLFP6TJ09i9uzZuPjiizFv3jysW7eOCXuaYDH2OKFxyocffhgejwf/8R//genT\np6f1PtetW4ebbroJL7/8MiZNmiTOND106BBefPFFbN68GW+++SY+/PBDdHV1ifHHLVu2YNasWWld\nGyO17Nq1C/v27QMwkCi/5ppr8Oyzz4YcU1tbK34uTZTn5+eHHJdMF/RQv7tkyRIsWbIk5HaeeOIJ\n8fO9e/dGfGxXXXUVjh07NtxTwEgFQ8VpRiVqNA6g9buXX3454Xl+tJfDGCVi6S8ghBCZTEYuvvhi\ncvHFF5PvfOc74vcbGxvJ5ZdfTqqrq8lNN91EfD5fSD4lGAwOyq+Es3//fjJ16lSxT2DlypWktraW\nzJgxg9x7771k8uTJpLGxUXzNHj9+POT3N23aRNasWUMIIWTbtm3kxhtvJIQQcvz4cTJz5kzi9XpJ\nY2MjqaysZK/1sQerY08lFouFVFVVkQsvvJC4XK7RXk5cxCpGhBDS29tLDAbDoGYRxgCx9BcQMrh2\nmybKc3NzidFoJNOmTSMFBQVkzZo1SSfKLRYLCQaDxOv1kttvv51873vfG7JRx+PxkOXLl5Pq6mpS\nV1dHGhoaxNt68sknSVVVFamtrSV/+9vf4nhmGCMEE/ZU8p3vfIf8+c9/Jk8++eS4E71YxYgQQu69\n915y6623jrvHOFLU1tYSi8VCCPlKZCMRqSknGAwSrVZLAoEAIeSrCpZYb7O3t5dccsklQ1aVfPDB\nB2Tp0qVxPSbGuIJVxaSK119/HUqlEitWrMC6detw8OBB/POf/xztZcVMLM1OAPDZZ5/BZrNh0aJF\nI7m8tBBLpckHH3yAWbNmiR9ZWVnicyOtNJk1axaOHj0KIPb+gkhNOV1dXcjPz4dCMZDmolUnySbK\nafUUIQQ7d+5Me/6HMUYZSvVH4xTESC+xxHAFQSBz584lbW1t5NVXXx33O/Z4rlIIGQhXFRQUkP7+\nfrJgwQKSn59PysvLE+4vMJlMhBBCGhoayKRJk8jZs2dJR0cHqa6uFo9pbW0l06ZNI52dnWT+/Pmk\npqaGLFiwgHR1dRFCCDl48KDop/LHP/6RKBQKMW5/8cUXkyNHjhBCCJk3bx6ZPn06mTZtGvne975H\nnE5nAs8YY5zAQjHnE8k2O23cuJE8++yzhBAyIYQ91vAG5X/+53/IihUrxK+jNdLEe7vS24oWimEw\n4oAJO2OAWMRoxYoVpLy8nEyaNIlotVqSk5MzyAUv1bz55pvkoosuIhzHkYMHD0Y97u9//zupra0l\n1dXV4i6ckMgVJpR4K03mzZtH/vrXv4pfSytN7r//ftFl8Gc/+1nIlcCDDz446LYcDod4fEdHB6mp\nqRHdEJcvX062bdtGCCFkzZo15Pnnnx9yXQxGGEzYGQPEIkZSRmrHfuLECXLq1Ckyd+7cqMI+lGWs\nTqcLqTApLS1N2JKhqKiI+P3+kO9JK00ef/xxQgiJKWwylA1sQ0MDqaurI9XV1WT58uXiCYDBiBEm\n7IwBYhEjKSMdihlK2KP5lAwX1ognZPJf//Vf5Ac/+EHUn7NKE8YYglXFMAbQarV4//33UV9fj717\n94pOeLNnz8bmzZsHHb9q1apBcyZHi2j+JdEqTCixVJpQtm3bhltvvTXke6zShDHeYMLOGDEWLlyI\n6dOnD/rYtWtXWu933bp1eO+99zBlyhTs3btXHOV26NAhcdI9ADQ3N6OtrQ1z584N+f3vfe97mDFj\nBmbMmIHOzk48/PDDaV3vSPPiiy+KpZyVlZWYN2/eaC+JkSTMK4YxYkTzEImVaP4lWq0WPT094Hke\nCoVikCcKvUoJJ/wqZfLkyRGHRoynPoVEWLt2LdauXYtAIID58+fjpz/96WgviZEkbMfOGDdEs4zl\nOA7z5s3D22+/DWD4cAsjMvfddx/mz5+P73znO6O9FEaSMGFnjAn+8pe/wGg04tNPP8XSpUvF8WYW\ni0V0EoxmGQsAzz77LJ577jnU1NSgq6sL3//+90ftsYxHtmzZgpaWFvzqV78a7aUwUgBHCBnq50P+\nkMFgjH8+++wzrFy5Eh999BEKCgpGezmM2OGi/YDt2BmM85xNmzbB4XBg3rx5mDVrVkhCmTE+YTt2\nBoPBGJ+wHTuDwWCcLzBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GY\nYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YG\ng8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkG\nE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAmGYpifcyOyCgaDwWCk\nDLZjZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYDBhZzAYjAkGE3YGg8GYYPz/sl1hXi6GaqQA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sG7/fj/HxcZw8eVKzb5LZN4VCPXaDYBQrppJle6vNY6+cxq7jM2fbUebj20w8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\ngzHFYMLOYDAYU4z/H2PLFEJYxWFYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RgsK+EFVVaW9vp729HciKYjQaZW5ujmg0yiuvvILT6TQt+paWllWzhkVUTIPg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SgoKEBDQwOWLVuGjRs3jjhGrVbj1VdfxZEjR7Br1y7cfffdrPlCwOmFXbt2YebMmZg2bVrc14rf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\nGP5/fOKAZXnlYdgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BYEWDHa3OhcKeD8rTs81mQ3t7O2RZRjAYhNfrxcDAAMLhMCwWC5xOJ9xuNxwO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4888gh55JFHYm5zwQUXkM8++4wQQkgoFCLl5eUkGo0Oui29XSbbJISQ999/n0yfPp3Y7fak+7d2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\nD88Egxd2Hh4engkGL+w8PDw8E4z/D51kV+6KZj62AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kAo7j0tw3HMeRlAJFoO/R1YhqpRTQ+8VCD64YQZSw691pzdpLFctSfdVGZiGP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5z3+e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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# Number of optimization steps\n",
    "Niter = 2000\n",
    "# Weight for the chamfer loss\n",
    "w_chamfer = 1.0 \n",
    "# Weight for mesh edge loss\n",
    "w_edge = 1.0 \n",
    "# Weight for mesh normal consistency\n",
    "w_normal = 0.01 \n",
    "# Weight for mesh laplacian smoothing\n",
    "w_laplacian = 0.1 \n",
    "# Plot period for the losses\n",
    "plot_period = 250\n",
    "loop = tqdm_notebook(range(Niter))\n",
    "\n",
    "chamfer_losses = []\n",
    "laplacian_losses = []\n",
    "edge_losses = []\n",
    "normal_losses = []\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "for i in loop:\n",
    "    # Initialize optimizer\n",
    "    optimizer.zero_grad()\n",
    "    \n",
    "    # Deform the mesh\n",
    "    new_src_mesh = src_mesh.offset_verts(deform_verts)\n",
    "    \n",
    "    # We sample 5k points from the surface of each mesh \n",
    "    sample_trg = sample_points_from_meshes(trg_mesh, 5000)\n",
    "    sample_src = sample_points_from_meshes(new_src_mesh, 5000)\n",
    "    \n",
    "    # We compare the two sets of pointclouds by computing (a) the chamfer loss\n",
    "    loss_chamfer, _ = chamfer_distance(sample_trg, sample_src)\n",
    "    \n",
    "    # and (b) the edge length of the predicted mesh\n",
    "    loss_edge = mesh_edge_loss(new_src_mesh)\n",
    "    \n",
    "    # mesh normal consistency\n",
    "    loss_normal = mesh_normal_consistency(new_src_mesh)\n",
    "    \n",
    "    # mesh laplacian smoothing\n",
    "    loss_laplacian = mesh_laplacian_smoothing(new_src_mesh, method=\"uniform\")\n",
    "    \n",
    "    # Weighted sum of the losses\n",
    "    loss = loss_chamfer * w_chamfer + loss_edge * w_edge + loss_normal * w_normal + loss_laplacian * w_laplacian\n",
    "    \n",
    "    # Print the losses\n",
    "    loop.set_description('total_loss = %.6f' % loss)\n",
    "    \n",
    "    # Save the losses for plotting\n",
    "    chamfer_losses.append(loss_chamfer)\n",
    "    edge_losses.append(loss_edge)\n",
    "    normal_losses.append(loss_normal)\n",
    "    laplacian_losses.append(loss_laplacian)\n",
    "    \n",
    "    # Plot mesh\n",
    "    if i % plot_period == 0:\n",
    "        plot_pointcloud(new_src_mesh, title=\"iter: %d\" % i)\n",
    "        \n",
    "    # Optimization step\n",
    "    loss.backward()\n",
    "    optimizer.step()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VGcZsvWBWHRc"
   },
   "source": [
    "## 4. Visualize the loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 374
    },
    "colab_type": "code",
    "id": "baXvAo1yWHRd",
    "outputId": "11ebe2ad-4352-4492-bd67-e6a3c95adc85"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Loss vs iterations')"
      ]
     },
     "execution_count": 79,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5VKxYEYCOHTuyadMmhg4delRo6N+/P/fdd1+h36833niDtWvX8vXXX9OuXTsArrjiCrZv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\nqkPVxAIxyvxlTGYmGUmNzDhTkGeLTcgXIpFN0FbRhs/yMRA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      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(13, 5))\n",
    "ax = fig.gca()\n",
    "ax.plot(chamfer_losses, label=\"chamfer loss\")\n",
    "ax.plot(edge_losses, label=\"edge loss\")\n",
    "ax.plot(normal_losses, label=\"normal loss\")\n",
    "ax.plot(laplacian_losses, label=\"laplacian loss\")\n",
    "ax.legend(fontsize=\"16\")\n",
    "ax.set_xlabel(\"Iteration\", fontsize=\"16\")\n",
    "ax.set_ylabel(\"Loss\", fontsize=\"16\")\n",
    "ax.set_title(\"Loss vs iterations\", fontsize=\"16\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Y9vSKErDWHRg"
   },
   "source": [
    "## 5. Save the predicted mesh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "collapsed": true,
    "id": "krikJzrLtuvw"
   },
   "outputs": [],
   "source": [
    "# Fetch the verts and faces of the final predicted mesh\n",
    "final_verts, final_faces = new_src_mesh.get_mesh_verts_faces(0)\n",
    "\n",
    "# Scale normalize back to the original target size\n",
    "final_verts = final_verts * scale + center\n",
    "\n",
    "# Store the predicted mesh using save_obj\n",
    "final_obj = os.path.join('./', 'final_model.obj')\n",
    "save_obj(final_obj, final_verts, final_faces)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "quR1DVAcWHRk"
   },
   "source": [
    "## 6. Conclusion \n",
    "\n",
    "In this tutorial we learnt how to load a mesh from an obj file, initialize a PyTorch3D datastructure called **Meshes**, set up an optimization loop and use four different PyTorch3D mesh loss functions. "
   ]
  }
 ],
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