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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import torch.optim as optim\n",
"from torch.utils.data import Dataset, DataLoader\n",
"from torchvision import transforms\n",
"import numpy as np\n",
"import os\n",
"from PIL import Image\n",
"from matplotlib import pyplot as plt\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Loading Dataset"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"classes_10 = ['spring', 'cousin', 'water', 'friend', 'like', 'yes', 'doctor', 'blue', 'nice', 'yellow']\n",
"\n",
"classes_25 = ['spring', 'cousin', 'water', 'friend', 'like', 'yes', 'doctor', 'blue', 'nice', 'yellow', \n",
" 'again', 'deaf', 'drink', 'family', 'father', 'finish', 'grandmother', 'help', 'milk', 'mother', 'orange', 'pencil', 'school', 'sister', 'student']"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2813\n"
]
}
],
"source": [
"dataset = torch.load(\"./StoredData/fulldata.pt\")\n",
"print(len(dataset))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### select a subset of data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"339\n"
]
}
],
"source": [
"all_classes = os.listdir(\"./videos/MS-ASL100\")\n",
"classes = classes_10\n",
"data = []\n",
"\n",
"for i in range(len(dataset)):\n",
" if all_classes[dataset[i][1]] in classes: \n",
" temp = dataset[i][0].permute(0,2,3,1)\n",
" label = all_classes[dataset[i][1]]\n",
" data.append((temp, classes.index(label)))\n",
" \n",
"print(len(data))\n",
"\n",
"del dataset\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([5, 128, 128, 10])\n",
"channels: 5\n",
"frames: 10\n",
"height: 128\n",
"width: 128\n",
"label: 7 blue\n"
]
}
],
"source": [
"sample = data[0][0]\n",
"print(sample.shape)\n",
"print(\"channels:\", sample.shape[0])\n",
"print(\"frames:\", sample.shape[3])\n",
"print(\"height:\", sample.shape[1])\n",
"print(\"width:\", sample.shape[2])\n",
"print(\"label:\", data[0][1], classes[data[0][1]])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([10, 128, 128, 5])\n"
]
}
],
"source": [
"sample = sample.permute(3,1,2,0)\n",
"print(sample.shape)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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uvu4GuHJMca2NkqfOPjtms+MOF2/zRiafVlyORCu0Uhil0BryTDHTbZG1cnKd0WrlWCcUtmBgLWv9AXatj8YyNdVhbbXHYGB90z8XUrlVzXoyFANUnuZIIo6iKqw/lNtcN8WMq6o3fMk2SvJpxOkIwyX4E4lE4lJj9u9HDu9j7ZoZ/vYXf3nsOm966i6ePHYziOC++JVLPMKdY6IFitIKXPOb9rlS7zujysyT7eeCyCav6vaNcqyygdVgTKBsvSfQpmMYtgyNc3uVv4fMHOW7CxmlaBvNdLfN/PwMrVbOrrldTHW7mDwDpVhbX+f4yVM8+fQzuF6fmV1ztDurWOctT6IduHG+ps1U4ZjVG6pmeANV+/Rc7/mwAyqRSCQuPard5uv33chX/+fxwiTyq9f8DfzJ37Dg1vjhm+/BLS1dohHuLBMtULy9IU40GnCo2mTuPQFhMma0h04s3ubq4iT8q5Qpi5FthqvUDBuqjtoxt5oTx4TvNgNYtzmvjtaKC5OyKJQYlLYYNBpBA61MMTfb5sC+ea46eJB9+/cx3Z2iO9VFGwPiU4tPnNrLzHSHoyfOMFCWmflZimKBNdtDXMxeUg1LxUiPJOUDkutBs2NjhscV1RsKrI1XaPOLEY+/fcGZSCQSF5unP/QNfPXOzcVJnXnd5U+++gm+59bvwJ4+fRFHdnkw0QJlOHul3sRueL3yO3cw8zfSk6PlQfv3dVludYw5Y4SaOEEFITB0dF2zoDgX3CxjVx2dbNXIL7Wz3iwUVI2Z9L0wUIBygAZtCzqdjD1zU1x91X6uu+YQVx3Yy669u8iyHJOZIJE04mB+foaZ2S75Y49z5OhpzEybpcUF6HsXT+lXq48hNHKUMvDEW2/UFgKlWWlfle8p1IhIk82yolLEbCKRSEwcEy9Q6ub6MfNxY63tcPadcWNA6OZpNA1DywYejI2iWZoup2bo51Zzrxo5gK97IoC4AtPSzE13OLh3F9dctZ+rDx9gz+5dTM1MkbdyTJYRK6WIU8wUlqmpLoXA8lKfU6vrTE91GAwGrFuLczGgVY8aLGTo903GulE/pChBZejMN71jSZwkEonLjN6fvYDff/GvATNnve2PffqL/NYP3oP7+y9f+IFdRlxhpe5jDIkP/FRjFqBmIRmzh02KuW20vl9MKJFvUOih5fxmyFjcLBZCk9p7xJ9jtgFpbAugtKCNYDQoLO2WYtfsFPt2z7Fnbpb5qWlmp2fodKbodGfoTs3TmZpjanqWqelppqen2TU3yzUH9nPNwX3kFLQM5LnGGFUznoiXESGzx3F2ER9KKYwx4z44u4uXSCQSlxnP/f6L+bUXf4Ab8rMXJwA/NnuS/b/yNL3vecUFHtnlxRUlUHyfmCBEwk+tm+KkWnf0vdH9jd+2sU5jPV37WS31INnzZgNBssGqo+NVgtaC1mC0Ynaqzd5ds+yem2F2qkOnldPKMvKsQ551aLWmaHemaLfDz84Une4Uu+ZmObhvD53ckGno5Dl5npWJMmMMN9tinJisL1uLva2vTQqNTSQSO8lvvvQ3eFE+fV77eP/1H2f58IQ7QbZgwgXK5sGpUbA032sKjs26G2+Py/UbfWVBGX7Pt9MRWplifnaaPbvmmJ+ZpttukRtvATImJzNtsqxNlnfI8y6tvEsr75BnbTrdrncFddtohHYrp5VnQzEzQWycx1mMWMC23NnW0ciX6x1LJBJXOEpx6n++i3ltd3okE8FEyy+pB19Sxp6Wabn1qJSyiFsI4yjjOobEStWMTo9YIGTMb/V4zbOb+MYlyqoxZo+xecfV+dB0S9V/FydorWqxH97tYkxGv+gz1Wmxe3aauZkpprodWnmOMRqtDUZntPIOOsvR2pCpzAf4uj5aFeRZzuzsNFNTbRBHlhmyzATrSRWgK7VyI/U4HMV4y9TwVamnZVfvSbhUzXickeu2AVXl22RLSSQSlw5lDJ/++V/CqHNz7Qyzclhx8JqrKZ56+oLs73JjogWKE9vI7vAN9RS2NvHUJyFRgkjIookWBud8oq32i3POz+daj3TMFQR0PYOm/lNV4kcUumacsthqrZqAiEm58XWs6Cq1+VgrU/pIykJyQ7JGNjhfpRTOeVcOIRJEZZAZTYHQbefMTHXotNvkeY7OMpTJyLIWuclomxbatEAbUBqwXrwYL2DanRxnHc5ZsrzlA2qNBldLM64LizKe2QsYrXQ1Xl1t0wgmDq+duDLjKlaSLYUPOllFEonE5Y1S6F3zF3SXX37ze3jh/jdx008kgXIZMuy+2CQLJ+qHsam9Er7qx5odZ/PNWkrrRDUpn+N0WTcURBEjxVAKUHN8G420tARV76BQGAWtTOOMYaaVMzs1TZ4ZUL6KjCVDmRytjI/50BrRuhZI4gOBtda08xxjFBI6LbcyTauVsd5zZb2S8ek61eCH79WG3aZry/BekzhJJBKXO9kN1/NHn/w9Jj6y4hIy4QLl7PDfwDdPOt7JkhmlgWEzgVQ3r0TG1hAJ7ioEa72lSWlvtchNhkWza2oG44SFpWVW+gWt5R7zKwWWNvuyLl3li7jZwtEfDBisr1P0+4gbYK3gRGFMG1sIhetjnSLTBhPG44vKaoTz97fWM5al9jORSCQSVyYTLVDOVkyo0j3iq86W76vKnRNDOnUZyVLbXtXrb2w+Pbra/rc7kYoIblicDBU0i26O8vWWQwnROEM9efJMY4xhdWWVvitoFY6BBesUojIkM0zv2kXLwXqvx7Fjx3j22DFWFhfJDRw4cICs22Xv/n1oo1nt9bHiK6xoo3C2ElsKHQrkxYTjeGrKNxncJsPiJFlOEonE850//d538foD/4oX/NAXd3ooF5yJFiiNCJH6BDwmSyeKk6bI2GhvUIbY1veFNGJItjWws2Kc/2ko4iQEyJZCZoOhVIKL4CKqBaYqyDOD1oZ+v2BqbjfTM/N0pqdpdbqINiwsLdPr9zFZm/X1Af1+AUaTTU1hjGGlANMr2LXnAKIy1nvrODTOxqjhphPGh54MXfeaOy5ZQxKJROLseVE+zQv2ndrpYVwUJlqgbJfyy3vg/CZDVbPEhL3Xwk8utO9hrBgSyqZ848JdGiIqChVFWTjNWYdRYLQhz1soNP31AXnb0e1OMTs3z+LyMktLS3Q706ytrrLWWwdtmN29m/nde8laGRjDydVVlMqwhcMhOAwivjS+xSUzRyKRSCTOiYkWKPXyZzJsZojrKFWKExX+2bYVZKhZjlLD2kOVLqFyHh632/rxR8Y6tOrQhyPjFEJ11mELymg6srdOaJ8dpP34nTgGgwEaodVq0+l0GQz6rPZ6rPf75O0Oh666iuPPHefo00/RztucWTjN4uIiyhjmdnWY37Ob6blZBoUle+wJTMg0Eif4CrIq5kgBvhnj8LUZvpaV0aUSVJulAzdSq5MKSiQSlzHZNVfzxA8e3ulhTBwTLVB0TSA0HCEN74IKroUoDMaYOBTMzs3Qbnc4deqUT8+NnZFDJdjSNSTVxBtjO8oJUjaYTOOwwmYbJgqN9fCMCpZYxr603tQPUkPj65IYrdHKr+ico98f0MkVszMztNotev0+UjgWTy8gKA5fdYgzp06wfOoU7XaHheUVlpeWaHe79Ht9Fk+dpq1zFhcXGaz1UWhwIM6htCLXmnVrg0sMbCnQ4rWSMsenHLer3ZtN9EaVVj4cVzO+poqq/ZbqniQSiZ1g+Ruv5qF/856dHsbEMdEC5UIhAq961au57bbbeOc73znyuRp+cVnMc6MxM2NndgVaO7T24soJFIWlOzvNrvl5up0MpTTWCqIzsnaHo088yYmjx7j5RS/huqsP8aV/+DrdThtrHceeepqjR57h2NSTLC2v8uRTR1hdWKIoCqwIudLkJmelWCMKqJ1CjfktkUgkrjTaWUGxax57ZmGnh3JBuaIESi0qZDxBXMRmgdZW6a8vfOELecUrXtFYtdzpZmkjl2ACPp9v/godwlB8hAgiaIT9+/aRG83+PXuYmZ1FGUPhFOu9AYtnFtjVmWYqb9HShmuuOojoFoTquq28zWCtx4nnTgGO9ucNytkyENdkBtX32TuEWixbetRGgngqC4kOBfQ2vR6qsqIkS0kikXg+8fs3/Skf+Nu9vP/F1+70UC4oEy1QGn11lPJVYusTXZwZw3yVZzk33XQTf/Knf8x0Z5pnjx/nB/7JD/CVr3wFbTTGVAV0YgiKqomT4WnP9yoeGhP1RNqzPSEusODxab0+c0fQImTiaGuFLgp0UWCcI0PIjcFlxleQ1QrbX8UooQUc2LWHvggD56vcGjRT2RSzszO0ujn79u1hYXWZ9f6AvJ3R6bYwa2DDPVDi2LI4kaorwdj72Hcz9k0f/fb1dgRRtGjVrPrrK+hufBfOtmN1IpFIJC49V4xAEaml0tRqmtRjU2644Qbe/KY38Rd/9hccefIIb/rxNzE7O4PSaugbOpsW2lD1oA9pRj8IVR+aan9nUevjAk6eSoHJFCbT+Ar/Pq5Gi0Jbh+sPwFkyrZibnaXVnWZQOE6deI5cK6bynI7OcHnGVKuFaINzoJ3gnKLvHFpDt9v2LiARMqPJWxnGaGwZV7I9J8twwdxx12W479DwOrDx9d4ofiWRSCQSlx8TXXNXagtKhYJreqjzbTURZVlGp9Pl03/zt/zRH/0xzjlW19dxTjBao7QKQajOB8fWrTPA3Nw8t956a6yKz/am3bCb+tLIP2qeSD1zZaMUY1XfZvRogPJWBcAohdGm6giMQgtkCmzRA2vJjaHT7TA9M02n02Kw3kNboW1y8iwnNxlGfAXaqW6XTqdDlhkMCmcFozRGKVrG0Gm16LQy2nmODycWxkg4/KMX+vaID0RuZCRtxHBS0xZiZDOSDSWRSFxsTv/zu3jlz//NTg9jIploC0qj0quKFpPhJJ6mKUQbzWvveS233norxcDSbrXIjHclZFnG7j276Xa6HDt2jFtuu5XHHnuM/mDAbbffxmte+1puuOEF/Of//Ot88cEHvSjCbT3TlYrCvyhrl4h3CPn6JNUEXRcnW1kFGocRBco3KlShAm2mg1gTQmE0QSuF0Rbr1rFu4LcxGrTQH/RZXFjAWcfK0grra+usi8N0OnSMIctAGeWbKYYuxgZNJoqW0nQyQzvPaLdbLPWK8jTjnVFhnCK6NFWVl6eR1t3UzjKuxD8bC5HKuia4DarVJhtKIpG42Cxfrfj5Aw/u9DAmkom2oDStEkNvKBWsKtUyGAxYWVnhNd/5GjqdDl/58lf4zu/4Tq67/lqcCNNT09xy8y3ceeedOOf4vu//fvbu20e70+GbX/HN/ON/fA/z83N8z/d8TyPWZctv6yPWE6oxwlaZtSP7Ko03TcNEHE2wlHi0Jkz8lRgIIcJY26coBjhxWLH0B33We2s4EYwxrK31OLO0xOraOtY5rLUU/QE2dHwunKXb7aKV78HTyjLamaGVGTrtNirGv+AtJLq0paiGRSfUwR9zwc6N6p6PFzDJvZNIJBKXPxdcoLztbW9riAKlFIcOHSo/FxHe9ra3cfjwYbrdLq9+9at5+OGHz+lYlatliMZcV41jZWWFf/jqV+n3e7zpTW/iA7/1Af7Xf/m/cNe33UW702J2bo47vvkO7rrrLowx/NiP/Sg33HADL3rxi7jxxm/g2LFj/NIvvYd77/3H6Hr9k3MbPYiM7f13Pkh5UaRyLUnI4CkDaxRiJTQB7GPFMSgGrK2vUtgBu/fuZnbXLuZ2zdOzAzrTU7S6HQSh1+9RDAZYcawXA2bmZ7HiMHlGu9Mmy3Nyrel2WigEo0CH/4KDadPxN9oU1P47N8YLnY0KwF3KZzeRuJCkZ/fyxLz4RtauLi7JsfaaZdy3feMlOdal4qJYUG699VaOHj1aLg8+WJm33vnOd/Kud72L+++/n8985jMcOnSI7/qu72JpaemsjyNiOZvpfWlpiYcefhiTZ4gW3v/+9/PssePc8qJbufHGm2i1c2ZnZnnyyScREaZmOuzdu4d//s/fyDXXXMsnPvHXDAYFV111eIwzabNxSk041N6v/Xv++MnY2yt8F2IUGGNCE8JYei7HkfnGfqIoBgWI0O/3WV1Zod/r0e52uO76a7n5tps5ePgQ0/OzmNyEkBHH2mCdnu0xEEdndoal/hqSa7JuG51plIZ2u0NmjB9V0Ami8EXzlKPK1Bm9Vs1rdM45UYwL1NmsOi1cumc3kbjQpGf38uPr/2GKx77/1y7Jsf7xVI8P/PYvXZJjXSouSgxKlmUN9R4REd797nfzlre8hTe84Q0AvO997+PgwYN88IMf5E1vetPFGE5Jv9/n2WefRWvD9PQMq0sr/MVf/AULCwtcc/01KKPJsgznnJ/YC7j55pt5+cu/kdtfejvf8z/di4jj6DPHL8h4zjqrWDb4vXyvymQqHUkaxDXewaEZFBoRQ1E4fH0Tod/rsba8xrRpk2WWaZUhTjHoWwpVMBDHwDlQwkAGFM6SdTucWVvFtHJa7Q62GOCsJdeGdp6zbh2IrY2xef7xn+1bSTZeb8s6ONvgcn12E4mtSM9u4krjolhQHnnkEQ4fPswNN9zAD//wD/Poo48C8Nhjj3Hs2DHuueeect12u82rXvUqPvWpT224v16vx+LiYmPZiM0mJ+ccq6urOGe59tprmNs1x2te+xoAjh99FsI8aozxIiXXfNu3fRsHDx7iV3/l17j11pdy660v45WvfOWWhcdGRjU2zmIbNFKVwpYjx66HC8fgWvEVZJUCcSgRBM0ATd8JK/0+AxH61rK2voZzDuccK8tLnHj2OM89fZQn/uFRnn3yGY4feYbjTz3D4skzuIHF6AylM/rW8ru/93ssr6xiRbDO4tyAwWANg09frrJ2apk7Z/XYDV+nja/bZpEr271dO/nsJhLnQ3p2E1caF1yg3Hnnnbz//e/nIx/5CO9973s5duwYd999NydPnuTYsWMAHDx4sLHNwYMHy8/G8Y53vIP5+flyufZaXy2vUagtFmYbmaGUNyMo7TvAhG3+4A/+gM898FlufPGNPPH0Ezxz7BkWFxb4yle+wp133kkrb5FnOQcO7OfYsWP0+wMOHjhAURS85jWvCWnMPiPH4bNlK6eFQkRVMTJO+1Rap2sBsYIShxKFkqriqp/GVbkoB1oURhRaBFU2yPOLQaMxaBQZkKHQGrSCzPiF2jaCY4CwsLrOunOsFQWLa8v0bR8xGt1tk8126e6dp7tnF+2ZGeb37OGqq65m/759dDptUAprhS9/5RH+/KP/g6XFFVZW1lhbX8PagsGgh1Lia7AoyLQiMxqjTBirCbEo1Q2LwbSqJmJUODtVrt/8LC4ohRWhcK5cnFTxNjFoeCv3zqV8dhOJC0l6dhNXIhdcoNx77738wA/8ALfffjuvfe1r+aM/+iPAmxQjw1kUWxXO+rmf+zkWFhbK5ciRI43tKqEymrnD0GKt4+mnn+bAwQMM+gX3/dv7+NhffgznhDNnzvDwww9z19138d9+97+hnGJ+fp5PfvKvmZmZ5T+++z/ywQ/8Jv/u3/1b5ubmaseMJ8Zopk6VtxJOFmJJ+OYaNNYrxx7ro2xiA4jhukqB0oLCYbQizwx5bqhbWBxC4YTl9T7LawPW+pbF5VWWVlbp2QHS0mQzHTp75mnvmSObmyafncJ02+hWjs4yBE2v1+eBz3+epeVVnIXl5RVW11ZxYinsAHGWTJvyMiiJ56XRoftxmXGkhq9A/T/dyPypruuwQN2Y7a53KZ/dROJCkp7dy4+vf+CbeO8r3r/Tw5hoLnqa8fT0NLfffjuPPPJI6R8dVu3Hjx8fUfd12u02c3NzjQWqb8Jnkza6srLCf/kv/4Xjx4/zC2//Bf7sTz7Cc8ef4+SJk3z90Ud57sRzHH/2ON9y57fwn/7T/8mv/uqv8cd//MccOXKEmekZOp0Ov//7f0BRFOHYjB3DZvU5tNbbSqQdkyA7Zhle2ysaAfK8TStvo1Ww5oT3C1Es9y2nFtdY6RWsrKyzvOwDZJVW6E6LbHYKptu46TYy1cK1M2xmKBQsr69x5JlnePLJI3jhAINBn16vR39QYJ2jcIWvrRKCXAWoCsCMFwzDWQjNcx66CkMidHjbeoZVQ/Sx/eflYj67icTFJD27O88/ufkLfHtnp0cx2Vz0Qm29Xo8vf/nLvPKVr+SGG27g0KFDfPSjH+WbvumbAB+4+rGPfYxf/MVfvNhDAWBtbY0Pf/jD7Nq1i//6f/1X1lZXQeDBBx9k4cwCS4tLvP/97+fmm2/mfe97H6JgdX0N53zvl5WVFf7wD/+Afr/vd1hzHzRTZGvTqlLgap+L4ILJQxoFyqQ2iQ+z8aRaHks11zPau0ZUKNImoVKtoLBOOLm4xNz8DNNLy0yd7uCcpTXV9c3+WjnSzjCdNpL7rB8rQt85zqws8+BDD7OwtIzRGq192nJRFPT7fUwnp7AOk2l/brFGi6I8v7MpQLcdRgRiPQS5/qtSW35zjFxuz24isV3Ss7uzHP/xu3nFzAd2ehgTzwUXKD/90z/N61//eq677jqOHz/Oz//8z7O4uMgb3/hGlFLcd999vP3tb+emm27ipptu4u1vfztTU1P86I/+6Dkc7ezzNZy1HD16lLe//e3+y32YqB74/AM88PkHALj//vvRWpPlOTozaK357Gc+y2c/+1lEBK1jWX0Vgk+H0ISMmjBKCf15vBkBQTAo0AawVcDtNorSjpwPdU9Q3drgf/Z7A5/FI4Dz6c5OORSKM8vLLC4t0s2FXAlu0GN+726YmUdEMK2cvN3CKYUrhIGz9AYDlpdX+cLff5G+LWi3OuSZQYnGWUt/MGCqmyM4tNaIViinauKpGl9dKJSdiMOnZ1P7xO96nL3p7ETQpX12E4kLR3p2Lx+K77yDD/7M/8HNramdHsrEc8EFylNPPcWP/MiPcOLECfbv38+3fuu38ulPf5rrr78egJ/5mZ9hbW2NH//xH+f06dPceeed/Nmf/Rmzs7NnfSytNEpCJ1slZ5lZE4hzpoy+XcWugNI1l0EQJ1IGYsrIPhpN7VBorbzlZKOyHqNf9s8LhcYVjoEbIE7KoFRvTPHXqyew3h+wtLBILhY36FG4gu7ULP1ez1eh9QEwDPoD1lbWWV1ZZb23zqkzp3HW0el0MJlm3Tj6/XWcs6jMELsTV8Gp6oKd26Y0OxtU16NmsVFKjR3HpXx2E4kLSXp2LxO04U9/89fIVRInFwIlE9h3fnFxkfn5eeY68+R5DloFA8E2asZL+Q/K4auiWof4YiE+c0YplFaodo7WGmO8FWVcsKUrBqO7Lz05XjRpUcGo4t1E8ViIt+jUe+8MNwmUwq9Yr6fatC74gxmFr26rFEZDu5WTaYVGfGaNU1ipLC2iB8xmcOOhvcy3DHPdFu1uzvT8DFdf9w1cd8MLOXDtNbRn5zBZi9WVHqura/QHA04vLvDud9/PWq9gdnaGdjujKHqsrCwDjj17dtMvLAM6HD+xhC2kuuxCKCPnah2kR6vFxtfDmTdVPtLougRrVlnqv34dh36Py8rqEgsLC5fMvx6f3VfzfWQqvyTHTFx5FDLgr/jv6dm93NCGPzzyd+TK7Mjhj9sV/tm1/2hHjr1dzubZnehmgU75yqb+G/E23T3+Kz1AmSKMEnzDPvHNaxQQrCSweRaIMrox+Q2vpaI7J6yj41jLzJxoV9BUBU9qZh0T9hpzlkf0ZAhCFVVOzqKgcAWZznECAycU1uGCNcgFiZBlmuluh7mpnBb+cL1ewYlnTyBkrA+Ezvwu2lNTZHmLdrdLa2aa5xYXkLCvxeUl9rXmmZmZRiGsr68BMOgNcMaQheqzIjpUkQXEIc5619QF0MfN8GB/flntTkQhVL+fE6jLE4lE4nnFRAsUaLoMxqXRMfx5CBLdFk7A1Fw1m2TmDB83dt/1dUwGaGd9rROj0UrRd4qBEpTzNVOUwk/6LsSUhOqvVVxt5QNSjWPF6xCDYB2gECc4BBGHRWOV+K7CmmBl8bVJuu2cqU6XXIEowSmN7RcY8TVI5mZnmJrbRdZpk7Va9AtLlue0uy0G1rG6vsbS2hpZOyPvdLDOsbbaw1lhdW0FKeNPotWoyropRx5vU+3EFONFxFAccNxF/cfmKDVG5CUSicT5kV19mP/XJ/5wx6wnVyITL1A2Y6OYh0Y8glYQiqrViSLDF0cjTGrD6mDz43uXi6OtFddffZirDhygsI4nnnySlfUBp9bW6SEhyDWMSakxlWK3PqtxNUUkdCCWUMVWhVgarTVGg8kM07NzzMxM0TYK0YDJmOrOsufQAQ5ddw2zu/eSdbuoLENrg6g+nU6HqekpFhZWsALLq6vMz89jjME66Pf6GJNR2AJrdRxdOD98sbnhGJ6zYAN9siXj+iEltqZ4zR0cf3kbZaG15K/f3l//O3B2iy0TiecRWvOPOhe9csem7NYdbvpMm6+/yuBWV3d0LBeCiRcoUpZSH/fZGEqThP+nKpgWAkhd7AIsiHPe5RMCRYNSqe1r/EGiSNBolLa0teK6A3t5+W030+l0eOa6w5xeWefDf/GXaK1xosNwghVEyUhSitKqMkKMCegNEsSfTxhuYR3OgVPiPUihsJyPq4FOt01rqkt3bpapTu7P1Rhmpncxs2c33fld6KkukrfQJvOWF+dotTocOHCQI08dwwKucPQKh1awPrBYCI0BY48dXevaPGrVcs757ONta4cYu6LLPdaNMOOeBgkdnuM9iynXic0xt7yI4y9us3q1TzFb6/mru08rZKOA70TieYa+7SU8/u933nKSK8P9V/8t35N9+04P5YKws3LvPJFq1hvPBp6cxiSmQpYNqmYpCTg/k4mrTXDbwBdjUxDcKLtnpji4a45r9+/mJdcf5s6X3sy3veIb2Tc/Q2ZCQK5WzXY9qrkoYixM88RiUbKymmztU+sEh/KxJ1qhtA7iRJPnGe12C53ndOdmmd+3j1379zG3dx9Tu3fRmp5GtVpIliFZBkajjEHrjE67w/XXvQClfQsB6xQra32WV3v0rMNpQ+G8dUoZXQqjiNTH3hCM469lc2Hkvkq18kiRttE1RwNyExugDQu37WHtUOVedB3BddL1SyTqrF8zy8N3XT51Tx7/idsw+/bu9DDOm4kWKOMmqwZC8+t1uWHz16oabHMz8BYVEbe1GBrZvRcdrSzj2kMHuGrvbqZahrZRzHbbXHNwLy+95cV02gatquyhcg9jxj4sThrHVM1YGJ/VRHDv+NRoYwyZychMRqvVotVqY/KcqZlZ5vfsZs/+/czv2UN7Zpqs3UbpDKUVJggurRRGazqdDlcfPkye55gsw6FYXlljda2PFYUTxWBgERRZlvm6MXpUpGxf8o2yne0b7QXCO1uneSUiZvc8S9doBnOjV1m/6IWobOINsInEFcmX/h/vwV072tl60phwgVLrwVOf/GpBqkNyI5Y1Cb8Pzf5Ko5Rv6CfO4cRV4oTxk+HoN/yqg4y3pBhecN31vOD6a5mbm8ZKQSEWZwte8+2vZN/MDC2lMBBa34VWenVLQOPAwQpQS5UtbQJRbQXXSnSxaHRZYt9kBm0MrVabufl5pqZnyNsdWp1pulMzTE3P0JmaptXu+jGI9tYZ8RYmrRTtvIVWim53CqNzIGO9Z1nvF1gnFA761mERWu2cLFcYA1o7YktF7wIKp1bdlO3e+colV7v7zWXY8eV7AJUNBhuCMDEOd8NhbHv8Z1/9l3vQu3df2gElEolt0zvQRXcmu9b+hAsUH+eh0WUNkBFi6EEMwygDJeME74hTfJkG6xUKgkOc+Aqszm0Qs6BRyjQWlAHt4y6ccogt0EqR5S2yPKPVbbHWW+UlL7iGF7/gOua6LYw4jIS4ldixV1U9e5SqTqY5DmlO8koQUT42hBB0a6oJPbQXJm/lzO3eQ96dApOjsoys1aLT6dKdmqbdbhM8Q8HNVSAyQGmH0Y7Tp07grMJaTeEEi6Jwin6hsA50noPStLstTEujW0AGosUH40YhpRROaSivnx4v+sql2fGYKL5qSxQnIfcqpEQrlPb79+Ikbp/YCP3YM2TrOz2KRCJxLvzlf/nPnPzhb9rpYZwX6S/0BWU0X1YEziwtsdbvg1ZYEbpTUxw/fpxON+Oub7mD/fv3kGVhcj5rF0RoPqhV6aOqx1hkrRydZ15phJgQk2XMzMywb+8eZufn6ExPkeUZeZ7T7U7R7XZpt9sYE2vBuFIcWGtZWDjDsaefYjAYhMqsftJ3TrCFxdpYl8Wf7/TMDFNTU7TyPBS80+PFZOKywp48hSp2ehSJROL5ykQLlGZ9ko0iJ2l+FlYVaLoZ8GLCSa0uR/0DoelWGbJiNI8TXzsyLEXRZ2AHWHyTQAvs3b+PQb/gpbfdwuH9e+m0MowWMg1G6UYWj1Ad27nobmoGe8bzcZqQjaPR7RZTs9NgMqzSZSqzsxaFZn5+F3Nz88zOztBqtWnlOd1Oh6nuFCozfu9OvNFFQa4Udm2dpx97gmeePoobFODEtxwIY3AonIAL9V1WV3osLa0xsKCyHJPnKKNqZqHtCpVm9HCsFns2Mmf4/qUsns1Z+KffWgXIjuFrP3Uj5tYXX8IRJRKXH8/+m7v51V99904PYyy/8+//dx7/+bt2ehjnzMQLlFr9Mv9T1aMPqsyXasJXVbyG38vwTvHxKUO2DBHvHhrL0DQZ0pEV0MlbXH34ELt270JnGa12FzDM79rHem/Artk5rjl8FbvnZ8h0MHToeC4yZu/VGBq1T7RCjPbumjzHZDmtdgsJmTYSYzbCOVhr6XSn6HY75HlOnmdkWU6W5+SdFjrLQPlS+doJygr99R5nTp/h6NNHWV1cRay/LsZXmStTia3zJTKKAvp9S69f0Fu32EKhVI5WWVmJtn5WVYTK+KiSujihdu7jRUoSH+fL0rWaorvxdbQdQUyyhCWe39gOvCif3ulhjOWGfAa7yf+HL3cmWqA0vkE3sliimURtY55S5erDSTLn96dX0EqY7na46tAhZufnMFlGp9sFUcxOzzFY74NzvOC6a9m/dzdahWCZsP3mo65Gp5RCZwaT+awapTXaZGhjKKzvlhwb5PluzJrCWaxz5FmLPG+RZ22yvEXe8ovWGiUg1oITXGHprfdYXFzk9KnTrK33cGV8T2WSEqew1mGd13rWQjEQBgNLYV1Ifa4sTqOuno2ECSM/t2VBmdz/b+44rs2mfyHMukLZdIETicTFYbIFitQnqpBpErr2VlNX/XXI6FDxtKvAS/D1OrTSIVA1ZLAEzVA6b4Ya+4W41DF5rwrQZCajE6wUymjf3FCEVmYo+uvYQY/rrr6Kfbt34+0cDlGuckPVl6qASLlordGZITMGY4yvTQJoY3wMSCg8p7VXYC401OsXBUtLK2RZTp61gjjxIiXTxu9eBFcU4BzOWXr9Hisrqywtr9AbFL4AnBqySAmIdTjrEBcEigVrhaJwWOtKN1VMwYktCBrN/ajcWK4WyFyPsIkZVvH6OJFwft6UMyxr/KVL3/jPFbOu2PNFxc3f+AR7/l7hckGyif4TkkicF2vf/y3k33Zyp4exKTd+0xEWf/Rbd3oY58RE/3VRotBSiQytTC2rpwrGbGTFqChYdJkxo5T2VgdlwqLR4tN9ffZPVaE1diOOaczagXJSZgfV7BooZbDOMSgKnLPeySI+I8j212DQww3WOLBvD/v27qbdbgXDj5SLFwAhroPQXyfMvkorTAhu1cb4bQWsCKK0FwJCzKAOJfX9571BwbFjJ9A6x+gck7XQeXDtAOB85lLhUM670gaDAcsrKywvrzIARFPGkyglZV6NwltenPMZPeLwFW0t2EJwhQQBI6WgG7GXiPhzFtc873gNgegY2lDIBZGiVXwegqBNImVbdJ8V9Hp1rXRPsfsrq/zhi/6EPQ8vY/cMsFOtHRxhIrGzPPN/G/D5b/6dnR7GpvzpS/6I2/7tgxTfecdOD+WsmWiBIrWvyVW8yehSZ/i11rq0RpTxK9Hd07CKhO/wZdyLGgmcLTeR6lj9wYD+YIBzgisc6yuryGDA8plT5FrADZhq51x7zWGuvvrwUPBn7FQ8PqAzyzLyVisEnprQnVkonFA4WxlzjEJlCm28xUVEKKzliSNHcIAJFWKVyspgHRWOq/ETvNGKwWDgXTwLZ7ziMRptTNmA0Ftd/LYOQJSvPRKsOs55y4obOFzhGpao+vWv3+HymjY+cPgAmO0TC9nFejCJrTn0219i6tnqwg/mHY/80zbH7QqP/LMp8k6B7Wao9gbFUhKJK5js6sN0uv2dHsa2eO+1f80P/dKf7PQwzprJ/kstw7/W4ze2F8ux2a5jETQrDmclWAK89cVn/FRBp6UyER/qqRRYcQycZb038O6NwYDlhdMsnjzJyePPYa0lNxlGaW684YXc+pIXh0DZer2PJqXwygw6z8g7LSTTSIiuFWPIWnlphfA/XLDuBNkjQr/f5/TpRfp9h9MZYjK/vdKgvChpt9u0O10ykyFOWF9bY3FxgZXVNZTKUbqN0wrdyn2QLl4gaeUryCodrStBdImgfIoP1lqKosC5eoOhho/s/FHj5E5iu9gzC400Y1GgCsUrP/WvwCnss10ef11O7zteunODTCR2iOt/7xQPfevlU95+O0xa9eeJFijNPi4xYtPVfh9SMDK+OFe0WJTf0sMvZWzDOBfDOKtGSEWJhxURnLWsr/Xo9wpWV9Y4+swxnj32LE8+dQQprQDCoYMHuO7qq32asfbuJzCUfop68G6oUItWIS3a99wRZTAmJ8/bmLyF0j791/UtbiDeooEGC4OBY9AveOLJIxTWoYNLqBg4nCX00YF2q4U4x/LCEieePc7pE6exorDG4PAZOwA6U9Hfhcl8zx9V5g7Fi+xfFcFF5pxjMBgEkXIBBUo4lmqYw5qZQomzo31Ss+/zCuUUxdGp6v9aOvzfKpFIXNb8y/ln+LVH/2qnh3FWXFl/WlR9MjyLzca9KlWLVAKoYSxpTqbVIaNwUaAMhXUsLy1R9AcYk2MVnF46w7PPHuXIkSPYQYFB0ckyprsdprrdxoQtIo1YDQjCLPhSfJZOM/VIaufkrMWJBNGjfG8h5+NLBkXBww9/ifW1nq8+WzhsUeAKC6Jo5TlKK4qi4Lnjz/HUE0/z3HMnsVpTAKI0Vhxo7yrLs5xWq4XRhhiNIkHeOecDWK04H8warChlfRcqIRiTjYc5K/mi6j/UiDUlsT12fW2AaIGXLXLqpckGlUgA/MCXj/N/XPXxnR7GWZPv9ADOkokWKCIxYDK6MlSjGfG42Wzr4lxVXItzMQBTQpKJxHSRmnAZh0+3FaAohOPPnWR5ZYXOVJdd+/Ywv38PJs85fvwEp06dxBa+FP709BSHrjoUSvj7jJ6RPQ/F1jgRn7rrfLaLc77Pz2BQUATrhDGmDLa1AlagcDAoLI8//gSLi8vYwQBsAXYAEgJ6nWLQ67OwsMDRZ47yzLFnOb24Qn9gGQwG2IEDq3B9hxQ+GNnokE2koLAFYi0y8Kk8EgSJFwu1+JMtKDOltkkMaG7sIHFOTP31V9n7gGbtuSmk1k1er4eg8Y7Dtif6z0gicdbc2n6KKT15AeL7TJe7/74/MT16JvoviwBOESrCCqIcDosTR+FscMtQmjcEF+IxaMavxJ48IZ3VETNHwlFCkTYFoc1cSFhWKgSm1oqMhfcEbyUoBE4vnGFldZUsz9m1axcHDh5gbtduVlfXePzxJ1haWsLhuOrwIb7lFa8gMwp0yNRhKFG61sNGRIfKrSG9NqQDR+uEs4IThaBxwMA5BtZSOIcVR985llZXefb4MZaXlrC2QFwoYBKq1vYGfU6fPsOJEydZWFhivTfAFkIxKHDFwPcpsoIUISuHWOROyrFI6GuEOBTOF3+L1WedqxXA8y44qa5wef71DKFhynaAQ9k6wxaXepZQdDElNscuLtJaduie/1OhCrj2I5Ybfn+VqWc0L7zxGE/dI6z+kzsxN96ww6NNJBKbkSvDW/d/CYzZeuXLgMmKmBkiWjbq7xAjRSTEoKjYKM+LDxVShxXe+lDfjlrn4hi7IHitUFaSFdWIV4lFx/ycWMuACS4hq2BxZZWl1RUEYWZ2hjzPWF5cYmV5mZOnTnH69Gna87vYs3sXt91yM9ddczWPPPZkZSlRoWkf+OyZ0IiwcuVI+J//6bAUhfV9e43x5+nC9XKUsRl9HOuDgq/8w1c5uG83U1NXY3SO1YJymoFWDMRhgZW1dZZX1+kVloGLdU0G3lJUv45a4ZQKwsS7b0yZNRMtXuO8cM13/GnLyFrjLC5RLDbWUdXP+hES545ZV+z/vND9+JdwKyu0b72LE8vTtPas89w3TePyg8x87bGdHmYikbhCmGiB4vGTmFJxovTyYMNaFzJ+ktvqCPWv4/61Fz8ulsZHVWEOMWNGebfT6nqPpeUV+v0B87vmaE1Ncbg/YGVlleeOn2BlbY1+r8f01AxXHTjAS2+/na899iRGa6ySUPI+xlEoROnSMqDKwfmfDhDnrRdaZ8TUaD+ssH0QXIJivSh4+Mtf5uD+PWRGmJvtMD09ze79e5HMoNo5U7vm6SMs93r0rNB3LvTaqSwtMeNJOT9UZ731JBZhG5/u7e+Vcy6IGJVUxGVIa8mRL+QogfaZAW5lBYCp45bjf7+bYt7BnHDmGzQzOzzWROJis/qGO9ml/wbo7vRQrngm2sUznvML5BvWNZWzoLb7MrVYyt+jy6CsbhriOEQU672ChcVVVlZ6mKxDuzPNrr0HOHz99czv3UfebpcWm6nOFC+68cbSZBJdOuXE7fOHfRXbsgIr4HwKr3LeEqQVZEZXY3bSqBUTP7DieO7UKT79d3/Ln/7Zn/LXf/1JHn3061hrMa2c7tws0/PzrFvL8nqPvnX0Cx9Loo0JFWu9q8ZZXym2KIrSehJK5PlFVUvpvBIvqMZpxhj3s93mfsP1aIbuXC1WafvxLwmYeugZDv3tAJcLP/juPyn/T9L9739HtgqSC6qAbH2HB5pIXGyU4s//v/dza2vCxcmN101EyvFECxSt1MjEVmmH+EucIg2qjCBp0gw8bboaHGARCnHYMj4DQpnTEHwi5SKumlidWAqx9ATOrKxzcmGF3sCCyejOz9GemcEpFXro5ChtyNstrrv+OjpZThlIWrqRfJxFI6MHf3xnBVeAcsp3Q4aQAiplSX4d4jSUMqXwsQIDJzz73AmefuYZzpw5jS0GDAYDX1233eLrTz7BsVOnWB30Kaz1NUycK8vmC3ifptYhEFfK8F6lhqwi8RqXbQkykIyhSmzbZLzAiGNytZ9xPKmT8dlTPPU07T/+DC/4gxVeOfU1sqsPl59Nfftz7HvBKeb/QXHNf31iB0eZSCS2y5/8yW+jbrlxp4exJRMtUIbnp5HJ5xznoBhPUlpFiIaTEFi55Td5vzgLThSFMxw7scDjTx1jZX2A0hmojNld+8g6UyyurrKyto6z3ioyPdWl02kzTkzFnCWlNLEPjYsCKQTKasEH9dars0ptYFQyzAkUzlI4S7/XY315lfWlZXq9Xikm/ubvPsvRZ5+jcNBzlkL5oOJIlmVorX1FWqM3rOJbuqWGP6vF7wyvuzlnJ2qSJDk/1Ge/xE9/3/+dP/q7P2pkAax8cj8HfvshMJP95ySRSFxeXCF/USoLQ2NO9OYFNqqrUe/NEi0Kars9W2qWmsYSgkOxCpwGB71iwNGTz/HokSc4duI4hRuQZRntTofZ2Vmcs6yvr9Hr93FO0CZj165dvtiZGhpHEBqtzPgIjsIiIXPJWevzh50i1y1c4WuslN4h5eeQTAcBof25OhR9q1gbOJbX11npr9Hrr5FpzbPPPMvjjx/hzOkVen1HUfgsKF8u3gcia63QRqONxpiqrL2O2TTWizVvXfLXaOz1rb3eSnoMF8XfDsMdoBNnhxQF6unj9GSAmvHt5a+ZPcPeVx/lsZ++nSd/6NqJSV9MJBKXPxMtUCRk1jRN9kOnND4vtXJNKIIoMWHR5Tqxb0s9xbceExIDQ6NlpbGIDVlBBQOEhfV1Hn/mGA9/5RFOn1rEWkur1WL/oYOYLKewloGzDMSCNkzPzyJG4ZSExbuaLOKLopnMW0AQnPXNCJ1ImXatDSCCUYLRoJV3djgsaIvOlC9FLwrrcqxkDETTswUrK8us91fRwIMPPcSZM0us9Qf0C4sNpeqFwi9ikVDa34eU1ESaUj7bR/zaVsJCvGdVoTbEB9jq0LjR3xuF0wanDaINKIPSGUZnKKVry8iDMWLlUlA2ftT+5qGTm+essafO8Pof/F+5+388TXbD9Wgl7OsuM5h19OeFle9OZe8TVyZm/35e++AibTVp5c7G809+5+Osv+5bdnoYmzLRAgVoZNfU2ewbchQmlWuhSg8m/lZvODj0zdtvMerCqB8gihcXYjX6heX4yZM8+PCXeOaZY6yurmG0ZteuXeyanydvtbDW0rcDBq6g3ZlCdCwUHywRMWNIVam9ZfG4eOiahUIrr8S8i6fKtPGEAFUUiMY6TWGh1y9YXFqiGPRBhIceepjlpWUGReHjT4IAszaKMVteslhPJh6rbA5YCsjmjaq/V2YBhXErrZEYr9L4Sc3SMhoz1LjHGxCFbbKhnAPOov76C6y7nGe+52q+cf4pL341iIH+7OT/SUkkxqFaOf/bnq/v9DAuGP9y/hn6c5f3/18v79GdLRJNI1Kl+jbTOMandwy/td2ZS2AjgQRxwvbuDivC0toajx95moe/8g+cOnUGWxR0u11279nD1NQUKLwAEEfeiiq9Lk7Ca8VokbGaJck5AfHWHxeyiqKgUmG8qnYdRATrHAPrWO8XLC4t0y8KBs7x9UcfY21trUwblihMpBJfZUVfiYGzQZyVETNSWa1K60Yzc2c4cHVc/Epdi8mYbaqNN7xjNVGUrCfnw++//5W0/6fj3Dv7RQ51lnAtR+e4YtdXV3Z6aIlE4grhyhEodXFSCzsZ6+GR6ueId4Da5Df8Wd2dNBRsOhL6Qk2gCFgReoVwcmGZB/7+YY48cYTVlVVf4n52ms5UJwSYgjGabqcqoxzdHdGI4ONGaoIl1DZppNk6b2nxXZiFkTOVKBb8hSo7L/cHLK2s0hsULK2scvy5k6z1+zjrwPpy9fUibDoE6zrnQrqw1DOIfYXf6PoZSRkesqCIVFVxxwiPhjiJZz8cbDsm4HZ0DzWxlDgnrnrXp7hm9gwA13dPQCbs/0IP+cyDOzuwRCJxxXDlCJQ6m0xSaujnMKPVacP7Y9JTN3YwDG3rBGt9Ou9yr89Xv/Z1Pv+5L3Dy+HP01tYRQGcGkxuyTJNnhrm5mTCecADt3R5o3QwmHdYd4gVJMShCY8Aq9ZkoSKIFI8aKEFKirWN9YFld79HvFzz73ElW1tdZ71uKIEyc+IBc747xfXdAsCH9GPDpyUr7jshK+QDe2ECgFH71i+xFkrfA+DYDI+Kh5uHZyP6hyv82uCeliNvihiW2xdO/fCP/6ks/xvH+HHrVkP2Pz+30kBKJi4LudOjfeHCnh/G84/Kv1LINYvZONfEMF0nfZEba8KP4zb46RnXAuIaEOA5pfjbG+uL7A/mPV9Z6fOrTf8dLvuE6TJ4xt283Om+RheMZZVGZAu2DQBHrtYUiFH/boFJuCEylZq3Qocy8Ks/FNyEUDKqUCr65YX9gWV13rKznrK72WFxc9GN31leLjWIHUJmvYuKcwxa+UaHCDzKKhEwZCoJlBdfMvAmF6IZtOzGmJooMqb0/HClU33Yja0i5j3EWsbFbJLbL3Ac/zbH9d/O7N+xl90Mpoidx5dK/+1b+4rd+faeH8bxjogWKFjC1uApCVoqICzEPNuRsxCBLCIoi7gH/jgsBqaqKcxAp4zeAqrmdaJxIlUJbm+bi7qsXHh9IGuqXOM2qUpxaXeMrjzzCrr27ccoxu3s3rekZtDYsrw9YPLNEbjQDhMJJqMCq0Vo3apqVGTDRqlEzLwyKgizPSoOSFzUGxCCu8GcvYJ2gjKJAsVoo1l3GsedOoKZnsYM1lBuA09jgPStrq+BrsNhwfjpkRAkaxPmxxLoxqinyCjskEMQiaIzSaKUwYd1+rd6Kr6IfquWG07QiVGXYarury5kyoLiyGCX3zgVguMJx81tCIpFInBcT7eIp3QUh/mGzzJqYHexf1Fwn9X3F/YU/snYo3qKxDE1yDXdPiMmIbg+vIbwAKkQoFKyLsN4r0OJrmrRyTW4UOGF1eY2jzzwHtLDWF17LlCbXppzAG+dGtOZU2TPE6yJVtVdvKan35vG/2xjcKmAtrK4NOH7iNGtraxRFHycDrNgyPgQUWvl0XxHff9goqm7CBLE3dD/GlZpvXncvMP392vwb+ag9ZGNcYRFbdVtuXLjEuTMatbyTo0kkEmfJH/zi/4fH/9937fQwNmSiLSjg4zvECJpoSaDK3hkbIRv+jtb9ByPrqI0/gzKWYdwkWk26rrYLqSZtpbBAX2BpbZWl3ir7lcMBhQgr6+t88aEvs7yyhjbGpztrn5Gjtd54yKKaAsB5q4VY5y1LoZ5LDA6tN1f0FhEf1Wqto9cbcOrUAgtnlr2wEl26h7T2cSdaG2zRL8VQaBxdBZ+GgWqtwbkqa2jLIFbZlmre7PZtRppDLyxXf/ARVLuFrK1hd3owicQF5OnfvZV//ZK/AmB/9l93djAXiX1mGncZl3WZaIGilJ+UfbZIKMBFPYVWbfEtWfzKm0xa9bLsVeaHNOIphoNnG7VJgt9H4uFC5VZB8+yJ51hcXWJ90KPrLINej6PPPsdnPv8Aq2vrwZqggmFB46qIi+FRljN2HIfDhUq2DqU0JqoyVa/yqqC0yITS/gKDgWVlaZ1jx57DWe+uIQi/MvDVudo5R/eXd5c5EazzgiVTBmTghVa4N34fupkqXcvisaG9wGgFttJb1BSJY1WHCtfB7yfKxXgPpYzASZwP9rnndnoIicQF57Hffhm//U3v5Y52a+uVExeNiRYoQGNyak44W+XrUH0N3+Dr+NmWQ9+wS24IpK32pzF5i9MLC5xeWGBtfZ2pfp/FlSUe/tKXefzJI6z1BjgBbTJUDH6NVo+NrENjcM5h4smaIF5EvMVE1eJzotsKoRg4lpZWOHbsONZ695TCW2Fi0G2jJ5H4Krf10ORo8Vcm8w0Oid2UoxFFQsjC8LUK/YXKoNjx13k4eLYRaDu8QVRPUWgKY8VPIpFIANz/ig8mcXIZMNExKEBpmQBGNclwrIaqMkyobze0TjmTwtD6zdiTEasJ4yfcGAQSxYXWhnanw2p/wKnTZ1heWWFhYZFHH3uCL3zhiywur9IfDEBB3soxWeZTjOvjHD5WeW5DF0GopRvXirnFqBRFeU7x88I5lpZXOX78BNY6EG/xMNp4N5PU+umEcZTpxzKqnrTWDbGngglEK4dWggoFaerCQ8V7MRQ2Uruw495sXJ/R1ZPNJJFIbM2/+/sf5Iv99Z0exvOeyRYota/Oqhakp8oaHNVE11i2sKqU5exV3IfPFBI3JDbYRKRIKKcu1fZKfBn3VpbRbuX0UJxaWObkqQUeffwID33pH3j00SP0+46BtWTa0Gl30NrEgVUuJ/EBr7HYXFV0LgbFSkNYOXFYZ3HOIkqwYrFYwLt7qquicAJrvQHHnz2JLUJQbAzQFXyWVHTPlOcar19o2Cg+kdlZC652HbZoQRDL0HtLjaLxiDb02Jj9BFeVQqPDllqiy89fs3gfNhY+iUTi+c41P/Awb/z7f84/DFJl5J1kogVKESZjXzi2mm3Kfn5Dtv9ycg9Bp0qr0c+j6lEmTIIxzqW2f3zwqc8McY14jEaQrFQVVnEKZRVKNO1WG0yGFeHE6UWefOoYDz30Zb761a+xttbDOcFZR1H4njxoQ0yBjpO2C8GrymmQkD2jfLyK8wEjvtlhHHRs8lcTVM45ChxK+SBjjUKLjy/pDfosLS15MQJoo9AGFM73Y9FVj2gV3FdaGYwypSDLtKboD8q16tfHC5xagG6IgbGhLYADLAqlDaBDo7/wwEYhUmveKMrH04gyPsw2CqVw34zWmGDJqfopJRKJxHgOfN9X+O7/8W92ehgXHcnlsu1CPtECBcBtc6bZ8It7MLNEN0SMsRAFGO2/eBMWNWox2TgrpBZEG2byaNVoZzkOoWfh+MIKf/+Vr/PQ157g6KkF1gsoCocSRVEMfPZOniPa+OBaCTGrPvoTW4/xrU3c6NFb65yEomuuXD12QlbaixC0xoqh31eYfApBkeU5RhvEeuEUJ/t4BGV8B2KUxjofZBuvT+WmaV6o0TokUlpQyiDZ86DUJtI8Vr3RYiKRSDzf+dqP/Aon/9u1Oz2MsUy8QInZH1uvt/FHdffP1jtxI7VRNqyVUrOqWOf8Yi2Dosfq6io9C6cW13jy6HGOnjzD0vqAgahg7HDgaj1unFQmCwTBImIxoYAbwRpUj0AZPq+Y8OIGBYT6KgaN7Q+wReGdI0ojzvnuxQOLVhpjfGdhMQaV5Widl/1y6uepwv1oXNsg8mKa9GbXuBHoGlxHF5KzDXpOJBLPb1785oe47T/9+E4P43nLxGfxNOtrbMxGGcdKKXDjRI63MoyfIi0ipkxzLo+xwYQav7V7MWNZXV1Ft3KsCGu9Hr1C4/CuCScO5woEi0PTHwyqDCBFEEPB3qBA+aCQ0khRVpkN7h7VEAWCFutdKNaGPjo+S0ecj2nR2osUax2iwGRZSIv2PpZ4DgpfxRfR5b7jIOLRbBBmSikwMQuJMcIjmsGk+ZaA19DRkVdlDY27xvWflVVJavXfXG1JQSiJRGJzpNfD9Hd6FM9fJl6gXBQ2EhpSDyaN0SmqFAgbiaQYrCsCzjrWez1y50vTF8pP5NEIAr50vNY+g8dZ6y0bWiGiQjl/hxYvQDTKZ9S4IADKU5AyLbiM0yAEs1qLAHYwQGmDJsNZy8AJWRYfiSAMxJ+vNr6WSGEdztkqFqTUDJUVpbTeaI2l6V6rWgc0L9Zw9rRG4dR2DXyVOKnfumbkUCKRSCQmiStCoGzLcC9sf7raqJJsQ7iE7BaktFxslNFjMFU+ihMfOCoCBqzSWB0CQE0IynUOUYpWq0VvfYCPK9GgnA8ADenBxBEEYVOWJRl2vaiYAQSCr07rgvtIOUEbn+XjrEVw5FmrDDD19U78kXwmUExQJvTZ8WOoBxTHY1aWG8Wwy6uuWuK461lHw+s0bg/jb88IY4Rmij9JJBKJyWCiBUoZ8xBTR8uA2SpjpJrKQgCGaoqHau3KMqKVxoqlmevh140uC6UIuSexQqo0mvgBZTBqzOiJQbLOOqzy9VCcOMRpnw8bjuHC+SilsNaCDq4YFRsahswiARffG3NdXMgwqme7VIuUXhmnBFE+84hCMCYj+HO8WIhZReKwzmf7OOf8OQu+lklNJpbuFkKN2ZDmHM+htJVU5p5KE9ayfJQWnBoSljL6U+kxQqZ8DsaIlHJJYiWRSGyM/KNvZOllvZ0exvOWsw6S/fjHP87rX/96Dh8+jFKK3/u932t8LiK87W1v4/Dhw3S7XV796lfz8MMPN9bp9Xr8xE/8BPv27WN6eprv/d7v5amnnjrrwZct6WKajKIMFo1LGZshVRn1cXtSVeUMQGMwaHTZQVgrHSIhfJEzKw5bjz+pnb+I+CaBzqchF1JgKXAUFAxwWGxRhM+9CFBBDFTl3zX9foF1gljnC6Hh40KcgLM+k8dvHk5W1UUBZQq0ta60SIjybhcXs5SMDhEZXuQ4cRTFoCoN78BaoV9YBtZ5o4kDZ4OVRjn8lXANl4oKvX+0aILKKGucNAwjrhIqvmNzTDoGJQ7nBn7fSuGInZJVFTcj4YxVkIsKX/iNeO+rezSwA1Z7q6z1Vlnvr4YuzBWX8tlNJM6G0/IcX5C/5uPyh/y5/P94jqONz9Oze3F45H8xPHrPr+/0MJ63nLVAWVlZ4WUvexn333//2M/f+c538q53vYv777+fz3zmMxw6dIjv+q7vYmlpqVznvvvu48Mf/jAf+tCH+OQnP8ny8jKve93rvLXgHBj2BDQ66IZv707cWX1j3mzNjdwE8d1GGXj/DqNBmeKDc4MlIlo9xNeWRwG2sIiTsqtybQC1X+N51aNjqmOJuNq2MVZDY4whyzK00WVdEB2sS4NBnyxk3vig2GYlWgVoXblwfAXZqsaKrqc4S6w6W6s9QzUcLyi2k0F1loRaNC5cz/AWSmuyLHTHGjrmTjy7icR2sBTMMM9L+Kaxn6dnN3ElctYunnvvvZd777137Gciwrvf/W7e8pa38IY3vAGA973vfRw8eJAPfvCDvOlNb2JhYYFf//Vf5zd/8zd57WtfC8Bv/dZvce211/Lnf/7nfPd3f/dZjWe4hJqOwaAoLOOsJeP2sfH7onxw7EZr1j0OpfVARqRIOb7yVcjI8RYGKW03A2vLwFax1rtdjPHjCKLBWuub8IGvDBusMGWch7jSohCPKS6cR4gtUUqTaeMtNK4og3y1ArEFuStQrRbiFGDBVc0YIWTGBNcPeMuSUlIFxoYg3SIIKB3sXUAo6qbLizNaWybGq8g2A4w2J+49y3OU1hRFAUUzNH8nnt1EYrvsU1exj6v8i6E/Q+nZTVypXNA6KI899hjHjh3jnnvuKd9rt9u86lWv4lOf+hQAn/vc5xgMBo11Dh8+zG233VauM0yv12NxcbGx1BkrMFQ1t235DT36gYbfCnEM/vdQrZRmSmuZwlrFg4Yfm82s0eWh0KIbpdcbwkYEpwRnBKsE0QqTZ6EemwPle+AIwXoRtU+slFqzZMQuxN41Uo2vFAdaoXVGbgxdU7BnCroKcpMBytdMEYVBV/k64ivjKtFoDFqZ8lpIcLVZBdYJoNHKBGFSt6LUukXXYoNKq8/QzVU07+dWlpcQ1QOhF3T9VtXZqWc3kThf0rN7cZj9xD6+cs+v7PQwntdcUIFy7NgxAA4ePNh4/+DBg+Vnx44do9VqsXv37g3XGeYd73gH8/Pz5XLttUNV72pftpt9d5qrnZUboVI3G2aTDA9heOYbak3Y2HG0+8RA1iiIYuM+7yay0eBRszJEi4hP9xXx/XQEG8RKc0aP1piYZVN3d5TiQCmM1rRaLebmZjl4cB+75lt0uqG8fWgNUO1Lh23MiLhQwW+jdIbJWuV2xhjvTtLeyhXHpGn2SWpe0zHSs6Ftxt8XHyukcOIXqETRRgJlx57dROI8Sc/uxWE279FW+U4P43nNRakkOzLRiGz9TXeTdX7u536OhYWFcjly5Eg8Eko1+9DUjBH+c113dWwwqcUsFhyx615d5KhgLYhpOuPGqqQ0aozuvvZfHIugqn4+EkvQC1pnxG7BPojTR8QaEbRzSDHwicYiWCsoCX1sCBN66R6pTfz1vkMKMhS59snPuhQcxluItKI91WZu1zRaO5R2iHL++oSiZ6jKIqONQRvjK8ZqfyytNCY0azSZ/7y8J0o1OzNr/P5rwb5VVpJglMLgl0wpjKrORULgjLfK6Lgzguwpr3WpMWupzhtx6Z7dROLCkp7dC8vjb30x3/Hw9+30MJ7XXFCBcujQIYARRX78+PFS3R86dIh+v8/p06c3XGeYdrvN3NxcY/GDVyHbphIgEquqQmkhqMpxbPJ/1iBMRAlKeYtGo3lg+W/FcJl3FXYzPAkOi5M4mQqUpeytdY1AWAcULjTxc84LFHEoV4S9BNdQmJR9HG79GLV4Dx2qwGl8ZpIxZNr4qrFGo7Xx2T0C/cKx3i9YWV9nfdAvs5Z8KrIXK/E6ilIoo9GZ8cIkiBUdytujxMcE1e6JFx/VY+evd3SfRStP/MPp77FWygsVpX2BtyBGY2E6pXRDBKrKP1fL6tk8nuVSP7uJxIUiPbsXh9ZHPsvjT+3b6WFcdL7/ke+G/3p5nucFFSg33HADhw4d4qMf/Wj5Xr/f52Mf+xh33303AHfccQd5njfWOXr0KA899FC5znZRYfKq3CZDIQuq7mCRkTiT2o7Kn37ek8Z7zV3GWI7RfW08/w0Lh9qoQn0UKTON/LidCM4FOSP4TJ/QkbisehJSk32ucXXySkVXjFRlT6J1wwQhEd01tfeVUlgHq6uW5xZWWbexcguVBSW4oOLhvHUmLEGs+H1XF7RM9234wWLQbBjD0BWrX92G/WmsK2gTZOSSj+VSP7uJxIUiPbuJ8+Hhv3khu3/jb3Z6GGM56yye5eVlvva1r5WvH3vsMb7whS+wZ88errvuOu677z7e/va3c9NNN3HTTTfx9re/nampKX70R38UgPn5ef7Fv/gX/NRP/RR79+5lz549/PRP/zS33357GV1+NkiYvDcy3WulsGWRtO3GoPg4j+qllIu4YDEZSmU+H2KdFiUSXCeETByFiAtWgRB7EuqPuLJsbBVU6sTVQmf8bw7nIzAUwVJSWVWcSCgIF5r5GYV2MLCK/lofnbV9eX9VEIvcNdCqGZgbXW3aWzF8b59g9Ri6B9GKopRPQSaIqcal9LG15XZKqYYIjT2KRCrLU0OQEvVJGFdwm8XMIwkWqyNHjnDrrbde8mc3kdguhRSssVy+XmcVSM9u4srmrAXKZz/7Wb7jO76jfP2TP/mTALzxjW/kN37jN/iZn/kZ1tbW+PEf/3FOnz7NnXfeyZ/92Z8xOztbbvMf/+N/JMsyfvAHf5C1tTVe85rX8Bu/8Rtl87qzwdcBUc2JOXzDD1/xAVd9k97WPsudVdYKxn9Tt2FyrKw5bGhh2QjnLLbwsRRGKZRy3iMT4iZCIEw4pyBQbG2yl0o0qdpP8JOwMoaaeQjwAkWsxRBiRxTokIZsBRRtNB00jgyNqBiAOyRUgkCqrCZ+LNZabGF9NIhWQUhWzrKo7+K1UkojIdPGKxXtY1J0CCYurTa+23O9SJ4FFC5epuB685X4QftjO7C2z/r6arWdKwB4+9vfzgc+8IFL/uwmEttlkVN8no+Xr7/OQ0B6di86PcMJu8I+M73TI3leomQCm5MsLi4yPz/PrnzON7fTGpUbyA0MCRRFqBVSCwYbLnXf+D3MbEVwnyhxiA2TnpPyWzeEgmTlrFhNjj6WpL7v8LN8128QPQ8OwRhD3mphMkMRiqsZY6og3bCN4LBWQjl8r1oG/X4oaY+PU0FhMgMaVKZptduYvIXOcpTJ0FqTo5FQut6GISkBKcC5AgzkOscOLIWzFFLgcEHnBKtHqK0SK9aiQBntU7LFW3u0ViinGBQDUKCNwWifrOzPzV+VwkpZ8Vbh18uyDLJha5W/ckUsaKei+yeev7fcOAeDwiICmYbMKF/J11qKgU87dtYxsD0WFhYumX89Pruv5vvIUoZA4hwpZMBf8d/Ts3sJOPqTd/PFn37PTg/jonHT+/8VL/zZS+fiOZtnd6J78VQCI1RkdQrGfBuIE1yscLr9yonRfxEm4k2iHdSQV6ixfdzJELr2iTiHK6wXJdQnZW9NqO9CeVXjtyusb/hXO1YZQxMEgdI+i8aKX1ecRuuMwhWIi4GrhBr60eVTHUuc82X2Jayp47lVFiOTGahsLCW+O7JiEDKSYmxMdNyIBqQKeo3islE5d/haB2tM6XXa0DLm3T+Fi/feeLOK8xabLaJXEonE85x/eO8r+Mr3/Cfg+SPILicmWqBYEXAWHb6R4wSlq9iDiKP5LdzPg00rh38vvNZgnMKJ9lNumBFjMGe9dHxZEVX5QFLEx2JIsMD41N9qLFU4b/U6ekacc1hxPismlr9vrBktP9Uu/FjCucQZu5a5ZIy3KpXuIedThl1hS1eIwruARBxKCVmm2bN7F2dOr/rsGuVQtgoylhCUq0wZgFJLkIqup2AhEgFtMMZ4V1B0TJXxwiaMu/B+GOXdcf4ULZD5jBzVOL1wbUIPnpiOrWJHoFiWLTiFYpaQi8MNW6sLGiOeSCSuNDKXaqHsIBP9F7q0aIQMkViSvpz+FSMdhoFNs43j7Fmm55ZpMONCbMs8lHLjRoZJzDCKlo+hZeigPkPGuSrMI2a9xBRf8NYUUWhRKCdUxpKYseNrk3hLhSHLWsFaEGMzLCJFmYlDkAxKQrYQQruleelLbyFrCUr5QnBVUEsUXFGwBGtI6H0T3WKlU6qwYMProPWM0r6eidJlejJagVEoE3xN3tETkpRCP6AwZqW1r+GCCsac+hiqMYGM3GtvvEmWk0QikQB42z/5v/j6/37XTg9jLBMtUCq8EqnPO+OFQPj2rLSvNEp9KqP8ah6SaaugTwlWijFV2FRNDdXLrzfTYTdTRDWChcM3uIvvaZxUobrlRA++2eBwzZUyDVp5y5LWo8IopguXAo9y0jZaMTPT5WXfdAu790yjtCNWp6/VqqsPuayGW3VOjs0SvWsInK+5ooFYlj9m/YQx65CqTP26bSEmKhFHJZrKTcYHKpe7jCnaiUQiMYanfu5u/vnLL8/02wvJj82eZM8tJ3Z6GGOZaIHSCJ6sh6A2XA7U1gmLqmpwCJWFxIsTVZuEZVvaoi6EmqX2h8q4q2a1W2o/4wtnnXfDSLQYxHE2TtyHy7qqkzEMF4MDY3RIi64KmJXrCKUbqj6KLMvYvXuew1fv57rrrkKbGIg6etb1+T12PXbBAhT9MVEI+TorlJaWemqwP6XYVXmcrBxPI8g53rtwfVA0BWN9r0P3IJFIJIb5lu97kLfu/9JOD+N5zRUhUBpm/TJbRw0JGEJsQohPCAXKYtff4BAIloIQvxDSfUPrmQ0GUfPEqMo11Ix5UeUOVAygUGXkSG2Mgjjry987FzKGYrYL5dqxXoiLsRdhIBJEg4hfSWkdir8Fa0kt4KXe2ydO30pBp9Pm4MEDgOMlL7mJLNNojc/Gieeha+Xjt3F/XIwDwdekaRhuwnkr5RsOUhaZU4zolJqqqwe5io5NGxWiNPWuyfHniFhMJBKJjfjWl3J158xOj+J5z0QHyY4iZZrqprVIlK+cGkMpnbPBjVMZFET7SVUrKQu1jsNBGTNRP278GTOHKv0UBNS4scX3nCADWwXLNr7xR+uQDUG540emajEd0c7ixxhrhDh0lmG0IVNZmaY8OzPFddddi9KOl7zkxeStnN6678mjxAVVVXc4RfFBTRzG06nGpnVNTIbeQKLDVau5clTIWFJa4WpHKc9LgouubAFdBdZuB8EXuUsSJZFIbMRP/dZvc8/UYKeH8bxn4gVKmS3jzQaVIKihtW6KlfCrGpMbPOJgUMrbmSROjn7ZaIKriqaF1NaYyROEhYgKNUPCsUPsRHTUgBcPSiuUaEz4QNcCXYsixql4p4bEc6lZCIzx2THOWlDGCxaqmBmTGTCmrPKqlGAyQ3emy569cxhjOHTt1bTbOaumQDtfZdYymqJdpvvqKqakiavqtIR74cSfU1x/YItQHVeqnTauSv3mxZig0bswruCtcw4Jz4XCd24u79V2M84TiUQicUmZaBePiM8wUWUFUv9NvXlSvjGfT6XVzSjPMupTBz+OAZ2BNhBTb2nGi4jSwQ3h91f2mBFqIkgaxdnqzgwQfCyoUC+hD77XjcOLACsW6yyhjJovGa811jmKYoBFQo/Aar9KKd8Lx3gLUd5qoUyGUYZcDJnT4EKzvhj5GmJuRAvdmRZ79s7Rne6iMXQ7Hfbu2kNmDIILl0tHeVC6y+JSNQKsFikzcYIdR4MQAm/BX3MVyuxrECVYLAVFed4quJUwCjHglHd9CYzN0vLHo9ZQ0CHK4sTiygDeRCKRSAD8zTf+Dq/64tpOD2OEiRYo42nOWGWl0TIAk3JKLeubxIDKGD8a40rCCxViI4a/sW8UyxAbC0tj3eGf8RdCvEjtNRDTea31abpYh+0PGKytYwf1NOGIgBaM0WStDDTYWK9EqTK9tsxwidk+fktMpjlwYC8veME1IAOgIDOGg4cO0O60MLXmghK7I5exK6qM5SkDcmNsSwwOrsUJOXE45602QNVXaPwtLGOKiOOtFaIbJzXqgrJM9Rl3MxKJRGIM/+m19/JvnnnFTg/jkmGUZsr0dnoYI1yBAqVGmJyGrRVK+wBYb993Yb5qBlb6d4b+G8rIGXvIobop9aDM4UDNaBWJVgKtVOhc7PcVU3eLwYB+r0c/lLSPtVKGDoxWVVfi4cyVGETqyjteF0T+Gh06dIBbbnmxFyRGMyh6HDx4gG6nTZYZTGj8p4fcSfXzGycudHm9lC/cFt4XbXCKygpFvHRxn+OvcQys3QivX6QseKuh7JOUSCQSW1E8/iRf/ne38Y+++IadHsrzmitOoNRjTbxAkHISDnk6W2Zx+G/eYdLVKnh/YtZPNfkztK8R0REXFV83s3xGl6oWCKiyr09hLYPBgKIoytTiuoyqWzJ07RNdxuR41SNB+YgStArxK2IRsXQ6HQ4c2M/hw4fotHO0VjhXcODAPqam2mRG+4wm5Sd7RRR8wdFTc1XV0Uj0zpQxOFhBx6quZXXakNPUECiVRFFEfalQokLgcnQ00bSm1KKKfUVe79or05ATiURiC/QnHuCZo7t3ehjPa64sgXIWs0/z278qv7nH+b6yfkSRUnPD1PZBfb3gAokCJbYkLi0marwwKfcRcppVufjy8845bLCm1C0H1RQe9+/fqXc31mFsNR0TozeIBeii9eTw1VcxOzfDzOwMWvtj7927m7nZGVqZKaNMVHCLNdWDvwFjwlZRtfd9BpGgSj2iqiDn+Lp5lRkavu+LJPh6KuX1aN67SpwQmiomC0oikUiM478tz/F//o/v3ulhjDDRWTzlZFafhMMnZQaINLcoo0tUfXYd2u+QCyMGooqScp6rQkiiKKgZasJnpVtBqzIMomn5CK6akNEjUo2r0V25PIcyMqa0PESi+GkMYcRLEsVQcwxZbrjxxhfyguuvo9NusXv3PGvr66CE2dkpdu+eo93JUCvBCiVV1lEjtIPa8cuxhNTvMts69APCostgkVrUSDO6uOZ+q923WvbSRg0D4xaxam1jpOOSgxKJROJ5yi8+8t3c9BN/u9PDGGGyBYpUsSExs0ahvRthaAaKvWqqSTAEdiqFbVQKETQah0OpLIaTgAjaFdgohuIRauJhJHC1dBMZytk0CBEfR5IRrQ7NHjIhRkOirSPuO45xaMItRU1woYQy9xZXs0ioatsovpxGKcdUJ+cbbjjMtVfvx2hFZnKMHqAU5Llm1545Wp0MpX1BNdFgROPEluOsroK/gr6/n3gLUrjWWnmXjyhfiyQDX89ESfAOqfoloAxsVpR9luL5ahQu9hEK900qWVIFyorvY4R/MojSppI4iUQikbgcmWiB4lFUacJ+aRZoi5YFGS2vTsg8iVVJJbo9AAxC6NmjBJwLwmfM4Qlz6obpq2EyLM089a/w9ddNceJ3GcfTdJ+MGEZqPhSlvHtJEF8VV6yfypUOdU8URhkEhVLCgQP72DU/SzvPMFqTmYx2uwMInakWhw7vY25+mudOLDCw4oWEs43aLPEiiOgQFVIXCbGtn/gaJMrHwagMTHgExalQRVfAihdXNSvWsJioKsmGeJhgSanfAuti8b26CynGGCVxkkgkNiEF1u84V1YMygjbe8CG16pnfNS9IWWcydmMYMOHvB5ker5U3YSdNJsaxl48McpUEQJklXe7ZJnm0IG9THVbCBalwGQZxhhEfG+e+flZ9u3bzdzslC99P3QNqpRp1biYMSBYtLfoGK1R2qAzQ95qNWwdTrxVxSHBpcaQ0Nzw1MdSWaUo9yXOL17SxrToRCKRGGX/X8/ztXveu9PDeF5z5QmUoQnL19qIlUfHdL8JVhMtglGC1j4NWSMYLSjlUKEgHGFSdzWrybj5cTizZ+v+LzJmbNs8yViPRMoh+p42LmSuSLQU6RDOEt0+gnOWqW6H7lQbYwTsAFyBVkKWZbRaOcZout02h6/ez979s5jMYkzICAr+LwkuNpQOJfa9kcWLOe9Gq87O+XEYg8KgxVfMdQ6KQihsSK12thQwbmiJsUAClDpjONVZ+dJxseORc9HSZsp+PSoFziYSiQ3ItcWoK2+KnCSuvKuv6qJg/OeRZj6MXxQaIyak1A5HXsZMm00PH1Ydqg+yxZjPFQWldULreM66jOlQzrtXVBmv4c/TCRRFn9m5GcBSDPpYa1EoTJbRbrfJsowsy+h0Whw8uJ/9+/bQzn3cTO2SlSOpZzGZzGDyDGU02vjxZVmGybIqeJWY1eMa8TYuCke1kWSrgoBqOTyN61zG9Ij4u1oGE4Uqt6XbKZFIJBKXI8+/v9AxGNPXXC/fK7sAh2U43iNOcmUdE+Lm27N6XNguujGt2Q8uy4S8pciyKFBCwXmJVoTKtYP4NF9rLZ1uzoH9e8kyTa+3Rr+/jg5BslmWoYOo6HTa7N2zhwMHDjC/a44sMxBiScJoGqnMSiu08SJFG0OWGTqdDlPTU7Q7HR/CIuJTpxupwrJxGE+NLdcZNm2p0I25/DAaXJIFJZFIjOfhX76Nf/r4q3d6GM9rJlqglPNQWZejcgi4kKsRc19i/kvpE5BoCZFgdanVzKCKQ4nfzLWKQabBZaGqEQhN90w1EdZTUihdIpW6YFQJDVEvIV8pgNqetdCdypmezmi3QWkLWBCL1yNRoLiywiriEDdgz65Z5uem6XRaOLEU1iJKo02O1gatNK28RbfTZXZ2ln3797F//z7aLS9e4nBilVrvXxKMUWSZJjPQbudMTXXYd2Avhw4fYvfePejQ28eJz5+qF3iLWVlaqxA/01z8JXKlZWS8FaTKeALKYnuCK/s3Xbj4n0QicSWy+31/w19/9Rt2ehgXnf/ns9/I6sf37/QwxjLRWTyiYoxJDDiN0kTV8mRU9W1ZooujEhS++mqc+oQyNyR0vI0diVEho0a8G8Np0K6WIULNpSRVnxnfzTiKktp6ZfyDAuvK6VerccGhdetLOLtQIdcYxd49s+RGsba2hqwMcK7AF0dr+bORajuNb9yXKcdVB/fSaRmmuh2yLPPxJGiMyRBnQUGe5XTbXZwV9u7ZzVVXHeDpp59ltV/gCpoWJwXaKPI8I88MmYb5ud0c2L+fa66/HoXisUcf59hzz2JxOCVkIlW8SrhGKo5UfAyJKu9KuN+CjxvC+IJ2Mr4lceli07psUugDgYOE3GC7RCKRAOg80eYDS3v5sdmTOz2Ui8bvfuQuXviLn9rpYYxlogVKSRAnsfaGeDXhAyFHrBLDk78P9qxiR3zmi9K6dP1EgaPwjfKqfjuM9TeUxpXa+CQ6ilRVkG2kDketjkolfOLOhuNhwBjN/GyHQ/t20W4pVlZadFprLK0MKKwDinK7aH+JI5mZ63L14YPMzOR0uxmZieevyYzBad+o0BjvnnECu3fv4tDB/ezaNcfiWh+H7xCM9edjjCZv5XS7U0x128zPtLnl5lt41atezYFDV/G1Rx9nYWkR08pxrgjnmqGcRTlBO+tTuiWU/VeqPPWYKq7qF7eMNfJipoxrCeehlG8V4Mv9e5Hj07ZVWco/kUgkNuK6t32Kdy78ED/2v71np4fyvGQiBUoVYBmKnom3nGgE57zDJfh+arEfYeKTaEGpvC5VModDxGe5iKMSDGFSjGXnm8eXodduRALF2ioSBM3wdojv8CsSptHQg6caU2NnROUkIsxMtelkmk6u6M7PsGduN+t94Ymnj7HaX0e5eI0MvkwaoA379++nnWs0BVo5+v0eS0srdKdWyj43vV4PsQX9/gDrHEZnzM7OcfU1V/HsqVP0+4Dz8SjGaPI8Y2qmy/79+/nGl93CS297MYcOHmR2ZhZyR96GdjdHcKWFSqzDFhbnbLi2sRGid22JK7vtlPfNn48FNNY6dLSKiM9M8qnEtWtcr2Q7dO/q710K4rEKBtsNX0okRigYAOnZvRTY3jqLS1euO9itr1PI4JId72yeXSWX8gm/QDz11FNce+21Oz2MxBXCkSNHuOaaay7JsdKzm7iQpGc3Mals59mdSIHinOOrX/0qt9xyC0eOHGFubm6nh3RRWFxc5Nprr03neJEQEZaWljh8+HBwA1180rN75ZCe3XRfJ5VJeXYn0sWjtebqq68GYG5u7op9iCLpHC8e8/Pzl/R46dm98kjP7pVJOseLx3af3YlOM04kEolEInFlkgRKIpFIJBKJy46JFSjtdpu3vvWttNvtnR7KRSOd45XJ8+Gc0zlemTwfzjmd4+XDRAbJJhKJRCKRuLKZWAtKIpFIJBKJK5ckUBKJRCKRSFx2JIGSSCQSiUTisiMJlEQikUgkEpcdSaAkEolEIpG47JhIgfKe97yHG264gU6nwx133MEnPvGJnR7SOfO2t72tbGgYl0OHDpWfiwhve9vbOHz4MN1ul1e/+tU8/PDDOzjirfn4xz/O61//eg4fPoxSit/7vd9rfL6dc+r1evzET/wE+/btY3p6mu/93u/lqaeeuoRncXFIz256dieV9OymZ/dSM3EC5Xd+53e47777eMtb3sIDDzzAK1/5Su69916efPLJnR7aOXPrrbdy9OjRcnnwwQfLz975znfyrne9i/vvv5/PfOYzHDp0iO/6ru9iaWlpB0e8OSsrK7zsZS/j/vvvH/v5ds7pvvvu48Mf/jAf+tCH+OQnP8ny8jKve93rsNZeqtO44KRnNz27k0p6dtOzuyPIhPEt3/It8uY3v7nx3kte8hL52Z/92R0a0fnx1re+VV72speN/cw5J4cOHZJf+IVfKN9bX1+X+fl5+ZVf+ZVLNMLzA5APf/jD5evtnNOZM2ckz3P50Ic+VK7z9NNPi9Za/vRP//SSjf1Ck57d9OxOKunZTc/uTjBRFpR+v8/nPvc57rnnnsb799xzD5/61Kd2aFTnzyOPPMLhw4e54YYb+OEf/mEeffRRAB577DGOHTvWON92u82rXvWqiT3f7ZzT5z73OQaDQWOdw4cPc9ttt03seadnNz27k3re6dlNz+5OnfdECZQTJ05greXgwYON9w8ePMixY8d2aFTnx5133sn73/9+PvKRj/De976XY8eOcffdd3Py5MnynK6k893OOR07doxWq8Xu3bs3XGfSSM8u5etJPd/07F459zI9u5SvL+dnN9uRo54nSqnGaxEZeW9SuPfee8vfb7/9du666y6+4Ru+gfe9731867d+K3BlnW/kXM7p+Xrelyvp2fWkZ3fySM+u53J/difKgrJv3z6MMSNq7vjx4yPKcFKZnp7m9ttv55FHHimjyq+k893OOR06dIh+v8/p06c3XGfSSM+uZ5LPNz27V869HCY9u5fnsztRAqXVanHHHXfw0Y9+tPH+Rz/6Ue6+++4dGtWFpdfr8eUvf5mrrrqKG264gUOHDjXOt9/v87GPfWxiz3c753THHXeQ53ljnaNHj/LQQw9N7HmnZzc9u5N63unZTc/ujp33joTmngcf+tCHJM9z+fVf/3X50pe+JPfdd59MT0/L448/vtNDOyd+6qd+Sv7qr/5KHn30Ufn0pz8tr3vd62R2drY8n1/4hV+Q+fl5+d3f/V158MEH5Ud+5EfkqquuksXFxR0e+cYsLS3JAw88IA888IAA8q53vUseeOABeeKJJ0Rke+f05je/Wa655hr58z//c/n85z8v3/md3ykve9nLpCiKnTqt8yY9u+nZnVTSs5ue3Z1g4gSKiMgv/dIvyfXXXy+tVkte/vKXy8c+9rGdHtI580M/9ENy1VVXSZ7ncvjwYXnDG94gDz/8cPm5c07e+ta3yqFDh6Tdbsu3f/u3y4MPPriDI96av/zLvxRgZHnjG98oIts7p7W1NfnX//pfy549e6Tb7crrXvc6efLJJ3fgbC4s6dlNz+6kkp7d9OxeapSIyKW22iQSiUQikUhsxkTFoCQSiUQikXh+kARKIpFIJBKJy44kUBKJRCKRSFx2JIGSSCQSiUTisiMJlEQikUgkEpcdSaAkEolEIpG47EgCJZFIJBKJxGVHEiiJRCKRSCQuO5JASSQSiUQicdmRBEoikUgkEonLjiRQEolEIpFIXHb8/wGVlFsIxO/VdgAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rgb = sample[:,:,:,:3]\n",
"hand = sample[:,:,:,3]\n",
"binary = sample[:,:,:,4]\n",
"\n",
"for i in range(sample.shape[0]):\n",
" plt.subplot(1,3,1)\n",
" plt.imshow(rgb[i])\n",
" plt.subplot(1,3,2)\n",
" plt.imshow(hand[i])\n",
" plt.subplot(1,3,3)\n",
" plt.imshow(binary[i])\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Performing data augmentation"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def augment_data(data, n):\n",
" for i in range(n):\n",
" print(\"augmenting\", i, \"of\", n)\n",
" temp = data[i][0].permute(3,1,2,0).clone()\n",
"\n",
" original_rgb = temp[:,:,:,:3]\n",
" original_hand = temp[:,:,:,3]\n",
" original_binary = temp[:,:,:,4]\n",
" label = data[i][1]\n",
"\n",
" for j in range(10):\n",
" rgb = original_rgb.clone()\n",
" hand = original_hand.clone()\n",
" binary = original_binary.clone()\n",
" \n",
" choices = [\"rotation\", \"flip\", \"translation\", \"noise\"]\n",
" choice = np.random.choice(choices)\n",
"\n",
" if choice == \"rotation\":\n",
" angle = np.random.randint(-90, 90)\n",
" for i in range(10):\n",
" temp_rgb = rgb[i].permute(2, 0, 1)\n",
" temp_rgb = transforms.functional.to_pil_image(temp_rgb)\n",
" temp_rgb = temp_rgb.rotate(angle, resample=Image.BICUBIC)\n",
" temp_rgb = transforms.ToTensor()(temp_rgb)\n",
" rgb[i] = temp_rgb.permute(1, 2, 0)\n",
" \n",
" hand = transforms.functional.rotate(hand, angle)\n",
" binary = transforms.functional.rotate(binary, angle)\n",
"\n",
" if choice == \"flip\":\n",
" for i in range(10):\n",
" temp_rgb = rgb[i].permute(2, 0, 1)\n",
" temp_rgb = transforms.functional.to_pil_image(temp_rgb)\n",
"\n",
" temp_rgb = temp_rgb.transpose(Image.FLIP_LEFT_RIGHT)\n",
" temp_rgb = transforms.ToTensor()(temp_rgb)\n",
" rgb[i] = temp_rgb.permute(1, 2, 0)\n",
"\n",
"\n",
" hand = transforms.functional.hflip(hand)\n",
" binary = transforms.functional.hflip(binary)\n",
"\n",
"\n",
" if choice == \"translation\":\n",
" x = np.random.randint(-30, 30)\n",
" y = np.random.randint(-30, 30)\n",
" for i in range(10):\n",
" temp_rgb = rgb[i].permute(2, 0, 1)\n",
" temp_rgb = transforms.functional.to_pil_image(temp_rgb)\n",
" temp_rgb = transforms.functional.affine(temp_rgb, angle=0, translate=[x,y], scale=1, shear=0)\n",
" temp_rgb = transforms.ToTensor()(temp_rgb)\n",
" rgb[i] = temp_rgb.permute(1, 2, 0)\n",
"\n",
" hand = transforms.functional.affine(hand, angle=0, translate=[x,y], scale=1, shear=0)\n",
" binary = transforms.functional.affine(binary, angle=0, translate=[x,y], scale=1, shear=0)\n",
"\n",
" if choice == \"noise\":\n",
" for i in range(10):\n",
" random_noise = torch.normal(0, 0.1, size=rgb[i].shape)\n",
" rgb[i] = rgb[i] + random_noise\n",
"\n",
" hand = hand.unsqueeze(-1)\n",
" binary = binary.unsqueeze(-1)\n",
" \n",
"\n",
" combined = torch.cat((rgb, hand, binary), dim=-1)\n",
" data.append((combined.permute(3,1,2,0), label))\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"augmenting 0 of 339\n",
"augmenting 1 of 339\n",
"augmenting 2 of 339\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\randy\\AppData\\Local\\Temp\\ipykernel_20976\\2292928127.py:24: DeprecationWarning: BICUBIC is deprecated and will be removed in Pillow 10 (2023-07-01). Use Resampling.BICUBIC instead.\n",
" temp_rgb = temp_rgb.rotate(angle, resample=Image.BICUBIC)\n",
"C:\\Users\\randy\\AppData\\Local\\Temp\\ipykernel_20976\\2292928127.py:36: DeprecationWarning: FLIP_LEFT_RIGHT is deprecated and will be removed in Pillow 10 (2023-07-01). Use Transpose.FLIP_LEFT_RIGHT instead.\n",
" temp_rgb = temp_rgb.transpose(Image.FLIP_LEFT_RIGHT)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"augmenting 3 of 339\n",
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]
}
],
"source": [
"n = len(data)\n",
"data = augment_data(data, n)\n",
"print(len(data))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### visualize augmented data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"label 1 cousin\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"i = 1000\n",
"exm_data = data[i][0].permute(3,1,2,0)\n",
"rgb = exm_data[:,:,:,:3]\n",
"hand = exm_data[:,:,:,3]\n",
"binary = exm_data[:,:,:,4]\n",
"print(\"label\", data[i][1], classes[data[i][1]])\n",
"for i in range(exm_data.shape[0]):\n",
" plt.subplot(1,3,1)\n",
" plt.imshow(rgb[i])\n",
" plt.subplot(1,3,2)\n",
" plt.imshow(hand[i])\n",
" plt.subplot(1,3,3)\n",
" plt.imshow(binary[i])\n",
" plt.show()\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### split data into train and validation"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train size: 2983\n",
"val size: 372\n",
"test size: 374\n"
]
}
],
"source": [
"train_size = int(0.8 * len(data))\n",
"val_size = int(0.1 * len(data))\n",
"test_size = len(data) - train_size - val_size\n",
"\n",
"train_dataset, val_dataset, test_dataset = torch.utils.data.random_split(data, [train_size, val_size, test_size])\n",
"print(\"train size:\", len(train_dataset))\n",
"print(\"val size:\", len(val_dataset))\n",
"print(\"test size:\", len(test_dataset))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"train_loader =DataLoader(train_dataset, batch_size=64, shuffle=True)\n",
"val_loader = DataLoader(val_dataset, batch_size=64, shuffle=True)\n",
"test_loader = DataLoader(test_dataset, batch_size=64, shuffle=True)\n",
"\n",
"del data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"batch idx: 0\n",
"data shape: torch.Size([64, 5, 128, 128, 10])\n",
"target shape: torch.Size([64])\n"
]
}
],
"source": [
"for batch_idx, (data, target) in enumerate(train_loader):\n",
" print(\"batch idx:\", batch_idx)\n",
" print(\"data shape:\", data.shape)\n",
" print(\"target shape:\", target.shape)\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Model"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"class Conv5Channel(nn.Module):\n",
" def __init__(self,in_channels, num_frames, num_classes=10):\n",
" super(Conv5Channel, self).__init__()\n",
" \n",
" # First convolution layer (C1)\n",
" #input shape: (5, num_frames, 128, 128) -> (5, num_frames-4, 122, 122)\n",
" self.conv1 = nn.Conv3d(in_channels=in_channels, out_channels=64, kernel_size=(7,7,5))\n",
" # Subsampling layer (S1)\n",
" # input: (50, num_frames-4, 122, 122) -> (50, num_frames-4, 61, 61)\n",
" self.bn1 = nn.BatchNorm3d(64)\n",
" self.pool1 = nn.MaxPool3d(kernel_size=(2,2,1))\n",
" \n",
" # Second convolution layer (C2)\n",
" # input: (50, num_frames-4, 61, 61) -> (50, num_frames-4-2, 55, 55)\n",
" self.conv2 = nn.Conv3d(in_channels=64, out_channels=32, kernel_size=(7,7,3))\n",
" # Subsampling layer (S2)\n",
" # input: (50, num_frames-4-2, 55, 55) -> (50, num_frames-4-2, 27, 27)\n",
" self.bn2 = nn.BatchNorm3d(32)\n",
" self.pool2 = nn.MaxPool3d(kernel_size=(2,2,1))\n",
" # Third convolution layer (C3)\n",
" # input: (50, num_frames-4-2, 27, 27) -> (10, num_frames-4-2-2, 23, 23)\n",
" self.conv3 = nn.Conv3d(in_channels=32, out_channels=16, kernel_size=(5,5,4))\n",
" self.bn3 = nn.BatchNorm3d(16)\n",
" self.pool3 = nn.MaxPool3d(kernel_size=(2,2,1))\n",
"\n",
" # Fully connected layers\n",
" self.fc1 = nn.Linear(16*(num_frames-4-2-3)*11*11, 128) \n",
" self.fc2 = nn.Linear(128, num_classes) # Output layer\n",
"\n",
" self.dropout = nn.Dropout(0.5)\n",
" self.relu = nn.ReLU()\n",
"\n",
" \n",
" def forward(self, x):\n",
" x = self.conv1(x)\n",
" x = self.bn1(x)\n",
" x = self.relu(x)\n",
" x = self.pool1(x)\n",
" x = self.conv2(x)\n",
" x = self.bn2(x)\n",
" x = self.relu(x)\n",
" x = self.pool2(x)\n",
" x = self.conv3(x)\n",
" x = self.bn3(x)\n",
" x = self.relu(x)\n",
" x = self.pool3(x)\n",
" \n",
" \n",
" x = x.view(x.size(0), -1)\n",
" x = self.fc1(x)\n",
" x = self.relu(x)\n",
" x = self.dropout(x)\n",
" x = self.fc2(x)\n",
" x = F.log_softmax(x, dim=1)\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"\n",
"def train(model, train_loader, test_loader, criterion, optimizer, device, epochs, model_name):\n",
" start_time = time.time()\n",
" model.train()\n",
"\n",
" train_losses = []\n",
" val_losses = []\n",
" stop_cnt = 0\n",
" best_train_loss = 1000\n",
"\n",
" for epoch in range(epochs):\n",
" \n",
" trn_corr = 0\n",
" total = 0\n",
" epoch_train_loss = 0\n",
"\n",
" print(f'Epoch {epoch+1}:')\n",
" for batch_idx, (X_train, y_train) in enumerate(train_loader):\n",
" batch_idx += 1\n",
" X_train, y_train = X_train.to(device), y_train.to(device)\n",
" y_pred = model(X_train)\n",
"\n",
" loss = criterion(y_pred, y_train)\n",
"\n",
" predicted = torch.max(y_pred.data, 1)[1]\n",
" trn_corr += (predicted == y_train).sum()\n",
"\n",
" optimizer.zero_grad()\n",
" loss.backward()\n",
" optimizer.step()\n",
" \n",
" \n",
" epoch_train_loss += loss.item()\n",
" total += len(y_train)\n",
" if batch_idx % 10 == 0:\n",
" print(f'\\tBatch {batch_idx}, loss: {loss.item():7.3f} running accuracy: {trn_corr.item()*100/total:7.3f}%')\n",
" \n",
"\n",
" avg_epoch_train_loss = epoch_train_loss / len(train_loader)\n",
" train_losses.append(avg_epoch_train_loss) \n",
"\n",
" # Run the testing batches\n",
" tst_corr = 0\n",
" epoch_test_loss = 0\n",
"\n",
" with torch.no_grad():\n",
" for batch_idx, (X_test, y_test) in enumerate(test_loader):\n",
" X_test, y_test = X_test.to(device), y_test.to(device)\n",
" y_val = model(X_test)\n",
" predicted = torch.max(y_val.data, 1)[1]\n",
" tst_corr += (predicted == y_test).sum()\n",
"\n",
" loss = criterion(y_val, y_test)\n",
" epoch_test_loss += loss.item()\n",
" \n",
"\n",
" avg_epoch_test_loss = epoch_test_loss / len(test_loader)\n",
" val_losses.append(avg_epoch_test_loss)\n",
"\n",
" print(f'\\n\\tEpoch {epoch+1}, Training Loss: {avg_epoch_train_loss:.3f}, val Loss: {avg_epoch_test_loss:.3f}')\n",
" \n",
" if (epoch+1) % 10 == 0:\n",
" torch.save(model, f'./SavedModels/{model_name}_epoch_{epoch+1}.pt')\n",
" plt.figure()\n",
" plt.plot(train_losses, label='Training loss')\n",
" plt.plot(val_losses, label='Validation loss')\n",
" plt.legend()\n",
" plt.savefig(f'./Figures/{model_name}_loss_epoch_{epoch+1}.png')\n",
"\n",
" if avg_epoch_train_loss < best_train_loss:\n",
" best_train_loss = avg_epoch_train_loss\n",
" stop_cnt = 0\n",
" else:\n",
" stop_cnt += 1\n",
" if stop_cnt == 3:\n",
" print(f'\\nEarly stopping at epoch {epoch+1}')\n",
" break\n",
" \n",
" \n",
" print(f'\\nDuration: {time.time() - start_time:.0f} seconds') # print the time elapsed\n",
" \n",
"\n",
" return train_losses, val_losses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Loading the model"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cuda\n",
"Epoch 1:\n",
"\tBatch 10, loss: 2.282 running accuracy: 12.812%\n",
"\tBatch 20, loss: 2.236 running accuracy: 15.625%\n",
"\tBatch 30, loss: 2.222 running accuracy: 17.135%\n",
"\tBatch 40, loss: 2.155 running accuracy: 18.516%\n",
"\n",
"\tEpoch 1, Training Loss: 2.205, val Loss: 2.115\n",
"Epoch 2:\n",
"\tBatch 10, loss: 1.961 running accuracy: 30.469%\n",
"\tBatch 20, loss: 2.017 running accuracy: 30.781%\n",
"\tBatch 30, loss: 1.937 running accuracy: 31.510%\n",
"\tBatch 40, loss: 1.938 running accuracy: 31.055%\n",
"\n",
"\tEpoch 2, Training Loss: 2.010, val Loss: 1.993\n",
"Epoch 3:\n",
"\tBatch 10, loss: 1.927 running accuracy: 32.969%\n",
"\tBatch 20, loss: 2.022 running accuracy: 34.453%\n",
"\tBatch 30, loss: 1.926 running accuracy: 34.583%\n",
"\tBatch 40, loss: 1.777 running accuracy: 34.844%\n",
"\n",
"\tEpoch 3, Training Loss: 1.872, val Loss: 1.889\n",
"Epoch 4:\n",
"\tBatch 10, loss: 1.832 running accuracy: 39.688%\n",
"\tBatch 20, loss: 1.618 running accuracy: 40.703%\n",
"\tBatch 30, loss: 1.820 running accuracy: 41.458%\n",
"\tBatch 40, loss: 1.746 running accuracy: 42.383%\n",
"\n",
"\tEpoch 4, Training Loss: 1.706, val Loss: 1.749\n",
"Epoch 5:\n",
"\tBatch 10, loss: 1.480 running accuracy: 48.281%\n",
"\tBatch 20, loss: 1.548 running accuracy: 48.438%\n",
"\tBatch 30, loss: 1.528 running accuracy: 48.021%\n",
"\tBatch 40, loss: 1.582 running accuracy: 49.219%\n",
"\n",
"\tEpoch 5, Training Loss: 1.570, val Loss: 1.651\n",
"Epoch 6:\n",
"\tBatch 10, loss: 1.520 running accuracy: 57.031%\n",
"\tBatch 20, loss: 1.286 running accuracy: 56.406%\n",
"\tBatch 30, loss: 1.376 running accuracy: 55.417%\n",
"\tBatch 40, loss: 1.525 running accuracy: 55.508%\n",
"\n",
"\tEpoch 6, Training Loss: 1.401, val Loss: 1.549\n",
"Epoch 7:\n",
"\tBatch 10, loss: 1.390 running accuracy: 63.594%\n",
"\tBatch 20, loss: 1.213 running accuracy: 62.891%\n",
"\tBatch 30, loss: 1.353 running accuracy: 62.500%\n",
"\tBatch 40, loss: 1.127 running accuracy: 61.953%\n",
"\n",
"\tEpoch 7, Training Loss: 1.240, val Loss: 1.409\n",
"Epoch 8:\n",
"\tBatch 10, loss: 1.152 running accuracy: 66.875%\n",
"\tBatch 20, loss: 1.081 running accuracy: 67.344%\n",
"\tBatch 30, loss: 0.940 running accuracy: 66.562%\n",
"\tBatch 40, loss: 1.086 running accuracy: 66.406%\n",
"\n",
"\tEpoch 8, Training Loss: 1.085, val Loss: 1.340\n",
"Epoch 9:\n",
"\tBatch 10, loss: 1.146 running accuracy: 72.656%\n",
"\tBatch 20, loss: 0.805 running accuracy: 72.188%\n",
"\tBatch 30, loss: 0.828 running accuracy: 72.760%\n",
"\tBatch 40, loss: 0.900 running accuracy: 72.422%\n",
"\n",
"\tEpoch 9, Training Loss: 0.916, val Loss: 1.286\n",
"Epoch 10:\n",
"\tBatch 10, loss: 0.854 running accuracy: 74.219%\n",
"\tBatch 20, loss: 0.717 running accuracy: 76.172%\n",
"\tBatch 30, loss: 0.812 running accuracy: 76.823%\n",
"\tBatch 40, loss: 1.009 running accuracy: 76.758%\n",
"\n",
"\tEpoch 10, Training Loss: 0.799, val Loss: 1.065\n",
"Epoch 11:\n",
"\tBatch 10, loss: 0.619 running accuracy: 79.844%\n",
"\tBatch 20, loss: 0.702 running accuracy: 80.078%\n",
"\tBatch 30, loss: 0.753 running accuracy: 81.094%\n",
"\tBatch 40, loss: 0.559 running accuracy: 81.758%\n",
"\n",
"\tEpoch 11, Training Loss: 0.675, val Loss: 1.048\n",
"Epoch 12:\n",
"\tBatch 10, loss: 0.496 running accuracy: 86.406%\n",
"\tBatch 20, loss: 0.412 running accuracy: 86.094%\n",
"\tBatch 30, loss: 0.568 running accuracy: 85.312%\n",
"\tBatch 40, loss: 0.524 running accuracy: 85.938%\n",
"\n",
"\tEpoch 12, Training Loss: 0.561, val Loss: 0.986\n",
"Epoch 13:\n",
"\tBatch 10, loss: 0.394 running accuracy: 89.688%\n",
"\tBatch 20, loss: 0.540 running accuracy: 89.297%\n",
"\tBatch 30, loss: 0.560 running accuracy: 89.167%\n",
"\tBatch 40, loss: 0.446 running accuracy: 88.516%\n",
"\n",
"\tEpoch 13, Training Loss: 0.460, val Loss: 0.870\n",
"Epoch 14:\n",
"\tBatch 10, loss: 0.362 running accuracy: 92.188%\n",
"\tBatch 20, loss: 0.396 running accuracy: 91.797%\n",
"\tBatch 30, loss: 0.406 running accuracy: 91.562%\n",
"\tBatch 40, loss: 0.271 running accuracy: 91.797%\n",
"\n",
"\tEpoch 14, Training Loss: 0.347, val Loss: 0.869\n",
"Epoch 15:\n",
"\tBatch 10, loss: 0.227 running accuracy: 93.281%\n",
"\tBatch 20, loss: 0.456 running accuracy: 92.734%\n",
"\tBatch 30, loss: 0.280 running accuracy: 92.604%\n",
"\tBatch 40, loss: 0.266 running accuracy: 92.617%\n",
"\n",
"\tEpoch 15, Training Loss: 0.316, val Loss: 0.807\n",
"Epoch 16:\n",
"\tBatch 10, loss: 0.198 running accuracy: 94.688%\n",
"\tBatch 20, loss: 0.331 running accuracy: 95.234%\n",
"\tBatch 30, loss: 0.190 running accuracy: 95.781%\n",
"\tBatch 40, loss: 0.173 running accuracy: 96.016%\n",
"\n",
"\tEpoch 16, Training Loss: 0.221, val Loss: 0.798\n",
"Epoch 17:\n",
"\tBatch 10, loss: 0.136 running accuracy: 97.344%\n",
"\tBatch 20, loss: 0.155 running accuracy: 97.109%\n",
"\tBatch 30, loss: 0.137 running accuracy: 97.083%\n",
"\tBatch 40, loss: 0.151 running accuracy: 97.070%\n",
"\n",
"\tEpoch 17, Training Loss: 0.184, val Loss: 0.824\n",
"Epoch 18:\n",
"\tBatch 10, loss: 0.172 running accuracy: 98.594%\n",
"\tBatch 20, loss: 0.151 running accuracy: 98.125%\n",
"\tBatch 30, loss: 0.192 running accuracy: 97.865%\n",
"\tBatch 40, loss: 0.104 running accuracy: 97.773%\n",
"\n",
"\tEpoch 18, Training Loss: 0.162, val Loss: 0.749\n",
"Epoch 19:\n",
"\tBatch 10, loss: 0.130 running accuracy: 96.719%\n",
"\tBatch 20, loss: 0.072 running accuracy: 97.422%\n",
"\tBatch 30, loss: 0.148 running accuracy: 97.344%\n",
"\tBatch 40, loss: 0.082 running accuracy: 97.422%\n",
"\n",
"\tEpoch 19, Training Loss: 0.148, val Loss: 0.696\n",
"Epoch 20:\n",
"\tBatch 10, loss: 0.146 running accuracy: 98.281%\n",
"\tBatch 20, loss: 0.137 running accuracy: 98.281%\n",
"\tBatch 30, loss: 0.114 running accuracy: 97.969%\n",
"\tBatch 40, loss: 0.198 running accuracy: 97.773%\n",
"\n",
"\tEpoch 20, Training Loss: 0.134, val Loss: 0.715\n",
"\n",
"Duration: 420 seconds\n"
]
}
],
"source": [
"model = Conv5Channel(5, 10, len(classes)) # 5 channels, 10 frames, len(classes)\n",
"criterion = nn.CrossEntropyLoss()\n",
"optimizer = optim.SGD(model.parameters(), lr=0.001, momentum=0.9, weight_decay=0.0001)\n",
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"print(device)\n",
"model.to(device)\n",
"\n",
"train_losses, test_losses = train(\n",
" model = model, \n",
" device = device, \n",
" train_loader = train_loader, \n",
" test_loader=val_loader,\n",
" criterion=criterion,\n",
" optimizer=optimizer,\n",
" epochs=20,\n",
" model_name = \"Conv5Channel_25classes\")\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(train_losses, label='Training loss')\n",
"plt.plot(test_losses, label='Validation loss')\n",
"plt.legend(frameon=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test accuracy: 76.47%\n"
]
}
],
"source": [
"model.eval()\n",
"\n",
"correct = 0\n",
"total = 0\n",
"\n",
"with torch.no_grad():\n",
" for batch_idx, (X_test, y_test) in enumerate(test_loader):\n",
" X_test, y_test = X_test.to(device), y_test.to(device)\n",
" y_val = model(X_test)\n",
" predicted = torch.max(y_val.data, 1)[1]\n",
" total += len(y_test)\n",
" correct += (predicted == y_test).sum()\n",
"\n",
"print(f'Test accuracy: {correct.item()*100/total:.2f}%')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Evaluate unseen data"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: spring\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 14/14 [00:18<00:00, 1.34s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: cousin\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 11/11 [00:15<00:00, 1.38s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: water\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10/10 [00:11<00:00, 1.13s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: friend\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 8/8 [00:10<00:00, 1.32s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: like\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 17/17 [00:22<00:00, 1.32s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: yes\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 16/16 [00:15<00:00, 1.02it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: doctor\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 15/15 [00:20<00:00, 1.36s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: blue\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 7/7 [00:05<00:00, 1.18it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: nice\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 17/17 [00:21<00:00, 1.25s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: yellow\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 8/8 [00:07<00:00, 1.07it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: again\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 14/14 [00:19<00:00, 1.37s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: deaf\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 17/17 [00:20<00:00, 1.23s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: drink\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 6/6 [00:07<00:00, 1.25s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: family\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 13/13 [00:17<00:00, 1.31s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: father\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 16/16 [00:19<00:00, 1.20s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: finish\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 17/17 [00:24<00:00, 1.42s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: grandmother\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 9/9 [00:10<00:00, 1.12s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: help\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10/10 [00:11<00:00, 1.13s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: milk\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 10/10 [00:11<00:00, 1.18s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: mother\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 14/14 [00:16<00:00, 1.19s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: orange\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 14/14 [00:15<00:00, 1.14s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: pencil\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 9/9 [00:11<00:00, 1.24s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: school\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 17/17 [00:18<00:00, 1.08s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: sister\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 14/14 [00:17<00:00, 1.22s/it]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading: student\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 13/13 [00:15<00:00, 1.17s/it]\n"
]
}
],
"source": [
"from Datasets.MSASL5Channel import MSAL5ChannelDataset\n",
"\n",
"new_data = MSAL5ChannelDataset(root_dir=\"./videos/test-MS-ASL100\", labels=classes_25, frames=10)\n",
"\n",
"data = [(data[0].permute(0,2,3,1), data[1]) for data in new_data]\n",
"del new_data\n",
"\n",
"loader = DataLoader(data, batch_size=64, shuffle=True)\n",
"del data"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Test accuracy: 21.84%\n"
]
}
],
"source": [
"model = torch.load(\"./SavedModels/Conv5Channel_25classes_epoch_30.pt\")\n",
"\n",
"model.eval()\n",
"correct = 0\n",
"total = 0\n",
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"\n",
"with torch.no_grad():\n",
" for batch_idx, (X_test, y_test) in enumerate(loader):\n",
" X_test, y_test = X_test.to(device), y_test.to(device)\n",
" y_val = model(X_test)\n",
" predicted = torch.max(y_val.data, 1)[1]\n",
" total += len(y_test)\n",
" correct += (predicted == y_test).sum()\n",
"\n",
"print(f'Test accuracy: {correct.item()*100/total:.2f}%')\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"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": "3.11.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}