mirror of
https://github.com/ZhangXinNan/DL-with-Python-and-PyTorch2.git
synced 2025-10-20 23:34:18 +08:00
522 lines
320 KiB
Plaintext
522 lines
320 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 16.3 使用PyTorch实现图像修复\n",
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"\t近些年,深度学习在图像修复(Image Inpainting)领域取得重大进展,方法很多,但基本原理类似。本节介绍一种基于编码器与解码器网络结构的图像修复方法。"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### 16.3.1 网络结构\n",
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"\t该网络结构称为上下文编码器(Context Encoder),主要由编码器-解码器构成。不过编码器与解码器之间不是通常的全连接层,而是采用与通道等宽的全连接层(Channel-wise fully-connected layer),利用这种网络层可大大降低参数量。此外,还有一个对抗判别器,用来区分预测值与真实值,这个与生成式对抗网络的判别器功能类似,具体网络结构如图16-12 所示。"
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]
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},
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{
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"attachments": {
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"image.png": {
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"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"<center>图16-12 上下文编码器-解码器架构</center>\n",
|
||
"\t其中解码器基于AlexNet网络,五个卷积加上池化,如果输入图像为227x227,可以得到一个6x6x256的特征图。解码器就是一系列的五个上卷积的操作,使其恢复到与原图一样的大小。\n",
|
||
"\t该网络之所以称为上下文是因为采用了语言处理中根据上下文预测的原理,这里采用被损坏周围的图像特征来预测被损坏的部分。如何学习到被损坏的特征?这就涉及下节将介绍的损失函数。"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 16.3.2 损失函数\n",
|
||
"整个模型的损失值由重构损失(Reconstruction Loss)与对抗损失(Adversarial Loss)组成。重构损失的计算公式为:\n",
|
||
" $$ \\mathcal L_{rec}(χ)=|| M ̂\\odot(χ-F((1- M ̂)\\odotχ)) ||_2^2 \\tag{61-1} $$ \n",
|
||
"其中⨀为逐元操作,M ̂为缺失图像的二进制掩码,1表示缺失部分像素,0表示输入像素。如果只有重构损失,修复的图像比较模糊,为解决这个问题,可增加一个对抗损失。\n",
|
||
"\t可以从多种可能的输出模式中选择一种对抗损失,换句话说,可以进行特定模式选择,使得预测结果看起来更真实。对抗损失的计算公式为:\n",
|
||
" $$\\mathcal L_{adv}=\\underset{D}{max} E_{x∈χ} [log(D(x))+log(1-D(F((1-M ̂ )\\odot x)))] \\tag{61-2} $$ \n",
|
||
"\t总的损失函数为重构损失与对抗损失的加权值。\n",
|
||
" $$ \\mathcal L= λ_{rec}\\mathcal L_{rec}+ λ_{adv} \\mathcal L_{adv} \\tag{61-3} $$ "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 16.3.3 图像修复实例\n",
|
||
"\t为了给大家一个直观理解,这里我们使用一个预训练模型来实现图像修复,该预训练模型是基于大量街道数据训练得到的。"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import argparse\n",
|
||
"import os\n",
|
||
"import random\n",
|
||
"import numpy as np\n",
|
||
"import torch\n",
|
||
"import torch.nn as nn\n",
|
||
"import torch.nn.parallel\n",
|
||
"import torch.backends.cudnn as cudnn\n",
|
||
"import torch.optim as optim\n",
|
||
"import torch.utils.data\n",
|
||
"import torchvision.datasets as dset\n",
|
||
"import torchvision.transforms as transforms\n",
|
||
"import torchvision.utils as vutils\n",
|
||
"\n",
|
||
"from PIL import Image\n",
|
||
"import matplotlib.image as mpimg\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"%matplotlib inline\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Namespace(batchSize=64, beta1=0.5, cuda=False, dataset='streetview', imageSize=128, lr=0.0002, manualSeed=None, nBottleneck=4000, nc=3, ndf=64, nef=64, netD='', netG='../data/netG_streetview.pth', ngf=64, ngpu=1, niter=50, nz=100, outf='.', overlapPred=4, test_image='./data/001_im.png', workers=4, wtl2=0.999)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"parser = argparse.ArgumentParser(description='Process some params')\n",
|
||
"parser.add_argument('--dataset', default='streetview', help='cifar10 | lsun | imagenet | folder | lfw ')\n",
|
||
"parser.add_argument('--test_image', default='./data/001_im.png',required=False, help='path to dataset')\n",
|
||
"parser.add_argument('--workers', type=int, help='number of data loading workers', default=4)\n",
|
||
"parser.add_argument('--batchSize', type=int, default=64, help='input batch size')\n",
|
||
"parser.add_argument('--imageSize', type=int, default=128, help='the height / width of the input image to network')\n",
|
||
"parser.add_argument('--nz', type=int, default=100, help='size of the latent z vector')\n",
|
||
"parser.add_argument('--ngf', type=int, default=64)\n",
|
||
"parser.add_argument('--ndf', type=int, default=64)\n",
|
||
"parser.add_argument('--nc', type=int, default=3)\n",
|
||
"parser.add_argument('--niter', type=int, default=50, help='number of epochs to train for')\n",
|
||
"parser.add_argument('--lr', type=float, default=0.0002, help='learning rate, default=0.0002')\n",
|
||
"parser.add_argument('--beta1', type=float, default=0.5, help='beta1 for adam. default=0.5')\n",
|
||
"parser.add_argument('--cuda', action='store_true', help='enables cuda')\n",
|
||
"parser.add_argument('--ngpu', type=int, default=1, help='number of GPUs to use')\n",
|
||
"parser.add_argument('--netG', default='../data/netG_streetview.pth', help=\"path to netG (to continue training)\")\n",
|
||
"parser.add_argument('--netD', default='', help=\"path to netD (to continue training)\")\n",
|
||
"parser.add_argument('--outf', default='.', help='folder to output images and model checkpoints')\n",
|
||
"parser.add_argument('--manualSeed', type=int, help='manual seed')\n",
|
||
"\n",
|
||
"parser.add_argument('--nBottleneck', type=int,default=4000,help='of dim for bottleneck of encoder')\n",
|
||
"parser.add_argument('--overlapPred',type=int,default=4,help='overlapping edges')\n",
|
||
"parser.add_argument('--nef',type=int,default=64,help='of encoder filters in first conv layer')\n",
|
||
"parser.add_argument('--wtl2',type=float,default=0.999,help='0 means do not use else use with this weight')\n",
|
||
"opt = parser.parse_args(['--dataset', 'streetview'])\n",
|
||
"print(opt)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"streetview ./data/001_im.png\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(opt.dataset, opt.test_image)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import torch\n",
|
||
"from PIL import Image\n",
|
||
"\n",
|
||
"\n",
|
||
"def load_image(filename, size=None, scale=None):\n",
|
||
" img = Image.open(filename).convert('RGB')\n",
|
||
" if size is not None:\n",
|
||
" img = img.resize((size, size), Image.ANTIALIAS)\n",
|
||
" elif scale is not None:\n",
|
||
" img = img.resize((int(img.size[0] / scale), int(img.size[1] / scale)), Image.ANTIALIAS)\n",
|
||
" return img\n",
|
||
"\n",
|
||
"\n",
|
||
"\n",
|
||
"def save_image(filename, data):\n",
|
||
" img = data.clone().add(1).div(2).mul(255).clamp(0, 255).cpu().numpy()\n",
|
||
" #img = img.transpose(1, 2, 0).astype(\"uint8\")\n",
|
||
" img = img.transpose(1, 2, 0).astype(np.uint8)\n",
|
||
" img = Image.fromarray(img)\n",
|
||
" img.save(filename)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"class netG(nn.Module):\n",
|
||
" def __init__(self, opt):\n",
|
||
" super(netG, self).__init__()\n",
|
||
" #ngpu表示gpu个数,如果大于1,将使用并发处理\n",
|
||
" self.ngpu = opt.ngpu\n",
|
||
" self.main = nn.Sequential(\n",
|
||
" # 输入通道数opt.nc,输出通道数为opt.nef\n",
|
||
" nn.Conv2d(opt.nc,opt.nef,4,2,1, bias=False),\n",
|
||
" nn.LeakyReLU(0.2, inplace=True),\n",
|
||
" nn.Conv2d(opt.nef,opt.nef,4,2,1, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.nef),\n",
|
||
" nn.LeakyReLU(0.2, inplace=True),\n",
|
||
" nn.Conv2d(opt.nef,opt.nef*2,4,2,1, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.nef*2),\n",
|
||
" nn.LeakyReLU(0.2, inplace=True),\n",
|
||
" nn.Conv2d(opt.nef*2,opt.nef*4,4,2,1, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.nef*4),\n",
|
||
" nn.LeakyReLU(0.2, inplace=True),\n",
|
||
" nn.Conv2d(opt.nef*4,opt.nef*8,4,2,1, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.nef*8),\n",
|
||
" nn.LeakyReLU(0.2, inplace=True),\n",
|
||
" nn.Conv2d(opt.nef*8,opt.nBottleneck,4, bias=False),\n",
|
||
" # tate size: (nBottleneck) x 1 x 1\n",
|
||
" nn.BatchNorm2d(opt.nBottleneck),\n",
|
||
" nn.LeakyReLU(0.2, inplace=True),\n",
|
||
" #后面采用转置卷积,opt.ngf为该层输出通道数\n",
|
||
" nn.ConvTranspose2d(opt.nBottleneck, opt.ngf * 8, 4, 1, 0, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.ngf * 8),\n",
|
||
" nn.ReLU(True),\n",
|
||
" nn.ConvTranspose2d(opt.ngf * 8, opt.ngf * 4, 4, 2, 1, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.ngf * 4),\n",
|
||
" nn.ReLU(True), \n",
|
||
" nn.ConvTranspose2d(opt.ngf * 4, opt.ngf * 2, 4, 2, 1, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.ngf * 2),\n",
|
||
" nn.ReLU(True), \n",
|
||
" nn.ConvTranspose2d(opt.ngf * 2, opt.ngf, 4, 2, 1, bias=False),\n",
|
||
" nn.BatchNorm2d(opt.ngf),\n",
|
||
" nn.ReLU(True), \n",
|
||
" nn.ConvTranspose2d(opt.ngf, opt.nc, 4, 2, 1, bias=False),\n",
|
||
" nn.Tanh() \n",
|
||
" )\n",
|
||
"\n",
|
||
" def forward(self, input):\n",
|
||
" if isinstance(input.detach(), torch.cuda.FloatTensor) and self.ngpu > 1:\n",
|
||
" output = nn.parallel.data_parallel(self.main, input, range(self.ngpu))\n",
|
||
" else:\n",
|
||
" output = self.main(input)\n",
|
||
" return output"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"netG = netG(opt)\n",
|
||
"#加载预训练模型,其存放路径为opt.netG\n",
|
||
"netG.load_state_dict(torch.load(opt.netG,map_location=lambda storage, location: storage)['state_dict'])\n",
|
||
"netG.eval()\n",
|
||
"\n",
|
||
"transform = transforms.Compose([transforms.ToTensor(),\n",
|
||
" transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
|
||
"\n",
|
||
"\n",
|
||
"#加载测试图像\n",
|
||
"image = load_image(opt.test_image, opt.imageSize)\n",
|
||
"image = transform(image)\n",
|
||
"image = image.repeat(1, 1, 1, 1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"input_real = torch.FloatTensor(1, 3, opt.imageSize, opt.imageSize)\n",
|
||
"input_cropped = torch.FloatTensor(1, 3, opt.imageSize, opt.imageSize)\n",
|
||
"real_center = torch.FloatTensor(1, 3, opt.imageSize//2, opt.imageSize//2)\n",
|
||
"\n",
|
||
"criterionMSE = nn.MSELoss()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"torch.Size([1, 3, 128, 128])"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"input_cropped.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
|
||
"netG.to(device)\n",
|
||
"input_real, input_cropped = input_real.to(device),input_cropped.to(device)\n",
|
||
"criterionMSE.to(device)\n",
|
||
"real_center = real_center.to(device)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"tensor([[[[ 0.1294, 0.0824, 0.0039, ..., 0.0431, 0.0667, 0.0588],\n",
|
||
" [ 0.0824, 0.0824, 0.0431, ..., 0.0431, 0.0353, 0.1137],\n",
|
||
" [-0.1059, -0.1137, -0.1216, ..., -0.1294, -0.1294, -0.0353],\n",
|
||
" ...,\n",
|
||
" [-0.1686, -0.1059, -0.3412, ..., -0.7333, -0.7490, -0.7961],\n",
|
||
" [-0.2314, -0.2078, -0.3961, ..., -0.7725, -0.7882, -0.7176],\n",
|
||
" [-0.3255, -0.3569, -0.5843, ..., -0.7725, -0.7490, -0.8353]],\n",
|
||
"\n",
|
||
" [[ 0.1529, 0.1137, 0.0431, ..., 0.0510, 0.0667, 0.0667],\n",
|
||
" [ 0.0902, 0.0980, 0.0667, ..., 0.0902, 0.0667, 0.0980],\n",
|
||
" [-0.1216, -0.1137, -0.1137, ..., -0.1294, -0.1451, -0.0745],\n",
|
||
" ...,\n",
|
||
" [-0.1608, -0.1137, -0.3098, ..., -0.8039, -0.8039, -0.8275],\n",
|
||
" [-0.2392, -0.2314, -0.3961, ..., -0.8431, -0.8353, -0.7333],\n",
|
||
" [-0.3569, -0.3490, -0.5686, ..., -0.7882, -0.7647, -0.7882]],\n",
|
||
"\n",
|
||
" [[ 0.1137, 0.0667, -0.0118, ..., 0.0196, 0.0353, 0.0275],\n",
|
||
" [ 0.0353, 0.0431, -0.0118, ..., 0.0510, 0.0275, 0.0667],\n",
|
||
" [-0.1843, -0.1843, -0.2078, ..., -0.2235, -0.2157, -0.0980],\n",
|
||
" ...,\n",
|
||
" [-0.2078, -0.1137, -0.2706, ..., -0.7882, -0.7412, -0.7804],\n",
|
||
" [-0.2392, -0.2314, -0.3490, ..., -0.8431, -0.8039, -0.7098],\n",
|
||
" [-0.3412, -0.3647, -0.5137, ..., -0.8039, -0.7647, -0.8039]]]],\n",
|
||
" device='cuda:0')"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"input_cropped.detach().resize_(image.size()).copy_(image)\n",
|
||
"real_center_cpu = image[:,:,opt.imageSize//4:opt.imageSize//4+opt.imageSize//2,opt.imageSize//4:opt.imageSize//4+opt.imageSize//2]\n",
|
||
"real_center.detach().resize_(real_center_cpu.size()).copy_(real_center_cpu)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"input_cropped.data[:,0,opt.imageSize//4+opt.overlapPred:opt.imageSize//4+opt.imageSize//2-opt.overlapPred,opt.imageSize//4+opt.overlapPred:opt.imageSize//4+opt.imageSize//2-opt.overlapPred] = 2*117.0/255.0 - 1.0\n",
|
||
"input_cropped.data[:,1,opt.imageSize//4+opt.overlapPred:opt.imageSize//4+opt.imageSize//2-opt.overlapPred,opt.imageSize//4+opt.overlapPred:opt.imageSize//4+opt.imageSize//2-opt.overlapPred] = 2*104.0/255.0 - 1.0\n",
|
||
"input_cropped.data[:,2,opt.imageSize//4+opt.overlapPred:opt.imageSize//4+opt.imageSize//2-opt.overlapPred,opt.imageSize//4+opt.overlapPred:opt.imageSize//4+opt.imageSize//2-opt.overlapPred] = 2*123.0/255.0 - 1.0\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"fake = netG(input_cropped)\n",
|
||
"errG = criterionMSE(fake,real_center)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"recon_image = input_cropped.clone()\n",
|
||
"recon_image.data[:,:,opt.imageSize//4:opt.imageSize//4+opt.imageSize//2,opt.imageSize//4:opt.imageSize//4+opt.imageSize//2] = fake.data\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0.1058\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"save_image('val_real_samples.png',image[0])\n",
|
||
"save_image('val_cropped_samples.png',input_cropped.data[0])\n",
|
||
"save_image('val_recon_samples.png',recon_image.data[0])\n",
|
||
"print('%.4f' % errG.item())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"reconsPath = 'val_cropped_samples.png'\n",
|
||
"Image = mpimg.imread(reconsPath)\n",
|
||
"plt.imshow(Image) # 显示图片\n",
|
||
"plt.axis('off') # 不显示坐标轴\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"reconsPath = './data/001_im.png'\n",
|
||
"Image = mpimg.imread(reconsPath)\n",
|
||
"plt.imshow(Image) # 显示图片\n",
|
||
"plt.axis('off') # 不显示坐标轴\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"reconsPath = 'val_real_samples.png'\n",
|
||
"Image = mpimg.imread(reconsPath)\n",
|
||
"plt.imshow(Image) # 显示图片\n",
|
||
"plt.axis('off') # 不显示坐标轴\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 修复后的图像"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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azBjUNEh9JAZgvU3xTtekuHJ7xVi469VQPH2S0itx6HH//ZSeuH0rpStyZ2AV5pdKEUmpZMp5FbS07bZj/SnjHeecZt5l93XCOW48jFSU0ELHvFDerxlkJyf3sw86DzmB3nh0SFYM4lHAIEjOR7nDYhkjnBQtSyF2GNDQA+o7SWEFLLdpvQKtutAal08fAfx8xpivbYJ6KFJ5mi6ZrJeQINK94YcIKyZc0mamR8vYsWehfmyFRw1E0g473huZNRB2XXOVXmu3G/huy/e5plIFFHtUjM+jxsBO6YNB6lFdxgzAGKt/mnFjUillyZKxgwReTOoj3L1D95BuU4xB/54SOJK8V57nwJD4k4auqbFmZG2wXKqAUW9asgKeLBiLYSz94g1UuAIvM3fYe+HzEti4fQ+Oxbb3Xng5vTdZ4Na9xMGc0H1L8LwwbPhbvFg+dFheXfC1Uavm9PQhAGDQUqoGk4JpHlYyf+4LXwQA3H35Bf3u88+lDSELDq+88hoA4PCYBcGq+eMUHBpBMYuCbriAaJkrNIcpeVRx00we9W956IZgcPv5tFaOhd6IPeIq3awdw45qnuZzeHILPVlA2XzB9WF4gXEzccYqGT5I3pWhSZZleh8FLVOziKUUN6f3jo8Tyywvpri64n3C8GOwGSbHt9P1QJpr1vdYTI94XHA+44YmKTrZUGMIY/ndznMo4Ja892mY73u3dj/244aOGwMIyQ799JzsEWtwuUy7WNu+CiC5nVeUn1CQA8kNuRUWcHTpvLBwvEfGXXWgW2SchZUiZH7OSZVJH9WSFHRbuu0WDz/8KL3P3fJdclpfunMPga7Rh/cTG+e5kxLLJV07calhFXxS/ZooKYRKqx+85PcHoyVusvN37QBf0g2nFXv33cRYObt4gsODZHlO5mneA76IB48SGeLx6X3+NguEM4fpSy9hd9gIZPpbad1NHmE5z0zrrERBz2qJiJA6bAxYnaXfXJ6lNcPQ4OkFc2E8VkPQ7/z8MaoqueNXjxPI5n2jaRIB55yzMEZSPqP15wLpOYir7n3YSbnwPqEUzcXpA4ASMIZeSWajysK0ZCr10eO0Tetx69Yd+YW0Pl2PQMKBI9EkxPHeEX8wzYESKr1UUz372FvO/diPGzpuDCAkCm6bVbKg59lTNGT8DyJsFS2ePkmA0YqBQMcdst9s8OqLKW6whO7zaABawPCx1AEAhb6HXgSiIsoivVYyZln3EQ/e/Wk6LkWxhKLWdQ0ycnHbdeLOvvv2O3h4mnbfz38hcWtnVQVjxYLvyJ8AmFRTbJhCUaCnsJrYL1h03bUtBtmZaVmevJ94xuvzx6heeBUA8OjBOY+V4eIsxbIffZiS7tW84joCL5DAUNCaxjAo2GOcrJmFZYrGyfp5qavsEImiRMbRhc2wvkjx3OOHCRTLIlDEdIySoNWCa1uGc1ifzk94vbkBGgGyhAxhsx0DKfMY19EK31fmURboSPIQga3lRVqX9x5eYVgl6+5vpzi0zHNcnqUY/+pJsvjbbYfJUcIRzBu/tvvTMIhKC4y8rpPcaN3qZpC5mTHOt5/eDt6Yh1MCZyHBRh8ULMh5UV2Z4+wyubWWiy8aLu18q/6V0bKmbPxbOJDG7qjA8WaXhTMRPoi+EFE+O0W75W/y4Qx0z4IFIpcwZ7Hu1eYKF5fpQVX0OLPKjhHUTm629XIFI7KNWi0fFC3uSI+yO0XCUjbVLhOKvLk8x5Z50b4bVQekeFuAG5H99NHC083PZD6IyrSRBzLEqA9BLtdH2FRh3FBVmS8aVUCUczdVnXR+AD2+qgBu17B82Lst1e9WawSTcsxBS+iM5m8lZyoIbfBer1k04wNbljXPKx1jdpg2oz/4jX+BH/3tv02/yQc3RKshyHKbHuKhAcpO6D38h/fJ0PcAwxNRUcyzDBVZYJurdF2cc4rw/kOc1L1bux/7cUPHjbGc4tKJNmi/BbqtlEsxz9lv4VtC+0E0WdOOfnR4pNG2F53b4OG95DRHV+Pj+qlSipWsK902wvJt2CBnCsP3Il6c8l9tu1Y3bzFLFQzTusf9D5PbJHnR3MyAIGwXyXvJzmt0Z1a5EmMgL3qVGIla2BtsWoP1luqEw1ath1jatt9gy8oNKag2nUil5DuMlfTbTddiIukVFd0eS8ZU7U6+YDNEWvJIZTvkBm3HahGCPjEMoBHFQEslvOK2H5DRFQ0ss3vy+DFO7s71nIEE8EnB2gi6XFfy44vpuH5QnnLJdFbTpbleNR5LqRhcJivZNFv9snwvhIjlOl3Hy8ukbyUpJj8MCkh5srBW7YBt/7Nwj1bx/AOaxO8t537sxw0dN8ZyimCSI0BRVhV8K6roaad9+uEDzMka8hShioSy26GDzdKOqywcP4wCS9J+AOZjFmoHJIpR6wXPLhKYgtrg6ITVHawvdORmZrmDJ2eznlLQKlrMpontIolyH7zWjEraQVIqxljBpVTAC4ACSBKfWWsxsGXBAeOpKatwMj/BlDIfWZUu6Wq10rRHwbSTWJ9sOsUgeRuR3ItmNKMSu4WRtypWSZTRA4xWX0jMPPgBJechvwkbFXg7fZqAqSVlSDoTUAjnmcXcQzQYGP+J5UgWdExjAEBejJxpJQSIVY07QIwsKb2vi/OnyuAZtsnKX1yca/pDiRiFxZqVRg+Z5pnwnms3K5Azg5xEhmgy9FKpQkxC4mRgBNI+zbgxD2e7SUF0NU0nG0KLfqCuCx+GbbOGtwSJiACKV3OwKLSIVlydzJqR7C0Pv3XK6pCHU1oMxMFjuUwP5cAcW//wEnFJ4IAXM6erMs8LfPj2jwEAzXkCgabTGidERQcqHKy2U/RE8CZ8YAbOFSYoCKbz8V4fykhXuu96sMYa7/3wOwCAI0f3MJshp6u9PU1o4w+/9Q0UdDHjMuWOM95Rlc3x0dsJgT5cEDl1FkEAMlEZDEBgflALpLxIQVrwLRTc3DanZ+j7tG7bhg8HegxdOr83v/E3AICndBPzUMCyt0vGjdisGty//400p2l67+D2HWUhFVTuC2YEi1TZ1IsGkkVFLc1IRcacx9q2S3RP08MmbvY3vv1XuHiarnthWXQdPRzFvuM6rfN7H6Y167oV7py8AAB47jmy13wPLwXpyqYKeq9ln0TfG2sXf/Y97N3a/diPGztuDEMoZ57wxWXKk80XU5zTNfr+X/y79Fr0mK/SDufouuZF+vfyxxnwSspLLU7S7lfEqO7sbp7s4+6sMIq899hyl3xw/wcAgIcfPMAtR9dlQakLckQfvfshHv7kXQBA5lNu07QFahLNv/NnSfz5K7/zW6hq0boVvaK0s7dD/zMtRndBK2HQtF2LR0/Sjv/uD5J1LH26fIfHJbxP8776SdIV+v8ePEROlzX2yY0s2UGrxSmevJd+7Eu/9atpPtOZcll7cTM6r1IuIzd0nKzs9wI8Xa03+MkPk1Lh+oP0Wpln8AT5vvvgz9JXp1LQELEN6Xq3TD9869/8H9jy3O99+QsAgN964a7mPD11blUF1lp4zb2y3MtY9BTGFu3bd95MVu/R+09QrVORgqRSHr79ATw9mY5nNZ/kmDPn/eg7303nRJL+9M4hZi9J9zW2e4ijXtAnlYddA65k/ILysb3l3I/9uKHjs23HsPP3w9MEa3/zrcQXPbl1gC01HpaMG+4dLtC3yUK1rfQOSHvoF1DA3UpAzGTOJHZZjuQDEXqKO9UU3GkHsZwhakyzaRNj5GJY4v7pFd/n50R0NpvheJGS22u2JmzbDTxZSTNKhrz0xVdQlmluChJINQNGiF6T3WYskRoF2iLaTVqPy8v07zuMGxdVARQJJLKLZB2L7UpVAwfPlMppsk5DiCgoaPUGwZe+yzRlJeqEJkQttpaqFyEG9L3fUbRP763XSzxgzJsxHr7oArq1KL0nga+aIFN3dYWS3tEQ0uc3foKKYM+dXUBNUm38TSfK/yEqM0eILJkx2gKi57V+SmmSt3/0fUxpEVtRrC8cOjn+mky1tcM5PSapShG+86+8+JxiI8IusyjgZT2s6NaOwNQ1ZpqMfcy5H/vxyzluDFp7xbjkPmvtrqxRetjBIiX4zzqPqyvGBqIbSgvzyrzGneNUfzejOFYGjwBpa5d+J6lxqM4jACBnEt04C0O9U9mZs+IYZ4xRWsZuhstWlQ6LeZrPOXVRt6tGG6vOKbCV5QUGEgjyIyEXkJcKN3Y/FnqetbBCKhikcBeYUNSsPKTFJwL46HKN+a1kMY9ondBvMK2SyNblmgXbtEgu1phUrJhhSqeoLAx399IIJREIyrMF5ysFzePaZ4yLw8UlDJXnpW41jwYFPZkNl70f0mdCWKH3bLlYUoU9VrCsLpryt5s2aq8RTYkJ1dDasaaS8XDTD4o8K6WVkO7GD1rVs2WN77Q4RgEi34SgL1cN5sfJG5Fa08AWk963iOw0IHTMLPjRAO4QXqTHS08Syq6/+Pfrvd+gh1M4stJQZlZPMBA0kfcyazFhcXXJzl/CNimLiT5z0j06XUd5iHmT7eTApOTJMqjP4oAJtUml12MIQS/Ayew2j5W+X5cVZtSCFaW2xWSq7czlpqnKSudbkGMbcyFrR5go/SqlaHjQh8Jrs6WIBYWVa6rvFbIWeabAjeT6irLUm7Aqrz+cofdwQhLnsZyp4MhhzphOMLGH5Q2sPhbBl9wFbYnR86GYz2aYkSnVrPjwZAYDJMfMQ0lPy3qG6AhSkUZU16XetTnnPZ+WEGqvlUQxjylc2zS1nRuff0rDJtGcckXURkmVVMHZARn1gqa8jr5z15oapSHraeByuq7ymTiMekyqo2Q0LZWpIt/4KP4iNaG9W7sf+3FDx42xnGJlFovkAk1nM21PUFFV3RijhIFCuiNzR1rMD1BRMmSQomtUqieknEw7Wk6B4/uBPNdqgqIQVbzkyjpncXCQrAEiUwDcxavaoaiTtXnxRZYXDaOOTuBOW08qFKz0IC8AyMbekGKpJLEeQkQw4vbKzhxR05NYiMo9S68ccuRkVgk3dDotNeshvRQHiCsGVHT9JVmf54DLhDjA6pHQq9aRaNrmLv2/2a60XaKo0tnZDBnDgSKje22TpjAAWM4/kuUV8wlyduv2DBn6GBQgWxwkt9yZApLhl3MWKxViRCZtFaWLdYg7Xkv6zVo8l2qqsnuOnoUx+Q4TK017cTQR1wtXrbR+lHtjgigEBQHIhha9tIPktTMYPR+jJIS9TMl+7Mcv/bgxllNq8SSh7APQkktaMF44mM+xYmMfw117kF4oxqgafBtFldwoNS4oyXKstOgU+maskOVKAZN4rqpqNAzqC7YAlM7ZwVu89lpKkbzP1oTRB8xnYsHZhq6uAFp8iT2l6ZKPAblUoEgNpDGIBBWEEGCGCEf+XjlNcZrSEGPAQKs7Yc+WbFLjkimgmv1WiP2g3WyQ0xvpPcEo71EM7ODN9fO+Rcf6zGKWYrFBmkDFsVfKmCSIKAhabbdSwdGrq1GzB4qopVsTUTBmXC1ZRVKXqHkOcZcjLZbNj41pASCEHpb4gBOebhwVFgfRjRUt4apGyya+qf8McGt+grYlGaJLJBdjKwx8vxYibcbrH4MqH8oaGETt8C1KfkP06p0pzrFjOH9pACGJ5R3zdfODYwwu3VzycLi2S/7XzpjSvZ0vZuqCSX7R5qMym1zTPMvHh8B+rPFMzODZ0dqyPbzJcyyO0gNYyFKLJOUAfHA/5UNBd25SV2h48Wu6vH1nFIkV5krYuaX9x0rYdhFIuUBZXmgnaQEqDme3OI8eOTugCfLctwEV1zJy/QYSuV1RouEDEujWhjxHVqWHXsrs+h5wE+n3znXhHMtYjFpNdNG3rYfhunWWspJlgSl5rYNoJHEdp4uZnst8nkKHSVUisJig4yYBNxLHpTTOGZGmjOM8pIAg+FFEXAq7CWyFHqhZONByHr33OjdhUTXeYNtd7y7naSy2zZBc7TSRdJ55MeoWyf7hvWoX7Yut92M//hGNz9Ry7nIP79xKerVf/VLq4fjyyy9jzSqQJVvG+X4LcyftbLLj1nT1pmWhTB8pBTKdUzheBZvbVrVPhRHjmUvs2q26kQVdlM8/fwcvHiZ3TNzgBXs4Gjh05GTOqMVqhoAtK2ym82RF6uByY74AACAASURBVNkO0MSdf822eMbZHSsqBeftmEKRnb/tERx3cjoPX+FaDfBYSDkTAaG2bVHRQgw8z4Y9M7tgMadan5SmdT2wXFONjtY3oBjNwDDqs6Z5F/DC6qEGkofF66+nXpafe/Xzek5ShuUpkyIsqWo6Vc6pWMbMGmUoiaKgiZlWdfwMm2rHvEhjpV0NWcnLiobwF770BjLRvOU90XURMfKaSl7Xh7H7OI8h4uKLoyO04lZTgsUNUQurxw7hFpbrJhFU3ANC+7Efv/zjxsSch7ROz99O0PphZTFlEH80FebMgcp75Eyee8qUtG2Hx6eJ32oJZZ/cuYNe6jhFBT5G5dlKIfb5edoRz56ea9xSshltVhscsumrYbpC4uOyqDXOlV2zmpS4c5I+v2U96qPH7wvfAYtKmv1KS0CnFTZiJYMZVd1ELuX+hx9p4rtmLHlySI1aY2BpaWesJTWmVlkVY0T9nDWwRYmBceXV0yTFMUSLyYwawLdu83wtHC2JzFFYQa33aNnqQNT9chdRMl2Scf1gM22rqNZOm9C2o2YwATBnLHKSBHyb1m85DKpQn2l1zFgwL8QL34snNODp6Sk/RnExVu0czQttx1CL1a6MxqTiSThjlGDg6dkcHIh8ygb3HyRes7QHLKcTBAHoRA/ZGGVWWVwHkJ5l3Bi39uQk3RCvv/EGgITMimy+ILiiCgfslAdxgfOyVMaP6NJkVY3Ii6qL4gP6RtzI9N5swo7I5Uyr2PNc0L4BUQAHyVUpmd6qW5VL7k4zZkAVp3yv1N+Xm1vU6RCMUsvE9S6zWsWKOz5EX/3VIzTSa0TI1mxJUVUjg0YlLE3UDtGiECjqcFfrpRYEiJj3YrbAyUkCvi7XCYgrnVUFAaHNKfk/eKyo7/3K7/8zAEDTNRBn7OFH6YFtmzWOb5/w3LkGROe2XYOaYItoLBVZobKkRt39iIbUOdVb8uPDmcmL3LDDMGCYpc+bKMqALGjYbgECTaKmkGVO6Z1CrLc7UpYCxJVSxldO1fUvhVGW54jS3zQX1B0YMn/tt5790dy7tfuxHzd23Bi3VhguFbmNrsxRkzAt8vwhYOSt8rWqEs5s1I5cmUvHWG8brM/EMiQr1nUthuF6AXYM0tohYkUwxzD/l+UFcpLhLfmXVvtHRuWvGmH3xIhIVzvuNAkSho307nT52E6g4N+S/zMIGCA6NKIvm8F9TC1QwIXNaqkW39IKN30PmyXQSfKWYjnbrtH19vS7mtUTPDlNrKglAZ75NEfFdZ4ukhX20iwoRjx8SAFm5kKryQRG2lhIGZ6xug5RdDyELGOiuqQdz7MoPAy9FsknW2eRW9ErSiPwMy7LYHlczRuWJV4kGJdz/h29Du+D3k8txcojonKMz65WXKNubEzEHz3k/ZhlpTZWMpDi79HOSYjjvccgzakkP/wpxt5y7sd+3NBxYyzn2UWKUX76XpLZmM8ONTgXQMGaXUUzBu47Cupa1RHH4umBu+8lgY8Ij7xIsLkwkHqWezXtVjst11XaGYdhjYw8VKn8qMmuadteYX/BKbwPCjRJUXfTdKNiOa27fCEzVtMsAvt771UkSmKg3GXaZkJAF2G99L7XiuAYWh4rIs+Tt+C5fhvhGTurxAuJVTNrVXlQ5nrV1WidyMEI8yfFcl3bY3WZLLMk9YPvFTTbMm4dQtR2CZNZmvdTqva3bYuC4M+aHosPLTzjTwHxojFozlMxvlz3Noydsy1viYExajQRuXotJGAEuZeiYhha0VRWUDBOQCU/oOc6CEC1UeX/bFRyl3sTUY8hJYAprid2YUZl/Wcde8u5H/txQ8dnK1OyI/Al6FtDjdrCbnaES9M/9prbzoQ9qV7W2lG4S+Iv6+BE7ZxxZmt6wJHXKol+2amtR5CUQRBrmSvML/qs262QFnpYonVSVOsHr/GlVj+4HY6vCEkxIV/mBQpaJbG01kSNy5x0jR56GEi1DfVopf1cCGrBhZo4DB2Mue5lKFqKqNwC0dadlVmq2MCYMjKZGbP8yvUVfmnEwUnyQG7dZeNZ32l8a6VoPWSYMt6XKqNBEd9BZWEGaUg1DLi4ZFG71kcCm7MkbiZpMG2wbcxIZJD0igNaFf2SxsgSBxptFelEprRpR+1bKT4vDEoSO7SXjsqK9EoLNdolHWOOjTIomTOIG7m3JH337JbzM3ZrR2B5XqaOzHbJVu3FbXVnNeUymJ224xzxOjgCALkdKcXyV0GX7fBuxMNl6qUpD6A09fHRwJVS2M30w7RSGYCC1fqRGrR9e6Ei0XIB8zKDcdIHk8s7qfXBFgheSogG36OUFIC4ZT6MLSWEvdT1gCgDSGmSpJGKDO2Wr9HlXbcterauyEm2l7Vo2h4185ADc5XeFCioGrglN3g6mWDGTuKSspKuZJPZSCDPmeKaTmv0w3UliaqoxhI9gnnSZiMEr+GAiEVneYXbfOj5fKMoHNxLr/Ccuc48F2uMpj2kKznMuFHLfTFQcyqVr7E4nCBX5rKxq7geYsxMast7Efo2RkOuYMaNVdI2u6qSZ+99CAD46Bs/TN/1e7d2P/bjl358tiSEnb8zukOLeaq0OHnuZQzUXR1bE1jdCbVtHkZZ/lHfRsofIqK4JE9TmqCYRxxTGU5KsAa6W23fQYp8clZhFEUx7tbSy9KPsLxUlExYCYMYRzU1IRUUBawkrZXpIsDJEmsWI4uLZ4U3AajL3XY9Ntz9M/6+cIkdDAKrNALPpdl0qsHU9ZJ2oLXuA7Y8hpTSlY3BwGLr9ZqVH67HpJY1JRhV0/V1uVbnRHHf81oLxh3dw7bbYkUeccv5iNucWaBl6dwV+3qeHC5w985dnkMCiUIccGtxzL9FYmbUMtIhBAWMan3irkaq/C0Og1bFSIcEs6NlbHdLuzRvw3tIeb2jR2bj2JhK1kgKsCMwElak4PwXaNXujr3l3I/9uKHjxqRSxkoRWqW2Va7kGEHaa3IjABDImXTO6jEk/guhV7kPG9MufDs/wfHnE0XQivYpLdDFcomHTx7ytwSgMNgy1XJ4wGZBVJlfrTa6qYqC+3qzwiHrP6csch6815ZxXS9auWxv6L2mbXT3drsponHX9kYa+qbPPXmSeo7EENH0Y9tDAOiGRmOwSOsrFR1FmSF3QryQ+TvlK4vFKPJc40mNt4QQEoPGzUJF9D5iSz6sNGpq2hZbVhWJxZLQzEXFmSBqfdYCTryMkqmgYYCPahb578d1fUfKnY1jrCn3yVjf6dSaZvzxaAKcFONLM6Jrbp29tla7xk8IKRajLIyjPE20BUreA5cXrNz5JP3anzNuzMMpZOjo0g24XT1WNFXLf+KIdun6iOSlNcqmkQclXRiidMLCqXN9GGq6aOqmRo9mmwCQlfa2NMogkhIj6UHZ+A5zHkN0gzarNe4+/1KaB/N/rmuVl6sKbfIgVrUCCOKGGkQ9wTwjmhkbFAJgEXQRloofWuXAzkRpAYOCSrJZHR2kc5tOZqrLtG3Sg3MwnamqxIbnnrtCC9dFxU7urU3TKRtpUDe7x8DcYc6bdlLWql4nm1V3mX6zKHL03ZiXBZIUqDiN0uHMO6fPpFXu8PiEyPmp+l40o/aS3BPc40KMo2sswgkYVDsohpGJJA+2lNyNAtEjqJNpZXUv2CQsEXlvcp1HxWKC8CnQ2r1bux/7cUPHZ9yOYdxFPjpLkPP763cBAIvyQGUhpGojIoxNf/iWJY+173v82q99DQBQDmm3f/L4qQbpmfZrDBBHWYpMJEcZQ8R8muB1R0vRdoNqowozSOYzm89RUWtoLI42yKTHqGjC5rnu6rL7SuuAoetwfp7AEOn7aZ0ZJ8dhMwfbSdvA9FuisRvyDJWlhi0Bp87n2v5Q1P3mVDacTBc4OEyVOJK3zG2GlscXYe3M5eqKNlvR/2X4Eb1aFuE7G2tUBFs4ytFHlVB59CiFDJJ+8CGDY4XKfJKsapnlujaegGCWG3x4P+U5ozDEdlMYsvJSOhbGayzmcTEl1zbPlVO7ZkWOdRHGiMqh5CN/1kvTvq476xC88J0DbMlPsoN4FxywSWCYG4T7vAeE9mM/funHjYk5103iLZ5dJZDDZhEDd+GgAk5RAQlPIkAcJOCPuMvk9dlbyRKZtUHGGMxTYmJiMixZJyrcySoXoCfDZk1ghTtiWZToRWxLABPGl846WBHIooWxRa2NckMUC5Rpsl3ORazx4AMcUyjCMzUWGtx5TQ8VKGrG3mywIzGw7zrYOSF9EhW2fYvzi8RHlcZLFdX0333/A5ys0npYbTQc0TVsRbBc6nqUXO/NKlmZLbt7Dz5gdZWU6uYEwLb9gHYthetPeXxog581j6ExZTXDvVdSfC5dvb05x/zg9NoamQxY8rti9QSICSEqd1hJK9Ggo9W9czfVks7ZUqEo8lFfVmRcvFe2kNR6+p2ifImZlbHkMu3AbjQO3cKSbTVhMTyyAlgmIOijHybP8NOMveXcj/24oePGWM6asPn8IO105WyOqRIOuCMGi152STNC+gBQZAYZd0KPtPPPj+/ASjrjghImucMBhaNKxouCes7tFEN3XVQsN05r/QQFFsi+KCpFPSVuLYpWUwFCxwvRjorf5nq6J89LVJXs+HzPpeoZAGgbQQqDWgbHeGs6TXFjZxvVrdVGP35Q9Hcgv9PEFPNdXZ7hzu3U9Kmj6Fc9q1GzqW2Zs442zzGhZushY1SxXINz8Egq91lGCU5YXDxNNZ5376bWiG3fq8VZsG2e8H/ffOs+KjZeyoSckRfqFYGfs2WGu8+/CAD4v/70z9NbRJSHvtNrIFVDsQd++3d+FwAwnzNdRi8pZk4bEi+bdPz/5U/+d8xJUqh5L7zyuc/hd3//9wAA/9v/+icAxjaCy3WLz3/xiwCAP/rD/xIA0FyuUFMNQ3SCjTUILTMH+adXQrgxD2fGsqkJBZPrcoLCSdlP+szgozaGUZU0gcozILrr6QpjkmRF+hxdEwDbZXKhpUFSsNKXEtrhKi+l+/KY25NYXtwoVxSav5SHz+YFQF7uwBSMRVA2jaTnRFsGcRTGlkJmh6h5zrzmsbpek4KiRBfp+ASbaYmU8DubYatsnuVTyr1cpn+rskROdpSsY17Vo5vM14oiRy0lZUxFFexcFkzEdMpUkUnu8vlqjQ/I1R2YTljMFvrwyIV86XZKKzxerlUXybOHaLO6QnjhOR6Xa9R6VIt0PX74w9Rx/AkflGlV4rlb9wAAt2+lDafpPHJxiVX7SIoKrDKrpGnW4wePsWTu+t6tA86nRUUutYRXsqlcXJzj8jK59ML0isGOyoAcPkQNY/yIWuFZx96t3Y/9uKHjxlhOSdjXTGVMJjUmlYg/kVVjLDYEY6IUr6rQV1QABju7pFhT5edai/lB2mE1+SFNcvIMlm6hphWsRcESIHETxe2SyhUACsU7Z8eyLal0QICjxIlaTqH/+l4toXSJy/OxIkLy3Xk+tmjIZIdWoCpXCy4CqV3skNVk6+RU1aOAV98PAIu+cyOVLSViLw14WIWTl4hsjxg+llZoNlvk3NuPT5Ib/PiqwdOzBEIJD3kxsajZutCKxvAkeUfTukbJFopn5wkIHHqPF+4lSygu9Wq9hZNGRAwtpGyunswwn6XfzwnO2ckoY2N1qcbqJUO2gKS8smxU5BNmk8uccoFF+3jUQDYonNTFOD2WXgMpPzNG3VmVatmTEPZjP375x2drOXf8b8tgvqgZVM8qzIReJ2kFY3eSxAJhJwuXu0wheu2d4XZ2KY3JgI6VEBWBDAFihr7XhPpmnSBwl+VapKzUMe2J4cbjCrRunFq7pqXcozVaASGt7EROPISAgiJl6KXpbq47rVTmxBDVjEYnngGPGQ2ckdQLY5w+at3p0XEC2Y5OUsXPu+/e17g4BInFM/QUFWtFDrPtUMtxvZzzqETfM65cU7pks20xP0xWrCeHOCsdtOiVEipe+6PMUS0oXXKaUg2ZLbSNoLTZG0JEjustH0M/pk3UY2KQ2jeN3hdSeSSpmgiv+mKZKMZkUZs8CRtvs2qk9xQKWm0plK8yhzwQk5CC9+hhrYA+glEYDAS6ZtPr9/KzjBvj1o5i0XQ1ilzFfEXvxhqDCd2JQSrdRYw4GmTKsx1BAL1/RWXAWj2uKufJxTUGPYN/LRMrSq2OF42dkZtp1ReVm8AYpzeysG+yIldStLq8qnDgMeeDOMIJVsvftCwrYmRKyY0me0+MKhI90DUdfIAVsEeU/6qJnveaec7bd9ikqay0dE7INV3TaFG2vKZtMCa1oscXFwkdPzs9w4Sb7IoE+BiDAlkb8m4vlsn1HdoOhSNaS8Cp93Gn3GsEwCQskftDS8YsYHPyeQniPX56iavLBDBJg6RoGl1dUd2Quz/LcxSyWRFA8tFoJ7ucBqHiNXZ1gUtqTSmHN4SxwFvLzswYB2TiVj/72Lu1+7EfN3TcGMspQ9IUffDqMnq6E3FI7hcwAgKqR2OMwtXCLEl7z8d2MwMtl5KmRWKZfQwYaB1FX7aqKmXRCJojlQshAN5cr1iBdVodI5Z22XnltW67tIN3rVSgAG0hXW6YK51mYiRh6Q4Ya7VloWy/cp7epxIxYMejMD9b5jXQFSzyAsVOO4i0PkE9AlHLCwGIAlZJaZRUCBmrLCqR8Lt7+zb+9tt/DQA4fZzSNsvLpYYDcozPvZ6aHL33/oc4OGHqQq1N1EoVsTYhdMgcOc/8LTm3vh/QNOm7Z6fJWq8vWy1gl3xxUO5zrtYsc1KBYvCEpYJPz0WlcQJHt/rRo5Qj//H77wEA6jpHs0npOKn8scZidGSExz3aySE+uzsrY28592M/bui4MZZT6h0z1i+W+WwU9mKc4apMhaCEdZLRXObWakJYY6esUpV0w+h+gE+mJr0KYCxQHnxQZfA1O2i33YAhihxIGhKyOGs1YT+pBYLPNeYUiYqsKLEhONSP2hjp//2g1RGiVZvlpbJYYhgtilhkJ94AJ3R5cYF26PRzQPI2eq6VaM5KKY8x2IkXU/y3mE40Dm22CQzLrEOoc/1OWlvpCp1j9Eo4r8xisVhgd3LT+QwlCSYPPngfAPCDHyWxq9XFhXo+GYu6l6sGTUOrJ31ujNGGTq++mFhJJ2R5bZYdcs2XpGt374UXcbhgSz9xp9woYTNIrxTeG2+88UWcPkiejfRpOTy8Bc+i6Vdf/1xaFzo4h4cT1ASJJL2W57leH22GbIymuyoCQuGXERDSm1A8Nz9q8Yjr1ffDNbAHGPOACc2U7/JfZ2CZ09Ku8wYoCqH5CfKRFriPveYrpYV9llnVIZINRNBGGyNayZFKN67cjXlWz9YEfY+GLQvE1elV5SFiSSraZJJukOV6o6R86W1prUNLRQahok1mLGvznXacnrCdxXrTasFzkcv8xW0NWJMlJeDI4WyhtMMZ84ZFXqBkrlnBJaHIGaeEdnFXnc1QlaRG3kv0vbyYokJ66N+l653RJa1ntSLD2006t75rsGaZFaLQCDO0XXpgR9phItZPTrKx0ZS0XugjHj5I6O/zz6V5eEqoGuzoShEVfnJ+hh+99aN0zjyXuj7Av/yXfwQAODtLRPzvfvtvAQCvvPqq9vvcbtNcF5NaEeKxFDLqnHJuttjnOfdjP375x42xnFoiNUi/y6h5JSkP8sOgZHUZ0koBNlN3VlXQot2Rzd/9lrBdlPCYXg3Q1IUCD87B0FrIe9oGLw4qlxEwQuWj3L+0YBiJ7hsCFaKV5LJM2TRtK+drlPPq2eNzPl9gs72uVHdKnmnwHgVdQElJ9X2DZp0s1ezo8Nq6rFYrzaPeuZN4rrPZHC3ZVyq5st5iUSclvIJup1iMZug17SThhM0LDDGdw+MHCUS5ffwytvQMFvRGcn7+/LJB6NI8RJJkE1ZoCZoVtGwhRkznAghJflPCg1bPmWlaXDx+jKN5ShEJq8p3EspYnJ8lXqy9kpAnoub1ltYbRZGj2aZzEVd3diD3RFAmEbNDWPseS6aIshfF+k40Fyxd0T/N2FvO/diPGzpujuXUuGWU/x8LN6QKxKl1VKYFPz9ED6PFsQQ+coso8hOa1Lc76Zfr7/WDVzEx4dNaa7U8TSotvFr5qCmA4JhmMRYbKq1fXZHbWlhkTsSzhPHD5q6NwYTt6iSmLEsHz/PMWBmxHQa0TIU8eZLg/kLCmGyi/NyGoI7LLOp5AiEODtgcmHFPXpYomFC/WqV5bNuNxtIqSRIiOu7fQmAQ9fg+BGS8LpLWcNah4Tk8ZmpiMTnG66+mcq9XTIpH16zoePDoR/BkKAko1w892kZkWNL5mei0YkeaBMEI+yqoB2Ro/aazWqVOVEiNl7/tA04fpbK24xO+hx4hiLK+iKf14/XgQgcW9nfNGg2P3zAWrssa7UBplnjEcxoUSAsiX/8pxt5y7sd+3NBxYyyn+ZigVQh+B5lNrw2DEW0r7XMyEPXMXAap5ZB/P6ndWoxxRCpFu5X81fV2qyiqYeFs13tEIxKTMlcp9B60sqWRFIOxyq0U3ViPoJUvm1WKS6z238j0/LQhsHOopRKC8Wjftbggatgwbn35xVcAAFfbrVo7baKEqLu2xIRyrDwv1Pq3TOM0261ykqU1XhwCGr4vBAwhcGRZNjYTkiZEfQsnnFb++Gp9iaOjrwIAJpOEnD4Y3gUAnD490+JtSZX0bYuOyLavRx7yWMXDOfZb/s6oCdzyOl4tl7gz7HCSMdb9Is/wyisvc26SutoRNxPiy7BUNFq41ZtNmuts7tGwSP3JExbxhwVu3UocZmnpCMRRX/kfYAZv0MNJvZ1MSsFGGFo4sMNgRhFiuSHYFCcvKnXtREfH78rma8cvh8iOY4acScmrwTjMJgm0CHSR+65XdkfXS1G2qBkYle/3SoavUBE0WfAhNpmBJVpx9jilAGZ0OQOslkYFL25trrnJnPpCbuhx9jQ9nEsSzQcqNMTNZgShOtELcmMhQJAbWnY2g0aKorlAF5dbgC7jhmtqosdqSb0lSf3QPa/KChf8cs6C6W3TYNPKa+n8NpsWDUG5n/zdmwCAh/fTv0PX4SnBGWVEwWCzpcrBIVtRNMCd/ITHFW41wwg3FjpIWq3rWr0e+nBoAb7RlNvVVfqdoqg09b1YJPc9hmJsriQPG13TTdegDdcf5hBH1QoZ1lrNZ0sponYse4axd2v3Yz9u6LgxjYxEVqKiFem60c0S99aYARWD84HQuLSmy51TlTTZnHofVIdGXFdrrFZuzFixcHI7uVvrtsXy4oJ/p121834Ek3YgKvlv1IoWAbICclZyVAKYOIvMpPN6+ZXX0m/PmCYIo+XM8nGvFJ7rjMXnm/USh8cpJSJWo6JVXXU9BgITPV3C3E6Q59dlWzrhrDqDTnqMcn3WqzUKloNJ2dy0rlFWCcQ5f5pCga4fW+k9eD+1Unzl82TQ9APqktq4E6YTsgJvfv/vAABvvvX9dC7L5ArOD47gpeO0yMhkubqY4kLXVb2jvUTwSZkmUJdb0z3TGk7bdVxnawFj4fNrr78OAPjo9BITFoRvGTI4Z/XeksvtGZp03YBKw7A014PDWvWn5D7pu37kioul35MQ9mM/fvnHjYk5B1K7rgiYLOaLsRmN0NDiGF8M9PkztqizzqKhZdiEFKx7U8IxjhLeqg9e45yOO+hylaxCH4CzJykmXLdLzsvDOin+ZQzXC+zfaYOdwDZ7tsi0Ga+o9cXeo2dif8LkuIARQx+wLig4RcDGFrlKoBRUEW8Gi6NbSfhqtWJzW3aiftwO2BDkksa9MQ6j4BStncwhBK/WsSfxodlsgVxaGxKkCRWqSTqHQ3oXkXIrzveoDpK1aZkOiXZU4nvuheSVOAe8/847XNP0+4dHKdUwINMqGhl5WWArJFZWBtWzQ5URKYsUEy6KVDheF4XiChlBtCFcahWQNjdmq8gQrZKkf/reT9Mxqhq/8Z/9NgDg7FFKUx0dHuLqKt2L924n2ZTf+3pS4yuKDLNZ8ijyPJ3vO2+/i+fvpbhY8ZC+x0CPQDq2f5pxYx7OnCDOrUO2Mr91d0Rbgwg8FwpMSAvzQEaKRYYNH07Df/vVfQx07fh8YTARJd1O6a0ogbwxGSa8wE/PV3xvQE5WkrjXPW+eTbMZC7Clc0SWja6XI9AUo7ZykHbzTT+WfwWe01JdMKMI7ukTcfcdtiuqM3CzurhKm1A5PcDB+NX0WlloGZvwYkUkeT6dIxK4WYexqZCwXnJtBe+1hcJrn0tlXlfrtLH1XatupzBufBhwefaEE+GGOitguFnNZ+mBnbE9g8lKzCiJKnnU7dUFJpTQFETemgxbtnf4p7//xwCA+o/+W10/QVVFJQExIPBhlgcsXgpDJ8JKL1jykL/8K1/B7/3e7wCA5qMRIzYE3kSl8Wu/8VV9T4yEdHe7OH2C7TqBZ+sNO4r5QS9ILzfIpxh7t3Y/9uOGjs+2kdFOcLw6TSDBh3/3FgDgYv54Z0fk7tN2yuARGZFBXTA7avZIimFosSG4UNJNnH90gJLiybI1SVFtNwzYrKVsKu2aXdNpmqJms52NdI9ue/R01bQrXJddKwQGgLKsUdbJzZL+nEGbJ/lRw1Y0gmCVrTPQC1heRfgmudpbpkHOnlzw3ActtdNMUwyaJol0YUVNLumpMjXCNT4/P9XKGvEFg41YsjXDRw+TBT27SJaxyDJ0XO9tKwXkrQrzCHD06P5HGOhpzJli6r3kElfwzHNKXnezaTCElDI6ffyN9N70AK+8nKzuD3+U7g9nxKOoVUNWPK2yLrR8S3LegfdB22617aHo/7z1zo/RtLyfGAbluRtbC4qcjQCNfa+ejSMIZbwdc8Esis/yHFuGEo8fJ53duE+l7Md+/PKPGxNzLk/Tbnb+NpPSd3Ot3FD5DOOVhCDc2rjDIlJ2RyRvNRjUrBM8+lwCNGazI6y7Sx6XAEgvFSKlaqAebRNocT6cK/QuwJTEvW3TKZtG2jGEmC3kkAAAIABJREFUEFXRTvRtp/OIomJinbGhVN/E4LVtQxTxr+i1UDpwJ/f9AE/QLHC+V0/TbpxnDtJeVpXNC6e1oAJaZIydbJZpQ9hedG63gyoDioXIc4PNJr32I1bAVCS8OmNU0kUsvw9eu4BLHL+6PNOC53lFS8Twq+87GKrtuyDVIz1WF2TiVAlwioXBT3+arKkSFHo51qCF47JW55cXCFTCK/QW320gJTrE0k7Qq+cjzXCr2mEi6o9RCumF0BBHcFDYYu2gSolTeljDMKiOrwJp2bM/cp/xwzlmOm/dTZSq134loWbzw/n4AArTxXk44burLyjGf3SRjbQTjxksUcz5veQW1WUNULOncOHaVzsfVGVgvkg3xuXFpeaqRLBZtHiGvlcgSHVyrBt9XL0vBjR0lzuhoXVyEzfqRmoH5eCRk1EidLWh72AwKhkACRkGgOlsAs+8rBQtO2P1BhIxZEEzM+vgpdJOmFPWwPLhkd8scqddwNsmgRxh4APugqoW5ixXK63B8YTF4dM0/ypM1YU/OuTDxjK4Ni+wpeJEt6XrOztEJHonQEzEChXLx2aU3oxEpX30KFjmtV6zZLCYKsPLcmPIDK95kelGCrbLCPDqzkZPimMRtfO56FYp+LiztiHjPeE6NJGMI0qdDpte6rlREfD6FN0Y9m7tfuzHTR03xq2VPJRI9sNlWiom7qpDHLVdCbr4azuR5EWlrYBDEL6tcjJ7lITybZQ0CF0ekytAoseyFkLGFAsuYEDAyJ0UWlL0BtqMcxjzG8JekXSIFEK3fTOWNWUiJ2K0F6gt02vL5aXupFJeJW7XweERLh5Ld2mya7JKXagJW11kdEnD4FXRUK2xdYDq+DKPu+kQeikOF+1gOSWz4/5K9zWDyZyi0nTBZ/MpDhYpRJD88kDX1GUWwUupVrJcM1S4c8DWHOz8ddkPWK/IJDKiIUX+rwU6dx2Ai/2guUYBfeQ+2Wx7qE2Sz2QG3guPm68VOZYbWVMCk07uL6NFDYYhTLfZKve6FA8rDMrLbrrrbS2eZewt537sxw0dN8ZyRlVHo0yEcRpsi6mKCNrsR513yRmHuNPujXEUrJYuFSKVbyyEwipy+5K8NtZo8bRVPdoMUqeWO5EiGQW/olTRCN3WOa2wEHU8Fz0mBJoiE/zzGRk6XTM2CfpYBQUwlnl1zQYZG/VsqI53cpgYKXePD3H5JAEmTjmfVqsvDL2RqkwxX7A9vE9MGOEjl0WugmeebKe279CtGYvxqL2mY7yetIh+Db3H9Ojg2nocHd3G1SalyRqCZyXbMnTLHkHaLDB2f/jwCR49SECXIE0tIo5eSP0woyHrCuwujgjH6yEiaj4YZVsFcl87K6krwEHa9hGU66KWlvWMK11fjQruBMqmjEedtVjynnCiedz16Bnvb03yevqh196oyAUAfHb1vb3l3I/9uKHjxlhOqT3UBj4Ye5pIoGN20F2tE9G+OmNxsYhteVgM/LvjLlnDaaWCpC46IQRYo9KVI+Ut174lwpXNSMuzLlekVdImNmKnzwnn48eu1ON7FCHzDpGWJF77Gq2zyFrC4XDKxrW9FCaLrGSPFdHgKeU1EcLYgJcEjFvHScxrvVqpaNpGFO5LO0qGaH+WqHMKQpfUGLHRmDaXhLwbUV1BB67OHsOJHIzIu3SJ2FBOFpjUlGjZrnlOXlMt0j/FRaD6SVJbF9fJu1EMTYSEy07qKT0y/r5gCAFSFQJYxpd6bjGqqV9IHGqMWk6qk6BhKsX4iFICbkm9wGCmTarSHGsMqOgtVCSh2GcPOW/OwznekgRnEPRvURaA8eMNLxXuik2PuaciyOI7DLzxpfzHWadFzUMYUyIA0McwFmzTrS3yTNM2GSF+YY5kJoOP0qVL9IiCXnXtfhXMeAxIYXW6iU2I6jbJySWv/PpriFHdzuNb6SET1/vp5cVOMbmoNERkBDIEWMvZwW1qZ6qLJK0U4AycFdI8P59nmvezpRSfU0O4cNrfUtI+fQQKEuVragNPJrVq6gr3dOjSZ1597XPI6KZuWfDe9Z2uX8kNctX3eOebzLNaaQ3GByVYRElBOdngg24mZSHd68igGqKGM53oWMSo+d7JbMp1dKo1VWhPVZbebRvcpob3iRiOwWM0GWOh9yAPb7675T7b2Lu1+7EfN3TcGMvZUQ5j++Q+AKD2B8qPDNzJk+zIdeKAurrWaOsFgdaHGFXNfdWRtbGeopxQooO6q72yZTwyVo+I+2ldNkqniGWTAmFjfsblDjGOVknYI8GPML8U7lLtLcJjEA6xM/oZOZ6UHMUY0LKt3r3jVDqW0cV78OBdtV4id++s079lOs0gqvNBFeWFMJFbq+6Yoaueu7H/qMis1LO0Pm7nwIZpmW0IyGkxK0p7lHmhKnYijeLExY8BrRdtX6Z95rWmkQojRevAS//dl9Pv8z2zw/yRDtvSvm+wvZJJlLnFa3cwXeC9D9I99uM3k8r7H/zTf6aucR/THEcdoFEVEfRUtl2Hn/zJvwEAnEiZnwmjV2ek+dN4j1Vctz0JYT/24x/B+Gwtp7ZFs3hyliQvfnKaJC3uTZ5XDqvuSNuAjnIckkTvCMSsthtMGY94UcKLdqRe/fibAIA//Of/DVwpFu1jsPYOqCT5EOsSKASMFkW6H9vMaPdlIxY9eK1OkJSKj4DXTsu0sGLohgDhfQodzuzUc0rs5H3QImhJ+osUR+89LMEZUYoHomr2WunMLZ5FaJUP23lRrw/IhewhhAoAOWO2kkXUkppKLEWCJz5dk7KPiFwrUVj3dsCE833IOsea+rn9uoEtRaGQjX291YXz2v4ww8E8xdlPWAwN6gS//PI9PHmQXjMh/fb8aIaHD1OvlFdffQMAULCG9wff+S4sKYkZyRnvvPMBXn4h0Uefez4pGn7729/CwUEC4F6i7m7BRTv3LR4xNXYSpenuMDbSlS4DxiJaagUXKY1lzLPbw8+2ZGzn76cko3/nnW8BAD56+tOdfoc7n5cbjg/DQIJ1bkvMDlPFesk8U17VmsOckCF0WE4QnVT899eOb43VfJfcoCYaLQQX4k8hAIh3AHNf0kYeaMfO0wL0hKjSjpJvjXTPcu813yYbQzRmbLwk5xkGFDm5qZyj9NiMsMpAKnY6rSlUJjo2dPE3zRKG4IkqFUYg19/nwxmCorozauxo2wz04+7TpX/PLpfYSBdyOmVZ47FkyNIOaY5Tlrdttx1yI+tHTnBWjj1GRcTb5fjRD98GANREzM82DwAAT89P8eB+clNFsQAfOty6lfKtf/5nfwkAOL7N/GvXw/H6nF0l1Phg3uKb3/luOsbDVCDx5ptv48njVB73P/zrfwUAmB9T6aANsESZM2m6Fo1uhorIW6vglpQ67o5f5OHu3dr92I8bOm4MICQu1ZQ743QyGfsciuaosxAXUFojiFyJsxmOD9LOZsq0SxZlBWOThZpIyiOzI5eVzBZHN8THUWdPdu0sM5ovlGJkFa82Tl1dLdWKcbTuigtlqrdKLxGO3bGRF6M0xo6UhRRbS1lbkWWYsrJhYGOgKwIVhXUoJSdoJL1hlSN7KZxW/mTvBjRsFhTVlc60pEzPyVl16TMym8TbsD4i8DwbQ9Bt1eHhRdJgWiySy3hrcRtXbJP34nMJyKpjcm8nfY+Ka/+UIs3eBxyw5AqSGoHF/Q/fBQD8V3/8LwAAf/Ra0vP567/8BtyttEa37iR9prffex//9e/8IQDgL/7fvwIA/PDNdPz/+X/8n8A0J957Ox3z67/+m/jm36Sw54MP0mu/9mtfxvMvPJ+mIekpEnRdXmDQdNooIC5gZWS4EXf+zvNnZwbJ2FvO/diPGzpujOVsLpI1ePJ+ajIzbDZj4p671OHxFD15kaL0vlqymPrFezhcJMs55EkZraimMIzxsiVFl6zHwIS3sF167ToN1BTzcsqtdYpbDYzZtFlr+mA6lnRLzgtEWmRlG1mLklZPmtEGl+ZtM7fDt2SsFb1Ko4hnUNeV6toKMHRxniySH3rl8VoqxddFqRUnTx6l2Cmf0EIXpRY3tyKG1m4xECgTzKJddVhdpXpY6RQtMWrrmzFG9tJoqlbxrucWTF1UW6ynjFvrFLdOrVTobDCs07W4pNphVnocLpKynmflSV7NcPduqmz56//w1+nzl18CAFTTGs3DZDlffuULAID7Hz3FWz9Jcehv/ebXuTBpPv/nn/4pvva1r3GteC/5Dobg0wuvvAQAePNHP0HXptd+5Vd/Nf0W2xDOmoCaKoAtwbAsOkX5tG0HgJ5elncUicOzj73l3I/9uKHjxlhOaVabE5p2nVGtWUOLcbw4xGaVrMZkyh18SUkS75WnOeQJ5s7rGnKKRvtYBGS0bGsKPTVU6u6D0aZFNVvdZZmBFHpI+77VOklPdEOAZ2JdYs6+ayWpAueEkztVhfLI35KE/HazRYRIhbAHih8U6W2aZLmatsGsEvogG/eQx2q8V7nP3ktlhkVP6cyWx13QG9i0Wywvz/leWpf1aonFlchypN++uDyHZVz5/L2UTjAZhcd8UAKDY7VLH3tNzayfpvNswxbbIc37rWWi4B0cJis4sROYi1SxsukTonvVn+LePFnpk+dS494OOQyt0g8evw8A+D4JFdPJFOcX6Vze/EFKw7lth7/6t38KAHjjjS9yjqTeXT3Guz9MyvMzemRvfu+7aFfJck/oXYTNBR69n8TEcsa+b/dyjTeYYEx7pRHVYrpr6ZL0ncz/Imz2Z8eNeTgnFCh++atJG/Tx4yfYDpTtZ9FtcXyIhhD6H/+T/yJ98S//AwAgny0wIbunpWaOsbnmISU94L1HoBt7wdYLjloSNrOjAh4fjuXVUjVVBeGphT0Se/hMCnf5PWdUo7Sn9IZvIzaX6VzElRZApt1swW4MGETFLhgh2GK5IpjjPXp+1zFVFJjPbTZr7fcZmQ9pywqby/TwSsuFnjdSNa207+fZqaxBpmCY8JDbtlUlwe997zsAgCkbMBWFVUbTAd292F9hza7bb7Go3PcBazLHs5o6t1Twi4NDRoZQJfrXEXj7zR8DAFbUqt3aEr/5o3TcV4Uo/356IIf+VEvWug8TqHNigS9KB7m/+VsAwn0F/qCoEc6ovcT5e5yn9uMAuveSyuDrroLnxr99P6X3BNPpi4gT5khNNj6I8pz20obDWHihLitHGs889m7tfuzHDR2freXcIRpGulzCRczNABQiq5F2oovHZ+jWyV36d//PXwAATk+T2/fqwQuIVuRHeFo2U3XvQVv1eRyzIFjcVUl6DyEC0lqA82rbBn0r3Feh9TC1EyOiKO1Jy4O2Rc9zGESp3u0k1KUzsxU3u8WakiVbClTZIlcr1gsjavAKgnUUKJPi5X7b4HJIlkpSNnYGbAmCOSb9+054pj080zCqXBe9pq6kl6XLMiwOF9hdEGk1kUr7xI9L/5S1UwkV8TJy55QAUhwTqDNsEhUcAnv/rHhuReHw+DxZ1rVIe9QTDQv8WbKmskCd9wqoSUpsVtbK2OoJinkBZtoz1QIOQQTVjJIEZovkGfimU5UZ6SguHQIG69HTa8lyAXoCqi1/P5MOAVHlXRYnh5wHuczjkv5cMsLecu7HftzQ8Rlza0cHfLtMO+I7bybQ4M69IxjGT0JXa1aX8IxfJndS+7bnUt4Z667TgmdpcoodAS4BNowBHj6i+rZwVaVBrctVNqOnZKNvB3QihkVrcP40xTvrzRadKL5Lx+Wu25FOSbvm1my0LrLr0nmuKHKVOSBnXCet70I77uRDM8qECCf1kkBZI3q7JsJK52b+9nC5guXxZCd3tJZd06OidMlimryIAR65xN7csitTYD6d8DckVSQF3COI9/+396axlmXXedi39xnv+IZ6r6burq6eW6REWVYkwpapGBYs2fAURD9sAwkgIEGABLGdWBLgIAMsJTaCxEgQ/Yhhxwb8w4ANWfAA6I9hy/SggaIoSyRbJLvJ7q5izVVvvNOZ986P9a19XjVpsloI0pfGWX9e1RvOPefce/Zae61viNisKVcVOnJpx2rflyVo2DAquMc7Wyo7pufKahOl9T5Y7RWsWDrUeG9K82FWEglhmYWvkVKac8z93+E8xYbcUaeymaV8HeUZCqrMn59JZZElOWLmsTmzOkYtKjJ3Nvr+897G8EinHO/tyDdXpzV2T/inOwRzJC4Q3SdsLHyYttDWNITUzeq5F14GAEzmU6xZwu7SMWoUe8T7JPOSPFtQrzWxSY9HDcKuNlCBghW8c8FvM0nY3fVa8jSBbJ1z3jmeTOG0m8punQmk3i4sIMGCPbrops0Pcpxih3qrrpNGQspOq+2AlA2vFZsoPjJw/NCql6j3PnRCN+rkzA97nCDIyynLv+xKpIkim9hhJbKohQ9bgA69LUNTq7i2ajF1cKfyN1naz33lNW3Q6SlWdNDyGa7sPyf3jQZJibe4Fwy1OVdmmRij60nzKhdlInSKyyVarKh6tQVWouisurTVYQ6u0J/UWKhgbEmEVRCLTlM4p2itXsc3oMS40DRlCc9rndBYab2h4HlsEfN+rCsl7sfYZ1freapRJKmBYUdozLnoh3k8h7J2iCG2NLYmc64LshJGJNgeXMH1N4UmtD/jaVYdplOZkZ3cfR8AUFRSYt64/FLQBtISzBsTlPJ0COW8wWxXamEtRWvVqvVV76atZWjnkHOGqFhSJUIbmB5vq+VeHPcK8Vzt83SEjCMAHU1YVgppnPfNIs3u1qEpeR6kgsl5USsnU3pYnzGcEruDZlIbdHAVxluyymh9izXLvpNjab4Y02sqKfbY+TZcq7J0VIU9jntcqc5z287AMtuoYr6PDOpSXcLZ8Arl4QV7AsU7GxtKwcu7Muc8ahzsWrYie1QcPMzlZ5PLM3ztjpCmDTV2jxdnODtd8Nzkno135bM0vbSLx+/IuCQ0IRMDEIlVdUqo9qg5ngq42JqVShxhs5HPTFWyfIdHyns1ZkWW2QSt11ER0Vc93WhgpQwxxHdqbE3mzAkg0Gzw/M2XcUCEyPKODKXTssF5J6ccTySDRsTiRpdjIFGtUgmDXkGtl8vysAnb5eBKztWtRgfPLBbIm94GeYowJlBfFNdjTe2IpFvnAl5VG1lJHAfNWc2cqZ6js8iIOc03kmE6DyBSVgxV+pxDy7V2pGJlzL5t06BRUybVZ02ARj1buHer1AipLlGTKaIsnySK+wZPwIbGgT9pw8+4J08NRur4zWzw5HSBM1oGnpzK/gxJgkobTNyLabXR1g06o7xS4lLjCCXP+5yKfKuqQ0ULvY5Y6ZYig7vxBhNm7vOTBf+uCmyk1YaO35rNsixYKC4I0kDkMSO/Ns+V9dQGxb4NG1OeDbbYJ9iouzkFz9LxKFyXvmexiXq20ofRJ2FszcPZ1fqgULh3PMPjE6EfNcekIfkWSxrHJNduAgAWN4SGdOocnne9jo9GkKQMIPQolHtt+fTD1jYNjJa1RpoAcZSED2SgkVlV5svChzZjA6lpLswLVR8njsKHT8vlmDBB1/Zi2IH43HUBYqgKd03ThhVGFRBSpS0lSbBS0Gsva4c0ZROEi8uSnWJfV5iNVCOH5baxiIzOc/mjxvUltFGHcHYfkxhjzqFHPFcbAYU6jyn6JhnDs+mk910XYO8trNXrTHn8LJTypT6wkUFOGpk2js47efgf332EXd6jkiB6GItKifSEPBaNdqpbeC6Nqk5g2xprCkK3pLNNZjvIY1kBSjYC25TuZ7t7qM9JuVOx6CRGbLXpw9MwJnT48SF8OTWGsnaIIbY0tiZzarKbzmTuFk/mePRQSpL6WDRikksxioa40orapobaM60PrW/tODgfBCOCgLAxwYYSLbOBulObKELbqv6s/oEN2cvR4s3wAJHpLRS0yWFjGyRU9JtRHIeRi2ZdcDZXrqtALQtNHdf0gtoM5z0MS9YRRzsNs3ZpRav1qRvZNWg5Wmj5+5bVSdo1QcfV9TCpoA+kd80bH/7dqwFStyhyYbSk+sK+6ZtxkylHXZ3BhqQDHUObWj05TSBUq6B17LKgRbwmATuKZ5hPpLxebKRsnsbyvh/uXsaGSKg0U7SODzYW8ZjvVSc/m4xnGNH3k8UORiaGTZSkIMdabQoYVSNkmT2dSCad7e4hm6hWL4kS3sEcE9+sDUGD8H6YD9zHZ4khcw4xxJbG1mROZU4UkTZAWvgV2/3nsufcjSdYFbS/uyQUJk8KU7mpYbhi1SprcsEyUDGhbVsDXLnV+blYcWUvy5AFVAal7VoYqrQrflZDNvlcEVXIySCMY9T5uY5qbGiXEEU6luHe1tmA1Q3CYL431um/58JKGge0jmSTzmwCCEJRSVVVo+PVq/K86uPGXfcNYyTXdsjN01WDtX1DTfe5PrAwfPhbc4H5o+CsMH6q2uDE3dRKB+R+u+vZPxHHFePM49qMSCgieRq3wXotn4GWtD0fyzEeHT/qrTOUomcjjDVzkkJX1b2czYTH//o9YThN0jnGniijkVRuk9E4NNA8cb8nT9hcahxGqoBPhlAWJfBEFAVbkAgwwTxbFQ2fnZYyZM4hhtjS2JrMGbIH2/PT9jFuGhkWn4LWdxuDmnZy81ZW0pgdSeNG6PD0ymWMCZnEXhhyV+Rz5rl0AKck994/P0PU0aaOZOsOLgh6BVQg93q2Mn0HNQAvTdBzbZ2yRwqcLwj9CmBf+ZIn46BtWje9Ar1a27tggOSDCY7Xlj3ZKT5ygNesztf2HTKvbA3+qFEtWY9Ixaj4PdO5wE0MWufWYKRQvjDqoJJ75IR8iV7wbNbVOCcMbmxkNFbYdT960jqG3djcdaiV1cMNaVUsMTLyflh2lE/rDg9Isq9VfJ3wvaruemaQV+PgCJmjTeKMQyuyR5wBSr7/yov13qNtKTfCc+1MgzWlM9e08WvZKj45OcFkzONxRJbm4367HyCjfeXT/i74nFvzcDbEho5Wov0yXgMtjXjeuCG6LlcOZzg+kVJ3UkiJ0XKEEKXPBx0dFYs2nRM1PPRjCmNMQLmETXoYZVi0RCp55Qt1PijhpZz56UzW1Q51UPXjAxt7NB9QBozjBKk6VYchIi0PYhtaBDoDbdsmlMShrEWv6qeKfFqqd3ABbpLEqteTYppRiU9pakqbA8IWQEWr0zjuZ8IXtIFUDzDV2Z2q/DkfXj8KotUOmY5W1QQIPqCLtDTWF5iMMqS8plP6gDZoYUhE70KpDhhec8TyUxfzPImw5ghlh02jREw45XhehWUpdg2PJiChdBkyiLVhFymBoUVHUfNayQex4pH7e3nxWQvIKvX99D6MUlTE+8PEUNYOMcSWxvZkTpYkLfV5Hpcvo6oFBZQWggIyyLAzkVL09J4gRh4SOHp4aGCC9R/4+z6MKXQjfrJe4LkDUQbXrKBkaxiPms2iiuVeUZVYrDWjyPcyDt/bPA0siZRZqjE+HE+pZrPIBBK0YklV68d1bWiyaFYaj2KUKu3PRoIYDYHXolsANlZij4IEb52oOHisqTK44OpdeKWaNUh5bpVSzWADgMHprCkCEivlW8pqIVQdzsOzrNUmUGINUmaPWIFWzvbjI55cwzLUWjVE7FX0R1kGzy0FiCno6gKtKiV2KiOj2akVEyEAZaO46Bg7RCMZSrKfqxkRIiQcubROtxoJ1ivqA011G9QrE/pwO1jytk1fqisu2rdoEs3EUbjcRj9PLKXdRYEBfh3I1kMM8R0WW+OV0jWyzziisWp98HEUS2Ge6J5vUZao1rKy3V/JaKLeewkAULUGke41+25/GBmYwFiJe463mufWykpxaLnfUZ7o+eIcDVkVcwIkZtM5z9lpjwWtSoCYrme2cAWtywaLc1mls7FkIB1rjLNJaFpp1nYtgkdJxtW4iePQ2NFRirJITs9WWHE8oWJXLaKACd6Qb9myWWMAjCccHaicSBxBxVEq7g2zUYqRbhN1D56p27QJ2U7HVVEUA/ShacL20gS4njIy9FiFazAiW0c5skmWYo+eJ3ut/F314D4iK1VUm5zxHqjIWgI7uvCGQ96LU+5D2ZeCCeZCBuPxnL8nDccobeAs9+9aqSRZ4ONaduK0CkM/QQtptfUumPF6r267PgASCjWkCuZd3z62pqwNbl0NUTiLd9GuRZrQOTpLnayxWbD85ZyrWR3J/+0I0TdcjoFldzElc34+nsHpzeOnSnV9umKJlhjMputvdMfjVmwQqGPYpi4CIdw5+ZD5tC8PFY9a1Q2WRLGo4l+sBOtog9FU3Z05c2xKIMwQtfNngi9orHNLlkhZGuMyjXrIkJIPAx+Kgg/uSMtVYzFnmdrwobDOqaM7RnSbtsZgrg0S/SG3DhH6Bk+iD0WUoLOUCuWzUzc2PBiKUdbS3nsgI4u6K3mdxmI0kq1Lw/clTwy+/3vFhuFzn//ncm7oS05rezsNAMhyB0OfTcf3TlUjuq4Njbp+7muDA7YqD05nU8zn8oCX9Sq8lp5jcL7TJp53qPn5cEoxu4Aum6fqK/rsMZS1QwyxpfGRZs6Lq0jMJsv6McWO33sfOyqhQZpQggo2U+kN2dT/zttfBQBce/VyQMm4gPWscEY7AUOGS3YjAtg8UT3alq3vdbEOTZRJwJdGvdOyUrSoRzOejFGRdFvXKna9H+amFSlPsY2DYVCSqli1nGs2ypGzPKwNW/dVFcYPKq/hbN8EUWU5RwSNb7uAtMlZBrfo57I6d0t0fNJ2iEiD0tmjMVEvZ6K0Oefgg1dn99S9ynFh+8CM3gHB9kB1cRNYODI91IGaLw3rPVLNxJ02kjxGfB+XpHRlWYqHR1+W+8sS9uxMlfM8UmY9x/vS2Qp7IxXgls/JYzJy2tYFm4qq0hJ5DsP3pWnVBqO9QLznZ6FTzLYL1ZcPcycbMqtucZB7GH4oxxfm7M8aQ+YcYogtja3ZcybMEEuiNj7727dxmSpmh1OVffB4QBXuU/Lvjs9kGZSBAAAgAElEQVTUdDXqbRASySjv3v9l/MZvvgMAeInjk+zBGa7ui1FOmjIbsBFT120AECip0SYxEmb1JFV1Om0UGKwzOR/lNF5+/jlsKAR1puJScYxRKvsoG/Zn3Pc0NVZssytyBTBh75OpioePQ3NLYQst9zhl2QRtX0UWLYs1YpUpUfSNCmuZDkslRsZKJAfMRpsict470wydYoGZbTKrqCMfKIqxOlE3PUsn4XF9c6Fh5NSmkNzNLEWq6vxG3scsivCITtX3F4IGOysKnNBaUI2MU7UkdG1g5OQcZ+U2wkahRORbztVWsPY4oBbv/nzM8zZo2JC884CGSscnsBkrJs57avJ/E2vCaCdkQgfo42Qv5LxYBcw+6KKOb7//3JqH04ayj5v6+Qz3F3KDH1A2M4VB6+i6xRJzRupOlqXhalXI9/q163jtFcLNyvcAAK5Y9t1Z1k+KBGkah5olSaJdTBv1qn78kGesSW2aoeUDk43ljU6NDV1V61VYObvgwalEac49swhLhaaVBFp3LtDORmzEpNbC8TwDWsf2HUhHqUvHh9qhANjRVAsIFXJIojg4fmtTp7MGagGhx7XGoCA6RrvAQTfIIUhO9B6fvSKfPpCmA3roFqF9QbHC4YhdVcuHPh+lQYqy5O8vNjUWC3p65uoTqsRtg2vXrvI8uNhuVuH+Vu5p1FPnXEBCZVx4TlYlPBcM3S61jQnE+4AeStSBvCfgK4Krch1KHrfmYrHualjOlmf2Gx/FYc45xBDfobE1mVObHMVaVsjNeIWKjYxUpSYioKBzVkl1NZB03TRNGD/ULJ+W6xS7+zcBAE++Lpjcg2tvBPFTzXqdU8mQJpTGDdc1m8RBYkTJ00nOWaJrESuaJVHLahvK4JQg/jTLgySRokwi/iyJY9QE25uVXFOHDq4jFlQrCmuATvGqimWlXEqUYMpyb3cmGbwYWRhmjSKhpQPL95EJ40o0KifibRhJaPbzkdeXxJjz2UwlWrxFWPOZPdLEoOYxGr53pc3hL5CggR4NtPE11uwOaRlsxgkqdebiDDTeFIEOplIxqpyXxCkePBQE2e4uPUThAiUvkOa1Qog9wPlpqpQ659BxC0J2GNq2CduC/X1qHyVsorVAq00tvu/eCuEfACqWWlnXIVZ3dmhj7dljyJxDDLGlsTWZc0K5kZvjVwAAu9kuSk9nY8pFZHGMhlIRhKHivCISxCdBpuT9WzJe+eJXfg2f+ME/JMf9+H8IAOiyHNP86WZLlmib2wcUizaJgF5NLWODIOdopYuqoIQ+5s+MB3Jm0xmt8cY7s5CNUmaAjNYKTVXjlMY9amEYe48pLebUYqBzLQoaHilzJqpIPEeEGccJrxyIJm/bzkJL/+ER7SfUgiGyoXpYcHmuvUWS6n1RuZIuaPVmse5D5fcT25ObdYfp2g4pye+ee8h0lAIbrTxUUZ72fIVX1hly6LgsRkzqn9LVdiY5zniekQ1IADlG54OC/IZNwhgNOjaEYtIC48CMserWCK8NuxTIMs34cl/2Lu0FQyet4PRhiV2LNthI8LwSFyhlWn1N0hyxjqp03/0hYsicQwyxpfGRZs6LA9nf8/H/AADwn/xHzAaTLLTYHCv1Bh5g51GlIBc0l8VsjFtPZO/x1ffF4bhzBWoa38ynknGbug4mtJUqoDP7enSoCXUr1tJSt74LXLw1HaLPlwKUKNclnhxJ1psThHC2WmNBzVY1wy2qMpCbg25trLxED8uVeT5iVeAajKzCvSivEUUwI/JIO+V96h40glrfxiSmmyhBTcLxfCoZXCc1UdciVfgZ90wb9Nqx6QVxsTVBsjEzc869XAyE90erjcgY6fqilx2t3SqUOdGUCuuOY45Vg1EmmS1iVh/lE0wIIDjk+MPb4+Bdo9aFFbvIcerDzyb8fdvVACVcYop5KTm7aXolfMQcP7UVEj4KSj5fnS3CXjqms7ods0Ob9FWL4pvhYzTBIVJlZ3qe7UW7y2eNj7is7bfH6yOZbZ28K3PJzc4E3QWfSECIso4PgZKsWzZCTk8f4ksPBIvrI5J1fYV81H9YAeDO3TvYObgJoCfRbigybKwNTSVF9+T5SChCAOpG7QxoedAaeJbcNR+wHMCYYxXPUjeOo+BypuMu1endrNdoVStHZ2e+RU19XssPUBTHiMi6P2MTbE3rgC5KwodgzWvxvgponQkFrw3xqLFBUFcyQUfXQy2YdDEy3iBS0Hro+yue1vYqfbqIOgfP0q6i+Ddagzn9UJ+7LN+7d/tOOJSSw2OCgouuBKgTteK1VGWJq9fEIEkpWmuWrW3XIYmftqfwrcGU+NxSS1NuBdq2QcJrWGzUWzUCx5xhHtlRPwgArOdniOM7xA5Rq1hd9WoFuoDxVVI8gmNa/E3mnN8uhrJ2iCG2ND7SzKkbcwvgAQm4n6VG0JV5bxykw+J6U6Lkpv/yZTGmKZl1vvj2W6jY5LA8Vt11MFT1vv9YQAjLRw8x3/k9ACSjAcB9+nW2rgvD/4KaqePROKjuKUJnOpNV2Ywt2oZOy8xE+WQEC9XF0eszaJm1QnGjMh6RQav9Ep535Bwsb47h91B3MMoQ4TUXzOSTzCNTDCyrgcZWQQ/HW1UIZKa1LljeRcEOwcOrDR7L38z05kpa6SqdOPG9qp9jtmzbLmjZlmxGWcwwoXo+yPgxCubIEkwnbLZxNFJsSpzQnErfn7J1qEnLzgkuiGmpl9j+fqiyYZTNcE5MNVSSRLGzxQJ2JAghm8nXHdOg4JuVjBQT3ASNXuf0HOV9b8sFEmpXLWnl2DYWrVpFaEPNRYFJ1AX92kF9b4ghvuNja0YpKofRFiogNUJTaENFBZlSTOjEvGRz5it3Pi9/lwKmlYbJ6liaOZN8HzdvvA4AeO9rX5TvTTP86q/+mrwmmzJrqohX1SbMCk5PZPWeZDOUge7CJoCKhXkfpCwSqrt59PInBeF4aZzCcDVVWqTl/5Moxw75nNozaBdrjJkF4PoW/ASKTSUrJqPPSWKQkL9oYs24Udg7WsIVdQoBZwLgQHGxlXdB2Tzg/C5Irqj/i3JZHXoYnB629AYb5aHqcasFGiqhX5vI+5PzvPI8w85YKhtwD+6ND++BcmoBiyhIqLDiIASwqioYLVFqrbTGQc5kf09GSxV/58n9Jzi8Lu/79Wvis1Mslmi1SmNGzPIIq6W8f+tCfrZzIITva+lV7HLsZBslnFuk/P05uanWOzTcSyt888Movn+0lLGL58l/7+0JyiNJkkDDUlMfBxeA1W99+S0AwHkrbPZJluHKvqj0+UpK453pHqZEzDQsAS9fuoQikn9Pd+Vnp2fSjLJxDqNmPuySts6FDquS2BVn6jsfmhGK3UyTFAmVEtTavWtb7O0oyJoNBNqVN64JIPfNuXyIl77Ais2hiZKhC2DEudyUiBudDZ7VNUZT+ff4QDq+3aJAuVaFB3pE8lyjtumds1mv1jAg8AkpFx/4KhCltWGj4tkm8ki0PA3UtDiA7ItMB5MZnHZA2TlX9NXEGkx4L5uCWjvGo9yocgNfM06xZgc8zfuFEZDOqC4SqkpRNy1yulHfO5H3duRZBmcpVmfy+dhQtLwrKrTaZeaD6JsEhMUi54x6TTWLe9bgjIvDC4k8sC/GY8xI0FjF5zz/JsCK9T4PCKEhhvj3ILamrG0pSaHuy1Udw9inyb/GWzSckb38/KsAgM+/J6vZ8dETNGeyYtVsPPzIH/4jGHNm9vBI5EzmU4tVTX0gErBXlA7ZvXQ5zF5T0sO6ukVENE9GRbeaA0PRwJWfKdbTGh9crqdzaVpl+RiOrfyCY9qmlNec5wYjWtLllPjYtC6stKo5tDsaY0ZWyvmpnLfXWV6aB0frin6RVdMh4ShHe0odFf+OzlfYVGS9TOX4a7SIeK9mig12wBpyr+IPzulsEuYrMa9p7DrkZGTorDRLOpwRL71aUv5Es7b3Qa1PtwdplqHhvxv1g/IWY+KrlS1UseE0mcxDia4dxjiKkWfyXu1kOzyWjjdMeB8vXxX9qUmeBUFqRYF1bR1kb1o2uQrOrU8X5zhdSsPpqJIt0blvsM8S1/P3LuVjTDuVdfkwOZPX/aH/Yoghhvj/JT7izNmvxof7sjl//eXvAQDMdydhwOs6Rdd4aNWuw+L9S5Kdfv3z/waLhSCEqpauzWdnePd3/i2AXq37a++9i9092RM2HJEsziXjVh3gFQigZ9gBO0ZW3wXNiMwFNsYHjXK7tgpWDooeqdYbrM7lnJ4cSRaJSS4+nMe4RKftMfd3U2tDo2bM/aWvGpyupEl1+1iuc0LkT+MzNMzu7Ykgluqmwh5RUdfn8nWPX49Oz1BzPzdi9k1dFCz01H3H+yiMXLJc8c3MqvCBrJ5x1BC7JuBmM1Y7kd3AtpJ9VwU/btwcTmITrA4zop+qtgsSLe2Fwf2STaoDEuXnhplxd7fX0mXFUrct0pTYZKKuKgWQdDUa9jIqop9WyzooFea1yp8AEUdXqocMyDH39+eYz0m8HsvnajJPUC1rHk+qono6RnMk79k+r/nD5M+t0RDSedeVy3IDZvM8ULp6+cE6kFu1sTLOZEOe/8Dvw5NKHrJP/7N/BAD4/Gc/C8OH9+u0cdiPLQ73CJ1jx61mF/Te22/hJsvln/jzPwkAWDRrTFki/eOf/wUAwG9+5p8BAG68/CLWbF4c7hPkvpeg5QdhfSzNKuOFjgYAl1iaJhVRT4sIv/ZQgPrf9Qd+GADw53/ub+LhV8UB66f+4n8FAFguH+LGx94EANw8kHN8qVJFvAYoelQKADg7hVlQbpJqEWrx/hIOEJwIliwxXYv2hDpI1FbyzuF5yugZAV8FFQjXAaVXWKV8eNdxjM9RnPmYC+p01uD6FXmPMlopHO4LOfrxkwf4rS/L/LkJOkQd5nNKkE7kPFxRom50bioL2c6163Jtad4jyDr1qClQreQ9WHKro02oxfIIaSaLT0rE1TyfIecstngiD9O6LVHGOgNmOc4G0Ww+7RX/TmTBvvXuI9hMOsPznctyjLJEQwJAd+2S/HH87I/cUNYOMcSWxkcsKt0n+dOl4C3fffDrAIDdzW5vQX0B+K4lrrpv1Wo5cL7E3cfSNg/t/NkEr7z0MgDgzhM57rppkOXfJa95JOVHRJW/a9dfwA//2B8DAJRE/nRNhTuPpPX+1bdlpnpwKJl0s1mhoMzGiuDo23dvo+UssNrIMeyF8rfTaybh18YZ7ET+/cuf/9cAgHd++hZ+4k//WQDAT/7MXwYA/Navfg6/8ulfBAB8bU9W8ge8B1ezHRjOPBXMDcRhlqpmTj5gPn1ofKnCXIMUxkvVkqBvboUKnuetEjDGR2GEoZpGlfW4dImUP74Hk9hhw4aboqjukCzw5PwUFYH0qi+U2jg4jp2y2ZKkKfYu3wAAFI2C/tVVbY0TEu8NqxNXloHKpSTu9Vp+p1ieY02Vw4T4253LGSJuM+ay40G9qLDk/LvjaCmjmNCj02MkLINV3yo1Dm0r1zmdSqWwLAqsOMpZsSHZnzdxut8ihsw5xBBbGlszSjlha/rdO2IBeGldIFUDHK74alQD9JqpOXVMH54+wtvvCFXsxksvAgBuvvpaGKLfvCEZ9Pbt99Eway3omVlX0qT5wU9+CgfXrwAAnpCgnGcT3HpfNlznCxlhTKdKql0GJbk13bFP1w9R1H1zCGAbXVEKzLAmUQZIgxSy+j7/ymsAgEen7+Knf0b2vD/2I38cAPDf/tc/hZZZ+lc//UsAgOZAXvtJfAZ/Jj+bHgp748p+goj+lrU6LjP7mQ6h6dLv521PAQts5A4Z9Ux0P6fRtD58T5krzhtMdZTCr8fv3cLxQ8kaS4qz8fajdQ6GjTq1YzBxDK/7Mh4jm+0hUi9VZsJ2JdXM46NHqBo22VTKpLVI2WAq2ZgqNvL5ymKLOb01S6LM3r17HxXFwWZ8f5qqgpYNly+xuURH7PVRgYJ43gdsFk0vHaJey/72/v33AQD7l6/i6gvS6Cw3G97u/jP87WLInEMMsaWxNZkzJyn2YF+6q/t7O8GbpOGYYpb3qtpJoiu6dEtvvX8Lb7wu3cw33vxuAGLtpxIjyuts2wZPHktWrLkn9DzWjZdfw/pUVnm1+/NxitNj+d7eJVkF01zO6+z8CBWzZGpVIGqDvR3pzNURV+/VOnSXSU5BZ1UiIwqZ7Z3feRsAEEXAzr50LP/Fpz8NADg/KvFzf+evAwD+n5+Vbue/+gf/BADw4s0R3j2Ra+ooJ/r107u4fk3u5WRHjqXjkwg9wTvwM70JHi8+urBmc7QQRksqD+LxDXvO2AGO/MyKY6e79+8FDxOV9ASzThv5b2BpRFkausoxs2o22g2QPh3fLE6kE17XdVB8zxOpQNZNGUZtkYJKOPLoGoeC2NedOTmfzsHXHAdd6Kau2PF9SLDKrCRIw45wVi95T7mHdBaeYJIz/v7i6B1MduQ1XntNMN5BLO4ZYmsezpoWCRVLQefa4NmphjzoTBAyVr/Iz35W5piT8QhvvCkPp84vAY+GD894JiXedDLF/QXnbnTf+tQPiQqDsT5Q0lTvxnqDzUrKppPjx+G1AGBn/iLW1DJNLWdgB3vYoxtZzYbCg+IOiobKCop8V9Bl3evV7qfSaMqdw/lXpAz74T/1nwIArr78Mv7KT/73AID/8Wf/F7ktpK79w7/9d7A/IbD73m/K68S7uEsg9iuv8AO6y7mo6U15lLWf2DiMB9RD0ljbO2CrsVNQs+sf4CDmbXuNIVU0NLDBpzSQuMMf+mA7r0D/yJuA0LecVRYNApVvvZQPvhoIRdkoUOIcH0SbWCj9QHHLXcP5bJ5hQwXHgnYMs3kGSxTQkgmhbRvUnHmvl6oMKcc62LkUEFktF/jVcRfe0kxVLpoGDx485HlwhvwhBp1DWTvEEFsaW5M5E9trnwIkWit1iV87AGNu9G/fEpTM3buyMn3/J97EgjZ7XaMuxj7YE0TUf3nh8h6ijayiX6ZV2yP5M9xYLILimuHG3XUdSqrejZTm5eW2FZsG0ysfl1eKpKSqowqPWZble8ywux9HTBK5px6GVYqXL+GIPa2XS75mg9GhDLT/8s/8DwCAz3z+1/Ff/J//MwDgfCPZ42f/imTQ3d1d/I3//X+T66T2UDIdo+CqvrgtgIZ987y85u409KcCssn4QEVTLRXvEDJ8pDQ53lkY25eOzE5tVyNJlZ5DJk+aYp9l9ZJNmXUpX+MkCtYFVong3gXARtNRtzYJh8NStYNU18d0mGRPN5UaZ9CwGsmolKi2ievz02A3oZ+TNkkwpWM6EyeOzo5hyPrJ+ZjEPInTtkBCtJAje2m9LoKN4Ib6wzbJMJkIy+r8fMFb++xyJUPmHGKILY2tyZzallft0SxvUFeK8WSb3Ts4ZtEdasK++tIb8vcYY3kmGcjYi0p3bHIsqGJeL/EHVmRucMX/jbclC1uf4fs+IaOURl+78sGVuOZq6TsVlIpRnN4C0O+72iSDj2V/cc6GUFtHiGJZQVPyDLOcchuxCeyOJOBRLZJKsuPP/Y3/GwDwO1/6KqaHNwEAn/2CiKD9N3/hvwMA/Md/4sfx+g9+EgDwxS/8ihw3cfCJim3JuZV3JTOP4hzYkXPrVMCr86EhpINyY23Yk+p91AxqrQ0Z0yigwdTBGk8J0IVvkQURMdVwVbZRF/RkY2WDwCnvGpOJNPEu7eyipYXfuJaKoqahbRSboEpf0O08TjK0FUETBKnMDgUYsC43qEq5zzn3tHXrsT4W2F6gwrg2XJdn70NFwOpNhw78j4oo1mn/eeXI6Hy1DBzTl268yfN99kduax5OBR5b2hTEJkVrnkYDTcYJjk+kPFRtnR//8T8DALh17z6++qXflp9ZUo6aGiM2jizJvydPIvwCge7Rdem+vjaVN/zuw3sYTeXhee0GJRUji6vPy+zwrCKG9Fj+3tQejpQq9Xz0ZRE+5NMRsbuVx3LBD2uqRkMSrem1bxQwn44TdLS6/1u/Jqih6aUX8ML3/kEAwO6OPOgnhRzzf/27/xIvPC/X8uIn/wQA4PjWewARNqdsaEUsF4s7D7AzkhLXkhrn20ZUCNB3Yb1z8EZ1dJ7+WWRMQBcZvk/eZliv5DXv3pLuceQNzhek8qmDONW8o8bpKBMlH+bWeIwm8iDtXSV+djJFxGbW9UsCfC+pjtiUBTwXtXhK0oIF0jEJ283THq+HV15GrZKofMA755CrrGZQYWjQ1NocYpOShWbaWbRraSbZlgZSqIPS3sGeYGt/4JPfja/flYV/QZSU64Y55xBDfMfH1mTOmFQknV8mqQ8mNEr/ia1BSo2XFbPfb31O9ICQpxhfouEM5KvrXJAUAcuxK+MFyj1Zrj9HaQzUsrptNgs8vC8r6AtXBMs56RpcO5DV+stffsyTpUFQscaas6+AAjZVQC+tCjUGSgMBOwj5MLtm1qLrpPRq17Kid8s2jAf2r0v2cA64/aXPAQBuMwvMOE+N8zHuH3Mlp45uevUNHH5cgKI/+qpk/i9++t8AAJ7cuYf1fWlQ7L1CjR3Ty7BoGGNgdZZJAnarGkFo+99n1RPZHOf3BDfb3pevUdahTlTahJaIjvPLbATHMrJRR/HZCHvj+VP3Y9ndDyOcnDYV+6weNmkKp9fMyiOOYoAYYBvGQrQHbNveqVoRU87BMOv5C6OggIdu+vEeAFpwUD93Lcd9cP9u2E7FMSVpihI/8L1Cgfzs5/5VeP1njSFzDjHElsbWZE4bKSpE/m+sQU4C8Yjjk9OTI0zYCNK9wWbFFbrLMCOZWFc8a1N4p6wLroKLBS6dyl5jSifkR17+n5gSiyfCL3xLxPrwxkuH8Dy3+Yzq8mdrntc4jGp039WggVVzW8dsUxZBzEwt/XQk4RsPr6n2wpBeGzGbjY5cIni27VW9fuNU6c6Ga1Y5DpvkWFJo7OYfEZDFT/yX/wcA4G/9X38ft74qDJvVRkZRSZIHpJK9YJ4bcM20QdBzTGwUqp2WLJKuq7GuJCNXJGwnjUPJCqXl72vKLVHC8Pq+R7mepcFOJe9ppo3ApsEdIsGO2ID5Ip3CTZpjMpMsuuJIKkkM5hyNJKwyLLNxkqY9F1MlRPILBhSsDOIogjWqkat9EM3CPjS+8pGc45sfu46qoQDYLUF6vfPOl/HWl6R5Z3NVWHz2fDhkziGG2NLYmsypnS5t1adZGjZyaw7TEUUhKyle1M/Y5es6aA80jtTWHIiI9SwIz/rteI6KDPslO6cdxaLQNmiI+3z/lgzuJ1mCw+fk92/clC7i0WP5Wd00wQxXxz2RRcgM6o8SW4TBt4pb+ZDdo8AC0dXYRV0vjcHzNrZHzKngWR00cxMx1wUCz9B44BGZPj/9P/1VAMBfLX4KAPCf/ed/Ej//C5INfumXRDViL7OIVe5DXgbeA15lRLifa1oVN4uD9V5D86ckzzDel1HUwyPpCaSwmJAd44hvjtWgyMUY8TpfnVMtYTwJ2r6v35S98sQA382tmr7m2xHhkHmOjrOiE/JznY+wYFdfMbndmpm/cTght/LyrnRV/bLAiOeme9pyVWBOcmdOEbSKONqd+R52KeGqAm+nZwv8i3/9JQDAgwf3AAC7eQZnqOxB60rzTezn/12xNQ+nYRJXZbu6LEOr3ofGUCIO1kDgjJlELj6KegqTDaM5H3RontxmuXXlDXSXRd92l7jb9kQoPvXicU8+5gf7vffuI5/K70/G8iF78Yb8/+2334YlZjKMA50JVCedhRkvzSz5MX8x0svwMHQNC2MLE4WmkyJnYABPzHCkeq5scnR1i47lmzYlTNepCgtOV9Js+XN/6a8BAP7Yj/wgajql1VSK26xNMHDTdcH7JhDeO1LvSj6cXe1w5Zp8uPcpQ9K2EV55TcD2z78o8+coi4Luq9o91LSraDYbrJay8D6gBkji+0XivJOGUFGukOgx+Nk+5INjvQnHvfK8nE9Vb5BzHONZqkdcXJx3OLgsC/uYi3SWxOH9iaz83mqzCa7lWonWpAXW1QoFZaoyJglXLvECLUKKkhS54weoSplXZ2xqmg9RrA5l7RBDbGl8tDIlSo0AsCCR+f13Rezq7HgGzyxjCMMwpguZTe0BlReMOAr4yUBo7bqgsFZMSXptN8BDkURJRpL1kh352fjgJhwlRjYPpTRZHd3H7dsyUH/1ZVkZL1+REuX4eBdPVOpEO1nOBbs8q+gk+L6cYXb3Sgz2TpgY6MvJqBV1ewBwpg73KJCllaLF+s/ZGJY+lzHFuZJ8AjOSVX2X1UXOBtEv/uZd5It3AQDPXZKsers8g+kU/aPnVsFQKf3qNREVm+9JRurSDi11cB+fyr1C49EFVodkrHJZBUsHr5Q1kuitteH9VKAJjEWkQABCcryzoWGolcGtoPh+ATjAysKaCCm3Nqpe6Dj6iLxHzCqjWMh9SdMIjiggX6vxUYpjerRWRIjpfS/LApbbh9ho0zLBhNhazfLZbBddQ3X5YvXUPXiWGDLnEENsaWzNnlN9URSe530Lp0RWr3sWF7KtNlScwuZig5R7DzVwdc7BMWsURvYvTbNAQpzmCV9Tyb2jyVwoEACQSNbZ2dvF+Vpa+3cfy0p64xIlJm88hw0bDWVBZfQo6qFugaHcZ0V1oA5KILiYERk2wG3DHsUYAxhlZEgl0eooIInROrmmmtIbrlvDc394+IIom3/8ez8m13TpEI+/wn1fIW3/qmkRq15tyTFIOsbHv+/3AwDe/JgQ2HM2d770W7+NW3QQ18bUfDbHzg4BIMycvi3R0gQ3VD18D22WBK8ZxelGnQ2sFITRjke5VDNb7sXj0LbCmA0mJeU3XQMTUUOW/iw6wlguF0H+JqEj9mKxDMcd5zoeagOPWIEMYzXPLYrg4O0J7WvXHksab3k6pTdthZgjn3xCsMqHyJxb83Bqo0eJzPP5DBWbFREdyOQD+vTfqYpc49lG1ZYAAAi/SURBVLvg+xiz49u4Bkd0SW5JxzLrI1QV9WTVDl3pXus7QffHUcfUHrwMO5FGw71H1HX1cqzDwxE+9uZNAMAXPv8V+TvfgTI3AeEE9E2tMEOE/o4HIi1/JQx64rAOSI0xiBTHqd6a9I5vmhM4+kTGqlvkKtQ84q135e9u/8o/BgBMX/i9GFMhrirVKClCQsOvinqtu1dexMtvyoMdU6uptvKevPl9n8AZaXBffUtmppvNBvcfPeA58rrLGgk/5No57/G6FRwXGhtpqWsQseSv2FBbL1eBCpdTS6i1ius1KAg0t7STSL0N91c/H4rMmse7fYMH1F3KJ6ELFn6/bUMnXicEunDP0zEyopK0BK9dCxqN44CNwyKKsKQNB6jSYD5oa/EtYihrhxhiS2NrMucOW+PXqX63v7ePhvOrKNa5ZdujaNhE6fVXW7Stekhybmg9Fg+lYbM+kiYQuhXyscyoFOGiWEjnXJg1VlSPX57cxkhzmpWS7f2HkqWy2Qg7zCg3XxXFv3fefx9OWRIqV+F9KMfVxfqiXIW3F/4DaZSpOp7X2YH3cGxyWL0fNQm86xOkaoNALVZjpmHkkuj9oEpde+8zOJ3dlN/n6+yPcxg2TyKWqcXiFOenkh0TajyBGWOU5vh9n/pDAICHVEw8e3IP+Vi2AwcHMqO0ySg06NaFnO/qXJp/tm6wYdmpQrPT6RglUUOtEt/NKDTc9D1TRNR4NAqzcW0qLReLUEJrRu7YXEx8jPGOVA0Tup7HMAHyrKOuxXKJ81OpkCKOdqJUzms0HuOMhPGSkifRaIKdHTleR9Ml03W4xHML7Cg7jFKGGOI7PrYmczoOu9eUBMlHTVAp6biSG9+EhNPrrmqb3od6vm7UfTmCU94fs8Z8OkLOccOIWabjnmU8mmBN1bjEqDLbAtVC9qjpnORlNizuPzjG9FVhjRwc0GU6ehVfvye/v6GOqTEmtOHV3Mjo3tPaC8p24DEi6DTIhMt0aFS5zSnqRYbdeRoj5iglUYJw18FEyr3k94hmKYszuEKaXHEu46Ey9fieT3wKAPDovVsAgOX9t/D4tjB2rr8gSu6jwE7xAaX1qR/9owCAf/qP/p7IywC4c1+y6f7lOWZzySgJq4CYhkbFeRl0ZdWucASLkveorZUBkwSTpYZ7wzGRPJFN4ZkllxvJwudlHTJUBPVY0SopCR48Fc2Fq66vVNRI3PkY811hI41H8t7usdm1M5kCOsqjQfJZUYf3pSXLKILBhswaW/ef02eNrXk4gw16SlRGEkNrWBUL9m1vl65Ng8gq6NqFska9HJvSAwRMjyilnyRjHBzsPvWaDx9S0yaKMZsLhWrJxoeHDx1Q457WpTk+OcOTYznWqzfkjdyZOexflWOcn8uDfnx0hIraN+ryrJb0bdtqP6gnOXtAoYjaPjDWIqfVQkNH5oRztWg8RaxaPPyLJMlQ8tq1U+m4tE2nUyyJxOoiOa/dy88j25dP5ktWiNhfePctHD+6DQD4ymfkGFf5UNz4oR/CiovgCy+L7OPrH/u9+MIXhNbWcT57elRis5CFMU25KNIYanptFxEfdhMr7DDC3j6vi+VkOs6fgjsCwJgPc2QtUhIYpuooPp6FOauijSx1n+r1BoXjA8P7XpclrO8bb/J3GTyRW6peEVFZYpaNMOdiMZ7Ja955+AhtI5+TWrOK9ygprzlK9HwvPnLfujk0lLVDDLGlsTWZs+Kqc34s5Zb3HkYzg8q6ND5Qs7RkU8B851y/uppeC2fNsrbiPPJwby9kl+VSVtdr16WZU6xqPDmRLBqRnrVZV6ioGqfjgYTZ3TmHd75Ad+wn0sh6/fWb2Nfm1qGMIdbXDlHpTJXl0DFlK6q2QbeR81iT8rTZbNBw5W+p0tc2Hg0xsvVSmjR5qk2jwC3GmJ6cm6ZGwtW9pOSJEprhIzRE93St3ONp/hy+9utCxt4UUiK7rsVD2lKAVnfHx4IGasYRLn/39/O15JquvPgiFp8RDaOEWTqe7WO8K/dmTBpX3w3rQkMvzK8N0NB1e6OaPOsFYl5gG/SHlEoXQ/cA3vOamjo0jGqFJjOZpYgA3jdVHvTew/PNZXJEVTVhXq4VijYLu65DPlKsrHyWRvkkzLDVrMolESwRR3sUsHa4OOe8ODz7xhgy5xBDbGl8tOa5Fway16/JPueTVJGb7u0E5XFtorjGBcaHNkqaYLDbI1D6/YnFd7Vi91eeS1a6euVyMKHJSeNJuGeBMzijSrviJB89eIiKQlmWm39Vm/fOwXdPk5GXy1WgEU0yyVQ7aYyY4AptQqWvClY1SpOAIVb0SNu2AXVTtyQZPznByRPq225kz5nTbXo8nSFVhbuEyuJRFMYPitZZnkvGrWoHyz1ekkmWH48j4CpHSrHsmc3rh6BLAZ6n4W17S8joB1GK1zj26nivrh/s4ei+gBBUfW8+20Gt2FSr+zq5Z1W5DrjblsTxFoBhz0DZMXFiMKaifkyqjQIwvItC7yDlz/I0D00wZGrVQAxsnAXJGBv2+D6YMdkgcmaRsk+R8p7uktSdZxlmJP0rHen9W7dQsjIpa3nPyqZGzPMYcd+qAJlniSFzDjHElob5Nq3dD+HsMMQQQ/wu45tuOremIRQaAhcXiw/iEC8uFeYD3zMXf/6t15QP4huDaLUxH2oO9e2OH0Yj8iLf9u+eupRnvJbfzXl9s2t8+to/eHP7xkf43r8DI/rBY38rLKl/tv98R8SzYmYHbO0QQ/x7EENZO8QQH31803Q6ZM4hhtjSGB7OIYbY0hgeziGG2NIYHs4hhtjSGB7OIYbY0hgeziGG2NIYHs4hhtjSGB7OIYbY0hgeziGG2NIYHs4hhtjSGB7OIYbY0hgeziGG2NIYHs4hhtjSGB7OIYbY0hgeziGG2NIYHs4hhtjS+HYyJc+uqTDEEEP8fxpD5hxiiC2N4eEcYogtjeHhHGKILY3h4RxiiC2N4eEcYogtjeHhHGKILY3/F8mubyEU4JN1AAAAAElFTkSuQmCC\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"reconsPath = 'val_recon_samples.png'\n",
|
||
"Image = mpimg.imread(reconsPath)\n",
|
||
"plt.imshow(Image) # 显示图片\n",
|
||
"plt.axis('off') # 不显示坐标轴\n",
|
||
"plt.show()\n"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"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": "3.7.4"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|