{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def imshow(image, cmap=plt.cm.gray):\n",
    "    plt.imshow(image, cmap=cmap)\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pyspark import SparkConf\n",
    "from pyspark import SparkContext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sc = SparkContext('yarn-client', 'spark-numbapro')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def load_images(image):\n",
    "    from PIL import Image\n",
    "    import numpy as np\n",
    "    from StringIO import StringIO\n",
    "    img = Image.open(StringIO(image[1]))\n",
    "    rgb = np.asarray(img, dtype=np.uint8)\n",
    "    return np.sum(rgb.astype(np.int), axis=2) / 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "images = sc.binaryFiles(\"hdfs:///tmp/dogs-cats/dog.[0-9].jpg\").map(load_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def cpu_convolution(image):\n",
    "    from scipy.signal import fftconvolve\n",
    "    laplacian_pts = '''\n",
    "    -1 -1 -1\n",
    "    -1 5 -1 \n",
    "    -1 -1 -1 \n",
    "    '''.split()\n",
    "    laplacian = np.array(laplacian_pts, dtype=np.float32).reshape(3, 3)\n",
    "    cvimage_cpu = fftconvolve(image, laplacian, mode='same')\n",
    "    return cvimage_cpu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cpu_ret = images.map(cpu_convolution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.5673229694366455"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "cpu_ret.collect()\n",
    "cpu_time = time.time() - start_time\n",
    "cpu_time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def gpu_convolution(image):\n",
    "    import numpy as np\n",
    "    from numbapro import cuda\n",
    "    from numbapro.cudalib import cufft\n",
    "\n",
    "    def best_grid_size(size, tpb):\n",
    "        bpg = np.ceil(np.array(size, dtype=np.float) / tpb).astype(np.int).tolist()\n",
    "        return tuple(bpg)\n",
    "\n",
    "    if hasattr(cuda, 'mult_inplace'):\n",
    "        mult_inplace = cuda.mult_inplace\n",
    "    else:\n",
    "        @cuda.jit('void(complex64[:,:], complex64[:,:])')\n",
    "        def mult_inplace(img, resp):\n",
    "            i, j = cuda.grid(2)\n",
    "            if j < img.shape[0] and i < img.shape[1]:\n",
    "                img[j, i] *= resp[j, i]\n",
    "        cuda.mult_inplace = mult_inplace\n",
    "    \n",
    "    laplacian_pts = '''\n",
    "    -1 -1 -1\n",
    "    -1 5 -1 \n",
    "    -1 -1 -1 \n",
    "    '''.split()\n",
    "    laplacian = np.array(laplacian_pts, dtype=np.float32).reshape(3, 3)\n",
    "\n",
    "    threadperblock = 32, 8\n",
    "    blockpergrid = best_grid_size(tuple(reversed(image.shape)), threadperblock)\n",
    "\n",
    "    response = np.zeros_like(image)\n",
    "    response[:3, :3] = laplacian\n",
    "\n",
    "    image_complex = image.astype(np.complex64)\n",
    "    response_complex = response.astype(np.complex64)\n",
    "\n",
    "    stream1 = cuda.stream()\n",
    "    stream2 = cuda.stream()\n",
    "\n",
    "    fftplan1 = cufft.FFTPlan(shape=image.shape, itype=np.complex64,\n",
    "                             otype=np.complex64, stream=stream1)\n",
    "    fftplan2 = cufft.FFTPlan(shape=image.shape, itype=np.complex64,\n",
    "                             otype=np.complex64, stream=stream2)\n",
    "\n",
    "    # pagelock memory\n",
    "    with cuda.pinned(image_complex, response_complex):\n",
    "        # We can overlap the transfer of response_complex with the forward FFT\n",
    "        # on image_complex.\n",
    "        d_image_complex = cuda.to_device(image_complex, stream=stream1)\n",
    "        d_response_complex = cuda.to_device(response_complex, stream=stream2)\n",
    "\n",
    "        fftplan1.forward(d_image_complex, out=d_image_complex)\n",
    "        fftplan2.forward(d_response_complex, out=d_response_complex)\n",
    "\n",
    "        stream2.synchronize()\n",
    "\n",
    "        mult_inplace[blockpergrid, threadperblock, stream1](d_image_complex,\n",
    "                                                            d_response_complex)\n",
    "        fftplan1.inverse(d_image_complex, out=d_image_complex)\n",
    "\n",
    "        # implicitly synchronizes the streams\n",
    "        cvimage_gpu = d_image_complex.copy_to_host().real / np.prod(image.shape)\n",
    "        \n",
    "    return cvimage_gpu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gpu_ret = images.map(gpu_convolution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.819637060165405"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "gpu_ret.collect()\n",
    "gpu_time = time.time() - start_time\n",
    "gpu_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU: 6.56732296944\n",
      "GPU: 4.81963706017\n"
     ]
    }
   ],
   "source": [
    "print 'CPU: %s' % cpu_time\n",
    "print 'GPU: %s' % gpu_time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "images_ = images.take(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HQphk3Hd3d0PY5biMTZZlkW3kvtBvXL9wu/CJxRik4OLMy+tGnEVRvsB4phOX5k7SXzRY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\nbtpNu2kfvf1/g7YgQ32tP80AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f857c46c990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(images_[4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cpu_images = cpu_ret.take(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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SOvQSUa0TQvb4Pxci5nsxDpkb6XQ6ZbxAL65dsuw5oVAnd/67buHtx0Kmn9KOVscSUY1F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z/9VFIOOKYDlykxLagf/G2DKas1ba4tAJ6ofE/KyoglCBG0x4TAAEqcD+yFunHP2w3tHdWMHyBq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\nsi7fvfwfh6M45LHiJQsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8599165b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(cpu_images[4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gpu_images = gpu_ret.take(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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N8ArE/mTABoNBCSvJ9GDk3MyHgIz4ypyBixNBUFzjVK0JcJcO5MzY3d1dhbcA\nRXJPFJLiQ+YQ3ob7wjuxRtyj0WiU+Wo2mzEejytrT1GcK1mNmt+8eRP/8R//EX/+85+j3W7H+fl5\nDAaDgrIouIPXAaViJDE63W63wnlYYW0E+HsdwR3x9NU4mR9xitk8iYs93cwv5j5lA/U57WDHJlDl\naM9/f38fvV6v7O9wOX3Enpth8u19UBImKTPi9tBMvL2pQwfQhwlaZ3wiqpWT9IdrUXJ/vtvtVpAV\nu4gN8bkWI0ifUApX2IIAbm5uIiIKUvjw4UOpy4iIijdF4OmzITphnWs/GCfpbEh3SGiE2Nkfk4sm\nE+m/iUjWjrcqPjw8lEwXxjei+urRTqdT+KSIKLLC+lMj5SwPBg+ZsVzwvOPj4zLPk8mkoObXr1/H\ncrmM6XRaMSYcDQoK7fV6pdgORwb/AsfCGtsB1iGZiPq9OkYsOcvjZIHv8Rz6MEFsxILh/00iFryI\nS6zx9C5TRjAQBnuoXANiQTbxa8U1QUvtA0VkQOLVahXz+TwWi0UMh8OI2O/CZtJd1wEfZEadZ+CZ\nm81mnJ2dVTI4II+7u7vC99D3TFhiAHg+/caj+5pGo1Gqd1FGxmDEgFBiFGjMO/cnXPB4I6JU62I0\nuda8glEO/YGkjYgKv8Q8gjouLy9LaIIRpO8cIbpYLErmiP95HlHuOg+/3W6j1+vF7e1t6Q/h5OXl\nZdzc3BTEjPxQ5EhWC77LKJGiy9FoVCqYQTIupAT5Pcd//FTLqCKHMzn9/Cnj4p8zb/m57WCbEDEg\neUAUKjFJCD0KwmFJLrKi2TtyDUQvi4AAHx8fF44Hz3h2dhaz2awYOYc8rufguY1Go3IeCHwPGQO4\nCcrQyUr5GABS6SAqDJ2Vk2tR6u12X9oOUYpR7vf7hSCmPN/8AnMO7J/NZgW5obT9fr+sBV7ah3cz\nn+ZvWA+yd+aZnOE6Ojoq3AlcxGazievr6zKnR0dH8e7duydlBygPXA8GjXHN5/OI2G9wpT+bzePe\nLfrExs7z8/PynMViEYPBoKSfe71enJ2dxdXVVbx9+7Yih4zj6Ogo5vN5kRmcCuUJoO/b29uCXiCI\ncQ5+1xQyl0MXI2ajYBsOz1Fu2QjZ0GRkZEfwknYQw+KUWcTTbfXeko/hMaPPW/9M7LquhRACzsKk\nIde7RD8iyovOMXggID7n6tLM+0REUXI8LFkIh1Cj0aggI4dcJmqn02nMZrNKASD9s5JhWOgTRsSn\n87mwr93wF8s1AAAgAElEQVRuF4OD4plYBikRCkQ8VqaCuDInhYH3XJivYA4haVk7j8HhGKEd3BS7\nwY3SIqJwRZC3GFwckp0SskRtz3g8LgZmuVzGDz/8EMPhML766quC0EDEs9ksTk9Po9/vx6tXr0qo\njtNgTZGH+XxexhARpe4Jjo8QaT6fl6rn2WxWkXVQLGiGZn7RSN3ZmzqexJ/3fbJR8f/Nz7ykHcSw\nIMy5EdK4XNqTx6CtZNmas5gODRzCGCk57exwCmV31sQTzue5xnUwXDOZTMr9qDDudDpxcXFRNgmC\nYPiO0HrrgYWdMcCJELvbIDN2Ky9GjHnd7XaVCueI6gFUOcvA7w6RbGDNeXmumePcd5OT3JP1JrPn\nV5sgB+Z9eL4rq519wWlgRE9OTso8k6o/OjqKjx8/lnNmIiJOTk7im2++iffv38dgMChnDrsSl2d6\nO0FG14yLuSX7BbHf6/UqhojwzRwhzeOx0md+5DmuxsYnX5fDRH+9pB0UsTDxxPkIHtc47ID/qLOy\nfAcam19xdgUF4G8uAecZLsWP2Kf/srHzvTFiTo2COPgMRyVQ9AVfASeC4sM34O0fHh7Ku324nwWM\nOXEJOw0BR7kRMKMMxkcxGX+LiPI3Qgd4J/pcR9CyTl5fZ2PoH4bCRgu5gJty5s1Ep3eAMyfMBfIE\nYsMwf/PNN2Vf1WazKbvQr66uKu+uXq/X8f3335ejSiGMIatZW/pvUhjDZpKdUJf3dvuoCtbVxpD1\nqDMImfuo0wEj6Uwn1BmW/HO+5+e2gyEW0psIDEJoQUUI8S624qAGbxx07Qrem/ienbG73f4w5kxc\n2qtmBp+wIWL/7mk+b6hOSEJfvI1gs9mU/4GsEGoMFYpgL4jBYmwRUTyv62qYV4ScPrmPuX7FAmRl\nIN1PlSl8AopBw4AwBht3h7g8z99RJO9jYv39rmujIRCDd5eD9kyOWi4ajUZcXV1Fr9crBmO5XJaQ\nbzKZRLfbjbOzs8K7zWazkhIfj8elDCDi6XEGdh6st8N4v/Wh3++X7Qg3NzcxHA6LrGaUbEfL78hE\nDoPqyFpzOc9xMPn333QoxCR6I54nycIasU95utCqDED7dxAqlJdScWobKCRDuOoMi8MA+kD8joIb\nvhvyYhiazWYhGL3/BcUjBcnfCS9ytTF8iQ2VBc/HHdhwONR0KtzfjWYYq0O6iCg8EWvGveAPHCbR\nJ8KFXOjlknM+a0VytsqkeTaQR0f7M2KYN9aS+4EWqSPh/s4QbjaPFcN/8zd/E7PZLBaLRfzwww9x\nc3MTx8fHcXZ2VgwtqA1n4rX3nPqUP+aXz3CPiCgolKwSMp7DOeaU70aa+X9uNsJ2lv6/jaL/l8s2\nPrcd7JR+e+NPpbgYpIktezcLMQrSarVKoR3KwylipAwNOzFmZtxpKBzCEREVpcr1EkDn1Wp/choe\nFqW3AjYajRJy4KEhIE3q2ag1Go/7X0hnkulqNPZl7IwdXsGGJ2JfveyxuJIVYwG6c4UsGZnpdFrm\nEWeQz5C1UJuQhE9ibXm2j3+AMM1cQkaVzspB3JNpwyHRd7YlYNz/7d/+rZzahyECeSAPOCCcFMWB\n8GNG3sy7QyaMkbd/eKMp383dPafYGSX5OofB+X/ZkDz3jJcaFNrB0s0YBBsIp5/rrouovlkwYn8Y\nk70/BoOqR9KN0+m0cp4JE4wi+BQzw2oLGc8EibBBkkb60UbAXASCzmHYnInC5kvuHxEVb280g3CA\nWMwdRUQ5Ca3dfjzTlWxVxP48XzyuU9rcAyEHdaEwzWYzbm9vY7fbxfn5eVEq99VICYiPItmwmNMi\n9GN9ncGzM4mI4iSMtAg3ms1mqetBJjB0Ljugj91utxTAQbZTuPnhw4ciA1SKc1BXfmka/eYgrYg9\np0b2jDFz7d3dXTmCk755wyDtp0KXbEzcjFr47E8Zk18DrUQckGPJsM6eyNchPBHVfLwzQeZDUAo8\njD0/1+ARc0xLP+wNHKuaXAS2GrE4qwSa8b0Q9pOTk/IKUSMSEAuoykaAeN/XENJxb/owmUyKwUIB\njJAi9sIL2qAE3f1nbkBfeHrGjRHnns6ogYIcAkXss0CsW7v9+P4iN+4Hgcu9cToO7xyGgm5s+EFl\ni8WibB5crVYxnU7j4uIi/umf/im++eabePPmTUlLT6fTePXqVTFgbJaNiLJNgtSzw06QkglnUJQN\nJLJBpS9zDSrPBouWUUbOHNVdT2jl+9VxXW6/WY4FxcebZQMSUc3KZIUwJ4MxQdlBGYQFnlT+DsR2\n+rnRaJQUr+Nxby+g8RyTg2zYw0uBoEz6IuQez263K3uDQBHAeZSKIjaPhZoXHxmBkFIvw2ZEjj4w\n6WpBc2bGyAE+hd99jKeVibW0IhsRYZRBRs7KwR+5/ih7bNYMo+QaJPaVGb0w54QgIAOOqwAhHh0d\nxeXlZaxWq/j+++8LsvE5L6AtDBfJAHNErCUoylkjjJ0Nrg0O85RT9plbqeNVPmWA/Nl8jRFMnW7+\nZhELkM+kqyGYPaCNDvFqRJWn8ef8GQs53pXPkkHxSWqQkmSVMgGJcNuIOZ7nmEOqYbOhazQa5XQy\nSsmJ/xHcXCOC0NlIgkCYE456QDHN55Axgcg22rJyuD7FkByjCIkMKsKLw02BxoD09NFhK8bTgk0/\nMeYu7sOo02fm016d+XbIReWyjQ1oi31Gng/CHw7vhsAlQ4SjYJ0xpBDyzAPjx1mRSOBwbocmoFDC\n9VyISTOfaN3J4Ut2CP58vtenwidkzGjoc9pB9wplQskhj7/s8c1XWGkdS0ZUCT28LDE3r80wakAI\nnM60p0Gh4DoiohxIzT04gyVin7p1/3e7XVxcXJQ5wJNSMcq+IUhmPCRe0B4ZoSSu58tVtMDy29vb\nJ0dUWKH5mwUPZEDzPJOZYb0QVO+bsuFnPnAMePy6UIE1odaEecwcXOabQKEOLVn76XQa2+227P/B\nSEZEeZUJ9SyvX7+O3//+94UjgVu6v7+PyWRSEA/zjWFZrVblzZNWzhyGGJGRJeR/z/Ef/J1xOY1v\nlOPnZKTyqRArP8/k/ee2gxgWJibXYGDpc+aCCanjOQxFzXX4OVh5Th7LaAdPAUrBeJBhAf4Coc0T\nHB09nnpG2AO09Q7uk5OTODk5KWd48DwyVT/++GNERPGgHH7NHHCYER4RZfv++++Lgplr4MVop6en\nMR6Py9aGiL2CG/GQjjfSYI4gQ/HONuJ+XQc/8z9ITjw775lm3dmWwbraCLvmB8OKDNixMM8Ob5rN\n/Z4hDHaz2YxXr17Fer0u2xQ4pnO1WsXFxUW8fv26IIrr6+siH51OJ8bjcZGP6XRadjobKUU81sN0\nOp0yNh+V6USFQyhkOCctIqoOtt1ul7drEpL6GqPx7CyyQcvcph2yn/2SdrDK236/X3krYF1MactO\nc30ACsq1XiT+zsRS/4IguGScxWY3LVvvI6ovTONav++n2WyWd/wg0BgNfoY/QNEQOAzg69evY71e\nx9XVVRFCFAyoTP0NaVOnwe/u7gqHgqL3er24ubmJ29vbOD8/r9R3gGp4ORnIwBAeg8aRA94H5AOz\nWSOMInOHITOKaDQaZR+UM0+EbIRjGACT4eYNzG0RCjIfbJZ0rQxzsV6vS8Uwz1utVvHdd9/Fq1ev\nymbBy8vLEnr2+/24ubmJy8vLYuyMniBy/UZG3itF6Dcej4vc5s2sDknJSqILGDqMY6vVKkeEek+U\nkaINSeZUjGL8NzeHmy9pB6tjIf0bUX29I/G4B2YInCcOy58tNC3HouYDHCbBG9irmEhDmIy2iP95\ntknl3W5Xzk5lG/3p6Wk5ioHdrnhOv30QpLBer4sBGo1GJU398ePHuL29rZxvwpghmn2+CAQiSmCU\nQGxv4x5RfUcO88A8ubDOb5kk+8K2BO5jXor15NlwIl5zh35eQxsTZMUV1N5UeXt7G3d3dzGdTuPu\n7i4uLy8LcrUM4Uhareoxlxg3HCCyirF1tS87mpETSgnYBsGBZg4RQYYet+c6rwfO6ujoqOyaRo7Z\nH5b5J+uEkYz10PPBzy9FKxEHMiwIpAktJtIWnGudveFnrnPdSkRVOI1gIvaEL4Su60Z85grXOnsR\nUS2MQ0g4kwTBhiQk5u71ejEej+Py8jJevXoVd3d3cXZ2VsYCgppMJiUlau7IBo6xjEajyvtzIh5T\ns1dXV3F9fR2bzaaEQa7qBVIzLqM8V676md5YaQIcPsFHQ2BYMdj+LGPBOPNzTkd7/ZwydurdHJ03\nAXKcZLv9eOLb2dlZOQDr+vq6HCnp1Pn79++LEee1tKAMtoGMRqOyrwfiHQ6MlD99d3YNZAsKZT4z\noo7Yh/0ev1E888p5L4yL612UmI1Ddj42PDY0dYjmc9tBDAuCbGHKA/GkmgB9rpnYRTmMHqyYXkwX\nv9EHkAihCh4EQQF2cngP8Nqemc16oBFXrV5cXMRq9Xim7unpadzc3BQS9/T0tBiMjODm83nM5/PS\nt6OjxyMiqVE5PT2N8/PzwqlAPLbb7Tg9PS3hWvaQmaxjznlG5rmYEzz2cDgsqXqHnTYYTvGSZrZw\nM2avtWtvSGdjKHMfd7vH+iBCFsbE2wM4Q9cFgK3W47nLjcbjbnTI1H6/X5wDKBZ5JB3tsgCQEz8T\nNkfs33KAQbfjxLnWEao2Dplr4cvOgDqm7IzqCNtMNfiZPO83aVgioiKoZrmNPhCqXLFpRTDaYZJz\npS5Cjne3B0ZYI/Yb6hwf21NirGyIDO8xUu12u6CVk5OTOD09LfwK2+VBYIb7PvAJYtDEnpEeIQ/e\ni6Kv6XQaZ2dn0Wq1SsUosB1FYO4shD93rWwoIvZ7XHyYN/ugmBfv5+G7x+pd655rtkR4LUGKRkiE\nkZw+x1wZYTLP3vvUaDy+zB4EeXp6GrPZrLwuxUgBBLper+PDhw8RERXkRz92u12pg2FMkPYeWw5L\nGKfDfv+d7/krG2fP46eeY8Nhg8KavbQdjGPxBi4PJMf2Jsq4FuscsS/pt9D7Z0hFZ4uIT12kFBGl\nwI2QhH6a4G23H19ixY5Ve3Q8SbfbLV4cA9NqteL8/LycZu/Sfm+w3O125bWu7HyFJGw2m6WcfLlc\nxvn5eclS4X0pnMN7khbFC+Pxgfk2sM6wgSCoPAUdGO5jeCnUe/PmTWXXuj09vMR6/fguJVL1PpvE\nr3glK2cjzxow58wZNSkRUSpreTcUmcDr6+v49ttvKxwJKOfh4SHevn1bEMrf/M3fxOnpafz5z38u\nmR7m4/j4uBzLCd/BGsCJcQodnNbl5WXpH7LrhIQzknasmduzMeV3dIJ1YZ0YI7+jF+iP+RwMWS5+\nfEk7iGHxZjEWjAnFk5kMxRu4kAsltPflu8lB9gZhvYHXrqBEAckK8TtHDrLvJiIqHnY4HJYzW91A\nGqPRKM7OzmI8HpfXnC6Xy3LokF8cttvt4urqKu7u7uLi4qIQr4QNs9msvM2v3+8X5SSdidJ++PAh\nPnz4EBcXFzGZTOIPf/hDfPvtt/Hx48fyrmfmezgclmfUxfjefAfKcJaLcfZ6vTg9PS33dmk6a8zf\nut1uyQwNh8OYzWaVrNdutyuELkqBUfSpehhxv5ea+prBYBBff/116V+73Y7r6+tySPZXX31VeenY\ncDiMN2/eFAf0z//8z/Hq1av4+uuv4+LiIk5OTuL+/j7evXtXwlYcEGEvISeZp9FoVM7mJWzG0HgO\nW61WzOfzEkpimE30ovw4Y8s3fWaszpgy/xgKh5gRT0lj5MA0xWfr+Is+/YKGFc3QDquKVc6ZFiy1\nrTT/q2PDQSombikeMx+DN6JGwQcZMck+aZ8q0YjqCelHR4+nlQ2HwxgOh4XN5503Tql6zJzVAQqh\nGIt+U2uB94x4JAV5/Skk8/X1dZydncXR0VHZqYsBpSbD+3M8H676jaiW6zNGriGtDJriaEYMvNGe\n91OxhvakPIO1Y85BLKwvzgSj02q1yjuq6BvP4nUt5lK228c9Vu/fv4/xeBwnJycxn8/LWjMfr169\nioiI29vbgjwajUacnJyUdaGwDs6r1+tVQnbQgueRfmdk7Rogy7FDMWcw0Rs7XiM65oFjPqmrMY3A\nfegLn0e+cvj0S9vByFtPhGO752J+x57+Mj8SEbX3MvnI9S6Gy1WheDKTXzZ2Efu3AJrjQdhRXlLK\nfN9sNgUWY+zINPC8yWRSNsvh5fCY8Bjn5+clfco1nHgfEXF5eVneLujYnleiRkQhdne7XeUM4ZwZ\nwHs5XAVxYpgjohgvjGFdmtMGH09bRy4aovu5oFoqlpl/EAT7hlh/QiXm2MZ+uVzG27dvYzgcFo/P\nuBaLRZyfn8f5+XmMRqNyLg01KoPBIK6uroqBNc8EoW+nYANH/4zm+L2OP/Hvz3EfRus0843edmAD\nbr1Bv3B8L20HMSyQW047MjArasTTCeczdSgnp4N9b+6PdzPcRECJSznCwAtlZGSvgXC4UI9+DgaD\nyms4UQJ27cLL5AIuwgSMwHq9jq+//jq++eabEladnJzEDz/8UIwLac+zs7P47rvv4u7uLvr9fnkF\nKzyA39Zn3ioXoUXs33ttzoRwZjqdxsnJSQXR8Y4eo0X/TFhgT848WGn42YY7G3cU1/wQvBYkLmEj\nZPd0Oi1p58vLyxiPx2VNjGIjorzpkde8+r1MrVYrLi8v4+rqKt69exfD4TD+6q/+qoR1ll3PIQYn\nV4Z7jJZ9z7vnjbmzzhh5IKegWHNU8Hm5Upd5BRn+FKH/U+1goZC9W55AJiVbYJoFEWHLe0pYCB+r\nEFE9bIjfzfVwz4jqJrycDcmQkmebVDPhFrGvNaCsnEpOXuu63T6+MN5njfzhD38oL3kn24Jnxsgg\nCNyr1WrFx48fY71ex9u3bwsqcV0I3AwKlREf/by9vS1zyDwx3zZG8FfZoHjtmEME2POLwlkpCU/5\nnLdYbLeP1dNU6EJqk725uLgo/VwsFnF2dlZCXNDbYrGIP/zhD5U6n16vV94RZGPCQVDj8Tg+fvwY\n2+22GKblchkfPnwoWSNemQIXdnt7W9bTe6Ncy4KsYgTyWtQ5W362QTIy9BfX59KKjE5Y099kKIRn\nN8mH17T3NPLIE+ZCroh9mTqxPMqcYR+kIyw9k47yEO/zP9dk8H/XrDAeoyee7bJ5w3KUiLoSirNu\nb2/j9va2GBJzM+w7oqKToi5CmkajUVLPfPGqWAzJw8ND5SgFOAf2tzBfjAkU6PnAcPT7/RJ6wS9w\nbguHRzu9H7EntXMmzQR2xN7ImF+JiMo4CcWYQ1Ac6fWIKJXOPANkh9GCk8JA8IzFYlEKDDHolNCz\nrYI14Bxcyx2lBdvttiQAnPHCEbDnx3KEjBuZW8ay4/T1voe3cNjpem0t/zTm/TdJ3rL43jeB0E6n\n0woUQ6hZqEwCZqORY0cmylAS5eZEMHsseBaKucj60DfSyXhwjI+L1LzzF0Xj8+PxuLxEazQalYOF\n8MAoOO/A+eqrr+Ly8rI80x6KjAYGlXkdj8cxnU7j66+/rmS74AA+fPgQV1dXEfFYY8Hxk2ReMHSM\n1xmJ3W5X9tTYQPI7qXI4C0KjiP1h5Xh8Nmqy9pT2oxBeX+aT9el2uyUN/vvf/z5Go1HMZrM4OjqK\nN2/elOswZm/fvo3j4+N49+5dMUSczNdoNMqbC29ubuLi4iI2m8eXqEHUNpvNElZ+/fXXsVwu48cf\nfyzhluXYNUqsK7yQX/zG9Rg/o8dM4EZU33Huwk4bE8L5XNzp8NNFl3zOmVn68iIdf9GnP7NhAHIF\nJRCX7xHVMmk+68pGs+h+cTtxpDM7CClGgH0tLAQZHKOWTM42GvtScxAKjQwUyk1Myzmr7I6lChUu\ngIXFI0IQ8pIroLhjdASIitGIfUz/9u3bsvX/8vIyPnz4EJvNJl69ehVXV1dxcXERR0dHZR+N43TX\nCDH3GFzPhzcsHh0dldogQgYXJHqe8PYoIJktjDkK0O124/b2tvBxhBKk4S8vL8vxmGzOOzs7i8Fg\nULIbpMhXq1X8t//23+Jf//VfYzabFcL17u4ubm5uKoT5yclJ+SwKhkHBMILMLi4uotFoxM3NTUyn\n0xiNRk9Iau9Ud+j48PAQr169quypyuE2a2AUSQEifJDJcWeQWCc/3+GYEX3Ens+xjr2kHcSwTCaT\nODk5KfEuRgYU48nEE0dEhWjzInG9N9iRInU4xc8UtuU9HEBlSGCTXobqEfVbDmxkOGaA57j4LSJK\nXQoIAWMIIsIwcg9qXgjN2EkNF/Dx48f4y1/+Ep1OJ66uruJv//ZvYzQaxbfffhtnZ2fxl7/8pdwX\nPsfxNKSxy8yZd5phs8vtd7td5cAse+68X8jIB2Vg3nJFM0YLhcBgnJ2dxfn5eXlvs9PooEs26rHe\nd3d38d//+3+P3//+9/Ef//EfcX19Ha1WK87OzioFhZyLww5njAz9MMrGoEKggyzM1Rl1cB/+5vcZ\nGfE81wipXEjnUAg5Jv3Pmz2ROdbASMdGm5D7NxsKsVGMIxcRwoeHh4pxwJC4tBvY74HXGRZ7dws7\nVhyYbsMGSuEoARbK3sSNxfQ5I1YEvAcem0K2zebxFZ54QpTYMXDEfl/KeDyOxWJRSdMDsZm3yWQS\nx8fH8e2338bf/d3fxT//8z+XArRer1f2J6HskMr0HaMJdwNqM09iQYaroL8ojj1dFmKej8FmjsgW\ncS1GGbK22WyWzZz9fj9+//vfF6/d7/fLWTeEU+ZS6O/d3V05Xf+Pf/xjXFxclGpb0tXIBSGhOQ4b\nVe/VMVfi65EpEDgbCPkMvBuGxYjBYZDlwcbJoZZlmGJKvth5nbkzfrasYSh/ysD9nHYQw/Lw8FBi\n3Yg9DAQOuxk5wHkYZkfsc/Au3/fCOwvRaDTKM0BMEVEyBXxmMBgUxMBXDsFQBJfKW2HtwVxn4b7z\nIiuUGe9PbU2j0Yj379+XMI35chWqQzA8zvX1dfzt3/5tXF1dlb42Go+7do30rq+vCwfD/ZlT5h7Y\n7CwGRsQpa3tf+hmx51Yyr4KR6fV6JTxkLQhRUTAM7Gg0KsQ2oYtfosYY/IoXjj9gPXkrYUSUYytm\ns1nx8L1eLyaTSdlJTOUxYS2hEDyUldNzu91uS4YoJx2Mwm1UbQCey8zU8SnT6bTUM/GyNYhtHC4N\n44LDMyFsov4l7SCGBX4Bg8GEwzcwCU6/wbM482PLjmIZGrq82XGvQ6+sLGbtQQUUmvHFPX0yHYtN\nPQmeCq9A4d3Dw0PJFFC4ZeMQsecxEBoT1Q4hTOKNx+OYzWbxj//4j2XzI2TgxcVF/Mu//EshITHM\n7ImiupRsGQLGfhh7NhsNlIV54D1HzBH9ozmk5LP5bYceI3t3yHL1+/1KVTGbB+fzeSVTBgJCZpCn\n8/PzUs9CbVBElIOZWAu2gnCujJ1VxJ6DwBhTb2T0ze8PD48vJ6P+xdsgPK8ed0Ys/B8dwRgwVgjz\n2WxWQSz83dtnuBcy6lAoI6GXtIMYFvL6JkDxWChSJhNZcKC8DRDX+uAjZ4JADnwGfgBhwjAxmaQW\nUQpibeC8i46Ir0EchG1sVsOYkBrGq/A8G0MMIoYXL/nVV19FxL5aGMGPiJJFOjs7KwVrCO7Dw0N8\n//33cX5+HhH79w1hQOkjBxOB+iCKvXXCoUAmc53FcxzP/Ltug7kzwU62CjmwUaeoD8Nyfn4e7XY7\nvvrqq2JUCJM+fvxYuJPxeFxQHWPkRL1vv/02Pnz4EK9fv47FYhHX19cxGAzi3bt3lTSsuQbCcAwY\npDlrbuNvOWV8PiEvIsr+J+TGfJaNjZG4U+tGLFALNzc3hawlMYBBynxkRFSMLuPOdV+f2w5iWObz\nebHcKLURBwaHdGDEo6I6lMi7Q62khpF4LrPnCIRDG8fD1INQVg/JS+oYghDDx7b4rGBU8S4Wi4LQ\nSLV6cfPCsynt9PS09Asj4xgblOGKY3gl0sgoK4aGUGK5XJZNlHg60AvCjILzPMYVsfd2GB48usld\n5oR1wOhQV4JSYWSRA64dDAalopYwCCOConPv1WoV//qv/xqNRiN+/PHHODo6ir//+78vqJBnr1ar\nGA6H8Z//+Z/x+vXrePXqVZmv77//voIIGUfmf0DWyAROxtlMkAvrZhIXBEvYRt+Qi1xLQhWxx+v3\nkU8mk9hut5UX5dlIe91MlhvN83xk+KXG5WChEAobsbeidTE7SsPCAe2ytTUE5W8R1c1g/N/GxLCb\nv8H14NH7/X7JLuCNjbiazWbhZAgjOGEMr4xwIzg2JswBYQRELQVtDw8P5dUUEftjH+AkGD9hy2bz\neOQAGxIJ5VB8w16UBtTlTM7x8XEJD3LsD/fiYjb2LeWMhcMJh33Mn9EA44J3oUiQA5iOjo5iNBrF\n+/fvS+bHxP//+B//I2azWfyf//N/YjKZxP39fXnbIYYeZAynQl+piPahTD4SAeI/IsphTyAHxo9B\nRU4g7UFrhE6uucKhmYvKFbCNRqOSbMDAYWC8btaDbNByyOVwy8Y/V6j/0nYQw0LtArGwrbzTk+Y/\nWGTCChsWT3bE0/NyLegR+0pEFhHB5juGi7BlPB7HcDislLYbrlKsRbqTTWsYA0K3jx8/lroKe5+I\nqCgdXog5cSqV/pMqRVkwEsfHxwXlRUS8evWqwHBOtUPQXPfAPPp4CLJSKAhzyP8soMyFlYdrULyI\n6utjMTxAe/gWKnspeEMOKDSbz+exXC7j4uIiZrNZyXh1u934y1/+Eq1WqxzjgLEGhTSbzcKxcNYK\nzzw9PS2hDagEY4w8WDYYF6jLPJ4znciMT/uzYyBMNlrBaNnAeC6RU2TLc2q9QI+MMH2tDQvymP/2\nOe2ge4W8EBH7TWf2IghD5k9cRGQ4bUhZ98ycvTDE934Vw9H379/HbDYrFZIIBkYLpTevMxwOY7FY\nlPNRUCxK6s0l1RF2GJd+vx/v37+P7XYbv/vd74oHpCQfLoRxR0ScnJyU4yhPTk7i5uamIBdgdTYw\nzMSwOjQAACAASURBVG0uMceYOZRcr9dlfKBKc2Kspb0yRsv8DPc0orFxcwaIymD4jVbr8SiEH374\noSCS8/Pz+Pd///dysBXHgILcCHExXDyr1WqV9zRBaFNNzZr6yIPFYhGz2axyng9K7wQDGSi4MRAZ\nhDd8CXNq1O4kBX9DPlxMat2hOewxYmHOrQ91xPyv0Q5+0JNRiZl3GxErTcQ+XZZjSCYv5/gNBYl5\n+b8Fn2MNbZTo42q1KqlFFh5Yvt1uixKgqP1+PyaTSRkXZe/sBYrYHx/Bl40Zb+PjfJbpdFqqRq28\nzB9jtyBxcBLfM7ymQeTCeZiczil2GuP0zxgm+uaMXkZ78Cwur+fzEPWgRFeLOsSNiFLsuFqt4ne/\n+12cnZ2V0ABOjqyMZS8iyk5njDXGDTKbs1YiotSqZK6C9DP3duqWmhj4RAwbxsphug0ERiZv6jQq\n8pcRvnUE+fU6W7eQda8jsljnmH9JO9i7m10fEfH0Hb2gFxaHSWTCLGzURWDFIc3wDCCRiGoJc8Se\nd7GRoz9ebITML8HabDbxww8/FKPBRkGEF2EaDAaFtDXPg0Ci+PZS7HhmHOyh+sMf/lCOdbSQR+yz\nRkYKi8WiZKcwnBGP4RSvx4BzcC2NUQtCy7p1Op1Sg8RY8pyBTmycUBCnXQklvQZ+J5PJfZQA5Wy3\n2+V8X85VgXBfr9fx5s2bIkP+PH0FyXH/yWRSNoVyDo53pxPWoviMD4OCIWM+TPZTDMo6O7totGZC\n1YQ+8+Prs07U6ZTRObJi1I/OGbV6nj63HezMW7PehmwsFBCV0ANlhsC1lQWKEqtDdlK1S5xOAzGg\naEwyHpaGUtgLYWQi9guJ50JBr66uyjkss9ms7NWhgA4ilz6yMc0b8vhORe3l5WW8f/8+VqtVvHr1\nKk5OTsrZu3hXngGkBy2QkUJASUsCw2kugUdJ4QSclWAnNvOdswxsgkT54V1QeK87iM/eFEWn7oY9\nQqAE72L+6quv4ubmphyEjXxh3CH9yTCR1iYlPR6P48cffywFefA69BniFeKY9ebYBfqLLPkac3rw\nN3BJ/N3Goy4tbKNaF6ZjWDDCDscz0ncE4HX335F/h1af0w62CbHR2J+xySDs1ZhAyqAjqlWKeFBv\nasPoRERRXDyOJx2DQAYHYTe/YOXm5+f4kLdv38abN29is9mU16W+fv06JpNJIeXW63Ul1HJY4voH\n+oFCPjw8xPX1dSlhB+IPBoOyiQ2PbKFwCEO/UQRIaQ4Pz4KGQWJfkbcmuN7Cc8X/8MQRUXnbI1kN\njBdz6iMsdrtd5VUp/B/DzbuMjGi8Rwcew5syQXwccQAnAn/0n//5n6Xy9urqqmS1MKJU2FL859AT\nWcoeH6IZY4qMU4+CrBqdgNCZU3+3HLrok7nFKDuM8dr4Ostvphe8rr/JUAgCkUV05scDNFJwiJKR\njU9Di4gnlt/Ip9ncvyIV0o6FQlAc95rLMcqK2B8EdXp6GhER3333XbTb7fjjH/8YV1dXtW8rpGjK\nxgquhGcSJoEyKLufTCbxzTffxGKxiNvb27i5uYnhcFjCNOprCEMYM7U0VPx++PCh7GxG2QgXzTmt\n1+uyBweji/HngCXPB2EKc8MXykn4ZpiP0vMMCE4QRERU0sSTySRGo1HlAGvLCeM3At5u90VmyBJG\n61/+5V8iIsqrUxqNRkGBhNTczyGP5ZP7RkSpErYBBkVTG4Rxt6zakfF35se/Z54sI4/MD+Kg6Sey\nl9cuG5zfpGFZLpdloxcLbcMCKrEy29N7giKeHoKDlyK84MvhEylTzr/gcKI68tZQkWavxLkqEY+Z\nDLbjc1Thbrc/9S2/PY8FR9Ahr+1tmZubm5uC4r7++usKOvAeDwSG/202j5se5/N5qZPxQUwoKM9x\nJg7UYW4Cg+OzVmz8ncExUnP9ButH2T4NY8eeJpPuOBDOpLXyMX9wQDlkYL1wJhDi1AxR08K4CbW4\nL/MJeW7ECvK2bNlYG+Fut9vCb7kWJjcbGxuAupYNio2DjQVzgkzksCv//pJ2sFAIr+yMBgKcoZon\nxZ6cRXcI5UmxUfEuXgSIcMgxak7b2XhFVFN0ZAoo2Wbz2mKxKBAf4QL6cjSBF5uahhz/2shShfzu\n3bsCryl1xzAgxK7ncfrz5uamvBnQNRSutnR2wQKHkttz598joiil392E8nhLvslEkAm1L43G44n4\n3333XSmX51jJXq8Xt7e3cXJyUrYocA+/wSCvG0YJxb+/v68cKzCZTCrcBAYqIioHRnEvxs3/vSkT\neeR+/I6Rdaiaq81zq5t//w++yCijjvzN4dpzBHE2Mp/bDkbeWrEM/+AX8HpOrTq7QCN1zMSz6MTi\nw+Gw8o4a1wtA5hlB2AvTbN1brVY5OnI4HMZ0Oi0LMZ1O4/7+PkajUYzH42Ls4EU2m03xkPAJbKoD\nwvu4BldUYiyOjh7PZvnTn/4UZ2dnMRqNCh8DpxSxT4/inVutVslM3d7eVkhEo79ms1mITsaFYYN7\nMM+AwCK0vKyNilAyK4wBnggjyDpDMKMk7N8ZDAblbxx7sF6v45tvvikEq0l9Z2y81wu01mg04u3b\nt/H+/fv48OFDfPz4MTabTXm5WcSjcmG8QMcYcCq/2cpB3zj31vvKMCK8WRHOLHN7zupE7B2KjQCG\nCqfIdXzPIak5t2ycuIa5yogpo/PPaQctkMPaIgD8jGC4psXQ1KljlIMJYkEgzhzrRuzL+B3CzOfz\nUpKPB8GboFQRUQhUPCjow0VOZI047+Pbb7+Nm5ubgmwIwTBm/I16ig8fPhRj224/vtycg5lI83LG\n7GQyKSiOgrmIxwK56XQaEfs9S7ywDLLW70hC6MiYUCHKnJAZwXNzbgl7jVBwUNfNzU3ZJoBBhNvC\neUA481oO1h5EgzNgXjFUhFLff/99eQvhYrEo3Iffrw1qBAktFov4/vvvC2JjMyzVu5vNpnLcAs9e\nrR7PNMHAtFqtuL6+jrdv31ZCwbOzs2JAXcAGUiFjZHLZO49tUJxs4P7eSuJqZmeXCMtwpCbiI/Zl\nDg6xjFCcGXpJO6hhyZaXyTOjDny2d2SCEdBM4rXb7RKjk24GBcA3kEJkL0pElDQyWROfT+KwCcOA\nkfKLrfgb5eL+HAaSYqx2u132ISF4hA8IJ4SrK313u11BIcB2lLnT6ZTCPDeqQBFuPDw8VC67d3wP\nmQqiGI1GlXchsZ42WPa29qh4Sgj8Xq9XMYKMsdvtllQ7c4jiw8Ux3yAoUAJy0m63y+7ld+/eFX5m\nMpmU4yTZuOeQBAeFE4jYI2bWDUNIaT9nC7tylntljg7jkYlYnKaRiLNqGCsnMDAyLlXw2jtTmLOa\nDp+MWM2pfW472Cn9ttD+7vJtvlgolMKTgGd0mTjkmok0FD8vPuEHIRiCDnx1vJwFwIdOed/GZrMp\nBz1PJpOCADAI+V4ZetroWtC8cZCNesBwhwPeCIhB3u32ry51ehIF8X4qFJXNlH7fDn2m6M6pY/rO\nzw5HvOcHQ2+S2P+nX7xRkj032+3j0QHn5+cxm80Kd2TEiALynOl0Wrz4ZDKJyWRSDjDP79620nI/\nxsE6sGOc/sMPmV9hjjz3nhfLEH3O8+bv1hnLiOWHJEQ2HHXGBBl1iM8zzGu+pB0MsdhaspgWvFzG\nTSwNhHb8jAcxd0Pdgf82n89LEZWLoOAF8FquF0F4HZqZA4EHMTyFi2ATIq/KMGlsVMYcRETFkJm7\nQIAsJFmJGo1G5YQzoDbEaUSUdDcVqpDLVi6vkVElc71YLOL169eVs3NtxM0huQrZXpL14qBxlCzz\nD94nwxf7rciwOdz1+4XIgK3Xjy+u//jxYzFIGBFId+TK88+c57AB3sqJB5+fzHxl1JbJUqd8WU/m\n3c3hidcIx+HnGHHV9cXO0uucn5cR7y9tBzMsEdWCHpOBfAFF6wgrkAlf/iwxMZ4WocfrYXSazWaJ\n76kA5fM+QT9if5CxSTifd+J+t1qt+O677+Kv//qvY7vdlm3/LL5rCUjFmnjOis5nrGDOUljAgeru\nt/ks5ttxuNPSLlaDZ6E/GHAKyrxFgOdR3GaU5xCLv3nrgbkFSuA5TyYjrt1uV4wDL10jM7Rer0tR\nInNLKb0NCuMD7TmziJOwwWVeeYa3XiBH8EKucLai2ykxXw4/rQ9cV/ezM3Z8N4r3M3BuduA2MJ4L\n69av0Q5iWDwpWdG80xXvahIKj4+QoixO5/Gib8hHhBJFmE6nheXn3nANhAt4PgTOZ11AWHI/e2pn\nNuBfjLLgRAjtEAyu999sLCOiEsZAZrNbl5PY+RyKxPyAzvg84YHLy7mW+zM2kAOxfKfTKWSzobOV\nxIgpk5KgN0Ie5pz7YNSs1P47RySARAiFUerZbFaIW84L9hoxPvggnA3G13vPIvavBAYZgp4plGPe\nMxEbsa9T4rvDDxxmRiSZJ7HOWBfc6tBODofssH2UhA0L/fzNZoXsvXK8aATARPpAYBsYe3bDZ7wX\naIbFc1EeRCoCwzmkFHLBy1DZagH3AiHQ/jsCPhqN4vT0NO7v7+P9+/cFRaF49COX4Ds0cCYKhRwO\nh3Fzc1M+j/fmJVtwRjlex2j5nF4MH4gsIko4RXaFz4EizE94bggZTdDy/mQMA2M0qsRoOYRlfw5F\nbfQF7oQs3e3tbYWwd7jAaXMc0kXR4nb7mIGjKtjHPbKm4/E4IqJk4jBmzBsEMg4O9MM8MDeEvea+\nXPHNfKDorJ//b3SfQy6HgtwH2fH9uR4EZSNnJ/vSMCjiQIbFKWWEM6Iad9rguCDLnsPbAch6cAyk\niTh7K8Ihp+jog2FmJmQ92RguH3Zt5cp8A+EFhCdIjDFhjOoakN7cirMYeFuuzVwBnwOZkHY1DOYa\nb2dAeI1igPPHx8dxc3NTQgPuRXaJ51B275DDziIiKsrpeUOx6CuKAKHK2FnH3W4XNzc3pcIZB8O9\nMWAYh4iIr776qmS3HDoiXyinX10bEWWTJwYWNMqxGbmPIGGXS3Bvh6VGaF4X/mZHbENhY5AzTZZd\nyzV6lhES/fhNIhYfloTgYgA8YSakrFhuVkp7TWcjbLkJU7x72iQxzRPt59ahKqOYbBAJP3a7XSFM\n6ZcrVr2Y5p14Jn3iC/Kwjtx0P1FSPBtzz7gwknzGYUvEvgARwaav9NPIsy4L4nWkeVw2Mhmq93q9\nshMcQ8O7sDG2zC+hpcv2fWQGc4bxuru7K4c92SHQd4w394Pk534uEsSQYcwxyIyVAj3GQT2OHWoO\nb+rCkcyJeC0Iey0HliMbFzf//qnrfmk72EFPu92uEqZEPD2dnJ+NCLIC2aggENzb7LjJSoyay87p\nl5sn2V94HJN9uU9Aa0IB4C87dOvSr8xBno/sWawkjJvnghg8f4ydeaTvRhzZSzFX7osNiklLGxGQ\nh187AS9Df7Ij8H2YU0IR7omiu3SfsUQ85SsIeW3Uqdz10ZMO37gf94B3wrA4ZDL/xPO8VcNzbp4J\nro8+86zsWJkrr0kdymQ9slPxOua/+9q6Z2T+5nPawepYTObVoQK+4x1yVsRcxm5XfclXnlgXfGUk\nw7251uEDAuSJd4hjpXK/Desj9i/RAobDJ2AA/Vl7r4yE8K4WrGxYjKTou1GA373j7JGF3CjQYavn\nyOvmcZMC5qBrvDf9IQxkjHhw+s8zIvbHeKKcEVEyUoRAeW4gXLOxI6x1KI1B8HYFkOBwOKzwbzgj\nzjNmIy1Fes1ms4S6lsvNZlN53Q2hF3Of0aCRE3PqeXeiwz9bL+pQx3Oy6ud5PX+ToVDEfmC2tnVp\nVl9bp1Q50+JrENxMYGWk5Of7Zxs8GxM8vlEUY+F+/Oz0Ku+3IRb3ZsFsJGxkGYPnjGaCL3syGxf4\nEcIhiFpzAtnTYoy8tYKQis/SdrtdMSQei9FGvo89p9EF/d9sNoVAXq/X5WfCIGqNyAr57YkmpyGT\n+U61LNdRCwQ6Ydw8nxDIoRWhLHPZaDSenGe83W5LBTblCYSWIN3sUOxgc+jvOcN5ZVnxvOfwyrqX\nn2fj8tIwKOKAu5spQgMtROxTafa4mYOwcrtq1KSUU9U+sd4enXBit9tVjhzkmohqMVI2QnWwk5bD\nA8bpTYYQgBmBMVaeyZz4nTX8PZdx27BYYExKk80xMvN35qcua5fDIvrpql3QmYlglNaCj2LDNeT5\n8vX+QomdXXI45NCSeUA2bPiclfNYuB9pcDg4skLIEaiPN0dst9syt15Lv84X+cwoxXJVhxoyejCa\n9fYJy2QmdzPazfLi5MFL0UrEAd/dzIa3OkvpuNs8SU7BcS3GwEjCn4vYF3w5i8FRkn7njIuWcuzJ\nl5/BdVY+3x9oDCdxcnISu92upLThShB+DAGC4Xje3tzGgTF53NkYoCxGdRY4oyWebYLRRt4e12vm\nEI9xcB2K6j02jMG8EKjC5Cfpce7vXcI2fiapQSi5hiWvHf1zmpY5wBHAxXmdKEOYTqflWFDPqwnd\n6+vrSmjJ/etQu2XOa2jH5oOsXECaQyHfw9+zIcpJE8vA57aDbkLMXtWw39exKHX8QcRemb24fDZ7\nSbyL424LHp+z4vlvRhg/NT6ex72AzxTjUe6ejQj3znORQy3QmBXFwp1T+VYy3weFM98UUc0I5Xs8\nx3flZuNlw2+FjohKP7mPK1xxHNlpODTIHpkxmfPiufbg3lVPeEPoxTEIDr04IMqIBVly37M8Wlmt\nyDkcotnx2pA41GE+vFfI855D5eyUufY5o/a57eAcC56BCTTRl3kWe24LhP/uMASlRZB9Ji6VkkY6\nOX71l41MRP32chs6hwIgJTwo5834cGkfHxHx9HDlTMzynByq2IsjiJ7zOsPiZ2E8+L+LEDNCyJyA\nnYPnh/6av/B12ShhlEG1HmsOFTIqrZsboyLuYXI9z/dut6sY/+12W4zIbDYrh3lxKh8ELsdG2KE5\n3OIZ5rHcVyNN98vy5jA1f87GITtEO1hfW4eU/NzPbQd7/QfeEa9g7+0sDs0hQcTz3IYXNOf1rYT0\nw32xIeFv/sq8waeEwOQvnhdIjXEhq2Aly1DW43Y4lElSf9VlnOi/lYfncC8rHX13vQ2ZkToPF7E3\nLDY4Fmz6BurZbDblbJd8bEFElP1V9vTOKHnOWfccyhqleJ22223JYLmvPpKDOWO7BHuP2BntDaju\np8Mewj6vWZbD/HMdt2JnYA7FFIHlmufljbh+tp+b0fBL28EMC8rLvhxqBYCv2ctEfHrXJ79zvQuG\nMuphYRyTg5wsVDY4WeGeI9Z4fp1Q24DwvOcUJRsXnmVl9Sa+uhCQz5gwtOJm9Jef22w2i1JwrT1l\n3fPcTz9js3ksSrNhYp1Q7sz9UEoPagBh5rkHBTAu0soR+4JIcxD+csGgr8O5cS82tvIeJr6MIHNy\nIMuuEZZllWaDwe9uNkz+HTk3P5KJYetAbnXh6EvbQQwLjLwrXyGh8PARe6VAOO2NPgUb/f8cvwLH\nCUWGw2E5YcyhSq/XK4c8e1FAVZncypbeBoOKWzJhbH5j3H4jHs9xnYJ3H+ctBii763IwEoRcKEpd\nihzlNkQnLcz9jID4MjJhnK43cn/pi7kWV8m6WI11bzQapcrWht1yUrf+Rhh+CyHzZI6Gs3dcfkA/\nm83HYrbb29vy83q9jvl8Xni6HFp6/OaFsmPKoZINig1nDjfpvw0T81nnPCP2hYPuo5+fn5PD189t\nByvpbzQaFXKMXL9340ZUrS8TggBYmF3gZaQBj4HCMWHD4TDG43H0+/1yKLU3i+XNi1aqfJRDhv/2\nelakdrsd0+k0BoNBMTDsQjbn49PtGbf3xPBMCDvvRMYw48VyKJU9Nn320RP0/ejoqNRwePvFbrc/\nEtQc1HK5LC9RI+yBJMdoY8AhtlFYlJDm821zuAfyqxsfsoVRY+1wSs7+sEsag4VBNcnNUZUcGEUJ\ng9c8IipOkf5afjLnkkMX1tkGiGZ+cbvdVrinjDJcJoBDyByUiXOHtTzHXN/ntoOV9EdEBYYyMQ4d\nXBGL8mVUYkvrAiu8tXekIogUqw2Hw/K92+1WhIzCKAQUYXQxFUKEMBgFsKjswOVzw+Gw0n9zLfTP\nsXtEtS6G786ueE6ZLxtd/pZjds8JxsJ8CqFCRiZsqvOmQsaDUWJ9ebaf64bRNDLFGNkosdasH/OS\nDaSzcHwe48tYjTIw0PSFYyhcwEYIxJz6kCeHH/b87l8Ol5l3K7NRig2gwz7PLT9bdywjEfsw1A6V\nMbhEwWMxGf6SdjDEst1uK0IcsTcgKI0VNmckIp4Wq2EUzF+YlOUZnU4nxuNxnJ6exng8Lif5g5w4\n2Q2Fz1kOJj9nJLg/ApNPdyPk8lkYCLyboS2KkEnX/HsW4Cysec5yv/05c2DMJ4grrx/feR77a8xZ\nYRgi9hkyDLW9OeOlj51OpxymheE0UsxjyUV9vr/PL86hrHmY4+Pj8kwcCYYeHidzHDl8yMpeV0KR\n1yq3bFTyutqRZe7FoY45HTsBy4SfZzl+STsYeZuzACiifwfmYiBQxlx3ElHdHs5nQCxWDAjj09PT\nODs7i5OTkxgMBmWDmY3JcwRuXbMSZ7LUKIox5ntzD8fgePOI+g1kecwoszkXGz/XgliZc/+5Fyfl\ng/5c3MW1rJMrZXm2j/qkNsScg5/Hz3wHseBojEo9rza6KBL3c30Kz3XfCTtBmPBe9uoUTWYOxLwI\ncvmcTNRxJg6b/b9PKbY/xzowDjsoPlvXV88z97KB9jEZL2kHPUzbxoEYHWFynOpJZwKscHxZACL2\n+2IoycbQHB0dxenpaUEsHB1pDsAC5mYPmSFjnfd3nQoCjPA7XudQJMfSNlLc30KVCVTmy3/LqMVh\nlI0e/bXyoZQYQBBLRBQC2hsaqYY12vQcen7sddlvYxj/HExvtVqV4zO9/pCyNoB1Cs9z4LngpCj5\nN4cDcgGl1XEbdYaRMVpuswPJn6tDPFnJ83g8j3UhV93P+W/5s3XX/tJ2sFesOsMR8ThBEGV+1SkZ\nJBsU4LaJRnvDOoTCy69Go1EcHR3F2dlZ4Vioo/ECM9kYGPprj59DMT5LXO4t9mSGOIOUE83oJ89H\nUY1K+MqCirAaUaEcJlzpe640doxPlozxEhZyD5PhzWazHHQECkLxzO3QB/cfpUdxs2I6lCFjs9vt\nKhXL3oLBHBH22AD42c1ms6APE9OcxLfdPu7fQrkJYxuNRtmW4RCYtWYsfDd6MieWQxWHSF5HrnPI\nw7NApFlOuWf+jGUoX5uJW/7nXeQvaQd9KbzrGiKivEKTSUCoOAHdWQPuAcIBPiNMNDw+k82E5VAH\nMrbX68VsNisHCHFCmLmTXK5tw8KzeKXIarUqu1pbrVY5i5eXrbM7lxedU0a/2ex3BDOu/CyHPjYi\nKD+IB4VzStkhBv3k5WFwJZx90mw+ninjtTF/MhqNnhw8xVpuNpuSLYrYKwACPB6Py7m0EXvynn5h\n4FBqjpbkLYQclg2SwageHR3FfD4vaBV5Ym4iHrmiP/3pT/HVV1/FaDQqqWqUfjablX1tyCjGwMgw\nh+UOCxlTRJUfYX1ca2XEQjNCjdg7LuTMRpXP5tooyyV6krc2+LO/WcRChsdZFf7ureUYhUyQORQx\nMeVScawyZ5o6A7Tb7Yp3zjDdIYNheF54G7WMIhjLdvuYVRkMBkU5qJHhOg6D9klzwHpvSbAA0E+P\nG8Hx+48ZG0gFT0/zvPJqDwxGq9Uq93LqHRQGcgAFgCAwBEajEVEMpeuAdrtdQQZ1mQjXgTik5Z3L\nrhVBHvib1xb+jvVyqDccDiuyRgbPiMXhj9FHlofnEALX8BnLmMMj5sWGxT+jC4zLmUGqlOtQC+E1\n88Tf6mgGRxAvaQd9d7MnKWJ/ZqtbnvA88RFROyGgEL+NEMGyRzFcpXHtc3wFz/Tz+Jm/49l8In2/\n3y/vNcJ7YmRId/Me4/ycDGVRBu6DoURYM7LBqzvj5PsCxS10hG98gcI4vxaPC+KhrsbFf+ZnMIB+\nhqurjT75m5UQpbYBBqX58yAxh7AopecExOU9Z0YgmRznc/6b+5g9vdcuy6zJeKMNf9b3R2by33P/\nMj9jY5MNXd1zc98/t/1/5vUfNMN64n5zCAgqAugaCoS63W4X6N7tdgs5a6OFoOZ8Ps+gD96MZkWh\nPUd64fUjonj2zWZTPMtm87gj9eTkJBqNx/J1+ky1pz1cncDwc/Z0GJCIPUdjbgUlpM9WGubfqXfm\n0EY6Isq8ROwN+XQ6LbwW55eg2BzEREiWiViXGdCf7OUfHh6i3++XF9vzXAw412HM6whT1pG18Du5\ns0x8ygBkA52dTEY8meOoI5bdsnIj4+ZicDIZiXF9XYKhLqS2g6lDj7+0HeyUfohAx4QmMll4E4p+\n0XcdiYqy8t4bZ33wto5Vs4FzOTeFa3hrlIITx5yVsuLn8IS9LqvVKiaTSZycnBQB2W63hVehzz4c\nOnss+koDIVChS8qcMaAkvLHRBtSIkbF61zVzTvYHBWatQH7mHLbbbSWscxUsc9poNMorRGzc+OJ6\noy9nyBB6owkMSZ4r12wYxaBArCVlBoRSDkeZs2wEHOblkOY5BENfMEAYiYxE83r7MxnNZURtJGLE\nRPPa+17876UhEO0ghgX23QLcaDwSerwkndQwXxF7z+9Xnxp5cO9OpxOXl5cl8+OqWhYvcytGKiCe\n4XBYeZUEHjOfwhbxdPFQPmL7wWBQwh5zQJTAd7vdQuA6s2MB4jP+G32GI6E/xNTmDrzXis9jSOzt\nqDpuNPYvec+IbbPZRK/XKxwL8zMajcqYXMlLpgyDA9fDPqGsxIROGGET6Pxs4tPEJNdwP5+v4o2f\nGFKIYLgi+pXRrJEezeGyfzcPiPFl3pl7ZJZ72jjx3QYxZ51sgCwrrl8xEjNXx9+yzNJ+k6HQcDiM\n6XQaJycnlVRmxH5S/SIpPCeTdn9/H8vlMu7v74sgsAgYJE7DHwwGRUm8oGRTHDPP5/Py+el01/tB\nfQAAIABJREFUGsPhsCwS5COKhuKy2FwTsS/wMoN/c3MTrVYrTk9PY7vdxsnJSRGG8Xgc0+m0vGCN\n8ALFhHMx2YYh3u12Ze8IL4pHuJ1VY64wmkYCrAmFghjXi4uLgqQQ0N1uVzFSGOyIKK/cYA8O4yA7\nFLEvNUDhQWwR1TONZ7NZZf6NWhqNRkFrkKyMB4dhEhMOiMxVo9GI09PTWK1WMRwOS1aL914vFosi\nJ5mstSOyQwONuWH4fQCUUS1G13LP+BirUaGzqEZGXMd4bZg4lsLyYznyvHt8Lw2HDmJYLi4uYrPZ\nxNdff13Z3IZAO7bv9XqV1yrUnTOKsIIG4C56vV5h/c3oY4DsbeAlEAZesYr3RIiWy2VMJpNiXNjj\n40XNsfjR0VH0+/1i7CA/UWKeSb3NaDSKh4eHmEwmlfvQdrtdZR8OQgD6gMfIe5swDhCthF4+toJd\n3Q7hXEFrDiwrMqGrq1jpgz0vgs1cmkPLyoHioZwoCeEm65NLAPisURBzwHyztcOhEWElb520ApoA\nNn/D/3iOjQPOJ/N4Eftwqi4zRJ9sHM2tOCNlJJMTDkYyGTXZSdEPI6KXtIMYljdv3sR8Po/f/e53\nBcoDTSE4bWCw7IQiLvTyzljXZRA3Z8aflo2AK1xt5HIc7r7kxeI7XqqOAMRImiBuNB4zRt5W0Ov1\nyqtJXTBH//yzBZI5JNwwb4CXbzabJWSJiCdhJyStuQ6UBMNongiFcbWyjQXfWSeTl9zf5fesD+GU\nPbMVJXMMueW/W9mYf15N62MRvAn0ufubo8jX5P/l63zfbAieG4NrU6z0mScx34MhruMT68aTDc9L\n2sEMy5///Od49epVhWOxcvhsFG9icxWpBdVxPtfmLIYFEgWI2IdRpC7pg19UzrGE3LMOReSYl3vb\nI3EmC0plI5bTpXhih1vZG9cpMnVARncmtuGPQD3Hx8fl5WDezkCxnYlMQrB+v/8kVLAC5fnO68Yc\njcfj+PjxYzEgrrrO4aTDTebPnhqERR+syPwNmcKIOuyYz+dxc3NTeUUvrW69/Rxfk9GMC+Ry33Io\n5Obr/BxzbpbdHG7xv2xUcv9ze6lRiTiQYTk/P49utxuvXr16knazgjhMcJgCIkHgmTzXROC1aYbF\nDn+cOibcQbndJ6efITfzTmwTdignig/6yoKOwYjYv+94NBoVpfJL2fkMz0Aw6RvCZQOFUrpE34o7\nGAxiPB4/ydCBUKhwhhNhPCDHHIJgQBDufB4soRHGjrW0ceDZVgxve7BBNe9S5/25L/PgkA9yHq9O\nUsC8WzYcdQbG4YmRg8OwzM3UGT3fKz8/OxcjNn+3jERUd4M7fHqOS8lG8nPbQQxLv98vAu0JxlDk\nVKRJPSMOZyoIk7i+zkvQXExXB5fz/xBaUAz1MXk3tlOuzeZ+vw2/c01+phXHqV0bIjJFz8Fv7gsx\nDbQ3NEaIUGbPO5kpZzUI6fDszB33gX9B+b1niPknHMOg1KU+TdLCR/BcOA/ugbPAMPIZ5sUZNxts\njBhlDPBIHCjFebY2jNkYOAxxOMwzMsqxQbOjyiGi5cAOyuGP5yzLD3OejZWvt4GtW4NspH6ThsXK\nEPE0PszIoi5VVzeRXty6BeG775cNGNfkkIl392IQfRaqy8vtYUajUYxGo2i1WpUMl49bhBNBAL3V\nYDgcxt3dXan7ALmAHsjCGEmA2haLRcmcRUT5LBk2eBLe1zMcDkvJPNcOh8NYLBYV5AcSo47FtSps\nV/BaHh8fx2w2K28vjKjuByLcYl7Yr0PGJxtS+oKhcCFgRJTT97g/TornnJ+fx+npaYxGozg7Oytr\nzvoRTjFXzDdoifuCqDJayQjCMmhZrEMMlk3fxxwWSDaH3e6PdcpoKYc4+e/PXfc57WDnsWSjgUci\nk5BDJC+GF53fucahFH/LcSyCAELif95zYm+EgoxGo/JGO9CI98rw2UajEYPBIC4uLuL169flMCmf\n9WuYjyHpdDqlloUKVo8Jw4lRgy+hLojwZLfbv93RnsrHM87n82Lg4GQwOnBLR0ePx0tkIvbo6Khy\nfCdKyWfszRuNR2IaPoxNlyaHu91u2dnO3Pf7/ZhOp2WenPXLZ87krQyuG2FeQF2sDSFnRJS5wFH4\nncx1BsKKZxnMIYrlti6EyegiJxAYow2JSxoy2sjo3M7SLevSc9e8pB2spJ8B5djQime4aC7C12Y4\nGVE9h4OfDSFJwdpA2ZD4PoRmhCf9fj/G43G5xmldE2W9Xq9S+esjCIyq8MJkgLbbbXz8+LF47WwA\n7fVJV5vzaDQetwdg7CxkjNX1HJTIE25Ry0KoMRqNisB7numvtw+wLqSEQXJk+MjyUNdCjQXG1YaR\n9cukrcM9G36QjI/MZN4IYUGQo9GolCNgTCikfP/+faX4sk7BPKfZOFhhfV2WL8u8/+cwKBsp64uf\na+4lGzD32ejH/E+dQXppO9ju5sw14HnwQvaQ9kLZG9jyWwgssNw/4unrQa28Nnj5+cB+4nPuBVyn\nnsWGZTweF7RCGteeyAYQRV0ul3F5efnkzBq/+sLowqQ2dTUc9ZCFB67B+2iYC6Olfr9fBJtiuCyA\nzLnTwc5Q1ZUCUCNDwR61Sj/++GOlv8ylz78xWct60g+eERGVLQ273a4c63B/fx+j0SguLi6KsR8M\nBmXuxuNxvHnzJm5ubuLDhw9P5KlO2bJR8d+eU/Ac4mditw7tZI4sPxMDn+/Htdl45ef52uee8Uvb\nwfYKRURFWCOqh8uYuAI12CDUhUk2NN4cxzU8E+Pi8KAO/WSk43J3+gB3wIHM3KvX65VaEReNkT7G\nqDAeDu7GsJA54RiJTNweHR3F+fl53N7eRsRjav3+/j6m02mFADd/Y+GCz6FeZjwel2M6CZHgXzwP\nGFmHQvSJueV3+BcyQjT66f1THz9+jNlsFre3txVECfKyUeQsG54REZVDtM1DMAcUWjIOXv3SbrfL\nhsaLi4v49ttv4/j4OP70pz89IXEtF16LupYV+acUNSMcywd9dtYzG5+6lhG++4Jhq+tHHS/0S9vB\nDtOOqBoYW2XDbv5nIu3/tXdmu40kSda2ILVR3BdJqaye6qxG1dxN3877P8MAczNLdVVXbkpK3Elt\nZPwXxGc8YelULhJ+TgF0QJBExuLh4WZ+7NjiNJ3UOthRIUT7k+sAlRF27VNK0ehqCYJhpdByBPSf\n3BStgpfyCkFcqjeIIK35fO4JhJhaKK48z50spaCUQmo1f+KqpS5wYjr0M1VkkTdRwdLgw9SzmVnB\nK0bfecbpdGrtdtsGg0HBDa3jrOiS8dbVWaNx9R3w/Ww2s19++cWDDzGHzNbIkniqh4cHazQatlgs\nrNls2vX1tT9DnAcphaKhC3pcNGG4XkrwtcXvv6TM4hxPmV76v86Lbdf83rYzr5CScPr5toFXoYzo\nRI/nfzWB4kvJ89xjKwjd1sAps+KG7CgOjdeI5pM+Ays3iofPQAH0LxUYR/g//IkSpCQ0EtA2Ho/9\nenmee+AbBLNurKUmE96barVqzWbTLi4urNVqObIinYHrxgm+Wq18nFRh8JuFQxUAsSqKpvBCkSIB\nb3J7e+tIDSTIOzk4OPAkULgTlAcEOghSvVkQtmdnZ9btdu34+NiGw6E1Gg0rlUrWbDZtuVza6emp\ndTod+/HHH+0//uM/7Pr62qbT6VbFGRW5jpOOgZpnZhteJAq0omM1/XRR07msi2lUYGpyaX+juabX\nz7KsEPvyvW2n+wopSZtqPLyilW3ohBaVjX6uTdEKKyQogImvcRdRibC6I4DKAWk+iio6JgvPwd/c\nr1KpeBlOkicbjYb9/vvvfg0UwnK5tHq9bsfHxzYYDGw6nTpp2Wq1XBh4Bsybcrns/E+tVrNut2tn\nZ2d2fHxs5+fndnp66nwOgqzvg+eHaMUEI0MYBEFCJ25xjYrmGiQ63t3dWaPRsH6/b1mWudJCGfIM\n9A00aLZ2q+Mdw1xQk+jw8NAuLi4KOzKgzEmU5DnPzs4c9R0eHtpf//pXa7Va9scff9hsNivMQW2K\n2OL8Xa1WBRc4TZWGHm9m/mwPDw9uvvHcKGedPxyn8qILX2z0SxGVKr+XaDvjWPQhVLsrUkjZhfp5\nPJ+/U6YQ11GYqMrFbFMyM7VCR5RCHxURKdGsaCOiKMwOoDMIKqb0x3HCrMLDUq1WPaGx0WjYcrn0\ntAM1Z0AJ9/f31m63/fnPzs6s0+nY4eGhtVotF1xcwIPBwGvBKqlHTIh6TnhO3c1SCVm8R6q4V6uV\n8xyaHzWfzwvenTjhQTWKfLJsQ04jTBDmIJR2u231er1Q2Knf71uz2XQBvbi4sHq9br/99puZmQ2H\nQzMz6/f7Bf6HfjBvdZyZN/yoCauNRUXnZlwwdf4xZnoOz69jo/KigXkqH9r3KCP6+3vbzuJYzNIh\n0mafK4AUxNTzv5VwUtOEHxVi9QhxPPdAaaAM4sQw2+QooRye8nChXHQV0glTqVSs2WzaaDQqxHPc\n3d1Zu9224XDoiKBcLluz2XSTCeWFiUFKwsHBgZO0ZuaxMCoYXI+VWlHjwcGBZyWrly2lzNUVqlwW\n40FAHkgMpUlUrFkxrR/lRe4TSgnFrGUc8MZ1u13rdDrW6/XczYwyMjMfP8YWr1yz2bSrqytHMGbm\n7yEKns5Lxkr5rW3zMP6tC5HyWjoPVQmgOCIiigomxbdEdB8X8Oe0nUbeqmJQjRxtwKg84vmpF/jU\n4HAeqMJsU2Yx8j4asIcgqfCrhueekUdR5aI2tvJG2i+UAX25vb11+M/1gP4ci7BVq9WCWWRmzuFo\nNnWz2XSFc35+7nC7Vqt5xO7p6anNZjN/TiW6379/b71ez+uv6O6Bj4+P7sEw2xQWjwsEyvz09NTu\n7+8dTcxmM6tWq4VtTVF6mtoQ91DmB+8bJl+9XrdOp2PtdtuVF2jq9evXNhgMLMvWniLih169elV4\nJlb/5XJpk8nEzIpkcQpx6GfqlXtKgKNZpWZLCk3oNVLHRPJe+xv5GlVkf0rEYlZUKrQ4KCmfelwR\nU0rqSxpXFQTCC8pACZhtlIpyI8o7qG2q/WN1i6aQPheKhUkTXe0Qkyg7armwKpNfo56k+XzurlMV\nPLMNuafopVKpFKrqZ1lxi1tN7uNzCFLN2QFdcZ2Hhwfnikqlkv/PddTLZ2aOMvSZqfgWzU68Qmbm\nbmzIYSXZeXbGEre/mp/0TVGrfn96emrn5+c+lvP53KbTqSscnbdqoui7TpGt8Vz9jr7o3NbjYtM5\nlLqu/q8KLcpISp6e03ZqCsVVTLWovhizz6MCU9yJHse5qReCsGpZBA1jZyWFa4jcCas38D72TclY\nzQvS59EQdXWxmpkLAiZKp9NxwVssFp4HdHx8bB8+fDCzDW9DRC6p/wgjrtxGo+GlFFAyo9HIa+AQ\nl1Mul/0aOh704/z8vFB1DXMEhVIul33suA77Ius4oOAY61qtZoPBwFEB/YeIPTw8dBc8wYqgpjzP\nrdVqeYkL7kH2tlbXI/drPB5bs9m0fr9v0+nUWq2W81GtVsufazwe+/OOx2ObzWbef/Wg6bwGqahr\nHOGPOUk6/1FuHKulNFLzO0Zl63zTqGga/dBFMSLnP6VXiMkaTQm+M7PPXkSK1KLpi9Fj4yqinyMo\nmgWNx8RssxWJHkvTcpj6OS9EeQTQgZZRQEjK5bLnzjSbTXt4eHDPUJZlvod0tVq1Dx8+eKg+wV0P\nDw/W6XSsUqnYx48f7eDgwIbD4WduZoTw/PzchsOhu5Pn87m9fv3a8jz3XBqUHPlKVLWjtkue5zYY\nDMxswyWhlFarlTUaDc9Twvyq1+uWZesyiY1GoyB4BLMp0qGcw2w283QJENpyuXTeZDAYFOrN1Go1\n6/f7ZrbmQhqNhl1cXBRc3Cj6h4cHV154lVD2VCXE+1ar1azT6fhOCvV63fJ87eLm/u122/O7UMQR\ntSi/RhIoi0GpVCqkUmjVRE32hD9jjqqZhQwoCgORMx+UCI5oSuXruW2nplDKJoxmxVNmT7xehI7b\ntK6SsEBoXoCiE16mXk/JULPNy43PoC5nVSql0qb8X55vyj2qYkWZsMJiEhDIBrIwMxdMXL69Xs/6\n/X6hXgwKlMmsSMbMvHIaqEdNNXYVMNuk55fLm32E4D8wF3henl85BjNzJaBclhbzZqwmk4lVKhXP\n7OY63AsS1WyDMnlf1WrV/z86OrLpdOp1fhnjPM89SA8imFSNWPoBwW42m45+tLxFnueOkFLzWeel\nkvYazKdmPO9FkYWaMCkuURdkvW+0Cnj/27iel1AqZjtULPpgqiUjZ6HE01O24be0aM/GH16okoYx\nwpQXqVyDNk0p4LrwL1xLo30RGr0Hggtsp24IUB+hgNBdrTaZvBxL/AdojLgIFA0eEeoLs3qyYsJ1\nQPryvubzeUE41EWtz4fnRvkPxpd3R+4QJh4oheurYKEQGHtWaExKaqpA3mImoVh4dp5LM7sPDw8d\nJTJ+EOW49lutlnU6Hbu9vbV+v++KUJ0OcVGLLmK+V04kKgRVUKoAdOz0fTBP9d4olshlKlGrfaA9\ntSh/bdvphmWqVVNKQ4+Jf3+pxRcUv0NZ8D0rT4rN1zwVPT9q+qj89DjlKJSzUMXKZ5p/hAnB9egP\n+UqYZdQWWSwWXi8GFzJKAl6JGjDA+Pv7ezehGBNyohaLhSsWzJvj42PPFcLNCWogHgbzhvHE/EOY\n8RSBlgjKQ7Ew5nHeIAiYkOQI8VyvX792RNVut52w1fgkTKpt8UuYpPSFEgt4ri4uLuzu7s6ur6+d\nY4tZ6zonopKJvGKcJ3yuz6+KYBsHsk0BxaZKLSq8bUF139p2hljwPOiA6modTaNvUSpmTwf46H0U\nNURYqMQbQh2Via4U0WyK0FXNrKiY9HmVg2K1JPGP0gPwEBCLjUbD0QYuZ4o3oXAUavMbUlNjOzQd\ngAA2UIcGe4HAuAdeGnY3VBNTzUu181EoZHDjpj46OnKlpkS5pjioqUqOD32rVCrW6XTs8fHRzs7O\nfIzV5FTTkJ9SqeTEOPwHRDdcDO5rOKvxePzk/FSThPvh0dOSFKpkNOFQ+01TBaMKKNIGOre4/lNW\nAd+lkMy3tJ0pFlo0iWgqpKmXFgf6W5QOSgITRV9SiuuJK0zqein7VycESkyVCoKs7mzlcszMFcfN\nzU1hu1NiRXRV1H2DhsOhKx+eDSKVkqB5nttkMrHr62s7ODjwHSMxAXCxahAaKIP9gPgMcw2imGcg\n3mY6nbrJwjXyPLfr62tbLBbuCQI96N5F9J97sAe2IgTG7vT01H799Vc7Pz+3drttZlbYZgUFpfVz\nCBRkjO7u7uzm5sa63a4jh2q16ooKdzZmFwWp4jzRBUcRQlQczAFFDak5nefFqvv6PQomenq4Tsqk\negrNP7ftzBTahlRSIcj60lIamWumzJGn+qBCr6aPwnhMD/gLFINOan1RvHQIV1Z1JhlCqQKGmcAq\nSv4NYfq9Xs9+/PFHOzg48DiV0Wjk+wIdHR3Z9fW1VSoV96zAB0D0XlxcWLfbtYeHB/vw4YP9+OOP\ndnx8bG/evPG+fPr0yc0eM/MEPcab8gbK9WAysSEYAkwioZKmpVLJN2WjYPjh4aFNJhNrtVr24cMH\nK5VK7jJ+fHy0VqtleZ5btVq1q6sra7fbNh6Pva4LQs14vHnzxv7t3/7N/vu//9sGg4H9/e9/d34p\nvpvHx0e7ubmx2Wzm/cYL02q1nK9CkZVKJTs/P7fFYmFv3771fs5mM5vP526agkBQQpDTfK/zFPTC\nIqERwcwxrgeiixwNqEfNe44hYZM5T+OdRI+SclrPaTuLvE1BvG1a9KnvnuJSnrq/Dra+ZP0/NvXo\nmBUrevF9tK85jpVKYxQgDJlQmpTJ6pRlmZdpRNhOT0+t1+t5lCjKD3sflKGKaj6fu9AS1n57e+tk\nKyU04TZQFBpvo65r4k+UG1LTp1aruWJihc+yzCN7CTQjDufjx49mZn7Nd+/eWafT8XeBqYerXd89\nzz6bzew///M/rd/v288//2xnZ2d2eHhol5eXhXEFscznc8+PQsAwy2JmNe745XLpu0v8+uuvfq23\nb9+6KarzCL4njpOa0SAlNUVSyFm9RfxW1M1neg1Mx2jmRPlTlPOnRSyKUOLn/E4RXP8/WoSMfJbq\nZ/ybptwMx+gKoffSCa8IiAlI4Wtco6xc9Xrdbm5unLwFXpdKJRsMBoW4B7iUVDU2jru9vf2sGpyS\nucrJ6DE6EVFw6nbWvZnzPHfCVc0cioLjKl+t1tnY7XbbFouFKzOC9lCUmGztdttOT0/t8vLSlsul\nB+3B6ahw67iDCknk5Lkgp3V+8t6Io2m1Wq48cfdjimjRKZ3T+p7NzPsYPUSpRXQbQo8ep9Qx2riP\nKp84n5+LVsx2rFie+i7FcWx74JdQOql7RLs4an49Ptq70VTS6+jxKcXCSnd4uN6w/NOnT9Zutz2H\nB0SipiMrIEJJlnKWrQPtWGWbzaZP3NlsZrPZzM01XOes1GQ301eC1xTxqZfLbBNRyrNogiJ/a0Gn\n4+Nj548wQ1arlV1cXHhNFg0gIy6FxEWeZTwe22g0sl6vZ//6r//qeUzUrplMJp+t+IwXyMzMXAkp\nGksh1IODA/vhhx+c5Kb8Q57nTkgrZ6dN547Oq4g+OIZ7Rre2ohSdZ6p0+J2a6/H6EX0/p+08Vyh+\n9iWTJ7aX0K7xWhGxpBBWSqHEvnIOv1NKRZteHzOp1WpZu922x8dH+/jxoy2X6x37iIjFbIFANVsL\nt+49jOAsFgsPulMTh1UW8lfTGEAoxK1olKqOBbY/XiJFMdjtoCtcvZh2oLJ+v2/dbtdGo5FNJpNC\nICLmEwmXrPTcg+1i+/2+3d3d2b//+7978Sbul0LIvGvGSslpxjIKKuNNOU9FPtxrsVgUFFO8t5rH\nqfefmmNx8VJeT79LcSqxpa4dQy2e03aa3fyt331JiTwXxql2V+USFUvqPlEhqjLZdt5TipWXzARH\nGeCi5KdcLnv1NKJ4UTK4Zzudjq1WK5vP577VBfEmWZZ5DReUEBzJ2dmZczqgC7wmIAslZjX5krHU\n/oJmMK8IiCuX1+UefvvtN/vLX/7im4hxff6eTqdJ71m9XncE1+v1rFar2Wg0svPzc2s2mzabzTxG\nRiOs2RBNuQ4z8z7zvLxfM/Njeb52u+0kKZX7CPVX9KnohTkW42vgxfT5dG7pvIjzaBsvs22OPWUR\nbENa39JeplzUN7av0aSpz6JpEf9+iheJ14vk1TaFwrWZBPEnIpLIpcSwc7ONSaSTJfVMZuaV5I6P\nj63b7dpwOHRzBujNtfM8LxRMwhuBUEHOap1cTAQlax8eHjxxkBVRkykRLlbnLNtUdNNaMDpRQTt4\n3PAqmZlNJhObzWb2t7/9zWNuKMY0GAzc/MOTlGWZB8SBoObzuX38+NEWi4W9fv3aXr165UTvbDZz\nLmQ0Gjk/g8mIl20+n7uXrVTa5BWVSiXnpxgTjcomZqbZbBb4F5SXzt+UAoO/Yq6o4lLXcxR4jlOz\nKKVIdH5Fk0fno17vuW2n2c1R66bMIB3kbSTTNu27bZBSaGPb56rMNJBJj1dCTPtH01yheIzyL7EP\nTEwKOr169cqurq5stVrvPWS2LmYEqQsvcHV15SiAfoM6bm9vvYgSxCZZ2NwzJk0iTFot36yY46Kk\ncEx/4FrT6dR3EYAIpnD1zc2NbxCv42a2Xslvbm48p4fUAwSSyGR4mslkYufn51av1z1vCLfr8fGx\nHR8fe1AbiZar1cozls/OzpJzIUbCEsGMWQTRjOJUNKTpD1yP4D9FZSlTJLX46fcgQ12omF8qU1+i\nEyJye07biWLhBUVmOqU4VBNvUz7bNGwqelDhpJ6rL0/vEa+9DRGl4KWuAil+Rp9zmwlYKpW8AFK5\nXLZer2e//fabu1iJFYGnYMLCwZAvxPhpkWmibQltxxPESk4cR4TmWvib1Ryh1y0zeH+gkOl06nk6\noIY839SigaglwRFBx0Qg65e/KZB9c3NjWZZZt9u1n376yTO+2+22e8qGw6EjM5Aa84P0BxQA40m/\neIcQtfAujHWWZR4wCOEMOa2kMUqa61EtLyJxjSPR+Zbiahh/JfJVZlLlFlLoh2vpMc9pO9uwzMyS\nApwiqFKI5WvhWmqA9MWpQomEWCTHouZXj0y8p0aM6oRhAnztypBlmXU6HTeDyLUhgGswGHjYPSHw\nBKWp0CMEEI94iYg90TgazdhmpeVZNZOZFZsxipu+c7wmFVYqFQ8o4xrT6dS3qsWbVSqV3DTjPMZd\nY2ngk1BotVrNms2mdbtd63a7jiBqtZojJqKI4Yr6/b5Vq1UfE8aKllrgQEt8dnJy4lHNPBsIRueQ\neoCiBy3LNtv86r23zbEvIZFtn+lCnqIZnlrovrbtNLtZB5EHUmGLdmPKDNnW9Jz4uSoKvZ4KicJO\n7fPXmFpMnsjBcE58bv0u9RwUNKrVavaXv/zFPn36ZDc3N3ZycmK9Xs+ur68tyzIPmgMNqOlF6v9o\nNLLpdGoXFxdOpDYaDTcxlIwlApgxQfFwjPINpADEZ1AeJs9zL07darXs9vbWkcTR0ZGNx2MXtPv7\ne5vNZo4EJpOJ5XlujUbD+zyfz33DMxIFiZ+p1Wqfja0uIo+PjzYcDr2YOIqrVCp5nlBEsbHBmWXZ\nZpvcVqvlCoWtWEBeOh+5vsY1xQUvNe/jIse7igp9mzmliiSaTboQPtcc2ml2s6KQlO8+pVWjoG9r\n2zSv3k+VTORJFM7r5/pCtqUfgBRSEFdXf855yj3IZ9QCWS6XdnZ2Zn/88YeH30Pmsgo2m01313Jf\nihAhxJgkKAuNquU8zVzG/DAzJyxp+lzAcsZUS11iJigHo7zP1dWVzedzRyK3t7fW7XYLZRBAMEqG\n06dXr145Ujk/P3cFDjHN/egLhHC1WnVzkz2e1RukCbOaj6MLB4GGnU7HK83hJaJqHvPGuX2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Za7wVGMpGVoiU+9rnKDOl6gp5SM6M+2efzSbeeIZZurV/+OL1U/29a2KZHIk+jx8TidyPEY/T51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\ndbkPpstkM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ZDwYrGws7MzVwocy70VRVJLZzqderKnIpWUVfA9baeIJSIN/Uwfku/0xegx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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f85991c6810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(gpu_images[4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## More images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "images = sc.binaryFiles(\"hdfs:///tmp/dogs-cats/dog.[0-4][0-9][0-9].jpg\").map(load_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cpu_ret = images.map(cpu_convolution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20.783078908920288"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "cpu_ret.collect()\n",
    "cpu_time = time.time() - start_time\n",
    "cpu_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gpu_ret = images.map(gpu_convolution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18.93306303024292"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "gpu_ret.collect()\n",
    "gpu_time = time.time() - start_time\n",
    "gpu_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU: 20.7830789089\n",
      "GPU: 18.9330630302\n"
     ]
    }
   ],
   "source": [
    "print 'CPU: %s' % cpu_time\n",
    "print 'GPU: %s' % gpu_time"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
