pyRBM/cifar_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "d6cb560a-707c-4c1e-b50f-2b9c8037a3c7",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:11.948117305Z",
     "start_time": "2026-05-31T05:40:07.084295225Z"
    }
   },
   "source": [
    "from PIL import Image\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "from rbm.model import Model\n",
    "from rbm.entity import Entity, EntityParams, TrainingParams\n",
    "from rbm.matrix import Mat, np, rms_error_accu, sample_gaussian\n",
    "from rbm.torch import Optimizer\n",
    "import math\n",
    "import random"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "4065302d-862f-4639-99d7-e396d055434c",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:12.000687881Z",
     "start_time": "2026-05-31T05:40:11.952100383Z"
    }
   },
   "source": [
    "transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))                            \n",
    "])                              "
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "ffe48fc6-0f57-48a0-b5e9-aa68cbc8edf1",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:13.707669472Z",
     "start_time": "2026-05-31T05:40:12.002988859Z"
    }
   },
   "source": [
    "train_data = torchvision.datasets.CIFAR10(root='./data', train=True, transform=transform, download=True)\n",
    "test_data = torchvision.datasets.CIFAR10(root='./data', train=False, transform=transform, download=True)\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(train_data, batch_size=32, shuffle=True, num_workers=2)\n",
    "test_loader = torch.utils.data.DataLoader(test_data, batch_size=32, shuffle=True, num_workers=2)"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "33501c0f-6d78-43e9-b2ce-adbe40b6d95a",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:13.764617503Z",
     "start_time": "2026-05-31T05:40:13.709639802Z"
    }
   },
   "source": [
    "print(train_data)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset CIFAR10\n",
      "    Number of datapoints: 50000\n",
      "    Root location: ./data\n",
      "    Split: Train\n",
      "    StandardTransform\n",
      "Transform: Compose(\n",
      "               ToTensor()\n",
      "               Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))\n",
      "           )\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "aedf601a-9084-4047-98e8-481f4d41a2d9",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:15.770436360Z",
     "start_time": "2026-05-31T05:40:13.772883916Z"
    }
   },
   "source": [
    "N = 5000\n",
    "n_side = 10\n",
    "N_VIS = 3072\n",
    "image, label = train_data[0]\n",
    "size = len(torch.flatten(image))\n",
    "train_images = np.zeros(shape=(N, size))\n",
    "train_images_tensor = torch.Tensor(N, size)\n",
    "for i in range(N):\n",
    "    image, label = train_data[i]\n",
    "    flat_array = torch.flatten(image)\n",
    "    train_images[i, :] = np.asarray(flat_array.numpy())\n",
    "    train_images_tensor[i, :] = flat_array\n"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "id": "5ee865c3-2af4-487f-a184-1291f99839b1",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:16.130364653Z",
     "start_time": "2026-05-31T05:40:15.773550719Z"
    }
   },
   "source": [
    "image_indices = np.array(random.sample(range(min(N, n_side*n_side)), n_side*n_side))\n",
    "print(f\"len(train_images):{len(train_images)}\")\n",
    "mean_training_batch = np.reshape(np.repeat(np.mean(train_images, axis=1), N_VIS, axis=0), train_images.shape)\n",
    "var_training_batch = np.reshape(np.repeat(np.std(train_images, axis=1), N_VIS, axis=0), train_images.shape)\n",
    "#print(f\"mean_training_batch:{mean_training_batch}\")\n",
    "#print(f\"var_training_batch:{var_training_batch}\")\n",
    "train_images_norm = (train_images - mean_training_batch) / var_training_batch\n"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len(train_images):5000\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "id": "b4310933-d850-4128-a2dd-27d88c004846",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:17.840613489Z",
     "start_time": "2026-05-31T05:40:16.133774935Z"
    }
   },
   "source": [
    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
    "index = 0             \n",
    "for x in range(n_side):\n",
    "    for y in range(n_side):\n",
    "        inp = train_images[image_indices[index]]\n",
    "        img = (1+np.reshape(inp, (3, 32, 32)))/2\n",
    "        img = img.transpose((1,2,0))\n",
    "        axes[x,y].imshow(np.asnumpy(img))\n",
    "        axes[x,y].axis('off')\n",
    "        index += 1\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x3000 with 100 Axes>"
      ],
      "image/png": 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fiOel8yNOiYhi3R/HIb/u1dnzNM+nfG4/99o5mj/+2BP8nMQYMTt3huZ/66/9XZoDwP/8D/9Hmh+O+fgO8Rxk+/gzoMouxXyqFP3OiSfWn3HBc7EMw4VZfv1PXe3Iols1vs6MAl4fBoddmo/F/LDe5H3+k4/P0/zCJd7GwuQSzQGg3+XndGF1lZd9m4+lM/P8xs7P8XlILObvav+lPGIKWGvyNUg25nsZootCItrxGHyesLDI1+59sW8w6G7wggGcW+Jzi7/wlZ+j+a//x9+TxzrpWhXe1iox3zspcz5HjEr+fJNA97ubO9s0v/HRBzSfijVjtaLWN7zsLOPn2uvxfbizZ8+K4wNJwu9TpcL3PNScfHDI1/Srzz5L88UFvj/z/jtv0zw8Yt3W6XRofjjgbada5de2uCDmD2f4+4LdPm/LUc7XM+URU9mDHT4fWBD7NGdX+ZzmpGuIdXk64vdM9a9qWTAe6f0OtS7JxYPp9nl7CsSeypn5ZZovn+Hj39v/5t/RvBqot0fAOVEX9+7cormap7fq/DmUU35tKx0+LjYX+F7x97+px5Se2Ed60ORt/F/+zr+m+Zc/+2maP7bK+7vbt2/Q/O7DBzR/70PejwPAmTOfp3ko7nck3qWdBkP57kLs7035OPezP/szNP/c51+TZe/u8/3Rccrn5A/WbtI8EvszrSafdy2KOdT2zj7N9w9/RHMAclG8tLJC853dLs1/6rUv8/wLP0Xzu7f5e4iLV/ncPqnofufggJ+TqgOtNu8XJhNeN/KM98Gh6AvTlJe7s9OlOQDs7/Fnt73F+6PtbZ6fdH/vz79I8/NLHZq3Ll6leXD2GZpXVx6TZddm+byuEGu00SEfb5I6H29C8X6wr44vXoxkI/H+H8B3v83b8re/9W2ar9/l77ryCZ8TJzGf68xUeZ1OSj5WhyHfMwCAJOF9zlyNt6cA/L5WIzFuifv64/feo3ma8v73paef5McHEAT8GS19jr+j/PH3vyaP9cfx/znJzMzMzMzMzMzMzMzMzMzMzMyOhT9OMjMzMzMzMzMzMzMzMzMzMzOzY+GPk8zMzMzMzMzMzMzMzMzMzMzM7Fj44yQzMzMzMzMzMzMzMzMzMzMzMzsW/jjJzMzMzMzMzMzMzMzMzMzMzMyORfyoP8zygudllebJzArNP/eZp2j+0hPnZNmdRkLzVqNC80oS0TwrU5pHIb8NQRDQvCxLmudFRnMAKMH/RhwKAC87CPi1Fer55Pw40yn//WisrwERv09F+jjNdzd3aP6Djz6k+XffuU7z3nhC87LMaS5uNQAgEM8oDPl3enl5Or/fy0p+nYW4nCjlv2+Kezwz4vUQAFY6czRf7Vyi+fLyEs3DzjzNhwGvhw8e3qX5x7d5vdo53Kc5AGQJv1FRo0nz+fOLNO+WBzQ/HHdp3kn48ReW+D3d3z+kOQBMU97f1RLen6rOqMhEXRL5ffEcksVZmg8roh0DyENez+JY9I+iHZ8Gk2qd5nl7hubnn3me5u0WP878HG9PAHDw8AHNG5UGzYsBf/aDwRbN1Vjaarb472M+PuXpmOYAUPanNJ8O+zQf7uzSvBgMaJ5NeJ7m/Jz2Jrz9/cE779AcAN67y/uqMy3eLyx2eJ72hzQvM35fC9HOwhp//gNxHADoD3nZBwPeF9Yr+pmeZGXJ63QKdW/478OQz2PDQE9kvvDlJ2m+uNSh+Te+8R7Nq3U+f9875Oe6vrVN81deuEjzF1++THMAuH2Tj79ZxuvD1au8jCwX96ngz2Fa8N9HYi3T6ugxpTvh428g6oboBlGISWsU87JL8L4lFP+9SSCOAwBZye9TKE42EGuK0yAQbVDOfcTPw0DcZ/WAjypbrfXEXEaWHYr+RUzVg0jUiSP6nVCsASHa4OqZMzT/wk/9HM1r4viHPd7OyoK3g1GPrxkB4Nqlp2n+xrvfornsh8XjVM9BVQ21B1DK+qLrRin6PIj9gZPutc9/iuZXn3mR5g8f8HnsubN87vvE49dk2WeWlmkeib691+vSfJLy+ZCqJ60mn9O1WjV+PhU+3weApOBz4tFAjOPP8TX65Scu0zwV7a8U41Am9l/KSNf1KOF9QjoWfbbYywjFGBjURNni9xOxro4jsa4GkE+7NF9a5Oufn/ziqzT/l//md2UZJ0Ul5gNORTzHPON1VDQPHB7wdQQAvP/ej2k+HvE2GEX8XPOMP2M1vtdqvG2qveK9vT2aA8DFi3yee/bsWZrPz/O+7aUX+P6A2heajPm8e9Dv0rwq9isA4Pbde7zsqdiTavK59/LZCzTPqmLfoOB9Zy3ifcITT/N1FADMVXl77vf4fsLGxoY81knW7/Vovi3Wepl4huo4r7/1liw7Evd4IvqEYZ+3/Zef4nM6tbaZn+f7qRBz695wxH8PIGvxNl6JeJ2uNXi7mWu3aT4W+1fTLt9r647epPnevTs0B4BAjON73U2aP9wS9+mQzx+qYn2r9pD7U36/H2yu0xwA8pzvI6v1EkTdOA3iWLSbCV/3tFq8bj35JG83739wW5b9wYd8f397j/cXaw/XaD4d8HONEz7GLi/z4+90+dqwWedjAQAMRHve3OZlXHuC1+tWk7flV599heblq3xeNwl4f/feh3qvuCLm/fU6zzvivVyvx/e197b5/vh4zM+1kfBy9/f0fE1MRTDX4WuvQV+v60+yx1/k7W+3x/N49Sdo/uTTL9M8Uu/CASQh7+fEK06EHf4cxSs3ZGJ/aXPIz+njD96l+R/8gM/dAeA3X+dj2qxYo7XFfC+oife6MX/H1hQXrZaMal8WAAKxFqiIvbORWCtPU97+SjH+BWPe/vq7fP89eo6vGwBgLN6Bfe3r36X5awt8nv4oTu+bXDMzMzMzMzMzMzMzMzMzMzMzO9H8cZKZmZmZmZmZmZmZmZmZmZmZmR0Lf5xkZmZmZmZmZmZmZmZmZmZmZmbHwh8nmZmZmZmZmZmZmZmZmZmZmZnZsfDHSWZmZmZmZmZmZmZmZmZmZmZmdiziR/1hGfLvmA4HJc2nwwc0v3OXH/+ZS3VZdm1uleaNWoP/vl2j+Wi8xo9TWaR5GPHjB2VA86yc0hwAypLfpzCI5N/Q36vjF/z4ZciP3++PaV5vJLLsuMJLz/KU5g/bGc0rM8/TfOegR/M333mTH6fIaZ4Pebl/hNezqN6m+bTU9+MkCyP+3ENRH2Yr/L7MVXgXcW6etxkAuLJygebLyys0b8zP8wPNz/G80aTxc48/RfOnrjxO8298/1v8+ADub96n+aTkdW7n4IDm8QzvK8KA5/1Dfpx00Kf5YMDbMaD7iiji/1IEvA8pYl5n4nqVn9PGQ17u/jrNqxG/FwAQgP9bVOXnGhTyUCdercPbwdu3b9P8YMyf/WNXL9F8oarH2MYyb7Otkj/7SY+XHUW8723NztA8BH9guRhTsuGE5gCQd/k5TUXbTHt8vCkmvK3l+YjmIzGLen+Nz4HefygmQQB2Mj6HKA/5/QhC3h+VOb+vap5QEXOpacAv7sHuNs0BYFTysm/c/IDmTz22II91omW8HxXTQ0SB+H3On0ku7iMApPxPcO2pMzR/+8e8D5lt8XY5yXgBScLrwzPP8P7j7LkOzQEgrvG+5fbNAc1XL4l5AngbiAp+rntd3o6vX+f5paken6oRL6MI+d8EYlQuxVw2EcfPCt7PxmJ+l2Z6TiyqEkpRX3MxBzoNAtUGxfosEPM0lat53VFlK6FYc+tczJVinsdijSBiAEAQ8j5pOORj78/94hdoPlbrVTE3nZtfpnkU8XHxwlnVVwCjER/3Ad5GStFm1VoqEPNo2dBUHRNzXwAoRPtX9bgQ9/uk+9QLfE337Msv0nz03DWaN8X886jlQqnaeMT3BOabfOwtRbNXvUFR8LPKUtGHp7wNAMBkwse0a49dpHm9wtfWowGfQ5ehmPyKeWOp1pii3gJALp6DqtPTEb/mvODXFor+MRRPqLc7pPnd23zPAAC+8JMv03yY8r6oUdNt/6QLq/w+x2KtkqV8TZeJNcztO3dk2RsbGzRPEt5m1Vgq92vF75tNfs1qntDtdmkOAPfu3ftEZccxb2szM7zPq9X4/nie8/5ldnaW5mtrfJ8HAKpVvjd09dpVmsdi/Rk3OzRPVf8Cvn5OxP5ufUbvYz53+RzNA1E3bt26JY91ko2n/J4d9Hnf1Bvx/m9tje/vvf3uj2XZSYPXxeGYlxGItcfjly/TPBV1ulXn/cG5M7w+vPnWezQHgPtijywT9WRe9BXLc3zOupfx8exwk+8jPezzeqj27AAgFnPfhpjrVFL+fG699zbN97Z53cjEDKw/4ec6nByx/yf2S2LRB6u9sNOgJ+Zjm9ubNK/WeJ0bj3jb39nk4ygAJAFvgy3xfvDCMp8X1xvinVvK63sJPs/d292l+WGi1nnAw/Utmk9EX6jWyr3eIc33D/Zpnk75NdTafG9+Z48/ZwB4uH6d5ltbfG+2FH1htcLbeLPN64za/0nFvbt7X+93nznH5ygvvvAkzRcXOvJYJ9lXP7xJ85XwCs033v/XNL915Xs0b8zqPfRIrCch9hbTTMzTxXx8kvG++u5dPo8d9fj+br3B54AA8CSfgiKp8r/ZF/PrMuDtrBOL/e6YX/Mo5XU9S/XeaC7+aSDe+UCNZ+KdvOh+cfbceZpvbfE+8P0P3uUHAvBEh/cJxfW3aL5w7Wflsf44/j8nmZmZmZmZmZmZmZmZmZmZmZnZsfDHSWZmZmZmZmZmZmZmZmZmZmZmdiz8cZKZmZmZmZmZmZmZmZmZmZmZmR0Lf5xkZmZmZmZmZmZmZmZmZmZmZmbHwh8nmZmZmZmZmZmZmZmZmZmZmZnZsYgf9YeXzi3QvHf/kOZLZUrztNej+f7OgSz76tkLNA/DgOZBENG8VufHgfh9FPFvt0pk/HyCOj8+gLLkeVEW/PcFz4tCHCjieRGIe1SpifPJ+fEBVPhtws1b6zT/R//0n9H8sN+n+Y0HXZpPR/zaKgm/3812leYAUCQNmg9zfp/Cgj/rk64ZN2k+35qh+XJSofnFmRbPz6zIsmdml2h+OOV9wvoB70OWL/H22ov4s7p35yHNI9E2nnr5JZoDwPSHU5of7u/QPC75fWo2+P0Opvz4Cb80DPr8HqWjCf8DAGGFP9NQ9He56E8nAe+LohZvZ+2MH38y5O1+HOg+p0wSnoe8jKnoHk8Dderru7zO/eBHb9H8o4/fo/lCe1aWvdTk4/uTZ87SfK7Kn30c8DpXjAc0j7IxzZMqP04+5fMHACiGvIxgzMvIJjyfjnlb297l49xWxvu1j7f5nKYv6i6g6/tgPOLHGon7F/O2XG3yfmoi5glbe9s0LxLd0OZEvxCCX0NQ8r7wpAtLfs9yMXfLIPpR0e8m0PWkItpZJubdX37tZV5GxPve2nt8nnRwwOv0mTOLNEeqr2F+pk3zd3u8jHGXn+vcHD9OIe7FYoe3gfUmn+slMb/XABCK+TvAzzUKePvORV3KRNNQy4Ax+DUj0P8dSpryv0lEX5Se0jkxAEDMr9Q/BKJfDEX+JxGG/Nmosj9pHonxJop4rs4HAEJRj6oRb1NbD27QfOXiszSfWeBtubvfpfmDB3x8+twLz9AcAC6cu0jzD+68Q3N1n6JY7A+Ixb56PmpvoJR9C2R7VmXncnZ5stWbfB3bqvE5RrMhtrRi/gxVPwp88rav9nKKVOSqnoj2p+YPYvoAAChFPWl15nkZOS8jL8Q4Xog6LcY/tWcHsf8CAHks1oCqTotBMyj4OVXFtSU5v3fNMf99ucnntwCwfWuT5uefPE/znZCvlU+DWqtD8+qh2OPN+XxiY4v37R999LEsezQc0jyKeb/QaPB57lFjIFMRey1N0X+puRUAZBm/H7u7uzQfimuu1/n+qLpmNd4MBvz4bTF/B4Dzqs1Gqn/m+9Fqb35hlpcdhfxcFxb5+mR3r8vLBTBe5X+zvMj3SpZW9J7oSTYNeD/an/K9hZ2DfZp/8OGHNH+4vSHLXhD3bDjmz3FXHOvmvTs0byZ8nnBmlu/L/qW/8Is0v7/+gOYAkE94e41EGw/EGJiL/ahsyPe8KgEvty7e4eQD/twA/Z5jPuB9RVPs2R9M+X70KOfnNCz4WD1Kxf646GePot6lqbnyaTCc8L3Ogdhn7R7y/OFDPi957NplWfanX3me5rl4xoc9PpcZTvi+w6HY/xmN+DWo97F3H/L3QQDQV2Nai69jFxfmaL4g5tEVsT++I/byMzE3TVNdR1NRf9tibLx6mb9PK8VcZzgWbbnP712/y/uEvQM+bwGA516+TPNXP/UczdfXu/JYJ9nL4TmaPzjgff75y3y/9uPbN3kB+R1ZdibqUCzesdQbfN5YiD2yRHwYEIj12bUnHqf56uoqzQHgg//wH2ieH/D5QBjxa7u/ycfxSVuMc2LfIBNrluiILRu1d5aIfaQkVOtebiTG5OGY9y1PX+Zrz5/5/CuiBOAnnn+a5jMdPle+MRT70Y/A/+ckMzMzMzMzMzMzMzMzMzMzMzM7Fv44yczMzMzMzMzMzMzMzMzMzMzMjoU/TjIzMzMzMzMzMzMzMzMzMzMzs2Phj5PMzMzMzMzMzMzMzMzMzMzMzOxY+OMkMzMzMzMzMzMzMzMzMzMzMzM7FvGj/nC2OUPzJ64u0/xLT67QfL4T0Xyp05Rl52mf5v2DHs2n4zo/UKVB4zjk32gVtRrNqzV+DUnKzwcAylLk4P8wGY1pPk5zmmcZzwdpSvOdXXHv0inNASBP+Tl9eP0hzYdjfm1FzO/rJBR1Y4nXjWpQ4ceZjmgOAHkx4f+QZTROs0Ae6yQLoirN40aH5xXeBkrw+rO5+0CW/cEG/7d+zM/p/EufovkffPvrNP+9N16n+dbhNs1r4tm+vHqe5gDwVGeO5mW3S/PR9iHND0e8LkY5v69t0fwqoqtOyoL/AY748jTkf1Np8n7z7DNP0bwj2l+1PU/zvJrw02nzegEAcbtN8yLm51qr89/j7/53soyTYvPeXZ6vH9C8zHhlWbt3m+YPAj3c12Pex+6fv0DzK6tL/EA1/ixbdT72JqKWqjOdiXR978R8/MgnvA3u9vZo/mD9Hs23djf5cfjQi+2I39PO8ln+BwCKzfs0L4f8GtKc34/6LG8Hk5C32f3DLs2TFn8S15YXaA4AC/P8utt1Ph+ICj1en2gxr7uRmOvFAa+fEFOMSMxLASAseCFBwPvYcxf4nCvL+HzolQZvr+0Zfg2NGq9Xonr+kZI3nCcf53Xr4ICfa1HwsoOYz1dD0U+srvJ7tLk5oDkAtObE/H3Cz7Wa8P4xEnPfTMz3C7FuyMHnOnF41FKP17NRqtqlqOCngJrNlwH/lyD4ZP/9jjjM//Vvn2wt8af1+0+cH/HfLJViIVur8vrb21uj+WjC22Z2u0XzRoPvP7RbHZp399Zp/kfH4n1bGYjxKRL9fCT6c9k+eFsuwTtJda8BAAUvuwz5M42z0/nfobVn+VqijPg4N5zwOXEp+uOJ+D0ADPq831d7JJMJX9NlGX++qdibScXxh8Mhzwd63ykreNnt+Vmez3Zo3mkv0rxWUeO+uK8BH59CMW4BQLvNx+XdLV7GeMT3C4uCr+kD8Gsocl5nZsR69dJFvucJAKMhr0tlwa97tq33Q086tUcJca2TMa/X7773Ps23tvk+D6DnzKXYA1LztHpd7CEL0ymvi9Uqrytzc7wuAkBN7Dur8Vr1C2p8CtQYIdYObbEHMxrzMRwAWu0OzXMxt+iPeV9Yjfi5LrZ4mz2/xMt9uM3X+qEY8wFgX/QjDz/i+wDzc3ysOum6A36d98Q+7u2HfE630+d7oGsbG7LsuMHb2bXHH+Nl7PB7r+q6mLqhlvD+4NMvP07zL37p0/xAANbu8rr1cI+Pywf7XZpXRT+YT8VcOeL9rBhiMT/D+xXgiP5LLOBrYv9h93CL5r06X38eiDlTLva1my09Lqr+Mc/FvFvkp8FYvB/s9Xide+XFVZrvdnndrYn9HAC4ee8OP9YeP5aa/x50eb+zt7dD8zTlY/XKKp+bLq7wHAAee+wSzXt9fk41sa/d6/E+7/adWzR/+JC/K1Vj/tY27+8AYGGBjzejET/WaMT7l4Men5uOJ7x9TKe8zbZafO1+1Brr7Tdv0Hy+yedHKyu8Hp90/+z3P6L5XfGs/tav/STNr17i9fbGXf7eAACyiVgf5nxwzMf8ecVijzIQY8G5Of6O6NLZczRPC90f12LeH3Wn/G827vF28/F3fp/mq1f5uP/UC8/RXO3MJRU+hwaAKOH/Fhf8aJt7uzTf2uf9o+qx22LP+W//t/8NzT/3/LPiSMDDPd4/7oq5X1LV48gf53TuWJmZmZmZmZmZmZmZmZmZmZmZ2Ynnj5PMzMzMzMzMzMzMzMzMzMzMzOxY+OMkMzMzMzMzMzMzMzMzMzMzMzM7Fv44yczMzMzMzMzMzMzMzMzMzMzMjoU/TjIzMzMzMzMzMzMzMzMzMzMzs2MRP+oPt7Y3aR7GMzTfuDem+d7GlOY7szVZ9t1qJP6loGmj2uY/j/hxgoDnjfYqzadBSfMcA14ugEFvSPM44L+vic/GPrh+n+Zrmw/FOWU0j6KE5oNujxcMIIr4dSfifvcG/FmnKc8XE37R5+YbNJ/wKoZRP+X/AKAQ192qVWkelryOnXRLLzxH8zPXrtG8NV2n+f6HX6V5bXgoy37Y491KuvIEzd999/s0//r336B5f9Kn+VQ0poFor2+s3aY5AGQjXsbVGu+nguGI5rUhrz9JXOF5wu9dXOF9VD3j7fuPTorHKSY0n11epPlrX/giPyfRlsZlTvMC/Dlkoh8HgKzg/7bf5fVPPOrTQfSL8y3e/4UryzTf3F6j+SDjzwUA+lM+Pn14+yOaFyGv71/8hV+k+YXVczSPc/7Auht8vnF49zrNAeDBxg7/m/09mj885GUcDHjdmuS8re2LaVSyeJ7mz730aZoDwPtv8Dqw1T2gea3B60Ye8v5iq8fH91qTj38LC/z4nQ5v+wAww/8EtYjfv5o415NumvN+NBD9bl7y+U2WieOEfIwAgKgQY2zB60+uuljRYRbgc6jHnz5L8+6E9x+FaN8AEIS8P2rO8fu09YD/vtLp0jwM+YOISl7X4wY//tZdfk8BoN7h84FczJXH4P1moAZr0TRyMS6GYi2TlXqeEIl1UZGL+y3G/VOhFPdZzE3KUtXfP73/ricQHYbKQ/l7UYC4BnVtR02hCvE3rVnepvYO+bi1s8bH6nPn+fqkmPI2qOZ7a7td/g8Avv/Ot2gupt4IRSFhyPMg5G2zEGvJQD6HI55EJI4l+nlZN064X/8Pv03zPPkmzff3+Zyuf8Drm3iEAIDJhNe5zU1eRl7wg80v8Xn63OICzasRr4iDvS7NP77+Ac0B4EDM9y5evUzzKOF9+0ybn+uVKxdpfv7CGf77q3wdMF/VFbRd4+dUzPK9R7XPl4r5exTzvjwS57Ryma+TazO8DwSAVKyJIzHFm58X13YKtEJe5840+P2f7PK9p1tdPi/O5WRWj42xqNedTofmhZhfZWK/JQw/2XwgjvXWuzrX8ZTfj/lFUR/FXlW9Uae5uuZbt/g+WTXU9X11YYXm27v7NK+1eEMYTfg6pCbmxY+t8n5q2udr+lzMlwFgbYv38+mEz+HV3t1JV4o1WiXhzzcRew69jI+XoyP20Pf3+PwwFOvblc4SzWtirVKPeJtZ696ked7i57q0pNv3Gz/gdWuU8b+pVvm1jcW+dgmxn5rxvm6vx1+MxE3xXgzA8iq/r3t7/Nq2R7xdjqZiXSrW+qOM/75e4X3XTKNJcwAIRD2epOJ9nZivnQbjMX/Gkwmv790D3s42t/i8OBVtGQC+/fr3aF4EvL63RL27f4vvU+/v8zFC9a9XrvE55bXHL9McAGo1Pt7s7fH7eufuPZpPRR2apnyesL29TXM1b1m7z+8RAMyI+6pm0v0h36PLxZ7I2hof/3ZFnZmb4XPWTLRxAFi7v0XzZoU/n1/7tWflsU6yweqLNP+Vl56h+fws7+c+ur1L86Si5x61ZJbmmai7udjbUltnmdi/uPGA192bW3y+/8qL/B4BQFt8A3JwyNtrur9B8/NL8zTvbvBzDZ/nzyeuin3fqf724KDL+7X+gI/7tSpfB1xb5t+lbK2Lb0BKfo/urvO+KC8+pDkABOp7ErFmKQZ6jfDH8f85yczMzMzMzMzMzMzMzMzMzMzMjoU/TjIzMzMzMzMzMzMzMzMzMzMzs2Phj5PMzMzMzMzMzMzMzMzMzMzMzOxY+OMkMzMzMzMzMzMzMzMzMzMzMzM7Fv44yczMzMzMzMzMzMzMzMzMzMzMjkX8qD/c377HDxBXab5WzNO8067QvEBbll20EppXIv77NMtonoH/wXha0LzcHNH8d7/9bZo/3HzITwhAPOLn9MyLr9H8zGqN5l/9va/RfPdgneZf/tSTNH/xqcdofnvMrxkANg96NG+U/PcBpjSv8seJasT/YTjs0zzjjw2tGV2t05yfbFmKc43FxZ1wSZPfgytPXqP5YjRH883xmzRv9sRDBDBe4/mbm9s0/+aD6zQfJAHNZxdXeAE5/9ZyMBzQfDrlOQDc7u7TvDW/RPN6nbdXVdmjiPdF/ZBfQxDwe3GQ8f4XAERVR73Gyy4mY5rfePs9mqfi99mA39diMOTHEf01AEzGvIzDw0OaD/a78lgn3WA8oflcg4+lbdH/zYkqsXvQlWUf9ni/HxS8kCDgdWiny599c54/46efeZrm7Yvnaf7GHp+HAMBb332f5tEopfk4431+FuY0H4W8DQ7A2/jq0jLNZxt6rrOwfIbm6w9v8XNKRJ93yJ9DtV2n+XyHz8vmxFha1d0O6jV+n+Zb/LqjU/qJ/DTl9aQMeF0PA34v45K3pamonwCQRLxzn+b8nArRjkvVvsUUagLeloKIHyc6aoVR8HqSiPoTiHY5zfjva01+j7KcX0NR8PsdxmJsB9Dn0wQks/x+ZLm4TwVvBGHA80oozknOxcVgASAqRQPktxtFcTrnxIC8PTIPxL+UJc/VPO2of/ukufpPitTPS3l1iq4rEGWcXb5E8ze+9g7N2wsLNG8N+RpzPOXzk1qrRfM3r9+lOQBs7T2geRTyzioMef8ciYFLTI0Qipun6lJ5VJsVlUC1zSOq5Yn2u1/7Ds075/m+RpnzvYI3v/0HNL984YIse1HU0bX7fK8lK3iH2Zjv0Hwa8ue7uXaf5j/9mc/T/KUXnqU5AAzFGi1MeF2/fY+3m4+v36T5Oz/+Ec3nOrxd/upf+hWaf+HZJ2gOABUxPp1f5c9uKtbWgZi/F6L9pWIADGOeVzt6nlAX6/oi4nMOvbty8s2lvA+vVvhVre9u0bwr9n/aHb5XBQCNGl+YqBGwVuPPLEn4uap9hzTlc8pM7G3s7OyIMwJmZmdpXhF7TGnOy5hvNWmeiLY/EvsPWcmfQ6Q2mADcu8c3AedmOzSvinludyTaoCh6ttmg+TOPXaH5zgF/ngAQivXG2WW+/9g8alF8ggVqop+KvmnK63pDbMjPiTYGAIMRH6939vleca3O7/FwxPucwfiA5h/v8vEsHPNrKCI+jgJAmvG9lsNdfm1BwdtZu8r3YGIx3+8N+DlNxHNoN/neDwBcvrjKj7XM97DefudDmsftGZqvnuX75t2P+N5/s8H7rvkZfnwAgNj7kNRE/RSoibHg0qXLNM/FGPHU44/TfG9/T5ZdiH6/Ivrejz+6TfPth3zc/6R64n2D2qMGgE6nQ/OtTT4ud8U48e4NPl8eqvcWB7w/Siq87U8O9DuqYsKfqXq3FKp3S+pd1JCvudOJ2Dcf83EhOmITcDIRcw6x96nWyifd3/87v0rzuVaH5psFv2fv371D8wvifQkAbG52aR6IvchWk/e9QcHr23gq9rvFfspel/ct7Q4fIwBgZ8rn44XYUzm3ukjz+nm+dviDb32f5oeHfF6RlvzejUZ6njDT5vf1iXP8nU9fvMv8+Md8T21jY4Pml8U7/3/wj/4JzUvxnQwAhDF/prU6X+8PxLc1j+KUvhYyMzMzMzMzMzMzMzMzMzMzM7OTzh8nmZmZmZmZmZmZmZmZmZmZmZnZsfDHSWZmZmZmZmZmZmZmZmZmZmZmdiz8cZKZmZmZmZmZmZmZmZmZmZmZmR0Lf5xkZmZmZmZmZmZmZmZmZmZmZmbHwh8nmZmZmZmZmZmZmZmZmZmZmZnZsYgf9YeTwV2adycFzYeDWZq3Gi2aNxt1WfZckx+rmKY0zzHh55SWND/s5zRPogrN1x+s0/zgwQOaA0C9u0vzu7hG8ztrl2i+u8uv4cLZeZovLPF79+GdGzTf3j+gOQBsHYxpngRTmsdJRPOyDGgeBLw65jl/zmHInxvE8QGgyPm/lSW/r+PwkZvIifLhez+m+X5/SPOFhD/DZJvXh3Yu7j2A7V5C81ubPZqPAv775pkOzWutKs+n/FlVqw2aH+zxvgsA9ocDnsf8XBeffpLm9SXeLpOEHyeO+DUkFf772u4ezQGgd2+N5p2lRZpXp7zfvPmNr/MChrwuoRD98pTXsSjRbawQ7bIo+LMrR+KcToHDMT/3a1dfpPnOxhbNiwk/znxrTpY9G/PxtxDPuDLiY8GNH71J87TP+5Hx4T7Nq3Ve37d3NmgOAL0h718aYpoT13g/kotuIc0zngd8TDl7/jzNL128yAsAMBl3af72O9+h+cGwT/N6jfd5zWaN5o0qv4Z6hX+/rvovAEDI/yYV4/JwzPuLky4teH3gPRZQZLz/q0W8Hk5FPwoAw2xE87xQpfN7PxJ9RaXkc99ahZ/rZMLHjqzU11CKO1WO+blWam2ab63zvqiR8/5ADB1yrAlC/twA4OF9fj8qA152tckLr4T8foclb0thyO9rUfLjR5Ger4UBL1v1g6K7OxXUPD8I1UWp9vSnJxA3NBD/6ZDKIa5BHV9R6zMAKEWfF0a8Pj7/0jM0v33vIc03N/j4Xq/zfYPZZT7/ff3d36M5AEQRv4EB+HpV9Z2hvN/iAannFog6Jh+0/rcs4422+DOox8fhL/+1X6N5dflxmg97vP58/M7bNF89c0GWHYp5TL3G91SmBR+Tn3iOn+vc6jLNh4t8nv7nf/FnaN5o672zwYSPjYVo4pkYP8YZP87WFm9/d2/z9t1ozNB8Y43vjwHAnfeu0zwc83O6JdZFn/m5T9P80uWzNFfz/bDGx0skeowNRL+JgP9NJdB7EyddMuBzyiLna4a9Az6/ShcXaD4TqX4aqIo1XbXK1z252MdS65vzYk2Xpnz8a7f5nDWO9Z5Hp9OheaPNx8DdPd4G9/f52rpS4fV3NOZz+I2dbZpPxR4AADx57TGaLyzwZ7q+vUPzSKyBdnb47+894Pf77OoZmtereh1b5rxezjZ5f1sR+4wnXVzng0Gtw9vS4VS8I4h4HxfP6ro+AG9/m3mX5oF41/AwP6T5YsH7ouuHfH93/RYft8IJr1cAcO2ZczRP37nJy9jo0jwT88z5Fu+7MvD73Znj85NLog0AQEPMQb/4+c/QvBXzPuSbr3+X5s0q7zcbNX5tK6LvX11eojkARGLuEp/i9aqSZbzd9Ht83+Gwe4fmn/sUf777on8FgOmIt8HdPT733t3h41Aoxtgo4g+sKPk1p2Oe3xZtGQAuX+FziIMD3i9ku7x/yQs+15yKd9OF2FRR+w+lmqgDKMVen1rui60PhKKBqPcyUcjvXSzejcmCAdQaYo3V4GUc9vlzOPGGfA715gM+RgzqV2n+7POv0rzZ0ePTpef5861WmvxYVf7cR+Jd0GjM1711Ua/U74cln28AwNlrz9N8/UPe3z24f4fmUzFHS8R7/u0H/B3qwhk+lp5f4O97AQApny+/9aMf0vzOHf7NTZrycV98PoHbt27TfDrhfVRc1/PYKOHPqCfWfGdW+B4Hbw3/T/4/J5mZmZmZmZmZmZmZmZmZmZmZ2bHwx0lmZmZmZmZmZmZmZmZmZmZmZnYs/HGSmZmZmZmZmZmZmZmZmZmZmZkdC3+cZGZmZmZmZmZmZmZmZmZmZmZmx8IfJ5mZmZmZmZmZmZmZmZmZmZmZ2bGIH/WHQTal+XQwpvm9d+/SPA9rNJ87syTLjuMGzbd3tmi+MM8vazwqeZ5FNJ9p8d/XKnWaL7b4cQBg2s1pXvbv0Xw/5N+NtVodml+52KT5hzffp/lO95DmtSijOQBU4xbNkyigeZGJawa/Tzn4/S4Lfpw8FcfnhwEAhElC8yjmeQB+bSfd7Z09mn/wYIfm1TKleTvg7bsSFLLsUVCh+U7J73GlNcPzkh8nSfkzqVd435JPeT2pVHm/AgC9/oDm4wZv+1c/8xmaX3ryCZqXBa+khajrUcz7tJs3btIcAO4d8mtotng7boS8XaaTEc1rOR8T0kj0s1XRlkJdl0rRJ8Sif6xFvM6cBvUZ3g6e+uznaD4SXfXH7/yI5ru3bsiyB+sPad6oiTEQ/Jml0x7Nezc/pPmNB7dpPtPh92KyvU1zAOi0+RgYRbztTEtxDYMJL1tU0yzm9ToXA9FoyNsTADnaVEQZzQbvU2dn2vw4dX4vIjHuR6E4oyMG2d6QjyUj0Q/nOc9Puqzk/Z96inHM+6xC9H/hUfMY0fbLXMzFRBkVMR9KxXw/zXjBhZg/lIG+CFWFipTfpyDnZSQJb6+DA54H4jkk4l4g5OUCQGtOzGWnvC8qSj4mFxXeLjNxj6pV8Q+xmFeUeqmX5vyZjjNx3UfUy5NOzuYD/i9q/lHK/u9Pb72gypZrkk9YtLyGI/r2Qoz71+/yeWi7mKd5o8HbTbXK59f1Op+z/uDdb9J8NOHzEACIwqr4F9HviD5M3SZRleR/ChaKuWxwxH86pupAIAs/nY22WuE34eMP36X54cEGzVVdT6dqDAf6Yg2o7nGtKsbSIa+LB9v8nDbv3af5b/+n36b5fk/X9YP+Ac3bYq0xO8fba3OGt5m1Nb5uWF48R/PazDLNv/kf+bUBwN71t2meT/j4dGNjk+ZrA77n9fjTfI0+O8P3B2bnZmleb/D9BwCYbfK6kdR4P9hoqD7qFMj5+qYQ+3WDgZgvL/DDNxt8bgUA587xepeJvcjhcEjzKOLPZWVlheaNBq8rm1u8Lu7u7tIcANY3eB8Wij2gutiTqlZ5HeqJ/mI44s+tP+L9YGuGtwMAyBLeb2dirddKxJ7hmO9jDsVa4KFo+zUx518SbRkA4iqvZ7v7fZr3p115rJNs8dwizffEuup729dpnvFqiPwKH1MAIBLP8V7G++pqIuY9aZfmuzffo/n1B3wf6eYNXn/mYr4PDgBffvU1mp9dvkDzf/Gvfovmmdh/Vbujn/nUCzS/cvEyzVeW9Ts2iDb+2AqvG41XX6b569/+Ns3lPrWYl51d5vOExbkOPw6ASMxxE7WHVZzOdzsAcOc2nyPu7vL5ntonXN/k74P6Iz0v3t/jbXNjm49plRovuy32eEuxLzsW49NEPPfufpfmALA/w9eTap7QP+TzBFW1QvEP6lVHkYt/CMSeFCCXdOr+AfzaxCsnVGp8/iBeXaHI+XgxO6uvYWaWl7F3wNcV27t8bnTS1Qb8e4grYj70D/7Zr9N8KeBzwEtPPSXLPhCbiD/+EV9Dl+Jd+Cuf/wLN6xU+btXE/LNa4ccfin1IAFg4XKf5d258RPO84OeUiE0VtTe/KN6jNMWe0PV33qI5ADx8yOv0NOXXrbZyAtG3BKXY+xfjXHO2Q/NU9UUAGqJPeO2zn6L5L//8z9D8b/ydvyfL+M/8f04yMzMzMzMzMzMzMzMzMzMzM7Nj4Y+TzMzMzMzMzMzMzMzMzMzMzMzsWPjjJDMzMzMzMzMzMzMzMzMzMzMzOxb+OMnMzMzMzMzMzMzMzMzMzMzMzI6FP04yMzMzMzMzMzMzMzMzMzMzM7NjET/qDxu1BX6AcELzvWRI8+0u/32jk8uyx0WP5vVqRPMzix2aHx5Oab7R7dN8YX6G5s0KL3caVmkOAJthQvP7Gw9ovrvL718clzS/M8vPdX52luYLzTrNw1A/BwQBz0t+TohEHvD7VxT851me8X8IU34ciPMEMJ7yQqYlr5ezdX2sk+zyM8/S/MzyMs0D8agODg5pPspGsuyttVs07+7ydtYMeX1Yas7T/L/+la/wgvlh8PVv/iHN33uvy/8AQAZxQ+o1Gq9evETzaqVB89GI378g4N+LFjk/nywT5wkgL/i/laJKT0veNvopbxuj0YAfX7TjVLS9XFU+AGGV95txtcL/IBD5KZCKG/f2jes0//xP/QLNf/Iar4uHa3dk2b//L/45zfc++pDmKwmv1w1RuaKUX1sC3oeP1/mYn4t2AwBhzJ/94YT/zeGQ19+paFPDgl9bWRXTqFCNHbq+N2u8f6nEvHNrNnj7aDX5OTVm+HOrx/w5VBPeH5WhnjoOMj6H6I7GNA/lfTrZ0pzPJ0vxfHPRtwcZv/dpzvtdAIgC/twR8XYWiucVROI5imlgKP57hkCcT16IuRuASAzYRcLrQ1jl19YU8+6i5G0pEPPSac7rZyVq0hwAEjEfR8nv0zTn11aIOXQciXuUibEU/H6XhagvAMqS1796jfeneXDEGuGkU2sYkQeivqs2LqZc//mPRBmizZb82ZdqvaUKj0SbFf2uujYAyDPeJ62uXKP5xo1tms+Iuf2Fays0X9u8Q/PhAW/jL1z+OZoDwIdrr9N8POXtHyVvO2K5gVL8SyTmuZ+wSv7Rv4X8WOq/NotEP3LS9XY3aP77v/4faX5/4z7Nw5TPAd9++0AXLh5AlokxLeDt+Ku/8fs0ryS87r78yis0n1baND+c8L0iALh1b4vmu7sf8DLG/BoerN+m+e07/DiffvlTNP/v/97/QPPvv/4dmgNAdrBL84OJWJeK/uvmD3jd+MYb6zRvijlxIvb/oqre/5tp8j7k/OUrNP/lX/2r8lgn3TTm84Ms53UrEHPTUMyX41ivPYqclz2d8rn6aMjbTiXhz6sQ17As9tUqFT6HUtcGAFtbvM3GFX5OzSafnwai/xoM+Lp3U5R77vHHaV5tt2gOAP2p2OcPeT+snuhsi/eRpeg71XqmEvP7nYq9AQDIQ75HfnuN36f7e3yv9KR78vEnaf5x9y7Ne2KNWRHvIJY7fK4HAOGEt9fhiLfXSOztBylvx3du8j5/csD79tkJf8/VOGL9FIl9jfNzizQ/s8D7igdbmzRfmuH377nLF2i+IPZ42up9DIBYvA9Cb5+fU42PgT/z+U/T/Lde/wE//IQ/h3adn89U9NcAMAl5vSzEZkYRnt7/N0NV7H/PzPA++eKFizS/fY+38a1t/twBoNcX+3ji95WE1xU19qYprxNqPAvF2iab8uMAQO+Qj4F5etQC/v+tEGv0Qm6RfLLjR6KvBYBCFFIR+9FqnpDU+JObFe+/S7WXH/H7PdPW7azT4X1VFIu59CndK14S/Wswx+/xOZHPF2I/Su0JAchFO7h0jo91B6INjHprNC8q/Dg7og+JxP5hvaX3WX/na3wNvb7Jx8wrK3yMrYv2FIlq9fFHH9G8d8jnern6iAEAYrGPJPbn1IvUsMLbRq01R/Op2N8txLm++ASf7wPAX/rlP0fzl194juaTsdhTewSnd3Q2MzMzMzMzMzMzMzMzMzMzM7MTzR8nmZmZmZmZmZmZmZmZmZmZmZnZsfDHSWZmZmZmZmZmZmZmZmZmZmZmdiz8cZKZmZmZmZmZmZmZmZmZmZmZmR0Lf5xkZmZmZmZmZmZmZmZmZmZmZmbHIn70XzZoXItqNL/yxFWaVzYPaF6EpSx6eXGG5q0GP6d6jZ/T9tYazbt7PZqfP7fMj9/q0LxSKWgOAGme0Hx3mNG82hvSvMynNA/DFs3jmOdBUKH5n0QBft05+DMNS/5NXBQE/PcBP35Z8OOPU/0cHuzyZz2epjQ/89SqONLbsoyToBKNaf6lzz9F89bsHM2nYZ3meRTJsv+3//2f0nxz7x2ai+qAp196keaf/69+mh9/8zbNd/Y3aL67/YAXDGB7/b74F1GnY34/spy37yzn9S0M+c0oCtEGxPkAQCD+LRN/MhR9cDHfoXm8yOtMKOrMTFX0UfUqPyEASZMfK67xv8li3ofg7fdkGSdFb8T7/G9+6xs0v7OxRfMXX32J5s8//ZgsO1zmz/LWj7o0nwR8HFrM+DhXrfDn1ajysXo45PfioMf7NQA4TPk59bMJzfNSNISAt+VhntM8EdfWmZ+n+fLKEi8XwP72PV6GaJvtJh/HqxX++zji11Cr8GuuRLw/Gh0xxubinzKRHzH1O9lEV1Op8GcSiIFuOuI3IA11XY8SfqxKzMvOJmJuJY6v2mvIhzMUJT9+JdZ9e5Tx0tOAj41JRf2eV6xQPJ96wtcTacr7nOCICjqY8r+JarzwVlXcD1E3CnGPqlXez2aTET98oZd6hXhGYcj7hLQUleAUCMQaAyJXQ4Rq+0d2ZepvZCFCyZ+laIJIxVlNpnxcbCZ8zgUAF1aeofnCDF/v7zX4eLO1x+vpNBjQfFLM0nx5foHmO2t8nwEAnjzL1w/dIV8PdHt3aT7Od3kBYk8kinibDQLexgOxrgaAshTrAVUJVOU74VZX+Pr7iStXaF6KexZHIlf9AYBQzH3UvkOl1uQHSnh9OHv2HM2//PM/T/O22O+arfG5OwC8/y7fp/jo+g2anznP7+tY7dnU+Tm9+/GH/Hw+/pjmjSu8XwGABw/4PHp+jl93IuZfjRbv1/Y2ePveWbtO8+2dTZqPc92PpwWvZw+7vC//iZ8+ne0VAIqI34cSfF6nnmPY5nUrFHsqABCLfjEWY2BDzMcqMe+rx2M+Zk4n/JxmZ/i1jUf8XgBAo873SXYP9mh+584dms+L9efMDJ//fnSdt81Wl5d7aY6PyQDQmevQvAaxbyj2X1sZfz79MV8bzdUXab4wx+9Fd0+M4QBiMRdZmePP5/zZFXmsk6wQc7ErTf7+oyn2R2oZH+eq+hajmvH+r1rn7SYWa5JscsjzBm/HRYW311DsadbE2hMAggmfa/KSgadX+Zymf9il+RdefoHmz1zgxwnFGrB+xNu+QMxN62KfIUh4u/zyFz5L87du8zG2d4fPuTtt3sZG/T7NASCAeKZiT7iMH/3150lz7bHLNJ9mXZr/6O3Xab4wz+egt24+lGWPRd+r1jHTCV8Dqv3XSLxbitR+hHiXUpb6HVV3n/ftRcnPVe+UifYRiP1XVeVCPm+pVvWccmaGz2dnO22az8/zcb8m+siGePcSif4/DPlzCMD35QEgFJ8gJBU+94uTP7331n+WehlvM4Mp78/+8ldeoXkh5kP/6nd+IMv+x7/J3x997iVeRjzD7/23fvPrNG9WeP2Zm+P1rTvge6ZHvbe/ceMmzafincygzdfiacrHiFSs6btdPraHYnNZ5QAA0beEYn+g1uDtrxR7OVXRRX322ed4/mn+/F99+SV+IADtFr+vgz5/pkcsif9Y/j8nmZmZmZmZmZmZmZmZmZmZmZnZsfDHSWZmZmZmZmZmZmZmZmZmZmZmdiz8cZKZmZmZmZmZmZmZmZmZmZmZmR0Lf5xkZmZmZmZmZmZmZmZmZmZmZmbHwh8nmZmZmZmZmZmZmZmZmZmZmZnZsYgf9YfDSUrzoCxonjSqNF8+M0/z7mFXll2pJjTP85Lmg+GY5lEc0HxxtknzJIhoXma8XIT6W6/OWX7dc+Dn1Nzq0ny/m9G8UeXnFIY5zYOAn2vATwcAIK4agLhPJT9YoL6JK3leFKJkEQ/HA/4PAA76U5rnoowsPZ3f7/38z36R5s0Gf1bD4R7No+YczeOyJsse7HZpHqa8Ls406zRfXl2h+Q/ffYfm+WCb5hfOnaH5OXF8AHj3HV4fRJXGOOX94yDt0Xw0GtE8EA2wLPn5jKa8PgNAKPqjQZ+3j/nFBZpfevUz/Pii3KFoS2OR96YTcSSgP+b36fCAP+udvX15rJNuOOHXWot5+9i/9RHN/9Xb36X5ty6cl2X3d3Zo3hN98poYYw9GfZo3Knw+UE8qNE/HvF4PRnoUGgT83yZijI0LnoeiDU5F45+KudFel9fFfp/3CQBw+9ZNmjebvL9ttXieiJnddCLGxoQfp1bnc6PeYMiPA6AUc4tahT9r1U+ddPMx7y8jMW8M+DQWRcTn0HnA2wwABKm4l+Dzw7LG73EU83wqxpWwwitWmfNrQKInlIVor3Eo2qWoJzVxYyviORQFv4aauEd5we8pAFQj/hwKMTqqcTwUc+hcTHKnYlwMcn5tUXzE7D3g15AXYm1X8nM9DdT6phDPRS0yAlF31fwN0M9e3Ga5ditC/geqb59t8n7qiStfoPlK5zF+QgDKjI8TN2/ycX+UtWmullXru/w4YcDrdZHya97eXuMFAAgqj9M8qlym+cXla7zsiM+ZNrrv0XxS8GsLIlX3+PMHAFVd1Zpb1b2Tbm+br0s/99mfoPlPvPYazatV3mfFkZ57qPGmEHtekejD0yl/jqMpn0Ptrt2m+d5YzDN3+D0CgJvXb9D84dYGzVvL5/iBqrzdB5UGzacZX9N99Q+/RfPL157n5QK4OM/PqRbyPqGR8HnTZMzn3TcP3qV5uz1D87zk84GNfd6+AWBx8TLNhymvS3/wh9+XxzrpwlzsSRR8nlGq+ZUaY8VaBQBGvImg2erQ/OJlPjbmOW+zgwm/tnsPH9C8VuNr98lE73lMM34R9QZvaxcuXKB5t9uleSr2qq5d4+Nce47vAa6K/SIAWJjt0Hxuhuf1Km+zezu7NN/f52vr2dlZmlfF2nNhcYnmAHB4eEjztM/LPrvA5zon3fxQvCNIeftrirbREO21IsZFAEjEOqnV5vWhIvr2dMjnPbUKr7uVFv99FLRoHh6x5CljPg4FAW/7b1T4wSpiLrIy36H5coePT1HKy40isQEBIBd7NmrDO074sR67zO/3tcuXaH57bZ3mVy7yPm2mxfejACDI+Zq4EGu4yRF75yfdGz98g+Y3br5N8wD8eR0e8vXT+kZXlq3WvlnG5zJy36bGx/GK6KtLMe+ejvhzPOJVJtKM718rkdhPrVT4OTVa/BrabZ5H4jjNOv/9H/2b2hPmfVhD7OXWxHEqCZ9vQOz/iK0wtGf0PmY15vWyLPkNP7NyVh7rJNvo8TmDGHpxeMiv/96dOzR/7y6ffwLAwy2+F/LPf+Meza8u8HHl7//Nv0LzkZjjfus9/i7jnXf4e6s7W5s0B4BEtOZEjEOR6EPOXbzCz+nd93nBYj9PfZKQiLkAADRboj3FPB+L96Lnl/m8+6/+8i/R/Ge+wPf5ooS348OB/n6iPxD9pmjH6hudR3E63wqZmZmZmZmZmZmZmZmZmZmZmdmJ54+TzMzMzMzMzMzMzMzMzMzMzMzsWPjjJDMzMzMzMzMzMzMzMzMzMzMzOxb+OMnMzMzMzMzMzMzMzMzMzMzMzI6FP04yMzMzMzMzMzMzMzMzMzMzM7NjET/qD6fpXZoXeUnzMAhoHgX8e6iFmUKWHWQTmpfi26og4sdZWuD5wlyV5mF0SPNsOuAHOuJ2hrG4Hxm/htW5hOYLnUWaV5KM5sV0yMsNK/z3yGkOAGEpyij5dZfiQRTiuRUQD67kdSwoeZ1p1PlhAODySpOXLcqIAn7NJ91Ht+/T/Dpvxogi/gyXVnj92d45kGWvPdikeRLy57vUmaX5bI3/fm+dX9tShz/4udkZmjcaDZoDQCnOdZzx+rC+uUXzKOHnFCe8fVcrPI9jfj6r5y7SHAAW5+dofuvmTZp//403aP5jca69fp/mh0NeZwbjEc0nE96/A8A0TWme57yfSqens70CQAneBw27OzSfTfi4NZNOaX79u9+XZWcZv5+FGJb7IT/XrMr79pE4TtDndaIY82soS14XAWAU8jE2D/k51cpP9m12FojnI9rB/t4+zbe3eV8BAPfv8w56tsP7MAT8xsYJ789D8Hskbh0K0c6atRr/AwDT8ZjmScyfXUX0LyddDt7XJBGvV7GY3wQlz9Oprp/TCa+LlRaf30Riblqm/DhlystWz6oQpzooevwfAERiflit8DEzFHOUQK1BRLmBKDcNxNw3F40DQCjmvnnJxy2I9U9W8Lo0nvC1xjjnx48jPiZURLkAUEnEvHvKr7sS67Z/8qlnyeuQytVRAjFGHKUs+dEmE96PxmLcf/Haz9P88fOv0Lx3yMfYjTU+bgFAXvL2nBX8WGMxFqRTXn9LMd6Uon0UOc+r1TbNAeDggF9DGfG5yHDE63u92qF5K3qB53W+LuqO+Xy8DPR+QiDW6UUh+nO9vXKiNRu8ru8e8nr1o3d+SPPlZb4WWlnm+ykAkIq1x/5+l/+BqOtxwY9z7spZml+Y43X3wcfrNB/09fpp5cwqzRuL/H7ENT7PHI74ta2u8vXnxsM1mu/sdGl+9qzaUwMCsTfTn4gxNuZ1Ji14m6nWWzwXe5jT3W1ebqjnsSvnr/BjyXWOPNSJVxFrw3qNP5dkyO/z6HCP5ruijgLA3OISzTtLPG/N8L2n6ZTX9362S/P7Yk9qUZS7sCA2owG0Q14fI1EfM7EnNRjwNtXr8fGvI/aLVs/yfqoj7h0AtJr8GioxH9OqCd+PPivKbrd5H6n2kmJRrsoBoN/n96/T6YiyeVs+6S5VeLtUe2yR2CxIQn4vk0isLwBU1L9l4r1FJPrwplgbqn0NsScURKLjVRskAKKY18VQvf8I+WRsPOX1Jxdz3PasaH+52H+oHvFiRCwPc4g9G/H7SPxDR+zBN8XLmuU5fm2Rfgzoi3mWerdTZqd0Ugyg3eL3c26O9+GHh7w9BaIuLq3w/hsAAlFZDg54fxmIRljkYs04EmtD8RzVGvCo//VGRdTThuhHmi2et9p83Gq3eb2uNXh7qtd53qjovRY1ZrZaHZpXEn6sXMwf8pTXjUgcpxDzvjTVjbYm9p6aTd6nqvcUJ92PP+bt792bfE335o+v03ztIZ9nfurSGVn2hcUVmt/Z5OuYxdVzNL+9z9/5fv/2RzT/wx/+mOZd8c4nUu//ARRibzYTbf/BGl9/Hoq9nzzjfVEi2lhFvP+Ij2ivmZhatCq8b/mFL36G5l/5hZ+j+flz/LkNxb7EpM9ztc8OAJF4tzEUe5UTsb59FP4/J5mZmZmZmZmZmZmZmZmZmZmZ2bHwx0lmZmZmZmZmZmZmZmZmZmZmZnYs/HGSmZmZmZmZmZmZmZmZmZmZmZkdC3+cZGZmZmZmZmZmZmZmZmZmZmZmx8IfJ5mZmZmZmZmZmZmZmZmZmZmZ2bGIH/WHYbhO8wCB+Auel4H6vVaIvymKnP9ByX8fquOg4MfJeD7ORLElzwEgDPl3YIU6V/H7OI5onk54ueISEIT8OEUpLg5AKO53WCY8jyuiDPUc+DkF4Dc2KPjFBYH+5m5upir+hp/TINuVxzrJ3nr7XZrfX1ujuapvc3Mdmvf6U1n2YDimeVLhz7dW5fc+ikQZZUrjStKm+WjEz2c0EY0GQBDxc93rHtA8Tfm5Xrl8lR9f1LdSdCJ5ztteWfI2BgBZnbfL0Xvv0fy9Dz6g+XTKr60U7a+U7Y/nR7XXTzxclKf3e9sw5MPxsBjS/MEhz+slr7szCe/7AGBS8mecqbGx5PXx/NnLNH/21c/S/M3vfo/m+7du0TwMjhifxLhS5rxOZOJ+T0LeBqdqrBa36MO3fkzzjTs3+B8AmAa8f4kaHZpniTjXiJ9rM+R9QiXmuZrTVGI92Wkkol+IeJ1JRNknXZnxezCa8nGlFtdonhd8PAvFMwQAJPxeilNCKdpxUPA/SETZ6trykh+/UtPPNo7E8iPlZecT3kdNc152LPrBJOC/z0WfFom5AACUYm5aDXlfK7oKlDG/ZvUc5gN+X4tQrSeOqEvqpOrqWPpQJ51qB2oZq9a3QSAbmib+Zirmjosz52n+5Vf/As3nmys0/+D6TZoPxbxYjZcAkOa8/fcON2heFddc7fDncG/vQ5oHYuzNMzEvTo+YU/Z426nFizSfEc9hWOH9eSGWLa2ZszTvLPK+4iDj83EAyNUehKjehZirn3RVMZeYjLs0//a3f4/mZcrr+kyjLstOU36Tx6MRzWOxvrl85SLNn/vcMzS/dpHXk+59vnbf2N+hOQBU6rxuPbZwhubb232av/DUczR/9vknaf5//NN/TPMY/HzSAX8+ADCdin5KtH3U+HOLqrzsK1f5Gn3r/kf8+GLvrN7U66tnnn6C5uMhv98XVpflsU66SpW3qdlkluaXZ+Zovjse0Hy0d12Wne3yZxOKPjYJ+bk2OnwvSSwZkU14HQ0yPrdPjpgozLZbNI/EOmk85mWfP8/HrXqdX3MU84uLxByomPJrA4BE7emIufpE9Km5WICqfbJYXMNIHV/sqwF676kq+hG1h3rSJWJ9E8q5r7gxEb/+UjwTACgSsR9REXO0RpPmSYXvg0YJL7sQv1fXcNQeRbXG64NaN17Z5Hs8F7b2aR5XRH86z+erqXhBFYn5KgAU4O1gnIk9NbFnIY8v3h21RF9Xq4m5tXrnByAU78ZUPY6CR379eeJ86Ys/RfP8G3zM7O7zurV3wOeOJfS7kdk5/mz6Az6XSWKx/yrm14Xo2yPRNjtzvH20Z3V9n5/n9W5+oUHzuKL2QsQeU6z6BNG/iL355IghZabF+8JGQ8xdAt7njUeHNB9OeZ0ZDHgdy8ScJj/U7wq7Yj+62eRzwpmZC/JYJ9n/9A//Bc3V+8SlBq8Pf/EnPkPzr3zxC7Lsf/j179L85r//bZp//12+76By+V5P7GmqqWF0xP8rpxSfqpRiX7O7x+9r/5DX3USsWUrxDUMp5nqh2hcE8NmXn6f5L/0U78ufe4qvGTOxl3PY4+8Dc9H/hgm/tqPexw5EH59lvC9vtXh/+ihO52zazMzMzMzMzMzMzMzMzMzMzMxOPH+cZGZmZmZmZmZmZmZmZmZmZmZmx8IfJ5mZmZmZmZmZmZmZmZmZmZmZ2bHwx0lmZmZmZmZmZmZmZmZmZmZmZnYs/HGSmZmZmZmZmZmZmZmZmZmZmZkdi/hRf1iLeF6GAc9L/vs8yHmu/gAAAl5GFKmyC5oXBc/BD4Mo5BddFPxcA+hrKAp+3UHMC8+LlOZlxn8fintUBvz7s0zcirLk5wkAsXhGQZnxP8inNFbPoRTXoO53LL6ty8XzB3T9K1UlEHXgpDt7/iLN7609pHn3oEfz/e4BzcOwJsuO47r4F37vB4Muzbe3H9C82eLH39rmzz0ME5pvbu3QHADipErzPOdlrK+t0byRVGg+HA5pfnjI7/f29rbI9TWsb/G/Wd/YoLlqf9WaeJ6iyaBUbYa310CUe9S/haE4VsTz4XAkyzgpYnHulQavi3yEAAa9MT9+rsenKOZtJK6I+y/GglqV9wuPP/k0ze/cuEPzw3v3eLlHdMfqnIqS39dUVOCpGAML0X+JaQj6B+s0D0reJwDA6sUWzZsN/nxUGwzEP4SRmNOI4+RifhcHui61RN85EX1nAD1en2RiWoKi4POhQTGgeSn6y2Cq70sl4X8z6B3SvNbm9WqS8nMKxfMtCjGfFG0DI14XAGCQ8zEQOa9zmZi0HqS8b19utmk+FdcWN3jfVR5RP9V8IEtFXY/Ffw+Si6WYKLoI+TWEIp+qCT+AOOJll+D1OIwfedl44pRijaZ6s1Csn1T/ikDf58mUj9iPX3iZ5j/zuV+l+d4un6u/d/0mzfv9Cc3TjOf7/Y9pDgAvPfUczW/t79G82WzQfPbcDM3XJ/xJJGqQLcW4qAY0AHnK6/Wof5/m3XU+F2lUztJ8efkazQ8HvG6Mxk2az515huYA0A0+oHlW8mdaFqezzQ5HYowQ8/9f+HNfoXkx5eNcJOoCABSiby/FHCqK+byuJtrARpePW70ub397I36uQU2vxT/8Ee8Tdr/D14ZXrzxF88889jjNpyO+1qhX+LhfpnxPaCiOAwChGJ9UEx+J/aU45/fv0vmrNB/3d2n+7Axvr997401+QgAe3v2I5qOBmBMO9+WxTrpBJtbgIz5uqTXmciDmxUfss2KNl3F/xPc8ds88RvOkvcTzkLfxd7//A5qPJ7w/7nTmaA4AFy5dovnnXntNHKtD8yThY2OzyetvLOZ19Trf/wnlBhAwHfHrLgK1a8FlYi0u52tiXEjTT1YuAOQ5LzvLeD8SiXHhpGvPz/N/EHPfSsLrSU3sE8ZVvQYMK7w9qbpYE2NdLO59IPJM7GtA5Ec9W7kXKfYuWzN87ruytEzzsVhLTsQAqN6lFbluA7lYv2elGHtF21D7r2pVpPqiRoPPmcoj3hMW8r2feG9VnM72CgAvvPAqzd96h49Dat07HPP9ovGQz9MAoNnk48r8PN9jqtf572t1XrcS0fYjNT6J/fFaTf+/NxKxf1apfrJ1ktwPE/stakxJU7G3fOT/PoQ/05HYZyjE/v+gz985jUd8bqr2PadijJ1mut+JxVgyM+F/Mxqf/Pc4zF98gq8xrlw7T/PHX36F5rNL/PcDtU4G8MoTV2je/ekv0nxtfYvm/V6f5nvdrjgnvqabiro+VXvIf4om4juMmhiHFpq8b1lZ5uuDr/z8z8qyv/T5z9M8Fu/eDg75/c5EA6yI+b7YEpbfyRz0eH8A6LlOs8X7/qPe7f5x/H9OMjMzMzMzMzMzMzMzMzMzMzOzY+GPk8zMzMzMzMzMzMzMzMzMzMzM7Fj44yQzMzMzMzMzMzMzMzMzMzMzMzsW/jjJzMzMzMzMzMzMzMzMzMzMzMyOhT9OMjMzMzMzMzMzMzMzMzMzMzOzY+GPk8zMzMzMzMzMzMzMzMzMzMzM7FjEj/rDcSp+WvLvm8KA5yVKmhd5LsuOokj8S8DLKPixgqDgvy/5OaXi+LLcUv1ei1JediDuUx6I+xfy+x2Icw0LcZwjriEQzzQM+N/kOb/fqs6U4trKnB+/EN/WFfK5AeKMoL7TC3S1PNFe/94bNE8zfo/jpE7zLM9ofkRzRVDwuxyIu7+/v0/z23du03x2tk3zJ68+S/O1B+s8f8hzAEgzft37Bwc0/63f+R2aR/x2Yzwe83LTKc3zjN9wXZ+BMuR9dhjxvFpt0DwW/W+lUqF5klRpXqvxOlat1mh+1N80GjyvN/mxfv3f/jtZxklRq/DnUmb8KecJ77PyBr//+Ug32kma8n8QY2M94ee6vbdN89/96n+i+e7OFs0r4vkiUXMBoJhMaJ6L+1eKcaJW5fU6EO2gGvN7NNvmxzm7ukBzAGg2+DnFMb/f6VTMdQp+rlPVj5S8v2slvD2Vpe55VP9fjXh9nYox5sST8x5xj8W9n4j6GYk5IABMc34vU3GsycEhLyPhxy9Cfpww5HU6LHl9y6D7nFIMjrHo18KC3+/lkM8HIH4/Ec8tG4l7lw358QHkEHVXzH2DkN8nsTRBLB5QVvBzalZbNC/EmggAhmIuUoo+Z9Lnc6DTTK0Y1NpQrYXUPA0AHrv4KZr/0pf+Bs1vXL9D843tPZqnoh/d7/Hj7Azep3kW6fo+KS7SvMh5vc7HPJ+IdW8h2mwu1oyFWmvorhOhGMdn5nhba7X5M93fvk/zmzc3aX7pwvM0Xzz3GM33tnlfCwCN+edoPsabNM/Feuaka7b4PZgVz7e99ATNJ2JuWDviv8+rBLzssi7WMQ3++2Lcp3mvJ8bkxgzNl691aH6tsUNzAPj49k3+DwFvA0mTrx0erN+j+cLiHM0Xl+ZpPhkOaD6e6DFl0Ofj02TYo3k64f1XXOPr25WzSzS/85C34817N2g+PmJcvPHuj2i+sMDLLuf4/TsNxiO+hzEdi0lOhY9nM3wqg/PzYtIKIAn5M9g9uEvz7Z3v0nwYdXgBBc+TLu9fwoCvnyaDLj8+gN2UH+veIu8Xzl++QvOZhUWady6cp3mc8Ptair3ibKoH2Sz7ZGujsuB1BmL9oPbH1XxN5X8S6ljq2k66c5ev0ly9q0li3f6Yo2YeeajepfDfj8U/qPcZodghLSfqvQs/n6Ci5wlyDSiO1e/ycWs04GPjppjvP9zm++bNqtj3nYxoDgCFevcS8TGzqt6lifVte5b3XYnYQ9b7S/rdjuqnlEDsA5wGF87zNvvqp79I829++6s0b7f4XCmJxJ4KgOmE1/e5Wb6vGcVi3y/T9ZEeR7zjVO8nQtG3AEAu3oP1xmIcF+9Msozvm4/EHCgXa/S4wvvUZl2/G1FjZlnyaxgN+bMeDPlziMQefyT2cUfi/UIo+gQAmIr3DivLvP5dvHRZHusk+9t/k+/xDOq8XxyKvuywz9eSidivBYAvvfISzT8j8gMxnO0d8rI3tvg7H1WvxlNeb3tibQgAgwGvu6rPH/b477OCX9zzzz5D88cuXqJ5u8Pr59wMXw8DQCb6nL6Y7wei/VXkMCf2tUWfMxrz55OIdQAA1GvqfZD6rueoN9RH8/85yczMzMzMzMzMzMzMzMzMzMzMjoU/TjIzMzMzMzMzMzMzMzMzMzMzs2Phj5PMzMzMzMzMzMzMzMzMzMzMzOxY+OMkMzMzMzMzMzMzMzMzMzMzMzM7Fv44yczMzMzMzMzMzMzMzMzMzMzMjkX8qD8MwmWah6X4PQKeBzyPAnEgACj5v0XiWIj0oejhxWEKqHPieSl/D3E39DWo32dlIQpQ91X8XNzTrNDXoP4pFIXE4tO3QpRdFOLa1EWIu6TqJACg5CcVRjwvi0wcqH9EIf/l7e/3aH7UrWHUMymPqic5z+MKv8eHh0Oar93fpHmjPkPz7Z0uzd9++x2a73X57wEgzdV183x3nx8rDnlnFEW8640rdZrXWxWaV2s1mgNAtd6keU38jTpWo87PqdFofKLfz7TbNG+3WzQHgJmZWfE3/FjNJj+nX/+3/06WcVLEYjSuVHgdylLenvKAHygNVV8GFFPel2YZb8yjYkrzoWjLm2//iOaRaE9N0YmnuZ6yTEXvFiT8PtWqvE01mgnNq7xao1Xnz6fd4nmnrb8Jr4lBMxfPIVTjvuhfRuB1QHTZKMTQe9Q4UhXnFIf82mIx9p501UqV5pWI158y43V9cZb3u3kq5kMAcvVcwon4C/7EKjV+DYF4VtMprz+VmF9zXqqaBWRibpUVKc1D8d9SxODteJTyPmoyHfHjB7zcPNfXUIr5eCXi51SE/FjTnJ9rrubEKa8Aecbz3oRfMwBMwOtMpcLH0jz/pLPIk08sSdSyCoWY/55ZfFKW8Uuv/XWa37m9RvOHO3s0H074GLu99wbN+/lDmgdijI1LvYAeTQY0n13lc7jO7DzN1w5u0VytDbNSzF3UcvioKlrwfoS3fiAQY/LcGT4HHVT5Pbp3jz+fKOB9QtxYEmcEdB/y/uXMhU/R/O7gdXmsk2zY+5j/g3iGScDr4ebmAc2vv39Hll2L+YSvMtuh+eLyHM3PLvI1jJoPLcwu0FwsSTEe7fN/ALCyzNfK58/ydvlwY4PmH330Ps2vTK/ycxrzMaXX69J8OOTlAsDhwSHNJ0O+B5OL8T2q8vXwu+/ydjad8GtYXl6h+fkXn6c5ACwv8b9ZXDpD85o419OgFHPEuOBrkqrY32s2ePuIIr2OrQR8HnVxlpexKoa6UcDrXJrzfbVsns9/hymfXx8OdZsd9Ndp/uOv8Tb4fpWPQzOLZ2m+cOYSzTuLfI9/psP7inab/x4AGs1FmlcSsX5Xy/qQ39dMdIZiiYVC7agfMU9Qcz/RbaNUk8gTrkx4I0hTsVcg1m3TCW97A5EDQC5evozGvA8fjcY0T0S9isT+azbis70yE+tksVcE6Oeeizq6tc73tXe2d2k+1+Bl377/gOaz4vdlrvYG9LurIOHjUKvC73etzvPBiD/PsRhj+30+h84bvD8FgEIsBtQ7xyzX48hJt7jI5xM/9eVfpPneHh9vegffofnGgzuy7LU1vp6MxQa2aptZztugOo5655SJ/ZksPWLvKeNlqz5PvWtU+zOq7asBJ4p4P5Wol6gAAvkeWv2eU3u8oRgX1N6HeldYP+IdVRLzwpOI94Xnzl6UxzrJ7rR5Pzodizoqxie1sTFK+DwJALpiTCvEOB6I36/M8XXshVW+hlFzrqTCx6ejxlj18UE+5fcpEO1PvS8pxT71UOyFTcS9OxDjHADEYo9cNdhAffcgJqDDEd8XHI/5nEm9v03UeQIoRV+r5kD/X+bEp/OtkJmZmZmZmZmZmZmZmZmZmZmZnXj+OMnMzMzMzMzMzMzMzMzMzMzMzI6FP04yMzMzMzMzMzMzMzMzMzMzM7Nj4Y+TzMzMzMzMzMzMzMzMzMzMzMzsWPjjJDMzMzMzMzMzMzMzMzMzMzMzOxbxo/5wuX6B5kWR0zwQxylFHoaRLDso+V8F4mCBKjzIVOk0LYNHvj1/9Hukn+j3ABAU4tpUGaH4nkz8QVCoA/FyC1UwgKLkByvVDQ95LopGKY6vBKLcQN0jAFn5Cb/Hk3Xmzic7zp+xuFKjeZ7z9loW4t6reywrFlCUvIxM3Moi5xVi/cEezaPgAc0/+uA2zTc2N2jeaLT4CQFozc7SvFLj97VW5Xm91hBlN/nv63X++6Y4jvg9ADSbvIxmi193S/y+0+nQvFKp0Hxvd4vmC/P8OHGs+1l1DUnCy86zT94HnxSJuA1hjf9DkfM8zz55m63WqvxYYnyfTnibnU7FeJaL8T3jvy8jMT6JHAAq4gbWKrzsasLzuMrLaDYTms80eV2sxKIfnI5oDgBFyctIYv58KmLeVIiZVh6I56AmU2JcqIm2DwANUYQ61zw4nd/I51PxD+JWRmJeMhhP+O91VZfPKxVjb1zhbeNwMqR5NeLjWZryQbwU51OK/gMAAlEXMzEnDsVcLBVzmiDi/WAi8lT0j0Gs1yb5hD/TPOTteDLmlSYQS7F0wq+tFvD5QCGeQ5zy/gMAspSXEYLfj0Y8I4914pVqzSDGRvH7SrVN85/+/F+RRe9s8vns2sY2zcfTPs3vbX2H5mm5Q3O5thbXJmIAwFu3f0jzKObtoDbi/cg0HfPjiHaQQfQjcn0rcgCB/CNeRvQJp5TJDG9rjZj3X+/f+C7Nn7ryGVlGlMzTvLfNx+VO43FxpPdkGSdBMeX1JBR7NnHK6/pMwp/5G69/XZa9scnbU5Dw5/vZz36a5j/5eZ4fHBzQ/J03v0fzwZjfi4/u3qM5ANy6c4fmoyEf90vR+GszSzQ/POzRvLfP793gcJ/mR3Q5iMV4PdvmY+DZK1doPr94lubLZ8/w47z8PD/ODF+TViI9T4jUv6n5+CfdpzpBQtGP5iWvv9MR76z3d/nxy5zffwDoiL2NplhbJ2KgmI14fxHV+DUE6vlG6l7o9dO04MfqTQY0H4z4PGG4z/dhNh68RfM7mZjLirVnvblMcwCYnT9P84WVFZrPLfP+pTG3SvOZ+UWaJzVeN8qIz8fFUgMAkKe8DhRHbZKfQsMJX5NkYl01HvP9i36f18+RWPMAQF7wOjcSZYzFGKj2r0s5svA8z/R6VUnEXkgpXnTEVV4Xr4lx69rVSzRfXOHjWTUSG+2p3ndS+3xlxPeXczF///jGTZoPBnyecPHiOZo/eLBG8+nuJs0BYBLwfRT1DiMBfw6n2dIS7y//xl//2zT/+Z/9Cs1v3+bPEQDW19dpHkW8LWcZb//FJ3znNBFtfzDgc9ntbT7XBICNdf5O6ODwkOZpyheBvT4fe7e3+Jq+EH3CwgJfzy3Mz9Ec0Htrubiv6vmo97eleH+bTvnzVO9q4li3s1jsiV65wr83OLvK5xUnHh8aEYr3VaF4Z4FI3OMjvlVQ78nVmJklYvwQ9WE6FXvCoq5PhmIcUh8GQL+3lqN7RdQ50QbU+5IyFHks5huxntcX4mzlu3dxO9R8PxMv2FW7DFV/natvHoBIfQ8grk19H/QoTu8K2MzMzMzMzMzMzMzMzMzMzMzMTjR/nGRmZmZmZmZmZmZmZmZmZmZmZsfCHyeZmZmZmZmZmZmZmZmZmZmZmdmx8MdJZmZmZmZmZmZmZmZmZmZmZmZ2LPxxkpmZmZmZmZmZmZmZmZmZmZmZHYsAQPlf+iTMzMzMzMzMzMzMzMzMzMzMzOz/f/x/TjIzMzMzMzMzMzMzMzMzMzMzs2Phj5PMzMzMzMzMzMzMzMzMzMzMzOxY+OMkMzMzMzMzMzMzMzMzMzMzMzM7Fv44yczMzMzMzMzMzMzMzMzMzMzMjoU/TjIzMzMzMzMzMzMzMzMzMzMzs2Phj5PMzMzMzMzMzMzMzMzMzMzMzOxY+OMkMzMzMzMzMzMzMzMzMzMzMzM7Fv44yczMzMzMzMzMzMzMzMzMzMzMjoU/TjIzMzMzMzMzMzMzMzMzMzMzs2PxfwI9MvdqrjUSIwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "id": "08143a53-12a1-4896-a4b2-166dedf0e021",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T05:40:17.894606561Z",
     "start_time": "2026-05-31T05:40:17.843988900Z"
    }
   },
   "source": [
    "class TestModel(Model):\n",
    "    def __init__(self, name: str, work_dir: str = '.'):\n",
    "        super().__init__(name, work_dir)\n",
    "        #self.unit1 = Entity((3072, 125), EntityParams(do_gaussian_visible=True, do_gaussian_hidden=True), TrainingParams(learning_rate=0.0001, momentum=0.9, num_epochs=1000, mini_batch_size=0, weight_decay=0.0, l2_lambda=0.0))\n",
    "        self.unit1 = Entity((3072, 400), EntityParams(do_gaussian_visible=True, do_gaussian_hidden=False), TrainingParams(learning_rate=0.005, momentum=0.9, num_epochs=1000, mini_batch_size=1000, weight_decay=0, l1_lambda=0.02))\n",
    "    \n",
    "    def forward(self, x: Mat):\n",
    "        x = self.unit1.forward(x)\n",
    "        return x\n",
    "    \n",
    "    def backward(self, x: Mat):\n",
    "        x = self.unit1.reconstruct(x)\n",
    "        return x\n"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "id": "6b3be9f6-38e1-442d-a7bd-1f3c164ec8d4",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-05-31T06:04:04.547100693Z",
     "start_time": "2026-05-31T06:01:57.815716604Z"
    }
   },
   "source": [
    "work_dir = \"results\"\n",
    "prj_name = \"cifar_test\"\n",
    "prj_root = \"/home/jens/work/repos/Rbm\"\n",
    "\n",
    "# Create model\n",
    "model = TestModel(prj_name, \"results\")\n",
    "\n",
    "# Init state\n",
    "model.init(0.01)\n",
    "\n",
    "# load state\n",
    "model.load()\n",
    "\n",
    "# Train\n",
    "model.train(train_images)\n",
    "# save state\n",
    "model.save()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "results/cifar_test-0-state.npz loaded successfully!\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 0%\n",
      "Entity-3072x400: err_rms              : 0.03860637172744221\n",
      "Entity-3072x400: l2_norm              : 2.1753148860508387\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 10%\n",
      "Entity-3072x400: err_rms              : 0.03823344006740969\n",
      "Entity-3072x400: l2_norm              : 2.1992568184130117\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 20%\n",
      "Entity-3072x400: err_rms              : 0.037882774965523176\n",
      "Entity-3072x400: l2_norm              : 2.221242814009932\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 30%\n",
      "Entity-3072x400: err_rms              : 0.03757602260910126\n",
      "Entity-3072x400: l2_norm              : 2.242895171223946\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 40%\n",
      "Entity-3072x400: err_rms              : 0.03730573575081962\n",
      "Entity-3072x400: l2_norm              : 2.2626610706425287\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 50%\n",
      "Entity-3072x400: err_rms              : 0.03702085760998354\n",
      "Entity-3072x400: l2_norm              : 2.2831975750000013\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 60%\n",
      "Entity-3072x400: err_rms              : 0.036773336659912774\n",
      "Entity-3072x400: l2_norm              : 2.30196740798763\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 70%\n",
      "Entity-3072x400: err_rms              : 0.0365572258948186\n",
      "Entity-3072x400: l2_norm              : 2.320117957253243\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 80%\n",
      "Entity-3072x400: err_rms              : 0.03635707657082305\n",
      "Entity-3072x400: l2_norm              : 2.3369796772827143\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 90%\n",
      "Entity-3072x400: err_rms              : 0.03617011045486411\n",
      "Entity-3072x400: l2_norm              : 2.353752597680696\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 100%\n",
      "Entity-3072x400: err_rms              : 0.03599139976234781\n",
      "Entity-3072x400: l2_norm              : 2.370133915171288\n",
      "-------------------------------------------\n",
      "Entity-3072x400: progress              : 100%\n",
      "Entity-3072x400: err_rms_total              : 0.03597156477259298\n",
      "Entity-3072x400: l2_norm              : 2.3722468859257866\n",
      "results/cifar_test-0-state.npz saved successfully!\n"
     ]
    }
   ],
   "execution_count": 14
  },
  {
   "cell_type": "code",
   "id": "d036b106-77a3-4993-bc2a-5fb164b8ec46",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-05-31T06:04:06.738138063Z",
     "start_time": "2026-05-31T06:04:04.553150475Z"
    }
   },
   "source": [
    "# Plot reconstructions\n",
    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
    "index = 0             \n",
    "for x in range(n_side):\n",
    "    for y in range(n_side):\n",
    "        inp = train_images[image_indices[index]]\n",
    "        recon = model.backward(model.forward(inp))\n",
    "        recon -= np.min(recon)\n",
    "        recon = recon / np.max(recon)\n",
    "        img = np.reshape(recon, (3, 32, 32))\n",
    "        img = img.transpose((1,2,0))\n",
    "        axes[x,y].imshow(np.asnumpy(img))\n",
    "        axes[x,y].axis('off')\n",
    "        index += 1\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x3000 with 100 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 15
  },
  {
   "cell_type": "code",
   "id": "9adce292-cae6-455c-9409-c57ae71a36d5",
   "metadata": {
    "scrolled": true,
    "ExecuteTime": {
     "end_time": "2026-05-31T05:42:25.896801246Z",
     "start_time": "2026-05-31T05:42:24.363087332Z"
    }
   },
   "source": [
    "# Plot weights\n",
    "weights = model.unit1.state.w_hv\n",
    "n, n_hid = weights.shape\n",
    "weight_indices = np.array(random.sample(range(n_hid), n_side*n_side))\n",
    "w = np.reshape(weights, (3, 32, 32, n_hid))\n",
    "print(w.shape)\n",
    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
    "\n",
    "index = 0\n",
    "for x in range(n_side):\n",
    "    for y in range(n_side):\n",
    "        inp = np.asnumpy(w[:,:,:, weight_indices[index]])\n",
    "        inp -= np.min(inp)\n",
    "        inp = inp / np.max(inp)\n",
    "        img = inp.transpose((1,2,0))\n",
    "        axes[x,y].imshow(np.asnumpy(img))\n",
    "        axes[x,y].axis('off')\n",
    "        index += 1\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 32, 32, 400)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x3000 with 100 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "id": "c976fed5-162c-4a70-8219-fc6c68c1fb66",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-05-31T05:42:25.945136102Z",
     "start_time": "2026-05-31T05:42:25.898262194Z"
    }
   },
   "source": [],
   "outputs": [],
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "661dfc9d-e58a-4994-a5fa-c377d7f743e5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df88dced-1e66-4f7d-a744-0f3f4f5dd271",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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  }
 },
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 "nbformat_minor": 5
}