{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "rc(\"image\", cmap=\"gray\", interpolation=\"bicubic\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "figsize(8,8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# INPUT PIPELINES" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# PyTorch\n", "\n", "Classes:\n", "\n", "- `torch.utils.data.DataSet` -- random access data sets\n", "- `torch.utils.data.IterableDataset` -- sequential access data sets\n", "- `torch.utils.data.DataLoader` -- multithreaded loading, augmentation, batching\n", "\n", "Storage:\n", "\n", "- usually as individual files or in LMDB" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# TensorFlow\n", "\n", "- `TFRecord` / `tf.Example` -- sequential records of serialized data\n", "- used with sharding and object store for large datasets inside Google\n", "- not a lot of tools available outside Google" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# PYTORCH DATA LOADING" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(, 5)\n" ] } ], "source": [ "from torch.utils.data import Dataset, IterableDataset, DataLoader\n", "from torchvision import datasets, transforms\n", "\n", "mnist = datasets.MNIST(root=\"./__CACHE__\", download=True)\n", "\n", "print(mnist[0])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Data in PyTorch is accessed through the `Dataset` or `IterableDataset` classes.\n", "- A `Dataset` behaves just like an array, although in practice, it often loads data from disk." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "image, label = mnist[0]\n", "figsize(4, 4); imshow(image)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- `Dataset` items are usually pairs of input and target\n", "- Here, we have an input image in `PIL` format and an integer class label" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " torch.Size([1, 28, 28]) torch.float32 -0.5 0.5\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "transform = transforms.Compose([\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.5,), (1.0,))\n", "])\n", "\n", "mnist = datasets.MNIST(transform=transform, train=True, root=\"./__CACHE__\", download=True)\n", "image, label = mnist[0]\n", "print(type(image), image.shape, image.dtype, image.min().item(), image.max().item())\n", "imshow(image[0])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- We can specify transformations to be inserted after the initial dataset loading.\n", "- These transformations of perform augmentation and conversion to Torch tensors." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " torch.Size([16, 1, 28, 28]) torch.float32 -0.5 0.5\n" ] } ], "source": [ "loader = DataLoader(mnist, batch_size=16, shuffle=True)\n", "images, labels = next(iter(loader))\n", "print(type(images), images.shape, images.dtype, images.min().item(), images.max().item())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- PyTorch models are usually trained on batches.\n", "- The `Dataloader` class takes care of batching." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " torch.Size([16, 1, 28, 28]) torch.float32 -0.5 0.5\n" ] } ], "source": [ "loader = DataLoader(mnist, batch_size=16, shuffle=True, num_workers=8)\n", "images, labels = next(iter(loader))\n", "print(type(images), images.shape, images.dtype, images.min().item(), images.max().item())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Data loading, decompression, and augmentation is often compute intensive and becomes a bottleneck.\n", "- To speed up data loading, the `DataLoader` class can use multiple workers." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# NVIDIA Dali & Tensorcom\n", "\n", "- With `DataLoader` all workers still run on the same machine, and the CPU may become a bottleneck.\n", "- NVIDIA Dali offloads a lot of data augmentation to the GPU and can speed up preprocessing substantially.\n", "- Tensorcom offloads data augmentation to other hosts, allowing a large number of CPUs to feed a single GPU.\n", "- Tensorcom also permits the use of RDMA." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# PyTorch Dataset / DataLoader\n", "\n", "- widely used, works well on SSD\n", "- `Dataset` is random access = lots of small reads and seeks for Imagenet\n", "- poor performance on network file system and rotational disks\n", "- image decompression and augmentation very CPU intensive" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "# WebDataset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-rw-rw- bigdata/bigdata 3 2019-06-08 12:12 n03788365_17158.cls\n", "-rw-rw-rw- bigdata/bigdata 75884 2019-06-08 12:12 n03788365_17158.jpg\n", "-rw-rw-rw- bigdata/bigdata 382 2019-06-08 12:12 n03788365_17158.json\n", "-rw-rw-rw- bigdata/bigdata 3 2019-06-08 12:12 n03000247_49831.cls\n", "-rw-rw-rw- bigdata/bigdata 57068 2019-06-08 12:12 n03000247_49831.jpg\n", "^C\n" ] } ], "source": [ "!unset GZIP; curl -s http://storage.googleapis.com/lpr-imagenet/imagenet_train-0000.tgz | tar -ztvf - | sed 5q" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- `WebDataset` stores data not as individual files, but as standard POSIX tar archives.\n", "- File formats are otherwise unchanged." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from webdataset import WebDataset\n", "imagenet = WebDataset(\"http://storage.googleapis.com/lpr-imagenet/imagenet_train-0000.tgz\",\n", " extensions=\"jpg cls\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Reading a `WebDataset` is as simple as specifying a URL and the extensions you want extract.\n", "- Data can be stored locally (`file:`), on web servers (`http:`, `https:`), and in cloud storage (`gs:`, `s3:`)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "852\n" ] }, { "data": { "image/png": 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yJZfHE7pksiqLSo207K/23N7dcvv8jsP1FburK5ZlZlgWNpsdOS+cTw8M48jh6o7NZsf5/MAyXyg5VwfxzfVzPn3xLaYpcbnMaOnNNcv0LGRqoEHcsasFSKQRpjSSEug4kIvWfJKioGVhmnYc9oXb24X5MnM+XyhZKXnmy5+8svNEKLmQL5nTPPNwf+TV9Jbdfsvheu8O2Q3jNNjYORNo4flmHDhyBIZTIV2aObtiJxJO1J61NrlQ1PJcOhJSPVzBYOvVzaTp1UoPENW07hVgbWvI0HryVhlZGSdf1VpASr1ASF1C7ru8YsXepHqiXPbffcLXPT4YELGjTcSVRRgTtEFr65sAHhy5xRkCgKZK5ap2CZYhJUSIp3Zrj+Dm5IMnklN9JnZoa582IYlnasmc7u95/eWXPLx8w3x8RHMhK8wKmcQwTlxfXXH3/I6bZzdsd1vSMHhKtzCMI5tpyzTtKLqQ80xKwmYzMU0T02bLcjmSs4HFdrfnxfNvsdvvuZxPFq71WZZc+FIaSKlQsr1nba9izkdAZGBIA0UESUpxB6aq5SKoKlrMyTpNW3YHpeTM5XJkGBOHmx0P9w8cH05czjPZ23G+zFwuC/dvj4zTwP6w5ep2z+H6wHa7YRjGOh7vJmxFr6uZD9pPTGeg9KbkmpVU06MPw/q/roUAIXnk4+lkDvgJNhRyVIVyFT1i1Z5336M5TwPIQ456T1yfxFYZSG/y08ydyuYx07au+FgJMH/ymEg4jnpS9473uPeNBLzXbM+vcC2lZiYFUDTHbQhOA4IKQEZImtYjwqVxj2oUPG0akfAkCMuycDk9kufMT77/fd6+fO3rP8zwKZIYtxturq959vwZN8+u2ew2K8evCJQyI2lgtz8wTgM5Z8+2VDbThIiwjAOy27OZJqZxYrPZMAwD8zyz5OxCY+ncaRBUEymNJBYQKEmgRN9ENMJ8BbivQlR93rkJqINNpFRQFYr6z2z5NuM0cLg58Hy+43w88/Bw5OHtI8fj0cLGi5JzYVkWzqcLb14/sN1tubre8fzFHde3e3Ixs6tNDirQrX0Tzlb6z7sxauOenbk0VmYmLhRVJBVSSq6xxU0Jl02VynIQd85WAGsQUXpTIUy0FW501/SXPhF+xx8nZj0FkviwAkhNpGyos5bLoFCVtq3o0XsdHw6IBLtwJK4uikD+aj6kZiz6QqnmU/EBd0CpplEoieoM9fu68NUUaJHeCb52/NXP0lrT+GGya5MuzzPH+zfcv/yS08OR/fUdl0tmLmJek2Fku9txc3fD3fM7DtcHpsmStao2aQYxqrCZ9my2e/uuSDWptMAwJrabiWEcGcep5rnksrDkmcHXvYgIwyBmnqigw0BONjkSUFJZ9ZUpem102fscUbMArTHE2h/BMsNKgpS2LDmRc2ZII9O04ermwPzJDafjmcf7I/dvHzk+nlku5m/JuXB8OHI5XdiOI9M0cDxdmDYj+8OGaRqRFNGTnvqHLu+AIYBFio95XDPU8/F+VqhOeGSoimc1yv3klGAfnYzG7bp53iyYCLUPdt0KwOLHE5nq8LE5YQ3wmkyu2XGSkJ8WCujnVLSjvsaftDwRO5pTNAYnfCJVgKH7TrqfdN9hg1gFQxtiu1ZtCN8obArnWtyoz2asbegFoFFRVFnmmce3r3n7xUvuX73ifDqTi/JwVmTYcPXiimkzcTjsuLm9YrvfMI6jP649LxBUPCS82ey5OlxTwJb6I4jneViQyhyLOWdQIaWBaUxuahRP/BKGJDBYjshSLBozDCMlB3vyf1LkaQikZK6hXshrSnXkNLQIGJijMo0WQSujmtM4L5SyMAwD2+2Gm5sDzz+55fh45uHtkYeHR87HC/OcQYTznDk+nHjz5pHHxyP7w4brmwNX1we2e2NZVLBrGr21A/DlA3UiMXTv0WRGMbBUN9MkPVEUGhnK0kAC6wNxBWQGSzBW7a738GpNiOufvwbC+klFpxYqbk+lgkpvHvXTJJhLmwra/RtX6jdlzXxIINJzOTDzwj5fhwJ7ZtI5SoHeWdQYR7c2oq76fPIoScjqM/HoYKOE6tpYtR8SG+Y8X5gvC29efskXP/ghl9OJZSnuXk2Ueebu5obvfPfX2O22DKOFlzUvJnghORFp6LTFNG24ur5hmEby5WKsSczDnlY2cYSitYLjslimaWKilAzAMAyk5E9JhXEcycvFSpCEKHtEyUDY2lWb6M8L7/5qzjqlVp+NKRVEIU0T4zi6U7aQc6YMhWFc2O4O3N7dcrnMHB/PPN6fWHJhni88Pl6YxpHzaeF0vPDm1SPb7cThasv17Z799YHNdmvgCB42xib9aoL6IIYyaLTSRlBNNrQUVKyuSgBwTMZCB7T1vm1ii4j7nDpTRtWzk6Wyj9YWqgRFdOgdB0w1aTpAIkz+QE3WVknMme77eFjMiWDNwdbf9/hgQKR5xZUW7qWxjUDOYCmVpkmdfI2taL2uIXizf/3OtLUzLbMTB6aWO6Le4cFAIlxbyMuZx/t73nzxJZJGTsczbx/PLNmiG7v9jrvntzx7/pybuzv2hwOqGcgM4wZNI0u+mBb0dTvqdreIsJl2XF/fsd9fk/PirVdKmDL+JrYUQFvdD9TCxTmbExUh54Vc1CJQDAyi1hXjRBknzvMFVoLn5Q+qdeDA847A4ppYnfE9XcCYXcM3kzMNMUknCxtrYbsrXF0XyifKZZ558/olQzKWNL6653w+1wWBx8czr18+stu/YX+95/r2wOHqwGY7ktLoY1xcDobO/PWJ2q06Vi3eTkUk2zTtxt/ankhdLk7rA3GWopi/Cc/PCb9JUwqVB1QAUZK2JsVnTSv4bK/p7D0Irvs/wDCUbulYh7xzMt6OpiTf9/iAQERqZ9jfkc/RtEZqjpIVLavsBJ507BMKWBPPWlaikmn0s+vyDqGrb11BtbDMFx7v3/L6yy94+/INp9OF3dUVw2bL9uqWrcDN9YFPPn3O1c2BYRxdmBe0LH7Xic3uhrHYsnf7vIAWUGG73bLd7dlMG5IIuWQTIfGIUb9SVlLtieQap2SLgqTBHIDF2UE4QKnCLVYiIC+UZaEtI7D+a+FRnwAJLCLS+ik0mzEQz6PoFr7F3WxqJWqCVBIG73rFoywqjNPAkO485DtAgjdv3lom7OlCXjJlnrnMC2/vj7z84g2Hw5abuyuu727ZHw6Mo4Wm1yUJMIXRxKxNai3ubwFJgwFyMkdy0VLX16CN6fUO0vg1EpNxcGr+jAAWk7+V741QYlTTycyNtQ8vzqkrfEM+Axc18LI3mYROrNtYdKUq3vf4oEDE+rzL04DKENYp8YHohSbz8o5gVGGtHRZC7PCjHekVS7HWrpKWRIUr1z7LfOL+zRtef/EF96/fcjqdmZdi2aUPR27HLZ//yq+w3V+x209sN2KLBVFgoRSPKsiA6gAMTNPG30drFELAQ5x2mD+hIJJMoJOSkjbi5e8FAsm065IXglUZOxFIg/Wpy39RJRdzPG6mPaon63FVVA2EelbYkhKCZfSp5KGhW35M7Vj/UWuHaCRqtWp0aLvfOI2ge7Rkxmnks2+/4MWnt5xPM2/fHnn75oGH+wfOZyvvmL2g0tu3j2x//IbD9Z7bu2uub6/Z7Q9WTqA6R9zf0dN4zweSlBFJJgdakKKoFGMMamBMtJUAYn/7cERLx559QmtlEb0TuCnH3pmuVV6kWz8e92ud3RRmr+yoINfmhOfJPDFbRErg/Hsf7wUiIvJ7wFssgXpR1d8SkRfAfw38BvB7wL+qqi9/9r0aOHQugv5ZhJc9OrPmf8QwxAD2jKb7vGWX2jemNkr/iWtpO0JElvnM8f4NX/7oR7z68hWX05k5K4tCGkZubq745JMXPH/xnHF7QBnNB6ALqheSdCUBfWKP44Yhgeji4DF0WgeKLp51bSHdSNem8wXVDgra6++Zy4Jq8RyTRCmzgWM/edRs+KKZyBCdpgnVYqHaIBQKSnPSRk+lJJRwuCqYGVPq3xV8xFlGKACNlGtpmrwmDtpYJhmYNpZfo1hdkd12y2674/r2mm99/oLT44k3r9/y5tVb7u8fWeaFnJXHhxPHxxOvX75hv7fz755dc7jasdkdSMNAZKWGU9gSXTJCqsWPatW12kaLhJlsZjNLXQsFixJVkipZo6yly54/R7pM2XDSNi7TgCKybxVXqvWvKunvEIy+AJH6OMsTsFyd/xUM5ese3wQT+edU9Sfd338Z+J9U9a+I7Tfzl4F//4+8wzsvo4EqPm8q7/PEmVQ7QUTMoba6WYBI50it1C5YjHa2qzYtGzRVhGWeeXj7mldf/oTj23vu3z5ymWeyCmmcuL2+5tNPP+HFizu2hz1FhcusDMlZhWzQLJRywSaHUdxxGBmnLSIDpcxQICVv7yq70gRiWWbvEzdjUgBl1y8Iseq4FH+f5D6JsjiIRNfEe7opVRlEGDjW0ZLE/Sy2rqQkaSFfsQzfWlqQmCzdeFbGn9oz6yTpTqpj3lK1NQmkkSQjl9kBRQuQGQUOhw3bzTNurva8ffvI4/HE+XT2CM/MfFnI8wOP94+8+skrru8OfOvzT9nszBlr5o6FpMMEiFSBJL48UjDTrRTyks0BvWTry7KAFvNFRahVbWiSeN+TUDdPmru8i+BUJuH5N8HKVpX9epOjybJ0f3e8xr+WJ9c0Z2yNRtqb800cvwxz5i8A/6z//p8D/zM/C0Sq6MTLhWmz7qx6rjMQGwOn8T1rSWGnBOr7XcMp2/C8/Ss2cVQL83zm+PjAq598wesvX3I+nmAY0GFiHLfcHA68eHHH7d0du8OeJFBKYl4KSQbGYWBINtOUAZUNpWSUQkoDm+0Vw9AiJu4xbpNcuqmlkLV4BbH2nu6loJkyybVl2OfNlCqdow8SKqVqwfBHVNZRIu2dbsI3kDCGkTs7MNqpXqc2Gu5MrpqhSk3EkwY8LTmsDWBlLSlZ9KhkMgKamxNXLYqyv5rYHa4oRVnmszm33z6auXO6sMwLp/OF8grG4RXwEpXEze0t17c3bPeTm45ekzey7ktB84XlcmI+ncnzTMkXYxuCm5P2+5iEcRDGAYaUjGEm69dcbFHipSQuWcgMDiFanxl9uc6efnp0E78rhqV9RKeChysgpP4PyqqWyztU5j2O9wURBf4HMfviP/Xiy5+r6g8AVPUHIvLZV10oXbX3q+urzs/BO50RjKI3R1o+SQOcJ/dnHcJK3TPivrHoy4R5WWZeffklx/sH3r5+bQV5lkIpsNlPPHv2nGeffMr+6pppNP/CPEc7i5spg+dvDCQRijgIDJYEttnsmTZX2MRfOkLRmAd928O8I3UTDtbAG8vlGxUOcyKXXE0Sw1IT3lpKsJvAHhhqVk9X7MdcAQHOzfln4BMmZltb0gSka1O9InRimFyupz1Fu6bni0VbhmFx+j8CBS3K4FGoCnJFKNstV9eZZy+ecz6deXx45P7tA8eHowOpcnw4cX//yMsfv2S733J9e8Xt3Q27/QHVwm7YWi3b4wPz6ZE8X9BspkuiMCRhHGE7JQ67gav9yNV+Yr8dmUZxgLH+LGoJdDkXHk+ZP/jxmS8fZmTaIoONT6my2hGTLgrzTg2TUCQa5lAfNo5Qcl/OoJlj5iKRyly/GR7y/iDyT6vq9x0o/kcR+Xs/74V9tfdvfevTfiWb/agIKqzwwSMsZsYIMPj3MSl6G7LR/h6g1lXKB6f1M6++/DHf//0/4HK+kHNmyQUlcffsjm9/5zvcPf8Emba+jYFNCKuXY5NnEE/RTs1vMabEOIzmY0iJ7XaPkOweGmDYNHKqppmH6TpwrU7innVVjeIrctU+S3GNJ0K1a6S7f0xuF1oNJ2CPBEIsqTeBzlTwEqCU8Ck286X2f0+hw1yR6kgNhtJHcGwE1R2UupYH8SlTSz6Is6aYGJbNnAZhnEb2hz13z+44n44cH08ohcvZ1hxd5pnzZebh/pEvf/ySzXbD/rDl9vbKgKBcoFjkLqFIMuC4vRp5frvh2e2W68OG3Wa0PBWByI+xkL3W8dCibMeZP/zDBzidOc8Lu+srYrGn07Yq731CWluy/5SttfHs5876DKmnBL2V1YLEb+Z4LxBR1e/7zx+JyN/Adr77QxH5jrOQ7wDe0yNgAAAgAElEQVQ/+rlvKA067E/ptHJoVzdlQmiq6kv1mphyYcZUSi00UAEPoZmNuuTsHv+ZOYMysGhhEGEcN2y2B2TcsiwWapXKNgBfNdtn2lbhT4mUplatXIRSLA1Nq8kFIj4ZKrBE/oEzlGArXT/UPnPtFPZulHG0iS0OEgsBDhWxSwh+K6VoPdJMGF39064VR46A01Y8mXpdgGNEK9Q9k6tWSDw12t/+jjU8IqFha3f4VBsawIoXGVJxF5c5q1OCYTgwbUZyntntJm5u9rx9/cDb+0eWOXPOM+fzbOt3Xj0wjYlPn+/YbwcEGEfh9jDy+SdbPv/kwGE3MdYC0t5yter0WhSSF/b2aFNB2W4Tv/mnbnjxbOQHPzmT5ciZLcrU+rRj3tr3icY4e3+GTHSwE+Pf1E2foSqk9XoOqo/qGzi+NoiIyBWQVPWt//4vAP8h8DeBfxP4K/7zv/257rdCTftFaROkTTbtJlnrwPX1QsujCAAJe77eCRHPESExjVuef/IZ47RnXjLZF6NN04794Yphe2C++FL7JGhJpCGjybzu5rMYMaPaHb8kUDND1DWKlNzApvPEh+YoDiyWstAxseI2dEy6rk/q5e3NTKhK1Ozq2BchrFr7pzKFYAZdkxrtbb+p+BXaCGQNf0rcOkyzUMehVbU9uhN5A33X3lVRJiLM3kftinZJ3VVpmPPWuiE0e7bNqDSq9QvTOHJzu2e7HSiqvH3z6M+26/OSiSS7MQn7/ci3X2z57MWG28OW7XbqxiYAcvCQcKGkYuF7tfBwKZY6MAxwfbVlHG3svv/jE+QFxivSsCHM1vXkj7GMfpSmM6Ubp14M4vuI8LgCbRDSnbz6/esf78NEPgf+hmuCEfgvVPW/E5G/A/w3IvLvAP8Q+Fd+/lu6RpPub6CnbPL0veukWneOuKO0DwOvrw8NbTH/cRr45Fuf8/zFpxTNXC4ZkYmitidLKRbWq443NY99kWAOtqx+KM5QUoI0EXRYRVA1EEj1vULT+ov4pIsJan1hGq7tu9JztdZLqU6y2GnPIyLaVVijh4K+A/XJXyG0bWJWluAyXSPhzkiM2T25pZ8b59WckgTqIK0+Iez1+/dybasN+lpUKaMkr24HUKA4GyjFgL4sXlg6IlBaN+oqRZE0MI4D2+3ofo6BYRCmIbHdDFwdBj55NvFrnx/45NmOsa5VCoAPH1OwrEQBzymx8YstsEoxJZMGmKaR/W7DnE/M58yoJ4YBZqZudJ72A9WM1Wr20HVudLuGZbRK0u34Yr229uk3cHxtEFHV3wX+ia/4/Avgz/3C98PdQUHX/ae49u0HrO0rYunlP0/+/9rB6p+RfE3EsKLeAwMiM2mYmJdCzgI6GH12LWgT1pyDYZerQs6WY6GDmggptliugPj2kAZw/dQMZpFipq+JrSch1RRtp/EhJAGGVcVL9Kk8xYhAwCfOTm9DtKg66ZxN1OX0TRj7+hYaTA+o22X23wVLqsymVM1a31JD0wZ44OHthdjCszJwFbQU5uVkwJGL75eT6/oc7ZSRRFJisv4dRmFSePHihme3O7QsjAlG35JzMyW+/cmGX//OgdurrYeyFUmprj3qwdx2JrR+imhJ8ZwRTZGUlkiqjMPANI1Mw8AgC5NkpBy5FGDYeoN7iuF9EsjwhFVE1/Z4It1vUu/Xg0cwnPXZX/f4oDJWrc/C9BAiTT0ApPqwv/K9Q/U1/0fY7Y1+SJtk2k0eiesNuAIUUhKmaSD5cnz1hV2plvIT6NK17S4ef5CBVhjGivYIIchRbqYxEctPwO5TcO0c+wnTmQBUiVHkSfp0/Cu8UzO09pnXAI0+Tglyc07W66GL9Ah1PUpIbe3ABkPVNGvltpq/u7atW3BY+7uZmr2pHuzPWEVmydmyd5cFjSJL9V5SXzUlS5eXZKZEFIsPH5pqQZcLojOahTx7UWgZmAbh259s+c1fveF6PzWfi1ruz5B8V4AKurToV5QvVEXqNqD2bikpqgkdzHm+mYRpsYYdHxbOemJ7PaG++K9nzG3wZCXO0vV9mEOdKFcfXDu366vUAOh9jw8GRGwyN2Fav1zvXO0JmaxPFO/mymJoYNKxldCkUSrAxr3V/O71wJhs4EspCEMNq4FlUlqJOq3ti4dWPSVdu+tkLiu73tpRiNXEsbyfMMmS2dd0k61vZFVC6olOeE5GtUA6H4K9ekBdvVHN23BGtgLrWGsj0gCijoKDlV+zqnXq72AUPFgUYcO039VzWRS0hAnileRLpnjaf9vQu41xGgZfIzNaZGywyFQ1dSQS+KJNdu/5nC36ohmrkJCYxoHvfLLjN797zfVhrAAS/qQkWMV6T1Jr07IYQDioFS1YknI3SEXR2O85zWy3A3NRTpeB8yWzsLDNF1R2PWZQ0/+E6oOSLjUhBCAAZf0zujrkv+cozmx5/+PDABGBaoNL5RuuQDsnagBC1WLtu+ioWlSuTkKpk7MyDpXVNAiFuZTIcwihNiduSomiLrRQtU04Dtu940t/TjK7PXZzWzlDtROCYCSRX1C0gmXCfKopTBp8stVnehSAmglSv+/NGKlCZNRbi7r8hQPU7qXdRQGCzVfhfa2exh+JTjW6o+uH0vwghhXF+zXX1bva+S2a/6L9jLanNJIG8T1zhvp7LbjkoCfePnt/Zx3V0Wqj7uuakVpYW9yE2fGb373h9rAxIA8flE9gA5HBNzdvzCcApEQ2b1EKQ5VBySbfKtlNuZFhHElJWbKSM8ylcDmdGfcDaZq8z9fer7XVvg4FP1UG7ULpFGoXv+k3N3vP48MAEcwxGS9efQYdetZpX5HV07/x36Xz4POug6pPnQfXxjV5qkG/FSA2gZiLZ5hjohfPjmQifEK8O5ae7+EOVqkaXJqC7yuxeVvrmom6cCWAcqhgNgwDKoOtrfH3iu0Xki8eC2nrF4nVZXHqaeyqVVCV5GHD5KfkeDihCxUo9V29mln9TiqoRq+rr/QNYMh5Nkd0Mb+FJcE1M6huTQrm9BwGB4zk7z26OJjfohElByrJ/tzaALQuird+ijyOGDv3jwLw4nbDn/7uDXfXOzdtxBhHOLvVkshs8oeZHe9u71DEGaaYH0O0IGWoY6GayBJmjv2XswHJnAt5zmy2F1Azx95li4FL6jIuTRGgrPcJLqxD4C1/tfqw/qSVR5ROnbf03x6N2ySkmyjVXKgY2zq2B+4g0OEo7GMUrSIVRLZfDGAjDGIaTotP6njUCEEz3VdiTVzX1ZC6T05bm2mTNsLMQXWVIQ3VBGsTw4W1QPHAS862cVSAkkUOwvkXzxFnXjHRS2VZGlELbVARTszo8RDcyPGwHw5EwSYU81GU7AAcERIHDP+9N3XwPkruqGyAm+okbYvhcEbUTZ6nrMf7R3onURWHmOgZUV+D40AtwNXVxK9/54Zn1zvG0Ypji5cRaBKpXjFu4+uiaHKiQtGMlEwqUESRpEgprv21JiiiwrLAkg14Bs81GQZ7q0kzWReKDPXJ9UXo36/ziEgoRZPXLt+17+2uX9b3fN/jgwGR/hA1AaqMsp+MlVAorYx1W/5sERc7g7ompOlMO7TWYFCspKAAo6dcL4CkEWQg1dIBZjDEhI/wsQlupwGCpFRh79iURGmBYAWgtVRj+E4GwtFqzlZvaBdVih5IaaqaPp5htLr/zMCibQ0ZwBErbm0ymkkTkY3iACZNc7eeM1MkF/Ji1dtzXsjL0oVSSzUFw4wax4nIMjZWNfgS/dQBsg+4L7VPXmWsTaVWBLuphZjKLQ+m+ax6hlk8u1axKFMhiWWh/trn13z2/MrDvCND8ghMG04HkcQ4TQzDU4BWVAcHTrXiT2osQ1k8uTBgT7kshWUp5ALTJJYuj/0cJCNl5iKTPz82oseUTG1UzzBpv/VmpsRTm8zEuXRRt/c9PhgQqXkd9ldjGnXSmu2KNNFpJkv7r4FFy8ZYmULYwEosb6clIgUN1W5tSAiPILVSew9qeDbAWohD0KU+3f5JlkigPr2rQ7bfnPypI9b+Sy48DUgsfDyksdNWVDnJS66+hbws7lNIze+AJWHlYBBaSHTFjaoAqgsw5KWwLDPzfGGZL+RS3BG62DuFWTWNFQBSakxsvay9KQTDquYHqiap90UzUUM6tPVx+L6I5fVaLbFgIChIsYljldwNSIYBPnux49e+fct2MzIMsfZpcrLbnqS+CHKaplWtl5iPqoWSRnIppKwspRg7yQ40Gs7uwjJnlgxLVqZR2G5gKTCNypiEwkIm18V6oSBbZwQcNTCtimoV2m5aZ92za1l53+ODAZEQktphdfBi4nQUbBWhsIVv9mebdPSXrDQuptmdasa6EaWxCSvYrCgZRbysYKuKFrVNE+KhFGkCWydItLONlHo7AmBWYbfq3OyP3vZtFLrOPfcbpfAnhLYSM4mqT2IY6t3wlpeizHlmWWYu5zPLMjOOk+/Ra+HMqB5eSmGZ3adR648kxiHBoIhMpGGofplYO4S01rah6DVjrBbuACLmg/fHE49OnQytD7rbdn1LBRiI+h/hiNdiiub6MPGrn91wtd8yjrZieBpHhmnjfq9gbOKmx2AgMo7W55jT29ifsRDJBgGp+HYSAR6o/124zAuomggKbLcJvWAlJAazVQdy7HLa+khD8YSie6KocNnuTZ46BtGD2jpuTW2/9vEBgUhMpIaYVRhEu7+eCCVxyRqBG7GNjgsgkXbrDsHbI23rTPWITIhxUfXEyp6mh+8mUrNbu0NzPC0qYxOtD4X2A+x/17bhE6n3C2mnkaIdjbm0sKRFJSKygfo7iIMPhSElSkoMQ3I73UoT5GxmYCRVRaGmaTMhMtGcs7h/Qa0MQAePtvQcNxXbKNRVaas3tnVCEXmKz9Z6tBu7evh9NBIAyxqj6lkWQo9CToIyDonPnx94cXdgmgamcWIcJ/t92ljxIkAdNFWVYRisMPTQtpUIR3x2U0YwxykyEwWeWqOUkpV5yaTk16JsRuF47ll0GOWdyaEhidGbng8bstDpo3f6SWCVsLNC3vc/PhgQCRZS/+oci099C4Y1DTQiM7NmO+KTqF3hGsG1mko1K55EWv0w52lMdq2hsdaSVJPSfAKHjnS2IgTYSwWv/u/mG1npkfZZ7YzIyA1eLu28GobuezEmpLhCEtPEEn2cEDEAYbQM2iENjMNooeSUqhMwHNaB7ckTlDTb5CglYwW+Wl9LfYXwdbRNnqJ/jJH1PqNQErFw0O8mPnadUmhjFSPbJmgonDrmYmaIzWpz4toGXIXr/cC3nu/ZTOaIHqeJzWbLdjMxbSYHEXGHsZmA4ziy3e5Io4d4PYRcciHlRPYkOOaVzu+4FO5oNlNK0Lov7pKVjRqw5FJQsYLeyFD7qMFxQ4zYO6aHg8bYbBzWoNKjzZ8wEImX6+mbCYJneEoo4I49rM4H21cEYr1IzwBadwUrac+Mj9edbwWGEKlFfQL0s2sMqRGQTuglOSuS7vZdzQx01WZb+BURFp9WK0bRT7PkzuC+pGOEauOD9cKsfjNswcBTVSAlRC2RLakBREJInpqPazv1cKy9moFjUUViA60kaGlMKdrfqDYdSzQzsUbWsfdXZ3cRQWqqw9od5QmE/sIYxyY3vtSojbao59CUamqpLiRR7q4n9ltjkMNg7MOKY2+YNhtbFIcaiOTFNuEaRyYHkahda07mjMyzAQimzAI0ox8j9b6A+7JMKoaknM6F86Ww3w4sC8wZEoU0FloKZC/JLcTdPpMm1m7GrerjShuj4if+PMtFfp7jAwKR6IhO2z5FUS9aE8IVeQ21vKG0jL1mufT+juh4bflStGsBIrW9ZgWKdNW1vX1OLaXWMumZkzlPV8Mj9Z81eHn7Kl5iJlFdOr9++76XqABbsxedlXSTDmce6uZLeO1bm6NEQCKAzvIj/AlFKlxJGnxTJ5+QXsxYO8CoBo1P6FTFXIyRdEltxvKCRbYAfRv7eNOWZ1PLEL6jdwP+/dn9WLumTq6IVDPTWLi92oCqVdEXW9272e7Y7ndM2y3jZJmjeV7I84W8XAxEdnv3/yQPZ2fyvFjZxOobKR2wF3pTonitkTBrxyRc5sLptJAPiRnlPCvbIdImVzyVPkVgFS2sqKLvCE2w0Oj7ylBrL73f8cGAiHrItG0x2HOOxita8dnWCVJV0BPhUljVtHSTpuJOfFOZAFWTan1qV3k+TlIDm5is4YhtWCH1vGBRSvhU2oPaVI/5Xdqzar+w7ovKXjpqH2zGFot0795AQ712iL1vAE7HvLo5nPyXLLZeJkzNBLa0PCULl7pAVtbUby8BzjrcTO2YVZP7zhHq57Sd4koF75D53hHdR8n0CUOp00IbA4vQsmhhv4HdJFZ4al4oqgzjwGazYXu4Yne4YdzuAFjOM/PpkeVyRMaRaWfV40Eo2bYPWeYLWmZfCBgh7uI/o51a2x3zdxiFNMDprFwWc7QuCpelMBWryduDRMD0CjjiCEUk0CrP0RRbPU+rYH1DRORng4iI/DXgXwZ+pKr/qH/2lRXdxaTpPwL+JeAR+LdU9f/8mc+IiSl9d6UqQHYOPidcSDs/gWqhzEffVsHt/tSShlomZoCI1FTxnhUYiGVjI+4TsfdVgtqEZqh3kgATbe3E/6wmTUIkB/Xxr7+KZ+DRlWA18a719t4/7veoQCFI3UNWGsD4UyI7tjGyhFUoi4kpFVRUU13taoYb1JIKoclcYlu/WD/UCSxSwbP2BdqUZSCJo7mxL482hA9JfUFb10u6+qWNf8DOSok0DVGB1lqe2U62pWguhXlZuFxmAMbNht31LVd332LYHFBV5tODlTJMQhoS02ZHSoMzjouZO4ut88m5VIAm1hTV/jZeoVoxn81kJuR5bopzKZaMVlQZJUpmSZMd7/MWPGjKdZ0zElFDlxvpv/P7PeE4X/f4eZjIfwb8x8Bf7z77aRXd/0Xgz/h/fxb4T/znzzw0Unk7hLTsUJ80FWXql5XeluXE6c0PWeaZ5BmHSiKNo0+4DcM4MoxbIuxat4YQqQNisi9EucOg+E3wV/yHMEWqI7EzVSRS8gmve7jFOi1S9xnpGYoBmCnmZuvGe8d8DM3d/wkhTHGv9g7WVgORMJdKfa/Wr2JFQi2/o+Q6GY2R+URIxc0+y90Rb5RpWTeN3ESRul2GeiW1fq1O04qhJaphEk1y+t/sUzc7n4JG912jcfFVH01TtpMbWmrZtOfTmePxkedDYnt4xvb226TdMyiZYfoStFDymTKfKcsZTQN5mVkuZ5bLyRyqtSlujkpgYgNp1SioZM7T7cb6PC+WuYq2NHjzmyTmEhLU3qlXPSFd637gyd/S/R75NPJTzv/Fj58JIqr6v4jIbzz5+KdVdP8LwF9Xg+L/VUSeiZdK/COfQfeqPjkaKaaj7rGStQmfUljOb1guDygDwmjUUhNaFpbL0WxWBvY3n7M93BA8IrRmLfbjgGIWgamLxkaoYBPRoagXgkQtlA7kVlEVf6cOZOyzbhKI74dSnZpSJ9fTdT+tt7TeIxLX6lx6ylVFgACn7O+gFYvsWm1ASvhMumd6XyVNZn5J+8wA/+mk7pkVWLQh+lHf6fcaaeoApVVAksYqtJs8HeuSTlTsDNPjsW8xpTBIZjsaK8ULTs3LzOPDA6fjiWHaM+w+QTYvQJWRgely5OHljzg9vKEsF9K4QdWqoJXsIW4f/8YGK0mr3wdrjvDudkqcTgsKDF6zpBRYFjOLkrREP1YzonkF/a7USn7a2EdbU9bGI9aA2V+pu8vXP76uT+SnVXT/LvD73Xnf88/eARHpqr1fX183iiWpqyda3aT0tnNziwhlPjIfX6GqpHFCBJYl06/8VZ2Zz2eG8Z5xu6fjun5ebBcgJHzhkzsjLZIxdsSQFi2o2jRSk3uAgDYRmwHU8wYJOg/QbWxEEzmbLDJ0Ey9ur12/YKAnkYXbZZZ4P4kOoJYs1h92dotmRSGo6P+4R/NJNHNS8NRy1ZqvoC60TZClG0d/Q8F9H66l47T+GtaAUGHjyWfUDab8PdHuulJB2EAqM0jGsta1sjotyjzP3L/+gvP5yNVwDbKxW4w3LMvM6fE18/lESgNjbzq6/ARwRB2Yvn87gajvmrOStrZPURLbqyjkKRfbmTDWCjVHOa0SQ5WW1o/tMdaud/VIJ1dNY/O+xzeTPN+Or2rRV0Kdqv5VVf0tVf2t/WEPklbpRYEWNu2STycfKO/YojOX4yuWy9E6LSIGrtVKnokqV1oK8/lIXubqVW8rTM25FuXzatXurrCPSHPRghJ74lZzpNrC3StLP8jxjVaNH6BZN8Gm6l8f35jakSRFk6IVXnU+/N4x3TGXxmZCwDrBD7dB+CWeDJ8GoIe/qZ4Xgh0+rLT6PhLtVgwtfD3SYFX6iejsR7o+9YBY+12d4VTRcvOpdl23tiWeD6hmxmTFt820kKqwVAvL+cjleDSnuRbK/Jbl+Irz/WvIxVSFRgmBpyPr465KJKjFfWOHvGCxts2pOfMvszGTITlbUshFWRbbSS9kKVimxBh2zlN5MjYrRlT/iwhc3+r3ZyHe+1/r+EOxSu7IuqL794Bf6877VeD7P+tmleVHJ/UGIGHLt7/DuTSf3nJ+fEkuMVk9jOm5Assye+IOFArz+cRyOdfqWHWhmmujoq0UQCwi63lj84vGYGhNZa6Mk4QlqkUJwzA5hHBJtvdrIWyRqGywFs0mBk80jtMsE8rWnvjcHHvVLWe958In/T2aJNYWhl9DkE4gU70+zrWjBoFrG4WuJmxnEvUmJM6WUmpasa6NcgBt7MeeFTVZmq+hv19q51b20SaY1WG13fOilIO802pB80JUwC96Io0brj//x/j0z/wz3H323baAXOLdM0ImVEwoIojFjM0XUnytkYZvCJgXJdUh8MRGhWVR5kvsCU33T7CJNUDW/qznNAZUJSCcr10C2zdxfF0QiYrusK7o/jeBf0Ps+KeA1z/LHwI4gEtF605HBXRXNAf7KC8Xzg8vyfOZUly7etVtW/vhHRU1Mwos88XCdbOtFSlu01pBX20FcZz2Gytpg7KaxlUbPk3osXb4B70EOFg2mtmortPWOglCi7tWjgklkThmk6KSGVk9IaZxN9GjbU9g6Ik/qLGY7l69hguPf6yerugPkQ8h0eXRku49oh0VPGv3dO2uwOPsRKLNT9pF366ngBHtEgdz82+pmimj2opOoc3EsHwUBwRJDJsbhv1nbJ/9Oodv/Sbbm7u2oLCu32orn5v86GqxZlQeKA4urZYILEu0W7txNBA5n2f6GrcNvZpvpCqh+EzW5zUl0cbKvk58U4bIzxPi/S8xJ+qnIvI94D/AtoP4qorufwsL7/4OFuL9t3/ehgQhD81SfQkSNmHAC6DKcrlnuTyACjIMDOMB1cUK+7pfJQ2pK35jeQGX8wnxVZia1DI2h4SU4hmoCRhWW0LWKKELWhTksXU0xjys2alFH6VFLaqmrOiT6+Rt+rl3Lgaj8GJB7mtQUfPI1Spw3jhWXpAYN2+7MQVz/iuKp8D3k63S4Q5MlPVkqZM/oi0dayCUAKCeNxPAKxEJCSgIQA6QMiBoasOX/lfZt20/K3ho7JO7Zl1NOFoUrAKDUNkFqpRsq7gRy95U9e0uvayB7VucUT2BXgx0Tj9mfvyybWqusTtPOERtGYCtbHYQWSkmBy1ppSDnudQ6seGADrk7z5n0MHOzh2HolZAr1jrWX+Ucjb4OJ0CqZvBKsfT5JO9x/DzRmb/4U756p6K7R2X+3V+4FZ0wNps9JpiuC4OjlOXM5fELq72piTFZubk828bZhv4FqdoBF6RCvpwp0xbxPAFJipbBanNqwqpBJZItt6CU4k4vQVIyOxpzpTYgCG0WatPbIE1DaGTVAm11by8M1RjpO7QKavg9tGag+mdB66um0XVf6lMpiedWFW8p2n1eTExpNYCse/N2plG9k0gLK0vPBrTeKwQ/mhi1V/H0+wqWhK+m1Ca2EHLn7K0M6MnkiQSM2iYlliEooKXw5s2R+f7Cbjuw32/Y7TeIbtlMg4Vsz0cDmeVEfvhddHmgLIXL6z/g4Sf/EJU9w1RsHEq2dUS51NT4vhZs9vVFpSwr/1q2lZ3Mixctqr4eB1dVjqfMMR85vCiN1wYTr6BoDAaR1iVVdCKFoe+fmGjyTte9z/FBZKxWdKwvXNA2/UyeNDRKYT69YT49kJcMaUNKA1oW0jAwn4tHtoTFi+Woho2eTFvkhYStizF7tqG1ACWp/afK4KBgbCQM4uYH0Drx/N8+8aNOYhcOcUDQYXWPHiCjPyyLNlhGe39rZ5gdxhraVXZEUSGL2DQTcCVRNUweTzAgqcAoikqxTE+NuqTRXKl9Ib4/rnjyWjOJOqYSbKWj04YZqTLLeGbTGP65g5K2xloI2plSi9i05KvmRB6prM0dnmjhfFbOx5k3ry9MI2y3I7c3W04PD4z7f8Dh87/Pfrvl+MP/jZwv3L95xXJ8wzJfODz7DJkWBCXPF5blbDkjy+JFiUoFkvgvx+/ZmGS28itcFmOIXuqkW2VNZTfBomufrFaK9yykV0y9culDvFVCHIu/ARrCBwIidnRL5hUibBgdFaw6zycup9eVHg++BXvOGTz1eHAAgMQwjixLqX1oJfyK71xno1dKsXxCsclaHV9hm1SjudMGeHTGhTZi+WtHV6oTxsax1KkeyT7JE+ZqXRNpZl3VwtrMFQ3fQ+dpb6IQ9nMITNj8Wie0uCbXekWUCZTVtQHhqYbchTUl7FlYaMLO4dqxIWMXniGrWieN9OdDE3wMZDWWDEhpbMTBtvnMwoEc2tVZIEKE7hX18G7hV777gk9utpSsLLM535f5QikLL1898vr/+L/4wfd+zG989xMmfWT32W/y23/3d9ht4dndHeN5QYYLQmKZF5Z5sSJNy8KSs2euZpY829+5eMg2AMZ8IVqUTAEpjcXhC/NE2EwD28/tf0wAACAASURBVP3EmKQu9Sgdi1g7xxuEsupPl8+6ILSTlJDpbwBIPggQacQ3mEFobK1JqopAWZhPryjzyahf2nT0uVDyxbIthwHKxc8ZkZRBZkBr7c/By89B9G+rEWFCZ9pAi6JDOBMTUUKwOj0BaCnfUv0VkdHZv6T4exqNrfFKfKJIfz+ahg6gqhmsrZ2R1FbTj6rZZBPMnqcGjvWqbk1H1dyhxeieHcYUq4XJNXwZzwO0j47UTN8OJLRpR/t/zzMboFh7AnjDiOs1qFQHex28eF+JezfcN59FQbOxh2kc2O93XnRpIA2DhVeTsCyZ3/37v89v/92/x+knB6Zxw+YHM7/993/Ad75zxeFwxXxZSMPZIyjZKr1dFubF/rPPlgomuTITYxxFtabHxzaCitSoz+DhXlFhO440n2BUZKOb/Eqk84cCERH327RM1kaOO+CpDPb97ZoPAkQg5piYk7J2rouamsbMlwcux9dmoiB12wB0MScqptGTDGhMerWNg5JYRTLLB1mIjMnqPPRU+RYZCEfXULW3VOHt1y00SmlmB/VaMHu3T6xqdTS6IjFAY2K9wtCqsWPC9z0Wi7oaiyidTPiEq/0XtrO3QWJhXdNkNYQak9ejYsJQz5UAwTAtJPBG634sTaC9L7o2B4MQN116wbYFhB2TqcwifqqNUZ1AYo7WvrZA1cwBTEAp5r8opZoWBvDGwlKsUBbh1ZsLD29P/L4uvH5Q9lcPfPn6yOF64nSe2V7OiIwU9QV8y8I8O3jMuTKS7BE/DdPGAaRkM29U7VVz9n70VqekpGQmT/ZwcKn9IERlM5xpUf9yBaWx3IDGMK0TCDoqPQh/A0zkm042+/pHTJQ6oaHSUpSSL1yOryyk6x0oAjJMQKEsM7GTmnnDIQ2TRV5EIA1uGqunKveU3IoyB/UWGWjJUwZMa/oYFBF6MKiTFirLMM0RE8arwQu0hKwGD22vkTCU6p3X1L+joXVdRY2eSPu0mgdNyBpbiPYHMHg760S3NkpnQoRASmh9obVj3T2doPcswvpFNdvIOsgQLLALI/fNjOdXgZcGEDa/GsOBZr4RpmApqHqx5KhGX0rN3TAwsMjNZrthycrbY2Z3fcU//lv/CJ9/5xM224llXjidZ47nC5fLhct8YZ5nZx4LSy4NQNR9IUoN/+aifk6L1CyLv5usN3PPpfB4yX5up7S0SUYs9AszOKaz9Wsyua7jHiFpY41tM433Pz4YJhKTTR1I2jQB1cxyfsN8fmvRERXSMFmGallAYn+TjCC+mneANCBqRWWCcSiZpWS2YOfIQF1jkCLbMtrUQEF94oc3vJFmeurQ+UQ6Mh/zdVViBmffNvgNYMIZGpOidywGGET0BNfcXVtqpfZUJ1FdV1FalKWGZIMtdDk4NTQdIxPRFMQ/TtWnE2uIwJ2wFZvEN+1Knmof+soABBkJ0Gu5KA10pDqFpTUlqJ7K6n7m+JZuGJrhZg7KhVIyyfNDclEK2TffDn+N9f/hMKEpocPA8xfXfOuTZ7z8/DUpXbhkZbosIBc3G9TNloV5znUlby7FfSENPEI+52VhycowGAjMudR6rmFCDkmYc+b0mHlWCpOPQwMSOgLh7KJz4ltxrthZoIF5KIHwk+g7bPjrHR8MiPRaSKvj0Dp1uTxyfnjFMi9oVvfOWwxWy4zKQJLRJ+Hgq3dNs0fhvpQsb0S8LGIpWhfNtXRh38KgE+waHqyGdlesqAJAsA9pyreOdaupWuth1qS6nkpWuKo+gzZ3nm53qPUeUpGgIgK1uHDPZcL0iO+jQFFcHWZcvKy/Z430NEivTKW+QnUOBw3R9fnag1cYqR3gPIXIVf9YH4fWbcBczLSJuefnr5IU/V1LmdGcKYJtdZGtVokOSlRLFjJpSNzd7Tlc7Xj2fMevfPcF05j4U7/6LV6/+bKWLlxm99upKa9lcdBwH0jO2kwZT3G37UAzirLb2iryZbGeGAZhXuDxvLDkhbePmcfzhTKMTlKCfTi/q5GXSGwMhdNWpps4hiJzp32TkHq/b+L4QEBEaKUNbRZaCrRCuXA5P3K6ZEoeQQtSPGkK7O9kGzJTlDRWkktsuFTTuMVBBC9pJ7b/ifj+qinF7mYxGRt4hPEQ7KC1FegmVSyqowJil0PRWuZJY1I/Dy2qWmK3nO49zF8jPglrQlhkenYmQwUe9YiWSvdN69u2jaKjXszElZniVFgsRE5M/AoK0U/tXVaAI96HxaNjURsQ94lE+Dv8TyuJaH1g/4s9hOyTGvL37lwtflR/djEAK9m3z8ASyuayMDBYnwwDFIsGDcR7CNdXe3bbkfPpSJiipQh5UYxNBUAFgJRmznTsY1kKtYxiUbabge98tuHtw4X7R+X6Cu4fZ3786sjpMnOcZ5Zs/pPr6+ue5BJhPgPgULoxFkMbkvpLqXJYEaQiyQp93+v4QEAkGEGnkUIO08i0f8HVeG3bHFzOzPOFSz4jy4JQoECez5wfHhnGxH6/YZom3y9GzamGMZiUQhst1MVvMrrwhAZuzrvmI7Hvm8+D1YRRB4/muLSTatpyNUme1J5YQUtMJK2A0U5OKzCqERUV1zimqbsOJSh/7K1j7eyovk9gMznWwGA4ou0+0trZwCXVyRSf9kK89iMZQFYQrKwFavxemukWjOSpO7kCV4dZGueuH4fViM3mL7MNjclqldl9dL1dwSgj4mLm0XzJHI9n8504pudsYVnTA7HDn9ZQbvEVuLkL7xrY2OeIstkMHMrEkITdJnO+zBxPF46XmXMulW+FQzZkhRXQNuVgiisAI/oy9kOyfrBfQg5Nrp727Nc9PggQka8QleobkcRmN7LZ22eG7r7jWp5tIOeZVz/5IT/8wx+yeDn+u+fPeP78lkTxpEgDCmMq2VObcdCwTZptw6XYNLo5Vo1RtBT0qtE7bV2pukBNgqoDHQO8eunVG8f5kVMS2a4+1engq7koHDqkOTJqWypzspu7MorvXEi1OXsjnb2GuVVbFlS86Srq1Lnm4ocG7vTj6exIw5nYfF5tnJtmbWaM1vdr6tN/7+37Qush7XeLC3Mju68MN33MJyJiBapVMxZTGhBNDiKFOdvkTsPJCzz77oi5oDqDSHXOrkyZYiHcnN18UcgFshYDMBe7YUhMG9ucahql+oMi0cHA0fo5Ug6aw9T7p8pQaNwmTasx74Bd9YngfQPHBwEidvSOn14DSbcQVJA0ME4jw+hrEvJCHmem7R5koKhyOp65fjayufrUBcq2TBxEUV3IyxmyQkqW7j5Y6btxGJEwaRxMLOwI5oWLSdYKP0e7+h9rhd1lUgINTEoFinZNmDBPciEQmu27rrtpX/cqOCZfp4V67CNhi8yk9k2N5FRM0O4ZwabW7MHYh1U4Wy0SsylCLcmozYdSc1NEKvsIx2xzqvr7iUDd84XaBqnFl5zDhf2vDaTVUSR8FloWUNuHR/GIjJt1tZi0FtCRZcnMuTAvhdPljCSx7TQqYCyU4jVWPbqzlKUu4Ayzpi0W7Ys3QxRXFrENwoZBGFI/mlKj3EBbcxMsowOHCiDVqRr9H6H8VMdV/JnhyH/q5H+f44MBkbYeJLQdhHkRc8UqZUPNRIytIUTY7A4M04ieLozDxPXtM/ZXt76gKUPxehAskA+mST0/IHmykZUFHGwXsiSWqFYjOD5YlbOH0Eqbu3RavBd4p4+Eo7IuGNOqOYOzNCTqIjK+AvUplfVeqYxq1RQg8m1CDdcJXYXOxbCum3GNR4SIY+I7DHZUKPaaobY73tnNUn9mUcs2Lb6RtgFAC+Na1THaBuTalEikTLWe6cBSQ1NHRC9OUjf3bde7spydder/x927hOqSZfl9v/2I+L5z7rmvzJtZWdVdUutRbdE9kSfSQBODB8aaNB7YaGJblrA8kDAGDyxpJBACDfRAI4GEDTbYyAIbLITAWAYPDJJNWzS23E0/qivrkY+beZ/nnO8REXvv5cFaa0ecW1nVWZnlIlHAveec7xmxY++11/qv//qvfprSGu3Orq5eZpXKUtRTWUphmmftw5P1HDTsW+ddMyZqbQVpWAHfpnbGvJK1GG9rVI3zHFaJg9VzlK6472B113Bx0NnH6Y7x3/glm4mwjtuarPhpGRD4qhiRgGVG1L1eZ4SRzjxD0t9gllTWv8fdnovLC2ReaEQu790nZsuciBXOS9PUYQyAfZ+Dep6h6aXe/u8NlxH6693TgD5/33DP7Rnl03OH6ble+up1BHz59me3C9d3d13sq7H1bEzf0X2BdRdk9QLWz17Fcvy6pW0mmLsu9madsKm/R9xwyea+mKezVs6yqXrVFzqpS2N2+4zoXpFdixncNXz08dGskhtebOzEHti2zhBkxUMMYHcGskpH+A2z7zAOkXoaGo4sSyWlBVCvNA26qTTzLtRAKCdJSWQYN8TTu25kWn9cz2UVyY49RNxsDIE7Htw6U9zDcKIhbOUn1W6HbkjBRcdXkP+OW/pTOn5PslkI4b8KIXwSQviXm8f+SgjhgxDCr9m/P7l57i+FEH4nhPCbIYR/6/Odhi/ibAxR+xczWFPj7oX40gzBeB3qTYSovWFz1raQaTAWov/rnoSTyvwhxz42r/PdyXbTNU2DeSbevNtDMH8f/YaCqLEK24Urd9zO1cj4wl0n02pY1s9bqXfrOGwXui8gnErkHkMPgdaSeqDTUbbTaU1lh35NmmK1a+u4hRr8rm5uBjBEuy+wCjvZrt2HVrYe5wYN66lh5Tnod5iG6ersrAtoczUrHLuGgq0qR4i2qrCrlshmkYsYr0NYzHCoMXBDonT26r1kulfsr9EMTO3VvMYVqSupbR0H9578Nzab0OolrvTAzXzYGpS+IWyNj/0etjNlReW6cRUd/zd25S91fFG1d4C/LSJ/Y/tACOGXgD8F/DLwDeCfhhB+UeQNYc/POnqmxL227lSrpddZuZncyTRRAxIUPJunmTIvtJCoRbMvuv5sgnULvA6tnbi51vZ7DHdu7ppmu7Pc6NXGwoZK7J6Hv367Su27JaI8B8uqbPVB7HXqRXhWRTb3XLaX0CdXN3h3Dt+tNlfcPQdbdmY43WPwuppIXnc2zNhuqPWCRfee+erDE7rH0vU7RDbarrICrz9U0Gduvs2DFYvx07Bs0HZxiDFqus6ImWfRWippi42jQPD2n9qjR2jEpu+LQTMnxXrqauq2EhY1io1ATIWhg896zk0wg6FzsJlR8s9Qb8TxE6W9txa6cV0NvWM/dm/WAV3vpnghYsBlALrn2v/7EZ7HJle88o5+OoT1L6r2/qOOXwH+gYhMwHdCCL8D/DHgn/3eb92EELawnCzWupW1LMUWSDLwc1ka82nSZkQI03nWz/TQRVQSYBMD2cJX1zBEp6MHd0Q2p7beDME/oqkxELf8sWOTWixn49cNSVjxBZ8g3dhEPGTgjcyG7qx6DhI25755HuNARK/56a/ahj/moYRAEEvpGqhpo98Nl4ggjlF0w7Duwl02Mlp6txknZQOudo8pGCGwtc1EtgpdNhqsdh32lo3nYFqotA4MulaIe1lKOWnrdQoatpS5s3R16PX81Ctq5hmJ6fXqq0p170SUCk8lpopIYEmVQCRuOHkazlSt0q1Va6w3UgBV1mvRlO1q2PX9nj6+s0349tJtg0f4bkOCezR9nq732v2a1WtdjzXf9dNK8H45U/QXQgj/t4U7j+2xH6X2/jmOrXumu57Yv63L1qs9PSXmKdoh9/aGMUbyYE2ZY0Ri0uIwZ/6tPvDGcNgCDOvNdHEkXUeWbt0Ykn67vGBws8sHvBjNQgCbNc4Y3dY96LW3PpH6870mxGL5brCwybj9fDqXwZWz9LvUCK2Kqz7FoIsABWfl3gX+3Bi4FkvoWY/N9TbMGLinEvyU3T+xhbYS/vodt5AU8wrWRuL+PZtltdm5/QocP1HvXDoGo59VaGXxd/efunDrJuxYqeoemjQDWUurlFpZinI+Sin2+0aASLzE33720n/3SFb6u2da7oZWZlxsnMcU2aXEmBK5Ex/txM3YrnfHh+MNc9DHCFw6QkPCZvc06fwMPx0z8kWNyN8F/hDwR9F2EH/THv+ss3rTGOoLQ/hzIYRfDSH86ul4JPTFbXFdcE3tdeIF37U/47SlVKvO1K8MsNbC4CVtZq3vpETdXbeK4Oghle2uwXdoFS9S9/kNtfQfutotWObMV+d8yMYI6SLvqL0IHVeEO5MFCw+2k8ZpHHp+tvDsulaPSd8rUu36E4gZMh+v/jnoa2RV1+/21sNNlB/Rp6is/XhXjMm8p6aL2sldq0djm4F1lQsWunTC22bnFlkB9CArYK3X5zq6nvXxa1EJRGkuukxX8V/5GtLrWqqRD1vVQjonl7XW9PXVi/SqaYYoT6l6EZ9YcV3bfu5qYPx7PaPVuvFYVeADgYucebTf82A3cn8cuMyZuMFS+iLo93X1R31erHjIGnJx9xMMettkQb/k8YWyMyLy1H8PIfx94B/bn59b7V1E/h7w9wDefe/nZCVpgSPwLizkhsW+r09mX2ECnduxIqarB+N4gRccrWkz+4iw3qCOdJv/uI3WdT9X11Yvog/CG7vBxrLYggibv3H3vA+i9OsIdz5P+gISgdC0TFxPKKDaJj6vVksQwupvrwveXWDPEIDXH232+z7Wvnhba8Sc+ngIxrwUS8HKOnZuoNUrMje/mthwv79hM/5uBEwsSoSQkn1G7d6G+m8usEP/3l7dKn51fllqRFqz8ZD1ch2r8HutMpd6b4NglHN6GBWaMVxDoJZKCIWWrJG7bBTMzAPs2Zq2elJN/LvdY3Ij6eej11OaMDffZkIPj/Qebw36Oj/o92xDaAybWduzWZuQNOgJ/bTqZ76QEQl3u9r9O4Bnbv4R8N+FEP4WCqx+C/g/P89nNvMVes3JFqgEOvBog3EHKyUyXlyyv9jTpomQduwuLm3w9TN1TVlqlK16h5kKt8rB1bQ2aVwfbN8V+k2IfRchBGjSATHHPwwa5s0YtHte3YCYJxHA8QnfvTtegi7OuNl1wcL+vuGsBkyXX8V7FOuA6ML0hRL9K/qEszT7ZmG7B9FFmsRo1L6LbkoF/CpVQU7Bxu3h9y1ahW+P/XvsIv3+q7dED5/0mrZHNcNh37rxzJQtKnhY1E1ga9QWfCohoeIgbyB0rQ8RUa0PbA7VSkqVUKOVPWno6zhHD0vEBYjkDjfEvaot4HoXF2lMtVHsvYSAjKOFsG7eNzPoDkPZ5/Ebv8n2+Q0sIHdf/WWPL6r2/m+EEP6oncn7wH8CICL/bwjhHwK/DhTgz3+uzAyArB7HhuBNnwF6NugEc5l+f0wIMTEMIzknSImYbDfr8WdFpEBVIE3iOrhda6HjIas8gLuHq1/iJdYr3qCnqAs9sgLEHqfTi+dsd0N6YkK9mrbeWP/ArpMqfbFqNiEoxhMCja0uSv9AvHZZPF6X9bw6dtLHvbsydL5JtOs197sX/JnrLrY9OokqmvKbCzjpYq0byrmNWwfNQVPzuqOL0cMDUatru6tv5yRunJ1YF/qpaxjn7FkPCVf8wcFzH0HHRLZ8ltg3Ec3OrICu1mWFqq8tmtclNlFAH8dXNvok1TGp1g1M1zCR1p/rXgoaNo85ISEwSqCK+sxj8pKEOzeMtQgz9DUDCry/CaGsXt/dLUxf9DMKZ+Sz1d7/yx/z+r8G/LWf/FTu1oGIuZm+02w3X9+hFZU3r8CKm6x6326ilWw35QvU0pCqdHNXs2hBaC3RJCtqT9M4nXVXC105a2U49hNxG9dvSNz8fndv8JDD534MlmnoWMb6Hv/fOR5iGZzupfoOe2fWrL/qQg59Iep3rryOLfHNlqR6ORZieKp3zZhFC082DZma4UQeGhiHppXFdlvDJHr8vRrhDmjbToy44XWfwb9ng4mEdez7Ln5HZkB/d4CzmeK/zxdt4G1qYrTeYKvhWbzQGab+D4RKVe0aQQHVEAhemSxYWGLVut0ArsxVDwubeHdG3QCaTYSH90f+0DcfshQxuQENcUIe2WXzDjceiV8L3fg5KXHLon4j/NlGP2zn25c/vhqMVTxS2ZC22HokYN42YbPgJHhsL6q4vSi4WsrM4eaGmCNlmSnLTIqauXH3OHjIEbK66LXRQiOYeG4UVsBQ1omvk9plCxqQNhGETXKbKPr7GhL0C9m47L6z9Li/33z3Yu4apCauiWLGU4S1uEjMa6oEUp/g0qBFL1LbkJ/EF17uGZ0WIDqJrF+j7/yyYhw95EDlFLa0ezPgrvAVEBIOWDtJUEMf3Z0tbxRj92Kc2dnsPO/IHdjlvxHD9OtxUHNrWCBQivDy5UxyPdvoXQDoTalubhdqxyoMdxFNCdfctFeReaHdfruGatviImvo50Btb9DWvTg97d2YefI4rSnhpuzXQmZKidZxje08Cj/0e18zW4PxBnjaDeoP1X998eMrY0TWrIuhFWGbpvAJvb5apFHKzHw6U+YTNy+fcrg5IHPlNJ34zm/9NleP7jOdjpR55vLyHo/ffpucM1Iru11mf7kjxqATvlWkRqK7n5YuDqa2HWLCmX56GgHEKmF9EgddaI1VqsjDh2hgmE5+6SHtmu71/WFdsOvCcR6JGjgtNusfwFrq7X+D0AwTaf18GnQyFIjVy/j3Ke3dQVoPI1ytDMwwlKILVDzrsjX0CkJO05lpmljmmZQyKQlIVW8jbiayCK6+vx7tjichrZohX8euu3+b0M/HcSt96MWKTlxcSuPZixPLXLR9g9/H4GotWnH74H5innSFDzlSagXRsC3nQTcj8c1Av6c2eiXvFpRGPNOzAWy9lKc5D0q6gY2goXZgc58tnPSxDrB2WdzY0jtasz5Hdczc6DmYqtPkLoP5ix5fESNy1yL6IvXU39aCNBR5n063fPrh+zz/+ENamZVYVAoJoZbC+fVLpumoKt7TxHR74HBzzW63oy0Laci8/c7bPH7yFruQEAKpgaSEJDHDEQgtKRGtCSHkjmMEO213YXUKblmngiPxFrzbopZNqNQvq4cU0vx96uWsN9lSvAaDdHAZXyyb3UjMiDj1BLHd1h4wEadkOAYBqmZ2SVGIoVIRrRdJqSuzqXexbHbTZmJFQq3F6OIz5+nM8XSgLAtDHhkGHd8cIikHDXkaBkze7a2iC9kV0i1j46Eu6/Xoaw0fYAtcNtPQtaGR0LMzCAwpwBA5t8o0G8Dsn42SlQ9n4fsfFfa7xDgk5rnx6OHA229BGwMp+bIxrMWA6s5UFczbo280ay9eWXk8YlT6fq6yOlZ+3+5UR9Pv8Tpptmq8a9bSwzNYx28TzWyu+MsfXxEj4jfZsZBNBiVEmoUEpSycjjecjzc8++j7fPyD7zKfT+QUiQi7ccdcF5aqorytLMRxVDdcCufjkfPxSEB3hcPhyKuX19y7f0UeRna7HeN+z8XlPS7v39ddJ66bQAiVEBtbZFy9aJ3Q0S1LD1V8QgSncazPvXn/vEgsrmGC7xudJiY2XRzjEPde3sj9iC+IRjJF/JyTqotHoSbNjKTo6dRGyxoqxqSuPSKkGMnDSB6MAk/rrn+rTrlWMDI0xRVKWailUpZFewHJjDAqZ0IihEqtOpY5p76oomXDWisGyhqm4IMYHFB0Ly3ivYF0LGRN4XYOTOiLEtiEC7DUxnFe+neLAZoiwuuTntOYMylGbeGQYLeLDAuMQ7NF6vdxk9ZtrWfNu6MkbtAd4wkaoog/Fu4YlzXFLLToy99xOH39Cqre5UwF3IPdGpY3oxrlTW1iwi91fCWMiA6T+x9b196fDSCRaTrz8tOPmE8Hbl6/5Hg8WJGU7qwtBAX1aqGKMJdCnAsgpCDEIN0VbUA9qdv97NkLYkxWwJd59NZb/MK3/jCXV/fwQsAQE0Qh0ToJbWswghkQnxh+6uILwK9KRN1zYJUE0IkT+tXr9YpNnrUOBYjupaiq/Z1xMsMTYyIlbS/q9O4Uo31/IwRl98Zoim1iGQ3LpAQE7RdsRY0p2+JeyEkJeZVKGgckJsVpQrbFW5inE2UpfaF3UFGCsUIVqKzVjdJ6XdXYoLUUqvWKCVGzNp3bYIuJVsEJXRYStY75tO6k+ajWpjqmQQpDhqt9IkTt83KehfPUaJZdiuZZlCakEPjo+ZkXtwspHRnS2nK0m3FbkFcXkbceDQxDsntnXpsERPUHNgYkqOFjxXmaGUMzB3jWKZibtO49m/KIsP6+hsTuxQRrM+HrbJ1lP63jK2FEfBX1tOsaK+hznSRGr8qMFghq2GELsIlS3wEpBUSI0no6rjvMQTWGHLRuJmW3FBiWhen2lul4VOp8TOp9xIxu3Asx7HBNy7WQKthNdheX7vK7ZxUIq4iOsaYC22xJ6N6FE+C2HAm/Xv/ebpo2fmqMgXHMpJS6m435dap63iAkeqWs8R1i0jL3WlX53AliPnG1SdNkxqZRykIedgzDQMojIWbO5xPLdGRZzusmFxxkxrRd3HMRyIpEOK1eWqMVMyK1rMV9ASAZ/gTaH1g9NAeKnTKvlbtuRO5iafNSTct02pTg2xywsMONVBVhaaUb9xfH0PeNHCND3DaN0mNIgd//3iUPrzRLFQ2D2AKqYi6k9HvN+nP7+3YPxfAwJ9z9EFga7vzl79Nb7+Gz0xXanTm78rG++PEVMSKsN9tTVpgbb1mOGJq2nARVpIqu77kSfkqtakREOilLHbdm5KaV86E7oOX6PR1o/BFpjWU6s5x3hJSJqRETiERCbORk9DVzRYGOj+hOY9WW3SORrrz9w0xU3S71rYpteIpwm77dhnu6vn0s1s+JQWX3AtiOrtTvIFBTpFZVE48x4zoU0XZep3QvSyHnzFIqOUdt+SiF0+nENM8gjXlWIxHzHiESUyalzDBkUoTdYJkhjQEtG5Pt2tTLiCnTaiUGS1/bdSutfFbauqdsRToy0ERIXqDnGY5NqX+tdQN2r15tMIO+lMK8xSSyBAAAIABJREFUFHSH9onHnRAghEARYSrGXwlqQKK/LoptKLrR+X1qBtrUqga4hhXw7liVZ3xslXdpJ7MeWz9Bl/ob4YrVijnvxidz94ts0/Art73WPMEVN7oL5n+546tjRMRRZt2hHQ3zqkd3xddAUw1BT+eZdY01msGAkPQGxBgYTIOuCZ14tRoWI2QFc0BbZZnOzOdMSLrTptxIDUIYSQPIJqxwLkX08/eJqd+OYC0Kgt20Tm12sHQFRt1T18u2VHQ3WOqhrGFM6GMXLR2t2JEudjcaIKQSWcpEKYWYBnIupJiIMVJFdUKn2dLkopmGlMbudRxPB+ZZF/eyTMSYmeZJleGSgq7n85lSJvb7HcMoLAVKVS9HjUZTXVzjWFQEiZHBrq3UhVqXXpficGCrmqL2/izbxdA1O2zjKEXDstjqpp1GZCXeNbygeL1VKzTZAwOfZn2xYR7s3R089Cf19aUI8ySkVleBq+gwiaeM/Qvon929EFkfkC22ISufh7CGz2Frpe5cx/qZrWrHhHnWVrIhaAo5pfhGZuyLHV8ZI9IBR13lb7iiW5d/fUxf89mDkEIkmUs5JMU7nDyUghZ+qYYqpBZIbtTRna3ME/MpEFIiDSMpF9LQIAzkC1GFNAxMoyGlEIadusnRQyXPKoROivO0n3sVPT2AGC6QrKWDGhkhqKG08CwPWStffSUEBUmHnBhyVnyBal5d2rizCiCmqCzIVvXzSoVl8RBC31fKgtcoNRHO5wPTdKJVDWmc69GamNJ5RcrCzfUrpvOJlAfGYeByNzAvRpwCNRJlUU4J0o2/7tBNuT6l2LmtXI8YA7VVXcRRRaqqEQi9tzII1frfOlM13JknOtSlaal/7wXUPYnVWHRxZPcTZLMoQ+iLUz1MfYGGRIllgdNZNxzNbgVr0o1hY7Ebjx5SECyjY+cga/K1Z6ACdG6K7zS6bO6EN24c12XSqOUE7cQ8zcxl4XJnXqFEkH9ljEjY3kJWnQ1WaGS1w31g76Z/zTWxyM9FynJSpTP1PCCIuvA5uXLZylCx+6y7WjVB55a0bDwXUlkgDoyt2kIGpDIvhXlekHtiRCmIUUzkdyClZGGGdCOi57+qbikVPhBC0QDMa0+ksSy6OwOMdWQUkKZ/h5gZhgEYLF271t7G0AxnCkithnuYa24hiDdWkqbuuPMtcr5gGEddbK0ypESlEccdaRgYhj152JHzDhHhcLjmdDowL4VUlRS3C4bNhEYtzRa8dnxTJ87uX8AAcvdClIfSdVylQVOgN5p3KbUoxlMrzUDgWhVUh9Vw+YpfuRrSOSTCGqqsMKkX+NGNB6yesmD1Me4FbLzO1oS5wnkxRnSEnIQha1e7tazCCWvgAcWdbB4bkyZ3Qy3BQWY9abE3WTFFX1EbPwlp1mMpZ4I0zdTFzOm0sFa+f/HjK2JExBS6V8vRa0pwsCusrh6hW9vV8q6DsaplixkQezxqWstVtnX3MM/EPsdLu5UTEbVRVtSCrloKMV/QSiXGASzzcD7P1oO1UMvCPM/oRNFQKqeRcRzIKVDK1F1wh7p82vRWFYBIvRPrK2aj4duy6GJp0oix9NL0sewYcmbIsU94H7cYM6x7awcyQRiGREqJHZbubYWcRyLCfL5FatE0J4mQR0LKDOMFw6DhzjJPlGVmvx9JMTEXJXbFVElJq1FLmU1tjo5l0axqV1TbdFkWSl2s/MDo8D5CAUIONi6KfXhaFDC8w0IlCVANVPewwTy/VdPDF67iYF4l6+ZhTJkhZ73uoDiXF+flGDQUDCpQFNEMT84q+q2YiBDjStkX1/r2cATb7jpYYq+z8xJwDSV6VMaaZaE/JOtG+4YXIgh1KcznM0K1+ZWYFyGFZo24vvzx1TAilurSUVkL4nqWw4dE9HnPHvS6iu6QaOahYxRvuHkBrBWETuIYAykEWoqEEnrFZAc7q3JCWqua6hV1uVuruhhFWIqwlEowULSXzJuxa1UosmgcWgPzdNLGWaJZiZSclaiSfQ6M4hPOhiUG+nV5e0YPAVurnKfG8XQk54HLy0uGIWtU2A3FjmBFiJrdUOZqjGrgxvGCYdihIOot0/nEfD4wTUcT+gHiCGFtlXA+n1mWM7VoSBFDYn8xMEqgtEiIWdOk1sulNSFnW3UuCSnK/5mXyYyws0zLCnaTLCWt973WcscQuBdSF8umiM4F13XdFuZ5en8NKaHj9zbnUorshsx+yFyMAzlHNVJL7RW2bvBdrT7ZvEop0IgaUXbboCs8BuvUuA2FNqCoTSl7euXAbCa4viBKP1cH63VD9NliHyfC6XjLdDggMRJzhBY4zpUcC7tx/ElX6mceXw0jwgpC9opRrI4FWLGP1QavN8g1uzRe1p08dGteW0OahS9AStu0VsRVAO1T8arY1oTTtDDPFQmB/W7HxWUmDRekYU+ImWWZOB5PtFaUFxDQ7JCHOrbzhz7h9V9tDalCTlt32q+bDuV7TYkbghA0LJEUzG03xqkItelOLjIxzYXdbiSnQAoaiqSYNUwSN0oDu/3IMO6ACDFTBFIcubz3mBAi83LuYUYTa3/gfBVuAUhZe7Is04TQiCkxjhfs8sDsTa6bjmEwgFXT8LoYK4Flmpmnc/fiQqALCqWU2XlPoKApXLFwp3mVNmJeTDOPAEIRpba7xyHK1dDQ0ltyrvNJCV6WDTJiW46RFAwvC4EWtSwixNg93BACKfprsAxiw8HXVnvTTXLafKen/UU2OMsma9f/eUhjD3jdVOgzlvUdoYc3SqtptDKTUmAmEWplP2ZCs/kT8hsktC92fB4pgG+iIs3v6ejw90Tk74QQ3gL+e+AXUDmAf09EXgbdiv8O8CeBI/CnReRf/LjvkG5TO7RpP8zhFxUCapsJ4bu9MwHzsOPBw4fs9yN1mTgfj4rWV83r+83TCk4hpYQkYzFWYzg6gIXu0odp4dmLWwiBd956yO7yAXn/iJj2QFCF8FK0+VBQoDEGdfsFjUM1ydR6Nkg9pAjJDI4H7rZj1lq6ByVdz4O+o2o8H6gNAs24CHrEmKjmIZxOR2IQchZ2eeDeZWW33zEOl+z29wgxM88Tz1++5PZw5DTNzMvCfrfj61/7Om89eGA7fOF0OnI+TxspQQVg9xf3YClM09nakkLOA00GYoJ5LhrGGA4SY6QSaNW4M0HTtKfjgVpn5vOZZVnsHug9GccdF5f3Fcg18FcVyBbO5zMuGfD8xWtubm4Zh8g4qNcYEetep+HocWrcu7rPpe3qTk/3FH+pi3FMLLyOEQk6x2ZTzhtzZEyQU7OQWK+tG6Xg81TnbyXQWmKanUa/7f53p8T0Tojlf7uLtGbz0hrDBzcu3Vc3oxospW29d2JinisXu4Fxt6fWE7Nhbj8TI4LqgvznIvIvQgj3gf8rhPC/AH8a+F9F5K+HEP4i8BeB/wL4t1Exom8BfxyVUvzjP/4rVlCox3wu92fWuVXWG4z0CkkNSxK73Z4Hj57w5N1H0BZefPopr54/JxIJEUrrcs/6PT65xIR5zTg5+as1YUjr8Aw5Uxkh30dC6pWWDm450zBm08lAd6Vu89zXirqretq2VQ0VkkteGqU5xkDFyFV4IVwkDQMhBLLtTipbEAkWcuhEatS6sJSFeRKmOAGRi3sPGfcXnOeFV9efcn17w3mamaeFm8MtN69fU2rj6Sef8HPvvsfbjx+yv3jI7jRznitlrv1aQkzaQ/Z0MAzAduQ02IKclfretElYdIq93TulzkNZJpb5rF6GNM2+WJV1zJGLywvG3YBzQEopLPPCPKvHFUNgWQrPnr/i1esbK3TUsCnnyH5/YfhKZZ6LjbVhRiEgxvnIIbAPGjZKq0qAy4mCKo4dlmqyAolaFTRNUbNdMTSmpfVw+G4PXWhE5rLw5PEFj+7vcF0Vx5WxsMbHtgOu4v7Fj1jpRjHA7/sGMREw3K0xDJksjTwqyL/bDYxjNk/qh6VGf9Lj8+iJfITqqCIiNyGE30DFl38FFSsC+K+B/w01Ir8C/DeiJvWfhxAevaGE9lnf0gG3jX9Ghx2tfqbKars9biRoZeXFhWYT7j96wr3LkcuLHdlwkDRkDje3HG5vkdpI0TCBqrvYtmtZjKb0XYXzvCi7MgTO08KFDJB2XfEKAjENBEo3eGvri2rnv7q92l0vGX9jgSakmEg5dzc4buJtn5DBjEqM3jMYQrZMi026VhfT8VBTkmMkZfV89vtLHjx6wlIazz/+mOuba07GG6i1MZ3UcynLRKtwc/2KX3/+nEcPH/KtP/wt7t1/m9KE1l5xOp3MKzER4qr09hgjYdDFriCqVrTGNJKT0us9Nax8j8ZSF+OcBErRrIriHoqR7Xd7ru7dU/JXWVjmhWmeKGWmlKJhXkqczzPn86RoWohIsC52U6HUMzFGinFkAoF7F3uG3WihpZHUBErd1ihVFX9C8ZAaM7TG9aIAu1iJQDbhoNNcCGidjTNCPfUqor147y8DpQx2fzcGIqwp3C3asRoVOyfHgGg9HPLv8hnpnmsDWinECBf7Hfu9ZrZSCITdnpXRu1lwX/D4iTCREMIvAP868H8AX3PDICIfhRDetZf9KMX3H2NELDMTPSNjBqS7dmuev5d8y2p7h3Hg3a+9y9vvvs2D+w/YX4ycDy+4uHdJDImLq3tcPXzE0w8/4Pr5SxComxu81nYArTEthcNp4vY0Mc/av+b6cOZeadZDxPqnxkyMg3IcmuL62n4TnBen4+YTJNAaLKXQatN4O6dOolJBICfQrSzaaAsvGIlOAdwVgFU33zGL2jUy8m7PvXv3ubi84tWrGz59/imlKcZRysLx9sgwjCzLDCJcXF4CkWEcOdcTn3z6KcOw44/8kV/iwYO3kdoY8o4Uj9zcvqIss6Vsk+7IMWjWxOnZ0a7HJAOCRJKFCKXMTOcTpUwggWVZ1qmgBS/sdztiTEZwm1VeoKygaoyJJmg4dj4jrbHLOy72ezCj4PyXWsVSyJpFu88V424kp2hp7sZ5UkPTLCV62YScVazKtVBLUVo9rZFiZBcbrQrnWhlT0KI9y9okC+FKqbw+nbRLXhEkaUjq7UY9kF/nu8cpm3QLsjJxqTiTW9RftfdtCzOhWBYvBMWoxED5slREFsQA/i97fG4jEkK4Av4H4D8TkesfoxT9WU/80JmGEP4c8OcA7t1/ZFfuFbKu18m6wzvUJNJ/xBi5uNzz8NED9vf2DLvMPL1mOTeON69JQ+bh4ycM+z1I4Xi65fWLFzopEVpTkM+Nk/c3aaXw8vUNU3FRncbxNHE4zpzOC/s9eEPmYDEw1ntExLrysZiIUjAjU4nVgcFmIG/uqcUQohYFFiVapRRIWdtepE5g08lVq1hIrGOikn4amyeUk3Lv6jH3Hzymtsaz58/48IMfcJ7OlFo5Hc6MlxcQIiFndoOGXylryf5SFjPajU+efcLXrn+ed995om0TXr9gbPB4HCjziXk+IWZI1GisTN5mTNxgpD4pjWU509rMMp2pddEduZkXFpN5VcIwRIZx0DBkmliWmWJUeO82l2JiKYXD7dGMg6Z4c06M48jgtTqldGPcYmMuhdvjiUsJpGSeRtXU+bLMil+GwDQrZ4dNereYMUKE3RC52F8Qgfn6mv048Oj+lc4L8T67cJ4Xbs4aUlYJSBWtmzKnNcbPCufd29b5J96cG1sf4gvLYx7zYTykEmEpMx5z6wamYWIeM2VWEegQfwbhDEAIYUANyH8rIv+jPfzUw5QQwteBT+zxz6X4Lhu19ydf+3nBF5NTv7pYjzMbkhkP6Qsmp8Tjxw949Oge1y+esUxnxjESqCzzRM47TofXzMfXwEJqE2+//YDpPHO8VbWz8eI+jIXp+hWtVXJQBfCpLLZY1UWutXI8XvPq+ceMw8jFxY6YVBKwiJelA306mJBQW8V7slXOJtuhQ8rrhHFD1hQQDFHJYz0LJbYIbBKHEHp6OKXMOOquOo47Li8fsNvvub694aOPn3I6Hlhq4fbmYIYjce/qitYqp8ORPA4q1iTelHpNZZ5PJz795CmPHz1mGHdc3rtPacL5VAh5zz6PBFmMGCfdC1HPSsHJEBKlLCZUNCG1IFLxRurqzWRNh1soNIx7EGGeJqZ5phmbVsWoFp0nIXI6nbk93CrxTASphfOkjctiSh2T6ilTMWGmWpmXhSzZwFoXNWIDruvG4KhDT7GL4jrTUjgvlcsxKyaUlG+j9985TnSZgK5mFgMtQGgmQuTgus4K21QspNFUlXqedjH6vONfIF2jt/s00Bp1mdVXKQu1FuZ5IqYMMbMsM2NOPxpv+QmOz5OdCaim6m+IyN/aPPWPgP8Q+Ov283/aPP4XQgj/AAVUX/94PMQPR5gdUHU6rnkHrRo9W8OOnHTSl2Xh6iJxsQvUciCLhgfjRSAlQWQiJY0H337nLR4/eZuPP/yUm9tPoFaYzpZMDhTHEzqV3rUfILTK7cuPaWXh+PpjHr/9Hu+893PElBEStUVaC71iv7njZHG+7iJRG2oFZaQmHE1n9biETc2ETppGJNrkE/PWUspKq46RcTcyDjuGYcc4jqQ88Or6Fd/7wUccD0cis+6ypZCHkct79zRkOR0ppRKHQfEAS5nW2kA0HVzmmU8/eco33vs683yEELnY36MuhdP5RK3SsQDtFZbAeChO557nhdPxwDSdaaXqaGubO5UDMEkCMU4JYrgVgaXoY66Xq8xXISUd4+PhTCmNEJJ5hho+nGVmt9v1Rd+baUMHzkupgPGGWDN9fmhFcAU35rKKLfvnnJdFRZZlU8Ht2J6udA0126qwr4bMzIU1Fw+GsorP+Y13cte5NwzErJ0aktCzfP5+17iNQUH2lAeGcWApws1hItAYh8RP4/g8nsifAP594P8JIfyaPfaXUePxD0MIfxb4HvDv2nP/BE3v/g6a4v2Pfq8vUHA62CBuB87ivFY5Hl5x8/oFy7xYBsW1EhLj5UN2+z3zdFLAKWXbLdRVLiLUuVJL5Xw68+rVkVIKRQrTPKnFt/SsoPc1hUQGZqOeh1aZp6Pqt15/youPv83x+hf5uT/wy6SUqCXYDg6BtKG/BzUaaHgQiMYjqXfwHRCSKaATldAVG72XTpNGqMVK7zXDE0NkGEajvSs4GUPkcDzyve//gNe3hRQqtczKuKzFOAkqwLPbX1B7vUazSmhT2yL0LMPtzTXXNzfkLLx+dc3+4pJx3ANwPB7U7beMS4wNqTNVNGRTD2SmLOp96CG9TD6lZGxarLOchiPqGYk22K4rWWyeF6QJKQdqLUzzwjCMPdumRkTDkhCCjY2wzDMh2t/WoEplDwLjbrBaqrXMXrrXe5fh6qppPkuX0liKGYAmqzKdEd1i2FbqKp4W7LURaEY+i53tFnoGt0fxvrHSrGbLCjBts3E8JfS8RNTzTIHLqysudnscqJ3LTKuLyjLcUeL74sfnyc787/zor/o3P+P1Avz5n+QkxCZUcDzJ42rzSMREZyJ6JsuyMC8zIo15Wnj69JqLywoUrl9f47yAWtQAucBNrY2yzBrzt2Zq6+A0ZHcRW9UbpmXwPom0GM0Xfz0sfPDd3yQNI1/7+T9ESkNH+jWWdW8mdVkCoXVgtLvYqLFLKfVucH0niUJoEIJ6CMloy5omtoK7lCi1cj7PXOz3LE14/wcf8fT5LSFkri6AMbO8WlimM7FpOCStEVJkmRdarYw7NUT0FgjWxQkVErq5PfKNn/s6NzfXvHr1nP3FFbtxZLe7AITz6cx0Xit0Q0wqqTBPxvI1P9MyZsTIMGgYBaLp6HlWrMO8tVoqxajsIkJZFua5aMgQIufzmXlZ1JOJCnYGCytqFabJigXNwKQwqFxBGpims3phMdGqdJJijGvL0BAUCLdZ2r2U1GuQFDyeqzfyVu/GvZ8IptFrolAhdG3XgBLComVnsOwVPQPplspDetPJ8fg3BK2hIXT/Q7qtUkFtZUCPzEvjPJ0JNMpcyKIAedcG/pLHV4OxajGjx5LSFlorqNq37qD4rmUj2dpCCnA+3vCD7x65d+8+Vw+v+OTjj1RVC/qoOsty+xjQW92IsUuxcn2HmkqtqDREMK9hJa2JCOfjNd//3X9JCJF3vvELxJAQdEeLaXijxN9CHf/wEHodh1Pa12+2MKZttDMIxKQ7bgyJZHhKKYW5mI5KGvjB05d88PRAqZkxWwjQjXFlmU4s86TUdUTH2ca+Lpo1klapy9JB4KU2nn7yMY/eeouHj9/lfPoet7fXzLs9Q8qkNHJ5mTSDMk/dIyu1mAFQyxEtGzXkTMqDckOaGorpPDFPi+E8Nr6WjcGyCkvR64lJm4YdT2oItE4lGh1fX5NSAhrLUogxmrfidUQ6fqWUXrE8DLoUcs64en0zPMtul4Z5YGLNtunFhDXO4DxNXCNWU6MhXo7RZA3omiY4TySElVna68awIsO4GgVxo6MGBenCAmZu3Oh4sY3hcDEa7nVmngu7EYYxk8fMOO76NX/Z4ythRBRBX13dVmZaK4SgBkTTezO1LSCNnBKXF/dYjtccy8y8zMTjgYt7F4DGsimskFHcWlzPi7r9toUc+u0IlnIF18PsYJp4QyXbpWicDtd8+P6vM44jj9/9fTTx/rKp12j4mWiYvLrMzb2hXjEo605D6GBfBM3UWOweYuiGtYpO7v1+5HA889FHzzgeDhpu1BkhI62RrJp4Op05Hw5MVw8Iu4FQZs7HI4drVXcbxh0hRuZppsyzFiK2xrNPPiLFyB/+1i/y8OEjPv30U87HM20cidEKGfOOy2Gk1cI8Tdp6Iu1wuQJtimV4xKK6JCJa3TvPcw9HYlRPYp5nqnkJtVRadQMwUErjcNDM0CqnsIbCISi9vZnnmEwKorXWAdBi0gPK34m9NsfvhYK+WtvjafutUy6C0dYjISXmeaIU7coXLNpI1q+mNK323mWVkzQ7YSUR7oGsc9N6lvRzWX84l8Q8daMFOKLo4GpAGAc12HJhpQ2gWjLDoHMu/uwwkZ/JISawGwIWp+vOXFtkmhZmQ9xBMyLDMDBY1WRp6g6runiigOmD9KJ4nMmJeIzqC3v1LPSz1zRbD2VYCUSatLDFHtRDOdy+5IP3f4OUdwzjN0lJ43DE2h1Yak7xD73ewJq2ddagktX0rHrhXwu9P60XFXp4EHO2htTK/fj4o6c8/eDbWoE7ZgILIqq/kYeBmAdaPXC8veHi6h71JBxefMp0OnB9OFOacHn1gIuLe8apWDqIOJfKB99/nyCVb37zm1xdXXJ9fcuyQB4UeJzmmRgi2YhxKQ2m72GM3lIpVat5NVNh/WVQLRDvRxNT0pqbUiHEHpISRAWi0sDh+prT8cTakrL2+bGGHka1r8601ZH33zWlXDp+4pIRXQjLNoAmRQ2Y1ZqsPJXYsQZsTo6eMjUgNoTQKfPzUjiZB5N8jLLq2LrCnMaCmhbPQ9v4pnL3N/tP90RLD4sgFj6nKOzGgZASwy6wLIFpWajnhbEKu/1ItYzWlz2+EkZEd/dKmY+EoFkHCaYBYSCUhoHODVcEP2xi7NYa0/nc3Uw1CJbSQ0zsd909ur6mkbYq68TRYxWtEQs1dKfUsCZYWCWoS/765Sd897d/DWmFb/y+P7gB6GxLMle2eRjTv6X113gPXOeDOHdCWarBMlLq/ue8txYN+v7j7TXf/d3f5PrFM7728/9a/27XiwjGjEWE6XhgOh0Zr65oBI6niWk6I1F7qnh9igv8uPfWWuXDDz8gpsi77z7h8mLH8bzQqmadUoxM08TUVD1LgdVV7EjEsh22yNX7bN0HjBaqIabOZqQ5b0cRYzTGb+X161dM07TxHtb75ZgGKDCrXkXa4FvbrnrRvI1CSkZJl7aWVWywEMLKmHYwkyZItF7PrEAnAZMLUL/Ae9dU42rUqmMUS9jovYbeyzmmyOVeGAgWiovOewK9YZptOD0xYfNJH9NzLbMSC0UnKkuZKfOZUi8ZcvhXR9nMF31AqGUm7rTArTVRNmUI7C+vmE/NJqNYGAJaBq3AxlLUE3EMwCfTumBXECoES7P1RQ6rU6hpS7AsCt64KOJNr2EDZLVApXDz6hOefv+3ePzWO+wuL2mi5KhouEer3nfMPY+Gy8n4t/fJZLuYr+HRsgzzPGt8b+pmZVkYc+bTZ5/y9OMfUGqikSjGulxq65mQ4EDs+cT5eOL+47fZX10x314zTRPp4pJxf6ldA7cqYZY6jSkxTzPff/+7IMI7Tx4DgdNUOtNTbEH2eN2Zt3Y/a1MA1DVV3KBoWX0yDAPGcSSkqJ0Jq95v3WASt7c3vHz5gmmaGYd9lyF0boZvJEoyw0I5M45t1RcF+nmIiGWFBrs3q/Ho95lG8O6Hwb3Xtd2oZrcKbkiCYV0uSVBqszYeqv4bLbQTU3rTZWAZk2BV3Ebc88QDYrPU5msM/m2WtbEy7Wzp26UUjreHjgU5cW4+z6SLoRufL3N8JYwI2MDEhLQFQiDnHTFaQ+jdJSlnpJ5JedB0aY2OPwJ93LU6VwJzLTTbyTYwg36XaFtH91K8AROiZeCIKJMwaBUmaGpwvxt72tPjawe4ECVq3V6/4Prlp7xz+QeQkKlV06spqOeUonpavqhIqwvuV9KFmqNmdELMpBQ5n4+kvCOkgSparRtEmM5nPvrwQ46HA7vLt2ghgWSWNlAPahbrUpmXTJNErY3zSQ1JPa/K57UszNOZYrR4l+vT8FyzNrVVToeF777fkFp48s4Thtq4PZyVw9Gs715bd0SaSiF6OwcjZJiDZkVsCVPdVyGj3V7vb60FqSq0nQf1xF6+fMHNzS3e5nKwokSdC7F/v7JXB4ZhMEJbNK9X75nX/zhOVWvdeDHrveheThNC9BT4Bgy3TIl7J+59OGFSRGuZQog9TFYjpN+xykHY4+7KbOa3/tHMO9NxLa0q9X7Q1iCLpfJFlBclUgmiRYdzKUQTJYghEigsc9mESV/8+GoYkRBMqhGGAAAgAElEQVQM7InEODEOe1IeqHFS7YiQdLeJ6U4fV/VIvEjFaeiKAYSgNRrVSsVVmUv1SnXCqeuYQ7SK0tqNgQ+rA6zeCQ7URU1dw8PSvc13LWGaTjz96Hs8fPtr5GEHMhj6rje0iQohEehqedv2h57SDnGVRogxKZMyKijWRDhPmgkJCDcvX/Di2Sfq6AahlYWw26tGiMkHlqWwzJl5CdQmTOcTN8+eEqcj0zQxl4WyzKrKZuProVRDzNNoPXy4ef2K310mSi28+7X3uKyVm5tbZZwuZaVT99BROtBICNTm3BJtolXrwryY2+2NtptuIoKQ80BKmdPxwKuXL1mW2Qx5ZZ4HcrZwjUBbVOh5HEZlaAat5KapKFCtCti3Vi1drONcayNGnx/uZbSe+fEm3XdCVZQSEGkMMZId08DvH3g/Yc3WhM5H6UWJhrV1IN72FW9qRWhaNmzd8mIGUoQCS9NFvMuRIWim6HRaCC2ofkmbGXYZhpEY9HUpoozWn3XtzP+fRwBy1CyChNhrLZzq3XcYwbAQPVaG4JpV8VJ+sfhTxFTBFKu08mtBokoGuoGQdqZKpUojNrX2sq5s8w4Uq4nm1sQQ1XuyDn27cQfA9auPuX7xlHe+8QdUm1QU4bfCXStzCBCSkcoMUotmQIJ9Nr5DJYiJIWn7yXlRoHmeZsp05NnTjzkeblXHs5w5PP8eeXeflHf6PWZ4kdJ3yTrPTIdbZJmYlonFxIPKYuiQZVQ03RlWz2LjUk/ziWLEpXfefoLUHTe3hTprvYtWJ6cVWwGg9Q73vuGW4oJKQrZQrbc2QIHWlLRC+NWrlxwOh76ANU1bmWdz1y0UjDGaXIMoQS9tBZJ1bnnoAiuZrFal44uskpSe8dCmU62HKa6J4gWcF0NilzwcXblH/vxgRqRrpgafxT2YsYfuktzURTbsIkQzWoEc4VQhS+besCeMl8xhJpeThdKFmDMP93tCHA081HtDRPsF/asTznicYfn0YKGG7UrS2rprNysmkm1PU3MBg3InXP2qi/ugu6/0vIzqbyzljKSMiBaOhTQggtbNiEr1acEXBrzFO5NqG1vHmBh3F+RB1bvO04mAudMhUHPiWKdeR9NaIJAsG7V0VzlGIz456cnYiTmp1OC8aG2I1v8coEy8ePlM6yKAupw4vPiBnqP11Ul54OrhI2RZiPXIGCBTadORpRbmZVGkvmHAsSDU3rCi8w/co3DbGuD6+hXf/u3foi6VJ0/e5urKF41QlwWyLphtHxn3TlTq0T2cZOLRLt2o9yulpIr7OXM43PD8+bNe8dvvvWd4vAcvinPN80JKE+Nux263M8X/yjxPKBErmQ6M30cFdPsiJ3QPFFaj5RiI/8spk4dESFq9q9yxjVGIAUQ3x3XG6KQNYTUgW29Egjcmr32+qYxoYZmqSVRYW9ClEiWwv9gR88jFVWI6H6nqxFNb43KXCCFxPp05HSdyhjyM69r7EsdXxIhg7pvFfARDx9Wl1GZQq8Xu9TXNoDQxUSF3O1EhmSEG67oWOkcBw0FacSKUoeSY0pUoOUhY6x0CGrrozuSJOJ8ksZ+nADGp5KCLNmdjNw4pM+akimtolsTDrhgyLeoCC8GNh3oAMUYGIzctRZmp0zxzPBygVc7nEzfXr/vOrNwo28GKeVNzoBZVH2u1kENgiEbNB+aw7pxd7FaMpMcaq6+pRDqM00S4vn7Nt3/3tzW0eecdrq7uEQJKdy+FINYtzlx0sHS+qKEbxqH3Ba610uaZcTCdFasOFmm8fPmC29vDG+Co7y4g2/XQMGyk4DyglmNP0eKVsZtdX3vslP4Ru93OPGE1Uk4+cyOC4Wk5Z83y2G62RbjUqzMD0I2Lg/M+58xcixkUow6I4SDSgZLANFeub0+cTydyVtbvMlXmaWG3G6wlCIYtCikn5rmwlBPDMFCWwlyF0hqpzHc2wi96fGWMiPZsrcSgMazIjNN970yXHo9uUrC2AHLS2LrfrLByMEJQLEKasJh77RqatGa1LQutwahiIUxWHSlIl9CLWgyBA2q6YNfSd81MBF6/eMbrh09468nXyTlAbOS0o8k1dSnEaL1fTKhIveCoIVaIjMNIHpIZkcyyLJyOJ07nM/N5oi0z9y73fPTB+8zzpCGXIXHuf20p+OfTEUGNpXhBoHly3YXeYEJmk/yTOnazLhFfkAYo317zne/8DvOy8N477/DgwX2Op7MW+S3O5bB0ZhxYRZo0bBI001QWve+t7RmNICcEbm8OvHjxwsIe+uRf06/Brt3p6E4jt5CiFubm5y4Mg3M+Qn+7hiErfuOfLwIuWrVdc90DRrGZEqBZ+CfmbQkGyKJzRgzX6O3HOiDcP9WwPg/f+93UAsXaKEU4nyeG7JXcmoErpbAYKN+qMo7dq1/q0eq4AvNSyClwuc8/DUjkq2NEWlPmYhov+t/ulWDkLtNwWQFVXzQG2CkLcSaEaE2XlZwkUqEWvG+izpdAStYSADpFPQU1LvXORNX03LwsVuq90tl91wghcri9JoTb7kGEENjt73H14IH2nrXq1VIWxjH3uN+bbseUVAiYpB5RqcQ8MM+V4+G2i+ZIW7i4GDkcbnjx/FO8gXWTTqvrVmA1JLbzsQJ9vgvXOzu7TfLmXAp3ud398MOJd3obqlRub2/57ne+zfHmmq9//T3uXV0x5GyGpFp4amNjsuciKnvpvX5rLcryxCqVU2aZJ54//5Tbmxt68y8zZilatsEW7G4Y2A0DY0rkqESvc9EsxmEqFgZgYSP9XqnhkL6oVyOybdvhPJSNV7HJ0NSmIXZX6BD/TPcwbIQDPSMY8HJ/Vi9ZtmPcLFmgb84RhqSp3dvjiZvbAykGxt2OYdRizGwhoerWaGjZTFuYoPVAUwjUWQHoL3t8ZYyIV72GmLvF156jNtAeT4cVEwEPK1YkvFbHVYxWbrRqqRXpKLuoiwy2+0eqzIZ6OjTe+nlgwOI0zR1V74sheGOs1ieYZlTg2dPv8fDRO+z2v0iyNpDDuOO0zHpVMWtFZWjEnK1uwxZEW5AWKK1yPk+cp8kmqDBeKLX8B9/7DsfDjabBbTyarPyMHtYIbGpJ73gY0kvkDeqUjSsuaPgmjhH4u+wzNru1LuLG6XTkw48+4HA88PX3vs7jx29zdXVf+8rMCqC2hrXULD1EKCYopIxVLQZ0gPX6+hUvXjzT0vaomZYUE0NOjEk3jAZMy8z9C1XxAsVuGjOpNa72Gv/fnj00rUhThX4n5K1paS+QlG5MNazVgjY1OJ4A0D7D0gI1WOgUXYx59TZ6GndjSKBHhStzNHBHItOeRcWRdKN8+PAe+8t7HGbh9fNnnG9f0drE6XTuc9c3irAxsjGiWayYCTEzmaH5ssdXxojoBNE0bweTgnaydzPtzES/GdJXiO2opXZ+gCPo0gre6T4EDV+KLLpYWlM5hy2DUdYbKxtD1Q2bWfPVWDjfYfN6+3ueTzz98H0ePnqb+w8fEWNmN+4p84SIeUn9SxVC1fYDCgAui8ozltrsuchuHEk58cEPPub580+oxajjHb/Ypiftmrj70z0QN6gWjKMxulsHC9Xs9Yrsr4titURhfQ2aNl/KwosXzzgebnnrrRe8++7XePToMRf7S5ZlMTX6s5G/qu2G1hAqBtOG1ezUPJ15/fIF1MrVxUU3iruclS5uqfDzsnTj5ucT0FBLWiMH4f4uEcgcZ9WP8cbb4lhGSHeyONXCkBgCCRXO9s0sRtgPkRSS6s+iXJglJXa5D+dqke/cBPeI3QqzunSblzRZN0X/z8l/u/2edHmf+VwIrTCOO2JW+kFrZpSNd1NNF2UpC9NSQCabp8HIcV/u+DItI/4K8B8Dn9pL/7KI/BN7z18C/izK0/1PReR//r2+p7VmKSdldmKTaA3ZPlukZd39YZ7OFttrRmxIQdO6vhhM6yGId8lThl910I/tvd58h71nxVnckLm7Gnuq2MvUVf8Obm+e89EH32bY/RFyfqCCSePAdD7Z6xQPqK3BAqEJNagw8Tx7ab3SoMdxzzAkDofXfPSD7zH1lglr+OL4xg/NXv8h0oWM/WU95HHD4YWG2B3fjMvqpazYC+6SW7+V0FSY+FgPTPPEq+vXvP3WOzx58oSHDx7y4P4DxiExzbOBfsXwMEvTm4pxq4Xz8Yb5dGSXtRlXsbYVGq6acUesQValtEasxXrfahFjtywi7BKEMXIu2gVOSwwURC5NulRkExXqzjFwtdsBwvVpphqFPEjm6jKTE7w8npmLLvZlUCEmbbC+3oO+3ZlB3sKvIQSi0ENNoRFq5Hg8EaZZVdoH5cmAEtsIJiLVis2PRM4jOQ/dW+vSm8Z3WiUxquJPtfD61avPXI8/yfFlWkYA/G0R+RvbF4cQfgn4U8AvA98A/mkI4RdlVaT5oUPM7dbWlOpWr4CTxpyCV9AaO8R/rh9i8m+RFDB909onz3obnVmoq8Pjz76MPFYNzg2wnSBqSwTtxGZBlOt72OSPaVsBrO5IKTOffvxdcs58/ef/IPfvP7TJQO/VojIIuovP1tW+FGuTGVQ7REOdwLLMfP+77/PyxfNeoYoj+frFev4bN0S6RcAwHA9utnhJMBCurmHc9iO5+35wIpSb3hV09Ze3Bm2plJtbzsczz599woMHD3n7rSdc3b9kHEf2Klir+i89rNDQti4Lh+vX1GXG8xkuYi1IxxLcI43Y4kUbVen5adq1twXROUqKwkUODFnv32leOJSFfU4MUVXdalkYUmSfIzfniXmpStcIqmt7mhce3cvscmAqqtw/mMBSx5C6wVg9XLVp/grpVASf81Ug1EY5njT7GALBUt3K3B3YX2XShWg4jNPfGyIFGMDkI3VeRmLKDDu/h+qFI/D0gw9+1LL83MeXaRnxo45fAf6BiEzAd0IIvwP8MeCf/ZgvwUyn1VmAXqk1dsYiw6YCvVgNhBeyuZT+vCzsk6XlrMGSbNzG7l1st9UV0+p/9H6trLhCRFQ8OYXu+Tjb0D/UpQNiSF0SMVpo8uzp96i18N7Xfz9XDx6QhkFLzAWtN0HT0g6SwsqUjUnVzkIQPn76ER988H2meTKQsfVLCt2HZo2pNr6cj5VZ0U04aCJIVl7eQ4LNTt9d7q685ZyP0EMdovRswDrOojU+MnM4LkzTidub1zx88JCUB/YXe+7du2Dc7btBDqb18erFc65fv9JmWXae3jhLM1EuXOVjlft0srJLQsrGFPYxUBmFUirk0dpgrlXaMWhfmtgghdAbwvfPDeAiR/OyENhztR8NzM9cjokNWRcXGlrlkH07WwluWlCq59ZFQcPG27NKbS8SjTERx/tc7DHm7UItZyATyBAbrQTEyIJSAyE3xZg8xSyrX/9ljy/TMuJPoFqq/wHwq6i38hI1MP988zZvGfHmZ3W198urh0CgVlXRVlJOMyKSyuNrObjGeTTvBIdqVmC7cSkELsg5Uefa90cQXRDQzUmz3LyeC3jmxjkmW2zA8RW/sWsI5dqekZQG7a2b86aIa80wlbLw8tlHnA+3PHn353jr3a+RUtZJIA0pvnJ9onhmShdHzpGXz5/y/u/+NofDrVWFOhho/lroLBq8Ejj49eFGZJuxuRu2bzGPcKeB+gqmBgdoNwbYjZfYzxAi45BN9LltXqwd/qbpzPGYOU9nBGEcRva7HTkbO1Y0PGlFe+lsOSHJOCPV0vLBb2DcLnaTX7Tva60SSH2c2morNVuD6qDGEBlzYsyZZdFN6rwUSmucpkU9JdH3upBUDIExJcaUbayle2vBjPU2bNk6dVuPrxsWe67CukmiodGmTM+U9ZXEV5aFc2umiaK4zjwvTHMhxMR+N3J5ealkvpyIae19w50z+mLHl2kZ8XeBv2pn8VeBvwn8GfhMA/dDZyobtfe33vmGbJHxVkH1NLQ3RpPA8fCa21fPKNOR9IZGhKyqyISYlOw1LzR35fsistfYAmurb4mvCAHm6kpTEW3U7Qtxa1T8hqlGaEyJGJQV6E21vFhKRJAqLE1bH5zPtxyPr3nnvZ/n3tV9Ws5d5Vw2ky7lHRcXe6QWPvz+d/nu+9/m1csXK43cJ58ZkmKAagyBiIVfIZhAk7vNG7THvTBxyYAVX7p768wQm8e4pt31PCWshkxE65R2u52lpOvmk4It4tZ1UGurOibTiWyNubxheE7JUqH+biV2LWZYtpWtTZyWLmY81TOc51kJWDGYPqmeaAyhE7OqQLG6mONUuD0VpmXhMM0rK7qHal5m79IEhodtMA4fNf1n2R3odH+fi1tMe/V+fSCdswLGievvDUQD5RM0evYFwcSl1dM6n08spTANQ+cJgdL9U1Z2cFl+BsAqQPiMlhEi8nTz/N8H/rH9+blaRmyP1hTgbLYqJFh+u6mr1kSYjq+ZTteUaSIGWOYzpTWqSMcttI4B9pf3OB4Ob4RGHhYFu5nmVrYNroK7qtgkUXo6eDuBRuw1N6nrXyTrlKa7cespQ/9qOsYj0ITzufDxh+9z8/oFX/vGN3nrnfcY/7/2vi3k1u0863nH+Ob819o7qWnSNGyMmIaW0l5IjUVTKlKCigRRBKGpol54IeqF0gtJEDyAvagXRUQxXigUsaaxVRqCpYYeEKEkNjZJk8bYBLY25rDbvbMPa69/zfl9Y7xevM/zjjH/vbKz9l4re/2LzrH3Ys5/Hr45vnF4x/Oennd3A72qfkxlWnrF7VvP48tf/D/40v/7v3jx9q1JgMyeFS5t/qlM5NLCqFYxlXwEsi8za/lAC1y4zFvx6UaMsOZiHy7Uw3FLQSK3qK5TrDDqGOM3KFs33yJ2pLXY+ATyDYBb1NtpvrFAN6/pquNSo5YvpFbGe0Hg3CMq1YVCwvMTxdw9hWbrPVznxxXNHWvrOKyRpXx5XMdYYoytMUkyzxIA4+cpXGb5a7IQlVx76Q1LdZLr8FT+5FgOZMI50fxYQV1uoHu4DDIswD3XqQ5l+Ii0jddbOCDIiPZaeWcMdykZYaelMf8CgE/z+YcA/JSZ/QTCsPpdAD72cr8REZW3YCbXroxEkTvQ24Zagu/heBmFlw+UspHLEMKiAFgPB7z+DW9A3T+H7fJ2nr7i+czJRPzd8xQOOLzsbmJdD3Qtg5AvIiBLMSzLEsxhzD5VrMi4mbCLxIkiXpK4RoLWDrhveO65p3H7xRfwO1/9Et7wxjfh8dd9C/b7C9S64PZ6wPPPPY3feeoreP65Z9kneWL4U+DC4ilktFmAJ1pzB7aODUT8FryfN5ca5Sp0Guo6KQTGqScEoP4Xi6LWrXek90F2kTgBiAAicEzIIK/t08mazOgWAsSBUg37uoQ6gw7TZmB/1gbW9y1RejROAjKf4eSemofRurWO24dggztuDbdVPnTd8rPT7WqBx/zTLlJK1NOd+WJ3S4WqE84xQiotkf4rA4tZWaJjh8bFp9+Mh0Q/RMw5hpwXKwvK7jEcjiEUlLIxhAd/I2OFVMFv8BWPKXmJkvCK2/2UjPgRM/s+RF+eBPA32PnPmNkHAfwmwrPzt1/OMwMA8I7bz38V8GC64u6OpLDW0PuGtm04XL6I4+E2zArWdWN5AwAoabE/HA/oqLh47HHcuXMnjFEzHOWcxfwZmitDtYUbdbdH78fwz5vR0BYp+EsNgt+Z7VvoQ/k8ecqkLUZ8FQpA0nEVj8f1gK898xSef/bphJigDWVdD8l2Pv7FUI51NwHk6fSMlyaVw4GOjubArli4v7UwXZ+do1O5P6XNQPYWZUpPhgV9TpiihxBR8Fi833MedkvFfrfDkTEuGVLO6oedCEK1Vcx0fz1zYboSpzS/NBRuvWH1iNDcWsNxazi2hhcPR0T1SyUYxn1pTuZZiaCsgoul4uZ+h5tkwn/quRciHqUDNy92+NbHH8PFTpnD2qwJDnOdyW5jsKROdYw8rwCoMZC6pc65NBdSsSHYmJDYL18MuyE9asp1AsROx8OV7PmOjbk6tN1M6+N+2v2UjPgvL/OdHwPwY/faibateOHpL0Kp/3nCdadlPgxgh8tbuPXCcyglwtsDCoZVPLg9GtbecHn7NowcHKqxK2Gu08JsTLBZ5CDsdsuUsBpkN/vdLtjJSc2nBDl4xIjMWrJ+KxABDZC9w83C6EnWqrFxEGjFQgiu65ELhoKpK17Dc5HeZbRTW5/GH3KTTx/jex1b7+i9MhRnxtKnatG4nvJ5ow/rutL+MqErftYQ9xM1bNfT9AG+H+palIo4+R3zyG1aj8z69WkXIo3C4mstFju2e9ixAMfxxTthdG36LNhPndCjJ6lwEG3c2FU8drHgxn6H/bJELEqJg+SwtpPx3C8VC0uwghtYzPYjomnQATjHQWskYkI0NkMdGXaTEOoEllzAHI9asSw30bbnaQ80/l9SjVvXbaSOWB1qNT/TSS/6INq1iFjtreHOi7cAjJBhTZdS/rdtw3o8BnnN4cDgmotIC7dwq21bbL7D4Q4cQZJcbIHiIFQh7YQkp1K6lygIVZnwppKUu2UhbFb0IqBAMkAnYETEilHcrACFEJI7snvnSUsBMc2fcjjSNIGY7pjmocLkdncFlU2b3QGRL2Yq+wyVhVk6cFg7DA2P3djj4sZN3GlRFgJ9JIbpoja+DkXDdvGPUj8P2Nzz6I3I2gus6wb0weKvftVi4xT08SudBDxifgeAbiU3FTwM1B1IFSlC2FXgXR8bAjc3vk52i40kdeTGLoTGzYsFN/c7XOwi52aIRxGHMwpatiGuzTYZ9cfYA1JrNWsjoE8xOkwItVGC1RH2LB1EJ+KIvvlYTgXHtVHFjXpL470+UVtG6daI3FZWumgXp6Vxn+1aCBHAScYDOOt8tN4ThUjPDHSwRy00knYZVFlkyFgRbqlMjb6Rk6ogMigWIn4WIjEKm4HD+4ZdJSGQB8ZYlj2SQU06LTN3gSnnghMP7zlDZdJrR0Er3lWqOSOsHgZI1deCFbSVSjHbK1KNGXoHRwzT755+tsFx2Bq+ZVnw5re8Fd2+irY9jeO2wfrQpYdHKh6NiGq/3+OwrVGGVBy3sIxBqLQXEedNSIkBfD2SGeOyPvT9XNgTLSFYKZAf6I3p8+xVGhDHXee9xldGZu9SSgqO/a7iYllwY79gl2zrwLYxFcKMB1psuo01eMDriaGsFAW1cY0RNbiIwbW54ZMqwX8q0TrkXN5Hz0ND40Zh6sDl7efx1d/+LA63X4D7KUIKId9SlYy9EYJWVfnGZ08R56tt10SIxAk/W5k7N61YxLsX9LagLzs0C8PV5h3BIB4V7R+7eBw3bt6E0/e/3+0ACp+SFesbBdVpIFUGdhUDWNzae6Trr3y/lBBcswFrKAOFaqtBrPRRPsnGAsPIjpXw4vLKq4T8oTFNEFYCZNrUs60j1Rw96HsTdB/fcYB2oMs7l3jmqS/h8OJt9C3sTnKbnoYijc1ZyP9xpB1Jypw+RzCC5FSdkJCEsLKGhSjmX1KMSCMUD9VP7nwlXibGHzc9jcmMFqoV7JeCi/0OF7sFF7slYjpk5xFqo87R4WgyTGyRs7S1DbfuhI0nNEDPudzXCq/iEtFlxrU0HgbL2JVOwTLcunMA2riHaoVilP3hxbbDHdy+/WRUC1wqatJdDCOqu7w2CEETtfbSc+h+VQC/+nYthIjBGGjEYCE4dmUXjN9A6uFm4R2BbajOUPAaMQk3b9yEmeFw5zJcWL1H7ZkS+rB5qEooC5CRjQmkkwowvAXDUJWLuBR42kWCDiDUWfJhcIPYpBY5oratwrnNInxZbtoQFBRoJ6dpn96fwv1lK5m2eCllMhbG52OT4crWnv6mon5YV9x6/lkcW8PGGiS5CfKDekqkZWCVvIGcxpWZ9NYaDpd3MhFSAkAqSUBwi6gvkRdrAznZujCQm2ThrOY6JuHJaxsk7AuWGmghjLgV+1rJjxtRx5WHgqJSgxHfWQws+tJ6x7Z1XB433DluPGwiG7b1qCNTLerGCEIOvEhEqnlKJBwu35b3gHQKpEomY3Ki3isbxju8kUi74yQKtftAxRqowmJKiTzcTg6u+23XQogA0ymp54ZBWlMNy36P3cWOjNzDyKcNvx0OOFxeRgV0A6CSm5OOavJUoqIuUSu2bVH/taMHXQA3qmEqamkO8866uKqxchETloE+yrYM4CkqAUxdSJuKGVrq14yTcKXxT8Ji0u3l/x8ba5y2gq2MGsjPpE6tUzd7ocVZsNvv4VvD5doAnnk4IR8aOr307q1tJLwZOExX1pmaVA0nn4nfbs2xQaTHToGn3+inQod3K5UA033rue6/Fouqb+SJKcx3qvxCkGUXuIere7cY9kvMchQBi6sulapDA4weQOeBtGjO3LG1OCR6j8zaebfH/UghMbSMOM2cxgnBDbduCg4AUUYWOIl05RrRtYTG3Mk3204Z+8JAX6bxdRrsNbczDnx17VoIEUcYqCI6dMDbCBZqsA1xgrUWhjqW/4uQ36DgQ2+0pO8ByCaAsRk7WMA4KA6tk2Wr1vA0dBXDshQMdnISp3MT6CusyM1LCk1Kd++d7KTRipUUELNLT32M71NccQHMvn495ndscF3M3ppZoLiXoW7Z+I7+1vLZLTu88S1P4PblHdw+fuXEBpXBcRh9ce/o5lhXz+ufCBEOuoiJpb6Me7nijZnsRLIVXL1XvTe2nsY1Bl7Jj7WoqlyQaXt+z1KdrSWq8zkch3VF7yFQZNgEIrZma2EDWVtkBa9JZGRjjI1Jfb3Di6HEqcDyGxwWm9BFD5TTpcZBsEAxRVQju4QIg/3GxYgiKESyLwhh00kFmer2UH/TqCvuGBWwx4Np10KIADplNAmTdZwD0trKeihBDFTqYAbrcpZkBi44QXSTJhsWeMA5YBuWZQ+7uIll2TJcWManyiCy3htr04QBLRjpAfONEx/ZkjEpSsLjiQkARWlTAwlkdCEY6yDjL6aN02cDKnB1s84LRAsmU79hSXh8N0+FUYcRmUoAABniSURBVH3b7/aoNx5Dv4wo4Fpq6umdVsDQ2Hh3RDRSncacldH/UiKKuNEY2mbDr+5j8iCNu8r3xumKK+9TneBjjL2neuYeNpPSARfFv491FcGvEfm6LMGebwgbzbo1HLeO47ZNXgzdoWFXK71K0ffdUnHBayDHo0yG0pHp8lLBKXxiY2ZPDoZJnTStK60ioRQFko2DLAqEGw3D8elkrLeRR6X+zOj/fto1ESIGyyEVBKQOp78MsGpYEPEFgSKiKNG6rUDyZ2rt9KGWWGHEaU3YGXEfBu8bvAV9XrEdIwAtq5St5BxJajyS4IiHwskiJTjtDC0HxukalIeF9WVCeDQfMB66T5L81lLQSWsXF+LkJ4wQVI6miEm5jkOgxCLOeBSMkwmIRbffL7i4uBG/Q+Gt7GfNy9jMXPzd6IbU9hrCoDMJMk+/VIGcv8/aKVfEY4zV3Hf99qnqEoIDGT8rz84c+Ddf2CZD/dZaMOjTHgIHjmsYcI9boyrgDMUfKspuqdjtlhOVy7tjXwr2NUiu9JNyDoARucrl8a7aRLmyaQwVuqB9gvOmkiJeprHFxH4GwEpFESVCHxGpcKl3fL0wNzjnYuyTl87Cq2vXRIhMp6SMRLRtn0L6uO3eqDKYYanUa22JZL1GqkCrULJY4WQZqHt2j5IQjSe+d/RSyNkRzFCNqKS7c61SgFil23YCNVzYVKNTfeiMnSiTXaHnIuLC4EZveWgKCYHuVgorOBS1KMNqQnYnYqMnKk61UE20DsVGLkjsHkWubn3tGdy5fStZsAYMxrjB6Z6aO/o2TumxxGf1akYR47RzClv3cd2x62cbz1AndaJOHRoV4rhSDCCXSPQz0vuRSCqu0NFa2D2OqTo4VZKGtnWy/Mc1lqViKeHV2e8X9B4M6a05ehjHsPZgM+s9DrX9UrkWYkF0BzL/0CS8l3E/HMAy5dekryuFaWI3FCPbGteePH2O8LoEARN4cBpUhnMoL0KF49oPol0TIeJXdGdBPLk6e35suCkJBzsZr83gdcFOrlzWM5EOqY2jTRqs4wVeHGLWlrHQSg3+TyD0bljq2wbFj1CwESPKr2SwsW1Sp/fckMNo5hmHUiSQ7HTzyWOQnhfpyX1+DQAXmOCq+DEyVZ4fi4XlWSBs3VZ87Xe/wmzPwXE67CFzaP8Mt0frd4XEp3+Pa+HK9wc6GvanK/o+gBMkg0B1wSAHjp8C2Cio4JRrHvCePKOdCZqqZieBAaouViI4a7dEdna1gov9gt1ScTiuOK7Bth6CrJLoiPfhgFHVXUqgjO7B8OZOPhGOf2MQSOFvmzGw8Ipg1aHSAdbhwZDJ07AbLHhnwfntY76F6GJINI6BVB5UuyZChPotn2M62YPXIiQ1SuAKAIA3bpCObW2Ahwu47G+gVkM7doD8mg7BXlCsDzEfa7hwF1PNoMcn3gvrflUg0UQgI10Ybsi4TELW8JYEatjIf6GTWFmmQFQyE8B3hFY2EENc0IfRJzRti/gTm1eVUYRN6CEt+ILcgrpgMt6yw83HX4fD1mC2nujecS8jZUA5TfO4vFzTvZ6qJRMcT+ExkIf7+I347GD3Gf2mx0V1hEADeS4dwRlQpSCsV2yH+yC08nD7R+IleWGKBJQYwcIF3XqoOskWD45lGYgpNnusIXHEwpjKMSG3PDTG4AayAHK9OufKgdPUgd4TgaTt0B1F65o/4lZo15KBm+uR31Ew34No10SIBCazUrgQfEJ8MRDmHRWOxbiJuDjA1P1MTDse0Hf72GTk8xCx0Sw84Jqo+BVTcBvRi6AlusFLnCi5UH2C3gPTj/5C+1+xJp6nnfR5RZ6O02KgBrNhxe8u28ikyljEQEh3Hzs9BBpOuzQ2NAVM5fe3bcOtF17A8bgGTJ/sEqdGvoES7BsID03cyFGy6XXRRw5k8pI+QsBbhkDFfwxPTGEk6QjWsxSQQc0QJ7O7w+mCVaEuxbcoIrXkRkRuOndmb3vFIXqK5mTrZwp9cMEOSx4tD2Eb4/hKiOl1jWc5Gd+YM9k0OhGDWwTKFTMsoNrrPTn7cxl3n9Yl0gM51BbTuQzV/RGqm4KF76tdEyECgAZMmHQ9nvjeURCoAqTJM5DRrKQ2Hv/xe+saZDLp0lMG7SSp8/SadH4LXQBpQdci6ITFCMgY+neBLWPyHchJdvf0SDrVlkpdPfhP5C1QHCEyYEjw1RDGt4Io0q393KaFJ4jcuC91MgESvrovQPSTgGNH9ctbw2HdcFy30+TBK+pIbuqTBefTu/MmmVAGV++wddjJd/R8qDnDMydCJVCtq1OdGiEWI/IonFfvgFs42JO3lAl0vVuA2arDxTKeotGDtDD8vTjrtAygEAmeoOF0Wj9pq0KoEbUU7GXQNUfxgsozcSMCkv1L6LCR8b51+gfMuHalJCPv0WDoRo9ld0w8SygdQClJ0mUA3eCxzpt3eJ8NtHZ1ql9Vuxc+kRsA/huAC37+Z9z9H5rZdwD4AIA3AvifAP6Kux/N7ALBDv9HADwN4Ifd/clv9Dt9Tv0uFs+V3MSIU6kKcOUhUFXpPbJloUkP3gv3jrXH4q4AdiZJrcV9GtythS9Z090ni3vB2iNRrZeCHXWFjXT8Qh6pv/N6sKECmBkWU3kphX0jV5PsDoCj0JXoFgSQ6tNiEpqWwKMZjX2zvUEqDELgueRnH9hCLvLG+JRQJU4ugdzwJ6hkhEvNqzCGaZzO/YRtR4mPA+3MwsSIMirRI380mPmVp6KIZp3oU498DHcgwE3HiwRNhVUZx8tkhIz5TtImHiZJI8l4mM4kRXfHshSU3ZKqkcYXAJrFv0qkkyHyAFTVVzpNGF7j4OlwoAzGtWrKtuW86ZAjEi7mUclQ/ZTKV3jACjnrQOM99j7W4tVcrlfb7gWJHAC8y91vWTCc/Xcz+3kAP4pge/+Amb0fUSLiX/Hxa+7+nWb2HgA/DuCHv+Gv5CKl1F2WKAjtE08CIZiHFSugnwf0c4UVU1DMZ16HoXlH6cBi1KU5QTZnR04bQkLEEUjCWwv+EvbVt6iZ0ltD6uy8tiZfMHIOQY6FHgikQZGdrq6nKufT60IccYdF4oc70bDA0WtJIRQuW+S4yWMTgXaYhBZVGHX2ilDIedECTvVhMk4LZUyRoRL9UhPGfceMKMhfwX2VxD7RN8W+RGh8Ie2Ct062cwaUQWpIz5NXk66AQVigraTBhAMbDyWM39WayyxvsB/d0azluJopHyWEkDK03YKNrhuwdYd1xxYRhlme5MRWVSRknQiPqCP1kmGcl3A8cceaASeUA5wqfr+UyjxTqeWe57ET7UVYgJ2CwlfZ7oVPxAHc4p87/nMA7wLwl/j6TwL4Rwgh8uf5HAB+BsC/MDPzq2b9qZkh0+gDXjZCYVVR50IGMhtRQTXKdow1MxYihys8KwAaF2czC7sHCA19pL8ryGr2x0e3t3w/BEUFFpITgfYYn5FITFzBKKfJq8V98XNhJLWAtxQuyIxg9XCMUW7y5BIFZOoItyLVK27O1o2FoWYhF7DXmf+Sa5NCVELGMf9eyisG4cXin1UO7ZERoOVEDoT1NlMeWKoENXN/yAin3I/sllBnbNhdrXEhHR5SoSI7MuKAlI/TFTQHYPJGmBkpJBGRzABQxn46jbkRajWe8Iykdh9UmXbFXsO5UrLbxjCCNDRznLbe0XPsnLaYaVcb7Sc5DtM9S4VzHQa6vxF8plsfEasU8kbD6gNKn7lXjtUK4OMAvhPAvwTwBQDPehS5AE4Z3X8/gN9GdH4zs+cAvAnA737dH/CBxE+EAOtmeAdJavhh3n2R6sNBFWHtnJMgT8jiEWi2bZGVa1woPZPdplM48GNu0PxZIKzjZjAWS5ZFf7hdR0sLfm40CQWZVaPvxUraSmZj3ThcZ5funKw3Ntf8WuUvFcJzQW2RMc+uYZy8YtMYS+hYFkIKgBjxE4Ly6b6c5i+QU8l4jYz74E92Ip+axsmS/RMCVFPuiHEuW0YfD9QjNcB4qsMsI5XDw8G7kyANqMHTOOa0tXheqhNZgsmbRAbOcqx9COSihD7aLxZGtUqIFBm/eR8hNIY8S3uagzE+cT8KHoz5RQpFlUjVFtFaUd0iYKhhOpB1ICS/a/SMh0LCw/tq9yREPCKXvs/M3gDgPwP4nrt9jI9369VL5J1NJSN2u30OECgErFSYeVK8xf06SllgFin+vXVyJTSotEKMcCy0dOX1WADho2fWbCclgGFMgI3NotOHwIGSXOEHkexUSkFhgJoVLv7eh9RxxajE33LdARgG2NOBHqfMBM1jRDrEnoX8iD40hF3R64TEchMCQC8ak55IJnf2pIQYmOlKQ6MEdetB+JvqG68/4xaFl6fng4hDAlNco3M06a7SBgCRKPfMdJYgLqaAsmnhU4VKgjbuwtYj3mfHEhRRukKChGLY6d2blqhek+dFayhD+ywKlAEzRqTh18JepXvO73gIkC4BYmWaW0+EobF3iGJxQMQgMR9rRvYr4xikTUaHmObWDWaOilF1oE9rOSNl77O9Iu+Muz9rZr8C4J0A3mBmC9HIzOgutvcvmtkC4PcBeOYu18qSEY8//rjXOhjHciIN8BZRhVYqCpzp/wvadmCEITVDRyTiIfRpJ8dkBqvppARVjbrAEXU7wJNpRkNjkeCEbU0bE7DMV+i9paQPj4snyc042YeNBeyz/hrBVLG5sqcmXTYWWmOtGRkAaUVk4ev4HS3xPgkkiZECXr841q0lw1aGSesaFkJkyQ0Ti9JoDOyNXjIijFJVlkJjpZUKxvnEH9UUMyG56hr6DPRbatTkxW6JDdU81UUl3Rk9NcXCUF2TXc3jMBkzFddcFrQyPFxbY+XATuTEtAjFfMDpsenD8Cg703Ax5+pIodYpJBUUp+S9jet0KZE9nLEqhqBYLJ7rLyk9eemhHIJC1of3xQA0OiVM4t+AUlCBVH3ckTFLqXLy8QHIkHvyzrwZwEoBchPAn0QYS38ZwF9EeGj+GoCf41c+xL9/le//0svZQ4C4+R0JhHpvmZ0ZkFP0dAHLt21FOx4Zli4X3UYEIEMhI1V9QhMzUBIU3e1wvHMnvu9TbomRS1WGNr5uBnp3hDqcxcA9Tx8ZeXXIDS2JUF3iiIJIi7HYKL4kEmL6BSDwLhJnBaiZTkdullxwDsDCbpQAljC/9w6rQK8NaI7druDOSoYy7mhLLwsvZoT9jizP6VR9Ykxo3yArusPhjXfr09hpkUtycFyl05t7xOAUo72hADtD64VxOkVHRlzJHWYi1GbQmewhElC8hWLhPm1UGySIkwgLFC6d9rgrQl1qAohsQZWmI2weA9WFgFgpQBzhOo6yImMtSPD41Efn2Gu3cImlDUrJoaUqKltoVncqdTQSVM2meCoeYD28EfG5UrIf99PuBYk8AeAnaRcpAD7o7h82s98E8AEz+ycAfh1RVgJ8/HcW5TOfQdTlfdnmCJtHTFCwZXEEApVAg2xoreF4uETbdPqP0HbNYyYwKTSH0E1eCkPkjQALlv0etQfDeNSRmWgAbKwNg6MmWc8VmxQFSzGyVk0uvxEQFSdULUO9iEJXYyFE5mvkY/i0uoo8DRI+iaqkUmgZUWUoll7Yksl6nie/gaUvdgYsFS/eOeZcFAPrtCD7Frq7BhIZMSqXbNggHOvWsVREKYXdQJWu5DDOtpVCcRCXHLyu0u1ZcxedzPrhtgxPjYii4pDokPv3NPTflQVnYB5LGJk7YzkKEyzDSA8S/Aw0ln2FUHHN+Rz2CmdoQYTWNwfa5lDel1nBTrFKGkuigOiW5aGncHgHKPzluZFNLYRJGOYtVXUjmilE8t5xkr5QKdQ27hcJv7RzvfzWvKdm3wAkvCbt8cce9+/+7u/hgtcgc6Joue8eiKT3DdudF5PKz6eFV+CEywYlNAkIauIkGQL2EZEwG9N4GsaBE9OoEy7tADol4LSwkwCXUDonXEZNXYdGuGUpjM0Yp4PuGQCyZok7VMNldq/K1qEme0B+H4FVRMabB41NC7kDHZ31S3Z45tnncXlY0XvDflewXxYGM8m9KdgfG3YnJjAJMwlnY0g6w8UzE99AlOknn8/TF+Ox1kobTHyvO1gZsEOG9tllXohmIigPVJk4B87n5BdZXcF6VClod0lj9gkZstLomcJQMneY8zTupZI1Tegt8m7GOsn15CGsWgrUyO4dVfaQ8zuHz0uot+QfdqpISOEpRjdDrBkHL5jzPmWOKzoWwHMvvIhta/clS65FxGqeSD5cazKOKgoV4AbuHXVZeGp46orgdw2VVvEJF2KC6lQjZLmOAksFdbcHbBj+4roSOH5qbIVQgCOit4aeL72+UKURDV4pBXUpWJYC84pWncKkZyEoc22lwFVzhTqnsVDoo1Md6BbeIaTR06DSn8o2PhlrSVOnEVOEyRwb5+s5L7SPyOaRW8md1IAVtdpL3Nkhx/sIlioFuyrhQeFJNbVU3gO/G2PSTjZe9KehNQqsUoJSUzYWbpLWHZVoo5ZQL6OuLQmHtqgPLHd9CYt42iGUS1OKkIeM90S9RAeFasUJarVIvitzuAF/24UezDOVQWgCBtqSpEghaAty9WpFIFXnRLQUxm1r6BYu7hDWI5bIiNYW/o1qYRPbZtqHV9+uhRCBO9q2cqPM6qXiByhQPBamlYrlwrAdj0Pd0aV6D6ZtjA1kk97dpxq+xjyO1hvuEALWUrDjyQkz2JxzIwMadHJaBEAp5oCnv9LyYSLbNZYrjHIEdQl7S2vyWighagg9oYa8r1RposkAV8yx2y+o+x22tqGtPLWhQTTMK8WKwRjSXXcV9eICl4cj6mpojde1HuNAI2LG8HQnbylLaiyVm19j71RP6M7sNB1n4BbiZF1qen5kQ+m9Y10bC5wDgkChnmgihVlifrbV0xha6G6XLQ1m8FrQAKwbhTVLSea1HFmKQevOeR/arCEkgmpTJT/SllIjrd8QKRY72ioMSEHiUNj50ERrjQmUOjK2wYCOub6gz87OAXLX5CFKmwmQzoQMViQyM6+QAHRHBkk+iHYthEjolo1wUIuHJ3VvSF6EOCpgVoMbtHf0Q9QoKaXQLSzrd0tVyLkoT/XLyciXxjKmi9eam8YMKJzbZaH+P216R+QkwB2V6pV3Y1p/3McCi6Cy1rBuIUTCZRqnYp9UGIWiu3PDI06xqDYPxjScMm8dDkcsfYkTfVeBzsArRAboXObSwOtybDYWOeKIR8YyYmEoBma/36HUinU9wrpH6YW6hPeGpyyApF5oV9SceC/Gatkpb8VRl8iYvX15icPxiCDAVk6QPCIjRkJNl411EzafhgaYY7dbsN/v4mQvFe244riukKG1lNlrpsex4cYJw/e71BraXupsG+mZ15OOABjVqpJ2MwMCwjWbNrhsWTZUDqlTFGfGXJfh0zMebJ7jyishzep5dgptS51C7o1tVQ1lfwlSfTXtWthEzOwFAJ972P14he3b8HIBdNezPWp9ftT6Czx6ff6DAP4+Qy5eVbsuQuTX3P37H3Y/Xkk79/mb3x61/gK/N/tcvvFHzu3czu3cvn47C5FzO7dzu692XYTIq9bHHmI79/mb3x61/gK/B/t8LWwi53Zu5/botuuCRM7t3M7tEW0PXYiY2Z8xs8+Z2efN7L0Puz9qZvZvzewpM/v09NobzewjZvZbfPxWvm5m9s95D58ys3c8hP7+ATP7ZTP7rJl9xsz+ziPQ5xtm9jEz+yT7/I/5+neY2UfZ5582i9qoZnbBvz/P99/2WveZ/ahm9utm9uFHpL9PmtlvmNknzOzX+NqDWxcZGfkQ/iFoJ78A4O0A9gA+CeB7H2afpr79CQDvAPDp6bV/CuC9fP5eAD/O5+8G8POI0J13AvjoQ+jvEwDeweevB/C/AXzvNe+zAXgdn+8AfJR9+SCA9/D19wP4m3z+twC8n8/fA+CnH9La+FEAPwXgw/z7uvf3SQDfduW1B7YuXvMbunIjPwDgF6a/3wfgfQ+zT1f697YrQuRzAJ7g8ycAfI7P/zWAH7nb5x5i338OwJ96VPoM4DEE4fcfQwRrLVfXCIBfAPADfL7wc/Ya9/OtAH4RQQ/6YW62a9tf/vbdhMgDWxcPW51JKkW2mWbxOra3uPuXAYCP387Xr9V9EDb/YcTJfq37TNXgEwCeAvARvALqTQCi3nwt2z8D8PcwKO/fhOvdXyCi4/+rmX3cglEQeIDr4mHnztwtcv9RdBddm/sws9cB+FkAf9fdnzf7uskR16LP/k2g3vxmNTP7swCecvePm9kP3UOfrsUYA/hBd/+SmX07gI+Y2f96mc++4j4/bCQiKkW1mWbxOravmtkTAMDHp/j6tbgPi5IePwvg37v7f+LL17rPau7+LIBfwUS9eZd+ZZ/tZag3v4ntBwH8OTN7EsHo9y4EMrmu/QUAuPuX+PgUQlD/UTzAdfGwhcj/APBdtG7vEcanDz3kPr1cE/Uj8FJKyL9Ky/Y7ATwnqPhaNQvI8W8AfNbdf2J66zr3+c1EILBBvflZDOrNu/VZ93JP1JsPsrn7+9z9re7+NsRa/SV3/8vXtb8AYGaPm9nr9RzAnwbwaTzIdfFaG3nuYvR5N8KT8AVENuFD7xP79R8AfBnAipDOfx2hz/4igN/i4xv5WcMopfEbAL7/IfT3jyNg56cAfIL/3n3N+/yHENSan+LC/gd8/e0APgbg8wD+I4ALvn6Df3+e77/9Ia6PH8Lwzlzb/rJvn+S/z2iPPch1cY5YPbdzO7f7ag9bnTm3czu3R7ydhci5ndu53Vc7C5FzO7dzu692FiLndm7ndl/tLETO7dzO7b7aWYic27md2321sxA5t3M7t/tqZyFybud2bvfV/j+6OHGd85JxeQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for image, cls in imagenet:\n", " imshow(image)\n", " print(cls)\n", " break" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- `WebDataset` allows you to iterate through your samples just like a regular PyTorch dataset\n", "- It has convenient file-based rules for decoding built-in." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "ename": "NotImplementedError", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNotImplementedError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mWebDataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__base__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mimagenet\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataset.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 25\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__add__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNotImplementedError\u001b[0m: " ] } ], "source": [ "print(WebDataset.__base__)\n", "imagenet[0]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "`WebDataset` is derived from `IterableDataset`, a new dataset type in PyTorch 1.2. It cannot be indexed, only iterated over." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "852\n", "torch.Size([3, 319, 500]) 0.0 1.0 torch.float32\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from webdataset import WebDataset\n", "imagenet = WebDataset(\"http://storage.googleapis.com/lpr-imagenet/imagenet_train-{0000..0147}.tgz\",\n", " extensions=\"jpg cls\", decoder=\"torch\")\n", "\n", "for image, cls in imagenet:\n", " break\n", "imshow(image.permute(1, 2, 0))\n", "print(cls)\n", "print(image.shape, image.min().item(), image.max().item(), image.dtype)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- You can decode automatically to NumPy (default), Torch, and PIL.\n", "- You can decode images to 8 bit or float, grayscale or color\n", "- If you want to handle decoding completely yourself, just set `decoder=None`" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from torchvision import transforms\n", "\n", "augment = transforms.Compose([\n", " transforms.Resize(256),\n", " transforms.RandomCrop(224),\n", " transforms.RandomHorizontalFlip(),\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))\n", "])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- The `torchvision` package contains a number of common data transformations and augmentations.\n", "- This pipeline is commonly used with Imagenet training.\n", "- These generally operate on PIL image types." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "851\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from webdataset import WebDataset\n", "imagenet = WebDataset(\"http://storage.googleapis.com/lpr-imagenet/imagenet_train-{0000..0147}.tgz\",\n", " extensions=\"jpg cls\",\n", " decoder=\"pil\",\n", " transforms=[augment, lambda x: x-1])\n", "\n", "for image, cls in imagenet:\n", " break\n", "imshow(image.permute(1, 2, 0))\n", "print(cls)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Insert the transforms using the `transforms=` argument.\n", "- Note that unlike `Dataset`, `WebDataset` takes a list of transforms corresponding to each element of the output tuple." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "921\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from webdataset import WebDataset\n", "imagenet = WebDataset(\"http://storage.googleapis.com/lpr-imagenet/imagenet_train-{0000..0147}.tgz\",\n", " shuffle=100,\n", " extensions=\"jpg cls\",\n", " decoder=\"pil\",\n", " transforms=[augment, lambda x: x-1])\n", "\n", "for image, cls in imagenet:\n", " break\n", "imshow(image.permute(1, 2, 0))\n", "print(cls)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- Web datasets are usually split up into multiple shards.\n", "- Shards are referred to using standard Bash brace expansion syntax.\n", "- This brace expansion is carried out internally.\n", "- Sharding is important both for achiving faster I/O speeds and for shuffling data." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([16, 3, 224, 224]) torch.Size([16])\n" ] } ], "source": [ "imagenet = WebDataset(\"http://storage.googleapis.com/lpr-imagenet/imagenet_train-{0000..0147}.tgz\",\n", " extensions=\"jpg cls\",\n", " decoder=\"pil\",\n", " transforms=[augment, lambda x: x-1])\n", "loader = DataLoader(imagenet, batch_size=16, num_workers=8)\n", "images, classes = next(iter(loader))\n", "print(images.size(), classes.size())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "- `WebDataset` combines with `DataLoader` and parallel augmentation just like any other `Dataset`\n", "- When using multiple workers, each worker is assigned a distinct shard." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# WebDataset\n", "\n", "- just store datasets as tar files on web server, object store, etc.\n", "- drop-in replacement for PyTorch's `Dataset`\n", "- same preprocessing methods\n", "\n", "Advantages:\n", "- sequentials reads -- much faster on rotational drives\n", "- achieves SSD-like performance for petabyte datasets on network shares\n", "- easier to manage than millions of files" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# TARPROC" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The `tarproc` package contains a number of tools that operate on datasets stored as tar files:\n", "\n", "- tar2tsv -- extract data from tar files and put into CSV format\n", "- tarcat -- concatenate tar files\n", "- tarcreate -- create a tar file from a CSV/TSV plan\n", "- tarfirst -- extract the first file matching some criteria\n", "- tarpcat -- parallel tar concatenation/shuffle\n", "- tarproc -- xargs running over tar files\n", "- tarshow -- display contents of tar files as text or images\n", "- tarsort -- sort the contents of a tar file by key\n", "- tarsplit -- split a tar file into shards" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10\r\n" ] } ], "source": [ "!gsutil cat gs://lpr-imagenet/imagenet_train-0000.tgz | tarscat -c 10 > small.tar\n", "\n", "!tar tvf small.tar | fgrep .jpg | wc -l" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Tar files can be pipelined, just like other kinds of UNIX jobs.\n", "\n", "`tarscat -c 10` reads 10 samples from the input, writes them to the output, and quits." ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__key__\tcls\n", "n03788365_17158\t852\n", "n03000247_49831\t902\n", "n03000247_22907\t902\n", "n04597913_10741\t951\n", "n02117135_412\t34\n", "n03977966_79041\t285\n", "n04162706_8032\t589\n", "n03670208_11267\t270\n", "n02782093_1594\t233\n", "n02172182_3093\t626\n" ] } ], "source": [ "!tar2tsv -f cls small.tar" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "`tar2tsv` extracts data from tar files and tabulates it." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# writing imagenet_train-000000.tar (0, 0)\n", "# writing imagenet_train-000001.tar (9173, 1000004876)\n", "tar: -: Wrote only 4096 of 10240 bytes\n", "tar: Error is not recoverable: exiting now\n" ] } ], "source": [ "!tar -cf - --sort=name -C /mdata/imagenet-raw train | tarsplit -s 1e9 -o imagenet_train --maxshards 2" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "To create sharded tar files, tar up your original dataset (either with `tar --sorted` or `tarpcat`) and pipe it to `tarsplit`." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "__key__ \tn03788365_17158\n", "__source__ \tb'-'\n", "cls \tb'852'\n", "jpg \tb'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x0e\\xd8\\x0e\\x\n", "json \tb'{\"annotation\": {\"folder\": \"n03788365\", \"filename\": \"n03788\n", "\n", "__key__ \tn03000247_49831\n", "__source__ \tb'-'\n", "cls \tb'902'\n", "jpg \tb'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00\\xf0\\x00\\x\n", "json \tb'{\"cls\": 902, \"cname\": \"chain mail, ring mail, mail, chain \n", "\n" ] } ], "source": [ "!tarshow -c 2 small.tar" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "`tarshow` will show the contents of a tar file, and optionally display images." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "!tarproc -p 5 -c 'ls; gm mogrify -size 256x256 *.jpg -resize 256x256' small.tar > out.tar" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "`tarproc` allows you to map shell scripts of samples comprising a dataset. Here, we resize all the `.jpg` files in our dataset to a given size using the GraphicsMagick `mogrify` tool.\n", "\n", "This code also runs in parallel on 5 cores." ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "#kujob -s '{0000..0999}' -- tarproc -p 16 -c 'run-ocr *.png' gs://g1000/scanned-{}.tar -o gs://g1000/ocr-{}.tar" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Combined with a job queueing system (here Kubernetes `kujob`), we can easily process very large sharded datasets.\n", "\n", "This runs an OCR engine over 1000 shards representing the 1000 scanned books in the Google 1000 Books dataset; each shard is run in parallel as a separate job, and within each job, 16 pages are processed in parallel." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# PYTHON BASED MAP-REDUCE" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "from webdataset.writer import TarWriter\n", "sink = TarWriter(\"out2.tar\")\n", "\n", "def process_sample(sample):\n", " return dict(__key__=sample[\"__key__\"],\n", " png=sample[\"jpg\"].resize((256, 256)),\n", " cls=str(sample[\"cls\"]))\n", "\n", "for sample in WebDataset(\"small.tar\", decoder=\"pil\"):\n", " sink.write(process_sample(sample))\n", "\n", "sink.close()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Processing many files is also easy from Python. Here, we resize the `.jpg` file in each sample using PIL, then write teh output to another tar file. This is all fast, sequential dataset reading." ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import multiprocessing as mp\n", "pool = mp.Pool(8)\n", "\n", "processed = pool.imap_unordered(process_sample, WebDataset(\"small.tar\", decoder=\"pil\"))\n", "\n", "with TarWriter(\"out2.tar\") as sink:\n", " for sample in processed: sink.write(sample)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Combined with Python `multiprocessing`, you can perform large scale parallel processing of shards." ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "def distributed_map_unordered(*args, **kw): pass" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import multiprocessing as mp\n", "pool = mp.Pool(8)\n", "\n", "def process_shard(input_shard, output_shard):\n", " processed = pool.imap_unordered(process_sample, WebDataset(input_shard, decoder=\"pil\"))\n", " with TarWriter(output_shard) as sink:\n", " for sample in processed: sink.write(sample)\n", "\n", "shards = [(f\"gs://mybucket/original-{i:04d}.tar\", f\"gs://mybucket/rescaled-{i:04d}.tar\")\n", " for i in range(1000)]\n", " \n", "distributed_map_unordered(process_shard, shards)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "You can also use your favorite distributed queueing and processing framework for Python to execute very large scale data processing jobs just from Python." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Large Scale, Multi-Server Training\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Large Scale Distributed Training\n", "\n", "- commonly 16-256 GPUs training from the same dataset\n", "- 200-1000 GB/s input data rate per GPU\n", "- disk : GPU ratio of 2:1 to 10:1\n", "- CPU node : GPU node ratio of 2:1\n", "- on average, each disk only used by at most one GPU\n", "- data is cached from archival storage to dedicated disks\n", "- all protocols are HTTP (WebDav for management operations)" ] } ], "metadata": { "celltoolbar": "Slideshow", "jupytext": { "formats": "ipynb" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }