{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# 生成对抗网络\n", "前面我们讲了自动编码器和变分自动编码器,不管是哪一个,都是通过计算生成图像和输入图像在每个像素点的误差来生成 loss,这一点是特别不好的,因为不同的像素点可能造成不同的视觉结果,但是可能他们的 loss 是相同的,所以通过单个像素点来得到 loss 是不准确的,这个时候我们需要一种全新的 loss 定义方式,就是通过对抗进行学习。\n", "\n", "## GANs\n", "这种训练方式定义了一种全新的网络结构,就是生成对抗网络,也就是 GANs。这一部分,我们会形象地介绍生成对抗网络,以及用代码进行实现,而在书中会更加详细地介绍 GANs 的数学推导。\n", "\n", "根据这个名字就可以知道这个网络是由两部分组成的,第一部分是生成,第二部分是对抗。简单来说,就是有一个生成网络和一个判别网络,通过训练让两个网络相互竞争,生成网络来生成假的数据,对抗网络通过判别器去判别真伪,最后希望生成器生成的数据能够以假乱真。\n", "\n", "可以用这个图来简单的看一看这两个过程\n", "\n", "![](https://ws3.sinaimg.cn/large/006tNc79gy1fn22oma081j30k007cgll.jpg)\n", "\n", "### Discriminator Network\n", "首先我们来讲一下对抗过程,因为这个过程更加简单。\n", "\n", "对抗过程简单来说就是一个判断真假的判别器,相当于一个二分类问题,我们输入一张真的图片希望判别器输出的结果是1,输入一张假的图片希望判别器输出的结果是0。这其实已经和原图片的 label 没有关系了,不管原图片到底是一个多少类别的图片,他们都统一称为真的图片,label 是 1 表示真实的;而生成的假的图片的 label 是 0 表示假的。\n", "\n", "我们训练的过程就是希望这个判别器能够正确的判出真的图片和假的图片,这其实就是一个简单的二分类问题,对于这个问题可以用我们前面讲过的很多方法去处理,比如 logistic 回归,深层网络,卷积神经网络,循环神经网络都可以。\n", "\n", "### Generator Network\n", "接着我们看看生成网络如何生成一张假的图片。首先给出一个简单的高维的正态分布的噪声向量,如上图所示的 D-dimensional noise vector,这个时候我们可以通过仿射变换,也就是 xw+b 将其映射到一个更高的维度,然后将他重新排列成一个矩形,这样看着更像一张图片,接着进行一些卷积、转置卷积、池化、激活函数等进行处理,最后得到了一个与我们输入图片大小一模一样的噪音矩阵,这就是我们所说的假的图片。\n", "\n", "这个时候我们如何去训练这个生成器呢?这就需要通过对抗学习,增大判别器判别这个结果为真的概率,通过这个步骤不断调整生成器的参数,希望生成的图片越来越像真的,而在这一步中我们不会更新判别器的参数,因为如果判别器不断被优化,可能生成器无论生成什么样的图片都无法骗过判别器。\n", "\n", "生成器的效果可以看看下面的图示\n", "\n", "![](https://ws3.sinaimg.cn/large/006tNc79gy1fn22s47jnfj30k005c74b.jpg)\n", "\n", "关于生成对抗网络,出现了很多变形,比如 WGAN,LS-GAN 等等,这一节我们只使用 mnist 举一些简单的例子来说明,更复杂的网络结构可以再 github 上找到相应的实现" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:35:19.703119Z", "start_time": "2018-01-04T09:35:18.858664Z" }, "collapsed": true }, "outputs": [], "source": [ "import torch\n", "from torch import nn\n", "from torch.autograd import Variable\n", "\n", "import torchvision.transforms as tfs\n", "from torch.utils.data import DataLoader, sampler\n", "from torchvision.datasets import MNIST\n", "\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = (10.0, 8.0) # 设置画图的尺寸\n", "plt.rcParams['image.interpolation'] = 'nearest'\n", "plt.rcParams['image.cmap'] = 'gray'\n", "\n", "def show_images(images): # 定义画图工具\n", " images = np.reshape(images, [images.shape[0], -1])\n", " sqrtn = int(np.ceil(np.sqrt(images.shape[0])))\n", " sqrtimg = int(np.ceil(np.sqrt(images.shape[1])))\n", "\n", " fig = plt.figure(figsize=(sqrtn, sqrtn))\n", " gs = gridspec.GridSpec(sqrtn, sqrtn)\n", " gs.update(wspace=0.05, hspace=0.05)\n", "\n", " for i, img in enumerate(images):\n", " ax = plt.subplot(gs[i])\n", " plt.axis('off')\n", " ax.set_xticklabels([])\n", " ax.set_yticklabels([])\n", " ax.set_aspect('equal')\n", " plt.imshow(img.reshape([sqrtimg,sqrtimg]))\n", " return \n", "\n", "def preprocess_img(x):\n", " x = tfs.ToTensor()(x)\n", " return (x - 0.5) / 0.5\n", "\n", "def deprocess_img(x):\n", " return (x + 1.0) / 2.0" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:35:28.869280Z", "start_time": "2018-01-04T09:35:20.674313Z" } }, "outputs": [ { "data": { "image/png": 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bJvk7p7+FzkfaX3OFUgqkNir5ozQJO3rPK6+8ssBzZ555JhCe8lwYp512GgAX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\ncOHChO/dr18/b4UgbGjlUMkmrVq18tTG559/PuFrVAuj65yqV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "class ChunkSampler(sampler.Sampler): # 定义一个取样的函数\n", " \"\"\"Samples elements sequentially from some offset. \n", " Arguments:\n", " num_samples: # of desired datapoints\n", " start: offset where we should start selecting from\n", " \"\"\"\n", " def __init__(self, num_samples, start=0):\n", " self.num_samples = num_samples\n", " self.start = start\n", "\n", " def __iter__(self):\n", " return iter(range(self.start, self.start + self.num_samples))\n", "\n", " def __len__(self):\n", " return self.num_samples\n", "\n", "NUM_TRAIN = 50000\n", "NUM_VAL = 5000\n", "\n", "NOISE_DIM = 96\n", "batch_size = 128\n", "\n", "train_set = MNIST('./mnist', train=True, download=True, transform=preprocess_img)\n", "\n", "train_data = DataLoader(train_set, batch_size=batch_size, sampler=ChunkSampler(NUM_TRAIN, 0))\n", "\n", "val_set = MNIST('./mnist', train=True, download=True, transform=preprocess_img)\n", "\n", "val_data = DataLoader(val_set, batch_size=batch_size, sampler=ChunkSampler(NUM_VAL, NUM_TRAIN))\n", "\n", "\n", "imgs = deprocess_img(train_data.__iter__().next()[0].view(batch_size, 784)).numpy().squeeze() # 可视化图片效果\n", "show_images(imgs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 简单版本的生成对抗网络\n", "通过前面我们知道生成对抗网络有两个部分构成,一个是生成网络,一个是对抗网络,我们首先写一个简单版本的网络结构,生成网络和对抗网络都是简单的多层神经网络\n", "\n", "### 判别网络\n", "判别网络的结构非常简单,就是一个二分类器,结构如下:\n", "* 全连接(784 -> 256)\n", "* leakyrelu, $\\alpha$ 是 0.2\n", "* 全连接(256 -> 256)\n", "* leakyrelu, $\\alpha$ 是 0.2\n", "* 全连接(256 -> 1)\n", "\n", "其中 leakyrelu 是指 f(x) = max($\\alpha$ x, x)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:35:28.877089Z", "start_time": "2018-01-04T09:35:28.871207Z" }, "collapsed": true }, "outputs": [], "source": [ "def discriminator():\n", " net = nn.Sequential( \n", " nn.Linear(784, 256),\n", " nn.LeakyReLU(0.2),\n", " nn.Linear(256, 256),\n", " nn.LeakyReLU(0.2),\n", " nn.Linear(256, 1)\n", " )\n", " return net" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 生成网络\n", "接下来我们看看生成网络,生成网络的结构也很简单,就是根据一个随机噪声生成一个和数据维度一样的张量,结构如下:\n", "* 全连接(噪音维度 -> 1024)\n", "* relu\n", "* 全连接(1024 -> 1024)\n", "* relu\n", "* 全连接(1024 -> 784)\n", "* tanh 将数据裁剪到 -1 ~ 1 之间" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:35:28.893308Z", "start_time": "2018-01-04T09:35:28.878933Z" }, "collapsed": true }, "outputs": [], "source": [ "def generator(noise_dim=NOISE_DIM): \n", " net = nn.Sequential(\n", " nn.Linear(noise_dim, 1024),\n", " nn.ReLU(True),\n", " nn.Linear(1024, 1024),\n", " nn.ReLU(True),\n", " nn.Linear(1024, 784),\n", " nn.Tanh()\n", " )\n", " return net" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "接下来我们需要定义生成对抗网络的 loss,通过前面的讲解我们知道,对于对抗网络,相当于二分类问题,将真的判别为真的,假的判别为假的,作为辅助,可以参考一下论文中公式\n", "\n", "$$ \\ell_D = \\mathbb{E}_{x \\sim p_\\text{data}}\\left[\\log D(x)\\right] + \\mathbb{E}_{z \\sim p(z)}\\left[\\log \\left(1-D(G(z))\\right)\\right]$$\n", "\n", "而对于生成网络,需要去骗过对抗网络,也就是将假的也判断为真的,作为辅助,可以参考一下论文中公式\n", "\n", "$$\\ell_G = \\mathbb{E}_{z \\sim p(z)}\\left[\\log D(G(z))\\right]$$\n", "\n", "如果你还记得前面的二分类 loss,那么你就会发现上面这两个公式就是二分类 loss\n", "\n", "$$ bce(s, y) = y * \\log(s) + (1 - y) * \\log(1 - s) $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "如果我们把 D(x) 看成真实数据的分类得分,那么 D(G(z)) 就是假数据的分类得分,所以上面判别器的 loss 就是将真实数据的得分判断为 1,假的数据的得分判断为 0,而生成器的 loss 就是将假的数据判断为 1\n", "\n", "下面我们来实现一下" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:37:01.475822Z", "start_time": "2018-01-04T09:37:01.458787Z" }, "collapsed": true }, "outputs": [], "source": [ "bce_loss = nn.BCEWithLogitsLoss()\n", "\n", "def discriminator_loss(logits_real, logits_fake): # 判别器的 loss\n", " size = logits_real.shape[0]\n", " true_labels = Variable(torch.ones(size, 1)).float().cuda()\n", " false_labels = Variable(torch.zeros(size, 1)).float().cuda()\n", " loss = bce_loss(logits_real, true_labels) + bce_loss(logits_fake, false_labels)\n", " return loss" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:37:01.756901Z", "start_time": "2018-01-04T09:37:01.750127Z" }, "collapsed": true }, "outputs": [], "source": [ "def generator_loss(logits_fake): # 生成器的 loss \n", " size = logits_fake.shape[0]\n", " true_labels = Variable(torch.ones(size, 1)).float().cuda()\n", " loss = bce_loss(logits_fake, true_labels)\n", " return loss" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:37:02.188467Z", "start_time": "2018-01-04T09:37:02.179658Z" }, "collapsed": true }, "outputs": [], "source": [ "# 使用 adam 来进行训练,学习率是 3e-4, beta1 是 0.5, beta2 是 0.999\n", "def get_optimizer(net):\n", " optimizer = torch.optim.Adam(net.parameters(), lr=3e-4, betas=(0.5, 0.999))\n", " return optimizer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面我们开始训练一个这个简单的生成对抗网络" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:37:03.426140Z", "start_time": "2018-01-04T09:37:03.287554Z" }, "collapsed": true }, "outputs": [], "source": [ "def train_a_gan(D_net, G_net, D_optimizer, G_optimizer, discriminator_loss, generator_loss, show_every=250, \n", " noise_size=96, num_epochs=10):\n", " iter_count = 0\n", " for epoch in range(num_epochs):\n", " for x, _ in train_data:\n", " bs = x.shape[0]\n", " # 判别网络\n", " real_data = Variable(x).view(bs, -1).cuda() # 真实数据\n", " logits_real = D_net(real_data) # 判别网络得分\n", " \n", " sample_noise = (torch.rand(bs, noise_size) - 0.5) / 0.5 # -1 ~ 1 的均匀分布\n", " g_fake_seed = Variable(sample_noise).cuda()\n", " fake_images = G_net(g_fake_seed) # 生成的假的数据\n", " logits_fake = D_net(fake_images) # 判别网络得分\n", "\n", " d_total_error = discriminator_loss(logits_real, logits_fake) # 判别器的 loss\n", " D_optimizer.zero_grad()\n", " d_total_error.backward()\n", " D_optimizer.step() # 优化判别网络\n", " \n", " # 生成网络\n", " g_fake_seed = Variable(sample_noise).cuda()\n", " fake_images = G_net(g_fake_seed) # 生成的假的数据\n", "\n", " gen_logits_fake = D_net(fake_images)\n", " g_error = generator_loss(gen_logits_fake) # 生成网络的 loss\n", " G_optimizer.zero_grad()\n", " g_error.backward()\n", " G_optimizer.step() # 优化生成网络\n", "\n", " if (iter_count % show_every == 0):\n", " print('Iter: {}, D: {:.4}, G:{:.4}'.format(iter_count, d_total_error.data[0], g_error.data[0]))\n", " imgs_numpy = deprocess_img(fake_images.data.cpu().numpy())\n", " show_images(imgs_numpy[0:16])\n", " plt.show()\n", " print()\n", " iter_count += 1" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:38:56.363519Z", "start_time": "2018-01-04T09:37:03.776837Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iter: 0, D: 1.364, G:0.6648\n" ] }, { "data": { "image/png": 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In7VgPBQK1JdaaqmkkwQBJXkWMaHCtaW19MX3Jk6cmOKZtIlJRoMOOOCApDDn\nnXdeI6J4eC1Ek/rSSy/lxhEPEWpWFdT008QQ+lZbbbXsnwVMYELrpNaIWQ4LQO05onHjxiWtsxAd\nfUNoPOOMM1pQtBNPPLERUaRZhC5KN19//fX8bvVdXq5tkQmNpPukkG6++eZsFydGIKqeta2oh9jj\n+CVi5s0335xikSIO10Trd9111+zjpZde2iIUFLoos/zoo48y1NNP60XoQeTkpJQXK+Z57733cv6V\ndTptFCBov3VfPSXUNUeOHJmHaeg7AZaz/+Mf/1jT7Npq+yxZUzQbNUYtIAgKu/7666fQoBjB+3nQ\nTR6L11GIAGXXWmutLAZBkQgUrlGl3zwZNmDTw8yZM5My+wltedCy6RfUcD+0q3///ok4/oYaaYtS\nS+Og3BITmDt3bn6GwOXMZYzDpgTUjPe3ocXYlY8gQrPRN+diV61KIaEr4Wzw4MFJic2dsdNHwpFx\nUiqJ9cybNy9ZBtppcwwqbh4Id0osrTHhzC677JKhwY9//OOIKMp40X6IFlEUaUg3YRcQ8Wtf+1oy\nCGzGd5Ra+q5wEgpD+f79++d3MAD02Xjqh7JNm4KIedJf2223XaY3vbHDOEuvtdVqZK6ttnZiTSEz\nrw6RJeh5tLlz52bh/EknnRQRRZxBTBKHSLZDMPH3UUcdldvzeF4Hx4mvXFNBCE8rflWoMXTo0Iyz\nxaXiInHYKaeckv2DJv5GTJHq6tSpUzIJBRLSTLZNip0hJcZBGFtuueUSWcVT4nDagFI/CI4xQFPf\nf+edd3Lbns9gJ0oSpcwYBLZVEnIQ3a6++uoWAltEMe8KTSA1RmHcsJ3ddtut1XHB0FwfjBvkhmiK\nXZSX7rrrrrlpono0E/Gx/DZI4qm0pq2v1lvnzp0zVoaumI+xJFrRCpi57dOnTzIgAi9dw9tJILU2\nK3TBTLCwIUOGZNpOXK9ox8EGDv/4NKuRubba2ok1hcwUWWWW0IeK/Oabb6YHprwqVZQG4H2kG6SK\nqM0PPvhgohhvbSMCLwfNoQukspkBQkyePDnRjwLsb1CnbK6DJUA7BSbvv/9+Irx4SqG9saAOYyYH\nHXRQRBTI3a1bt2Q0mIbYTSxIVzCWmIaYStlpr1698iB48aR475OODYLYYn6IhbH06tUrGU71WGII\nac7cs3QYfUQsWg8KeiCvwwbMc3XbKj3A55SZvvHGG9kObTTWMgVlsxbNpVhVgcstt9ySyGt8pZ6q\n7I0W4O0rtnz++te/zvVUfccYxqGQRjYFYivSMaYHHXRQonR5s0tEwRTaajUy11ZbO7Gm8sy11Vbb\n/12rkbm22tqJ1Q9zbbW1E2sZPGitAAAgAElEQVRKALvtttsaEUVKSJqBcDN16tSU+4kWCiMIQYJ6\nRQPKOolda6yxRu6CIjwpvJBmkLxXB05Uk2xXF7zpppvmZ9QEK9VU333kkUe2KgWsluopQdx///2z\npNFJjUoBXV/hBJFQ4YcCgFVWWSWLYHxHGoMYpD9SY04xkRJSm7z00kuneCYlRfAp7TxrUQp48cUX\nNyKKFKF0izldaaWVUpxyH4UpShAVixgLu6qUJU6ePDm/S6w0N4RDxTZOq3Qtp5yYt4ginWbetcde\n6DFjxrQqyfU386EwY8aMGXk+mdSnexPWnKNGCJReJJhtttlmefqndascVYrPd/VPEUl1v/vTTz+d\n15L6M/7G9eyzz25TOWdTDzOVz3E+FruJ+ctf/pIPq8/opI3t8rPUPEothXSNNdbI19P4Sd391a9+\nFRFFxReHIe9NyTWBl112WVx99dURUdQeU9lVJJVNzpB6SVH1YL744otZl26DAkdjLNQpV6vYqJxb\nbrllPrwUXwvdxKsNdqCDOm9jaazGjh2bKinltbo9tGocJAVVTtNC/tOf/pRKrQeA8s1peyA5AnPt\nnuuuu24+EPLcPmu8OA/tVxFlAXsYRo0alXXParLlwcuHJDKVdpyJ/lmXI0aMyHVTfo1RRDHO5lCe\nn3P19y5duuTGCnX21qY9BurXVfOps6i+4nbAgAGZJ7fJRIYBMLbVappdW23txJpCZpVJ8rAoA6+z\n4oor5vYyHgnt4OVtWkejvNrE35dccsmka+gVNESzUVyVWvKfPocOPvbYY1mjfN5550VEUW+MhqoB\njiiO2OWR1Q0LBd5+++2sRqu+VM53MA25ZHReSPKHP/wh8+VQA7KpqELrIbAqLczDQX9LL710IgG2\nIq+pqkiNPPN3/ccc5EV79OiRW1vNVbWeHi1l6L8x2XjjjbMGGZpBQxVQcruupb3CBmO05JJLJmOB\nfmipwxOMW0RxfK4jreSBIWi/fv2yyky/MCE7u4Qg5tRYWbNrrLFG7oJS++3APrUP5hDbMzYQG9ub\nMmVKqx14WJx1jpF8mtXIXFtt7cSaQmaVMypvICXEOOKIIxJNxQR4PxRX3cLrE3d46MmTJ2f8pPaW\nRxYruZaKNF4dGvD6l19+eQoUKsG87H1xL46D7JgB1OJV+/TpkxviIXD11Tg2uovDjIfPzZo1K5Ge\nl1ZJVUVim9bFl9XXlWyxxRYpGIk11ZFDlaqpyNJewhxE7NChQ1bSGX/xv3YQtcTw0A+i/Pvf/87P\nQkS1y+7jO2qWoaPfrY/OnTvn2nB9h1Toa9kwD/MgVnfkz/e///18Za91QtCzjrEpGgCUx0DPOOOM\nvIZjkM0VFK/uuGLq2Okyb731Vqu93vqnJr6tViNzbbW1E2sKmaGNmIoHK9fO8sTUXTXJkBDaiQ9u\nvvnmiCgOdDv22GNzfzTPBN0olP5O7ndqhlff8HB33XVXxkV204hhoE/ZeHXmfpTLESNGJDp4rQtk\nE5tTqiGleFjN9kYbbZSKOhVT+k4/pJfUblN8qbe8+5w5c3JO3Ffdtvi2auJMLMbciSO/973vJTOS\nKjPf9AV11BgStiKFs9122yWqy0hIxWBX0Aez0A9za8dQx44dM4tC96BuL67+3Gcp0E5zoU+ccMIJ\nuSfdONJBKPzWHaaGTWJG3/zmN3N81eBDYuguq6De2iH8arPF5dOnT0/Ep38Y12ZfHNdUOefgwYMb\nEUW6AT2x6NdYY41M2UhnGBCT6wFk6J4BHDZsWA6yfKzvGkDnCqOuJpUIYSvhVlttlc7EBKJWRIXy\nyYfew0S0Id55UObPn58LnMOQe7QZBAU1WQr8/TzmmGNShEMlhQIcoIdDjho19nmbVHbfffcUrnxG\nO2x6OPDAA1vkKH/0ox81Igoaztmh/FtttVU+AOZODlteFoV2b87W51ZbbbW8rrkkaHlgpGEsWM5E\n3+WSu3XrlmuE0+OQzP+dd96ZfTzuuONa1EJUz8beaqutsg2cqg01AIZ4KYzTF0dcffnLX865ESZy\nZMKFajjJbBGWCly4cGEChPsAFc/SIYccUh8bVFttnyVrimaj1VI/EBkKzZo1KwUO1IHXtsEanVbY\ngY6oernyyivz/1Bi9AqVcQ/bKxVMSHtA8GOOOSY/gyqq/lmcQETMUHllu55jaTp27Nji3cgRBXqh\naq6BmmMNPPFhhx2WzAYlVvFWFT6gmbcxor9o+Lx58xLxXYswQ0SrpqZ8HjMhYqH0H330UaK8+SYe\nare5lJIiZhFITz311KTXaLzN/FJoVeSE4Oa2nEITEkA742McyuYYH0UrEJ+I1q1bt0R06xejEBJh\nnOg8JijMufnmm1Pw8n/mX5v0xzhjmcRPTKFv377J9q688sqIKNiekKOtViNzbbW1E2sKmYk9NslX\nzwQeO3Zs1pdKF6nJVmbn7GMxrJ/ihddeey29l5RI9d1S7ie24YWli6DTNttsk6WeUF7bCTFl4739\nJPhgF506dco4UVyJlUBkqRWopXzV2xAHDhyYQpeCGWNDTHF/sTF2AQEhyp133tnqGF5o/klpDd91\n/BEUgHqbbbZZpnWINUcddVREFO+cVrRijqulrUcccUQyE2+hNGeOeHIkj7Qf3QAK+3737t1TwzDW\n+ry4klXXUTwiBSTu7tChQ4q09Btlquq5CVD0B/fDALfeeussIMHQ9I9uwxR+iMchOLHrvffeS7aE\nkbqmuWqr1chcW23txJp69MWZPBWPKe0zZMiQjOugCxSCsuUjdSOKN+t5a97777+fGze8v9gRP1Cc\nV4cmlFiIIh5bccUV0zOLHcVHfucpIwoEdhSQ9JPE/+mnn56KM1YAoRUwGBOqtvJWSD158uRED7Gy\nmJTKKubHAiCysTOm++yzTyrMxshcYCd0BMb7K1Ch/NsAsPzyy2fcqVgCCmE3+o5R2LQivbTMMsuk\n8kurKBelRBRz5KfY2phAp/nz56eq7JqKiBT3lE0WhUJtjShi2n///RPxjK/1Bl2tI/+PTVjbPXv2\nzLYoRpFi1T9aAJZpPSgRZv37988DMWVtjjzyyIgonpm2Wo3MtdXWTqypPPOwYcNafJgiTcGbMWNG\nxlGQqpoHpVKKpSTzKdWrr756elNMgLcWDyo8gZjUZjll3rBTp04Zx0Fgnls7L7zwwlZ7Yd3PAW9i\n9Y8++iiT//5W3WNMAYaucqL6t+GGG6aH106fofRiK2J26roMAWT/97//nRs9oIo417yOHDmyRY7y\nzDPPbEQU84FBUXhfeeWVZB8KL8SSPkOZl1PFLLRv7ty5icS2cfq9uh70RV5ZdkAxyezZs5PFUZtt\ncsDUjjnmmOyjN5X6vnhYBmbjjTdOpZ+uUD0wUA0BDQbaKvzp0qVLMjx5ZnEvRMZ0jFE1iyMunzBh\nQm7OoIxrjzLP0047rc4z11bbZ8maipmpymIYXpRC3bt379weKa4Td1EexUgK0nlOsdW3v/3t9LjU\nS+gtrhajQX8qI4Ygjn3++eczdhTnye9RTcvGm1I7Key+s8oqq+RGDexAxRLPrL9iJAgkL3nDDTfk\n/5VP04gocpMHH3xwRBTjXN1eCd3WXXfdjO+qB6krAa2az8ul6kf54AEKd/WFBVgO9MeuxO2Y0+c/\n//lWB+M78MD4VCvWrA/ohx0MGjQo20wbgX5QvWzWAiZkjVp3hx56aObAbXnFNIwB3UNNAt3Dulpz\nzTVbbc4ol8NGFGvH59wDE5IJ2mOPPfIzxkCsvrj+/Terkbm22tqJNYXMqoUcUiCGURV1/PHHZ9zE\nM1GexQE8L28kD2cD+rLLLpuxg0PHFd3L4YoTtQdyyH/ylu+//35+BorLLYpXyybmdj+5wMMOOywi\nFh0n40gZsbfYFEKLifSPIg45zz333FQ0oShUF1dBBHG+eNJ2Umjz9NNPJwK5LxRb3Ivxyp9T8eWe\nlOEJEyakKm0cIa5xprJSX/URQs+cOTOPJ8KW1IpDJCq6+nf1ANgHBJs3b14io62i1Hbqf9l8zzxB\nYWMc0Xq7qjbSSrQNe4Tg8uy9e/fOz8oWULyxSn/HMKw3/aWbfPTRR7lGMU8xvfFuq9XIXFtt7cSa\nQmbexdY99dQqsHbfffeMs+REeUR1pjwwb87rilMef/zxVIbl8KiM1D21yg5H4KkxBTHf22+/nflF\nsa6qKshUNkioPyreeNevf/3rqcb7KV8rrtVf/6+trr3iiismMmgvFVsdL0aAgVA+VRFB9KWWWirj\nZ9egsvtM1fTFK1Sp8bY17rjjjom4/qa6zVE32kdlhuDi0o4dO7aqL/aCPiio7ll+XI6fwozRPfPM\nM4l+YnQ7kRwfpM8RRe7bywddFyP8zW9+k/qJe/u+37FLbAvLKr/S2PxCazvrrGO1CtiiWgGqumvP\nnTs3c//Gxnhau47g+jSrkbm22tqJNYXMPIe8K5NnXGmllVLptCmbB6LQUb6pmTybF5p16dIlvRzU\nhnbUPijk+F7VQtQ/1542bVoecUSJ5VG1U5wSUVQwQQXITBPYbrvtMgesgozCKc6hRKtRV1etqucb\n3/hGxo80AbGwfuuPWJm3p4hjIn379s0+Gz9oiRlVrfqyeEgolv3444+TXWFIrgl5jZPKJTlk115i\niSVyriAjFdt8Q0qaCXSEYHSZ1VZbLRFRdZu2a2fZoKp4GLtxvwkTJiRqQnprkmF82IX1ILvwz3/+\nM9kihmGtONrZd42ZNWwvu3HfYYcdMvZXv2/cm33ZelNFI4cffngjIlptA7TN76233srCeY0l/KDV\ntup5yAkBJu+JJ56IPfbYIyKKh1LKiPzvQbK43cPBA07rnDBhQhY6mGTfRV1eeOGFTMjfdNNNjYii\nWF56p7xVznZMIQdhDa21oBUVWOgm88UXX0wqqODA4iTeoHvuZY4sdIUpCxYsyOII401cs5Hiqaee\nalFwcPrppzciinQfJ0sYu+aaazJdVT0nnWNC7YUqUkUeoP/85z/5EBl3hxF4qC12oZRFT1wzl126\ndEmqTlQ1ftbSNddck3287LLLGhGF4/fT2M6ePTvpuRSnlxEYSyFTdYOHYpW77747Cz2Mjc0m5sHv\n+u25UAgkLdm5c+d0vOZOARBAmD59el00UlttnyVrCpk32GCDRkRxNjCELr9Plvfi+aV70EFUkhes\nvr2+U6dOiYSQizAE3XhW0j0KBcEJRtOmTUvPrJgANSwVmKTXO/vss1uUc0Io11999dXTw2MJ0jEE\nJVvvUDifK58TXhU4MBGICxEJULy9dqGdt956ayKZMTEX0kknnHBCC6++ySabNCKK4gYpQz+XX375\nvKb5xW6UqKL5kMR4a+ett96a2zv1UQqMuOYa+kIEKgtDEYtCDWsHWks7SWOV+3jIIYc0Ioo5M//Q\ndtCgQckGrVXrDOIL3/QbymIZL774YhZHGXcbLzA0WzjNKcGUAKao5qmnnkpWIiQhdOr3vvvuWyNz\nbbV9lqwpZD711FMbEUVZnRM3bY2bO3duFjQQyZRp8kg24Csq8F2iyj/+8Y8sGoFqZXEmokBzohYv\nLHYXy48cOTKPfNEeYg7B6O67706v9+1vf7sRUQhsUkg2QrzwwgsZ82k/hHFvsTJ2AU0Vd7zyyisp\nlmEaYvPqe6wc9CZWhmK0hHfffTcRGKIZM8f0lDWBiIJ9iMu0H4IsXLgwEcFGFjEyoUa8C6khJOvT\np0/qDtKJCiMIkoRI4yhdBO2lwZ5++un8rL5hZFJWH3zwQfbxxBNPbEQUOoPrYwqPP/54MiFtUoxE\nu9Bm/TW21t8jjzzSSqMQ95r36nntWKN2EIhPOOGEPDBDW8XydIe2vjiuRubaamsn1lRqiqfgKcUF\nPMull16aaCbu44EkzxUcQGLFFGK9CRMmJBKLt6SPpCbELuITZXdQE1IPGzasVYpIAYCYvWzifNcT\nM4mHllpqqWwDz08F1ibFF/otvQAB+/Tpkxvnq8fzVo+PEUPpJ2/vmuPGjcuCDuPoPg7fq5oYUqzn\nWt6See211+YRRObIGxRL2yojoihzpS2wUaNGJXqKp7EMCIZdMHNsHWAyq6yySh7xJO617mxHLRvG\ngeW4nzh7ySWXzDETOxtfuo11x6xlce7yyy+fcyi2x57MGaZmXVDG/T8UPvzww1NPESubk8WVq/43\nq5G5ttraiTWFzOIEcS7F9vTTT4+IRYfXKdeUV+PteHWeDBqJe6HxzJkzM7HuGrw4z2XDt3ZQpiEp\nL9mjR4/MhVIsbcVzrG3ZoBWUcOiB4o3dd98940XoJP5V9CDPLOcqrhRvvfvuu9leZaOOR5I3xQwU\n/Ou3LXo0i8GDByfyOXRPuSqEqJoYG1JCDoxl5513zjjfNdQIUHuNswyBOFB5b9euXVuViTrY0YYE\nyC0boK/6qEBjww03zPsp9KHEO/igbPSGG2+8MSKKMl4beebOnZvs0fqVC6ZQU5cheDXenTJlSqKm\n43EVE/lO9cglzMdBE8Z26NChuY7l3BUTLe5dWv/NamSurbZ2Yk0hM49mi54cMiRbZ5110nvzmg4B\noERWYw0KIi+03nrrZawGkcXq4h/oRwHlMeVKxfQPPPBAKpPiEEfgiEvLRgHmdW1Xg9jf+973Ml+I\nScjJQl5b7iAddZsiPn369PT0DhsUJ0JVaqacrHdoGUP9HT9+fIv3PkcU2/WgedUgnnuqiHOvjz/+\nOBVnMb08v/+n9sv7Yi76uNRSSyV7Mq8YCkSWVdAX6OgeEHrChAl5LVV7Do+gjZQ3Iqi4EztbSxhj\n7969U+eQ4XAd60Z5p9LT6kGLvXv3TkZkfVWPWFYyCoG1A1Okcp9yyil5cIFKNFVlYnTX/DSrkbm2\n2tqJNZVn/uMf/9iIKFRlnoT3Peecc7J6RmzEI1KKHePj0DSembq3xRZb5Hfl8NTGQlXfEe9BBnGg\ne/Xu3TvjfJ6fmi4+ufrqqzOHd8QRRzQiilgcernf1KlTs+heG91TjOyz1Ev/D106dOiQeXLXoEBj\nM9RUW01/8YtfRERRRw0Rl19++dQkoDYVneJbzqNHROy1116NiILtGFu57ilTpiRC0TOgf7UG2/+r\nC6B6L7/88slqxNty1RR52QXtoEyLLctrwJjqoznFDG+66abs49FHH93iwEJtxnr+9Kc/ZdZADT9V\nXu2BfL45dD8IOnny5JxP7TQ32uj+2k4P0V8vkNtll10ywwCtMTbP0qOPPlrnmWur7bNkTcXMkIr3\n5P3LR6JUj2Sp7oCy80WNs9jykEMOiYhFKC+uhtZiBj95SAePi6GowtDyhhtuyLwebwuhF5dnli+l\nhovreObbb789/y3m53khkViPh3ZNlUH77bdfspVqfOd3OXnxOeVdnhUCzp49O//PNaE81KyauRK7\nVnPEf/3rX1PH8FONtjGkWldfOlCOD823a0Ak31FxZmcYbcH3vD/71VdfzbGkA7jP4vqIpakg87t5\nv+OOOzLOxXjoBbYzWj8qxCC039daa61kVximNkJZtQmq6LAd+xr83q1bt2Q2MiJq9yn8bbUamWur\nrZ1YU8jMI8r3QT2osOOOOybP50UpgmqzxYVUVLuNxAvTp09P76wKSKUOT8xziQ8htlhZvnC55ZZL\nFVuNOFQT85RNf+gIvK287mGHHZZIBjnkwo0BlFUfTjWH3FdeeWUyDkq4+1VfYi6HSeHFjNxjzJgx\nqarbAy3OFcNVTf7TmBozcztw4MBkH2qSxeWyCVBVux0GWM42QDPVgdYMRZj2AEF9Vx8xtzFjxiRq\nQz1MYXHsSh4dIpfHXVtpPNWXyVuDxgL7Mt4Y4LbbbpsZCTuvsCg6D2VfBaLvmlsK/HnnnZcM0HdU\npGGobbUamWurrZ1YU8hM+YQGjEdbdtll02vi++paoZH4hDeUj4OYvXr1yryuah6eHyJTscXnvLx7\n+/911103kYryDiEWF49ADXlFnhvKvvbaa9n+YcOGRUSBTrQBLzXDPCCEXOZWW22VugETV8ovup88\nKE8NtexIKh8r47tieKhaNTGeegCxvEqs5557LlHHsU32aKvZFqdDbGhjTHfZZZdsOwYAefXdvOib\nGBLD0c6BAwcmylOmXWtxc2gtygRUa9cnTZqUbRL30m0cFEhxdx/r3uGMr776aq7b6utmKOyurWYA\nexQfl19lXK1dMBc0irZaU6mpk046qRFRlDIqXkdLJk6cmKWKKIqiEcUMHhTUxSAot9txxx1za6V0\nRTXd41xrFBbdsgidBHn//ffnkUL+pr+2Yn71q19N2f+qq65qRBQLoVpO+fTTTye1V8ZZ3hAQUTxU\nqKpFKp03YMCATNdIB3FWthJKTQk3LCb00APRpUuXFHMUjRCatKd6OMFBBx3UYgskai/EmDRpUjoT\nfdE+4hq66yEW1ghl1l577ZxvBSZEPWGJvkoTcVRoq3Vx//33ZzjioRMqEAb32muv7OOkSZMa5fEw\nxoo6tt566wzXPPjaYnOKUJHTEubo3/Tp09OxEW6dBVctZwZaxDP9FRZNnDgxy0qVhFbDvTPPPLNO\nTdVW22fJmkLmp556qhFRUElIUT4sD/0gBKAT0M2BZjwl5OQtl1566XxPFe+FVhJTUEhCjPJSZY8o\nTkThdZXR2U6HXl588cXp9a6//vpGRFEML0UBeWbNmpUFJdqIiikB1A9I4/6Es8mTJ6dXtzkC5XRt\nlNx3sB2eGy07+uijW20CQOsh8w9/+MMWXv2SSy5pREQe2oDKQZBlllkm6TMkRP+gfvXwBAhnPp59\n9tmcO0wMm6oWVxjHQw89NCKKt1YQTDt06JBzpU+YijDjsMMOyz7++c9/bnEoIxGJYHnfffflZhkH\nQmJ4Qj2s0n2UVRrjOXPmtHq/NIHLWEkB2rSiEIRAJ3XVsWPHZJxQW989Q1tvvXWNzLXV9lmypgQw\nsVz1vGQx8913350H9hEGSPDEAx4MqhN/oPvXv/71LAoRZ5x22mkRUQhDYjciCfQnfJH6t9tuu0y9\nQDnlnIvb+I0lEMsc/ytmevvtt9Pj+4wYSSGN7WuQmeCmZLBXr16JKFiMtkAg6MrrV98bZRvnOuus\nk94bexDnalfVpOTEskRDsf2bb77Z6q2HEBiL026luYRCQuSRRx6ZhTcKeawHc1s92LF6dHF5TMTo\nGBckc5ywsY0oxCNnkyssEu+uuuqqKc5BWmNCa1HIUj3yx+877bRTshYskcAF3W0PxbYY5MbgVlpp\npewfvUChifsR0T7NamSurbZ2Yk0hszSTOBFCikfHjh2bqKNckFSviB2a2yzAO0r5/OEPf0iEotSK\nq6R7oKx7aRfVEzqtvPLKie6uiSFAjrJJ2osnKdKsY8eOmbZwPVvbFMdQYcXm4mIINX78+FT4xY/S\ndgooxNB+p2qL9bT9pZdeSkTTHvEfdlI1m+VtF9VeaDdv3rx8s4LYXfkm3UO7HfgAbTCKe++9t9VR\nR9WCD0o0pIZwlHqo1Llz51SvMQNKMS2hbFgiRibupas88MADOWbWLZZ1wAEHtOgPDcYWUOXL119/\nfa4NY2L8zY3PKpLSHlkEm4b69u2b6xezNL6fVJL7SVYjc221tRNrSs2urbba/u9ajcy11dZOrH6Y\na6utnVhTAtidd97ZiCjSCmR3NdPrrrtupg8IQIQYYs7xxx8fEYVQQfAghE2ePDkFCMKXmlxlnlJR\n0j7EFoINAeGee+5JkU5RBMFFm08//fRMyN91112NiIjbbrstIop0inTH9ttvn0UI0jGEDeegqdlW\n9klYkoL517/+lWkMJ5QSA42dU0GdTiHlQ2Aqn71GOFICqPCA0FguqIiIOPbYYxvlPmk30W2NNdbI\n8STWSE0pO5QqcYqolKEdcB9//HGmV4hU1gxBiKj129/+tsV4EfkIogsWLEhRyRqxPszTSSedlH0c\nMWJEI6IQQQlwCj969eqV/dAve9AJYdauMZK2I7BOmTIl+0yMdR/CmLWjrLW6Q87YPfnkk9lWxViK\nVqTVrrrqqjYVjTQVM996662NiEKx87CZoIsuuijzrXJ3itpVQqnnlcO0WV2lzD777JOLxd8sKvle\nlVAWgM/JVXtI+vXrlyqjWl1KrTzh8OHDc6AuvPDCFoOh7pr6efbZZ6dT8rBYCNpGpZXn5UT095VX\nXskjizgnC80DoBbagyBnKScv/3zZZZflYrn88ssjosgi2Kxy7733tlgI9913XyOiUOHd28aLI488\nMuuNPTQOAVSrzBlZkBY7J7DqqqtmX6oZAU7cvPjJ3EMNwfrrr5/KNlVdDtnvu+22W/bxzDPPbEQU\nGReOktOaMWNGq22g1o81ar6Ns2yCtd29e/c89kee31oxrn5SpDlb4KKKbvr06QkMxs+4G99f/vKX\ndQVYbbV9lqwpmg0x1QbL4fGu3bt3Ty8DgaGqzebya9CTd1X588ILLySttiVN1RbU4TlVl6nzRpt4\ny+uuuy5pPnrtfnLKZcMmtF0lELqz3XbbJU1yDxQYOumn/tiCp9/du3dPb63dtsWp31VpVz1oTm5Y\njfSuu+6aiCzfCV0Wd0B8REGn5X3RQ7TwuOOOy+tDkfLrUCOKcEaYpZYb0o0bNy7Xhuo1edeLLroo\nIoqqKvQT0mmfdfPxxx9n6KDiTBWhEEMOOaKYO/OAtmM5d911VyKu+cbofAcSGxOvo1UhuMEGGyTj\nkmvHJKrrwTxYw3LJwryPPvqoVV5ZexZXC/HfrEbm2mprJ9YUMgv6xT0QEsIMGDAgEQmKqOMVp/BI\nvJ7fbe7v2LFjxgpMnMqbQ2zVTAQhu5EIJZdcckke5AaRtd2unrKpxBI/qswhmJx88snZLwfw2+EC\nLYgmvgMp7Oe96aabsrYd8ntNDbRX+ebIGWhbrT3v0KFD1vM6WAF6QvuqYUTYFN0Dczn55JNzrIh7\nmBL0IRCJ7dRIexXNqFGjsrLMtegDYuhrrrkmIgrtAcJBYfXhV1xxRbaViGieFvf6FroCJqAizjro\n27dvq6OdMAr6AYGVMIoHYmEAACAASURBVGXMMJYnnngi1xjDDuwcs+ffesGEMBXrZsqUKckIrCnm\nvm21Gplrq62dWFPIDH0gJVTF9ddaa63c4SSeFTNAU6jHC1VrcYcOHZrKNs8Esaq14eIWHpX3VY/9\n+OOPt9qhxCMu7jA4cY378qJqdjt16pSeVuxMzdZPu3PEouqIqcvHH398MgiqNvRybSk3O3B8zgvT\nXPuSSy7J8cMAoCcUqRq9A4JBEnFwly5dkr2I2cR0dmZR7rEQe3MxDXFjRIFYWFz1ED0qsHFzMD3E\n/trXvpYITLl3P2ykbA7wk0KErlhdnz59coz8hNSyCJiAtlo7GOCuu+6a442dYAvWm2uq/3YIvxNn\npB1XXnnlZF7Sd+bE0b9ttf/V+5ndtPru2YkTJ8aRRx4ZEYVYgOboLNFCBzgE1GaZZZbJ84OJIaiZ\na3mLgEWPahIqpE46duyYFIoggeJeffXVrfonFED1CD/o4zbbbJOby33GwhcaEH5MtkUrrHjvvfeS\ngqJi+qUfxKzq2dzSPfLQG264YauCfkce2SZZNTScc3GsDur81ltv5TgQgghFHjAPiKOTPFQOFlhy\nySXz4eWkPWSciIdYOMI5yh1zHHfeeWc6GqGAt476WTbzQHB0fQ/o2LFj06Hrs7nUH8IeZ+Z3jvPl\nl1/ONgES4y0kESpZf9qqzsL4bLjhhulUOGunwQItGz4+zWqaXVtt7cSaQmbUBTKgU+jW888/n2gJ\nbYgoKAxhhpdXoECMuOuuu9ITEkWqYhMk8MZF10C/oO6QIUOSNWARhDa0TjFBRLE9D3ISmtxv9913\nT7HP5nkhADYA8YQTQhPs4u9//3tST2MAgaGHwhOhAATBCtD/F154IavGFD4Ib8pUt2xSQIpnMCPX\n6dmzZ6Ikem08jA8ksSXV/BvrZ555JumlNJA+mQchEUYhNGIEslVWWSXFQ0zGtR3vhF1EFMzIGsUA\nofq7776b6Gk9CxOlsYQ1mCiGYvzvvvvuHBufMSYYBWFRutFBFxAZG3j++efz/xylJIzBZttqNTLX\nVls7sabKOU855ZRGRBEPSuLzXG+88UaKR4QW15dWETuJu8SHjnLZd999M66CzOJdqSiemqgB9XhJ\nQtmkSZOyKEENsPph3nDAgAFZKnfqqac2IopY3ZsKxc4PPPBAsgN9hgpnnnlmi9+Z/hO5Fi5cmB4e\nGkETSE3gMjaQg6hi7Dp37pzMwLuUIaDPfuc732lRCnjaaae1mEMIY2yXW265RGDzgIUQgpQmKln0\n/iRous4662Rsbr7Ff5iAdIwUFGbguFvj+84776TOUmUR+rrHHnu0OtBPMY01SlSaPHlyq3pt1zPO\n1i5WKe5WaLTmmmvmHBgLwhdmSvDVD/OBDWCGvXr1StagKMuYEf6GDh1al3PWVttnyZqKmZm4gLeD\nSvvvv3+rIgSlfryN2ALqQF8Ic+mll2ZKRmpAnC0u5OV5Oco5TyauXXPNNVOhdKSsEkkIW07+Qxpx\nJ08tvjvggAMSAaEW9VScAwko7uIg8e9jjz2WzEK/eHnXxGLE35iGONjmgS5dumRqTFGG/ul31Wza\n8BM6KWrYZJNNWu2Gw1D8hD5iOohtLO+999482la6jzJsgwG0cyQPZmaDijTQ+++/nxqBmHmvvfaK\niOKtiWVz5JNx0BepoA022CA1GOMJNatFKfpjHGyEGDt2bL5E4aCDDoqIIp6mYpfLUSOKFKbMgLU8\nd+7cnE9prup7y9pqNTLXVls7saZi5ttuu63FXlEeU7zw4YcfJrqIB6na4hAeynd4O4ppp06dMvbi\nXavvHLZ5Adry6lBQzu+xxx5rVb4oxoFI5b2i4knxNHVWkf7bb7+dbRBPiT0hG6SRXxQHO8D/2Wef\nzTGiYmMgvDiNADrJZWuP1+Y8+OCDGc/z6lCHilvdC3vUUUc1ymOJUUCUW265JXPj5g77MHe0CciB\n0Yhtt9xyy8wAQCDrTJwL7SA4tRfrk0l44IEHUvfQJ9e2l/iCCy7IPt50002NiILd6CfkHDt2bK5F\n5nfFStqAPdoCil0uvfTSeW9jhHFCc3NqLjFQ6j6t4o033sg5tIbMt7kcOXJkHTPXVttnyZqKmR1T\nK7ZQBUOZW2+99dLz8J6UZmjKc1EQHVHL6x9//PGJenK00FtOkgdTFsn7QifMYYkllkjvCu3lRFVk\nlQ1S8rJQRCne5z//+Yx3aQH6oeLImOg3ZVgVWZcuXRKVoJWco6oov1NdVQRBF3HnWmutlV7d+PmO\nz1SNzkF3oAHI2Q8ZMiTnCiPRTio/lgGdVG35/Lx58xKRtV2MLM9MB/BaH/ErxlbepkizgFhi5sVt\nEVQRB8WxGGzizDPPzHZri7UqvjZn1GXMwBgPHDgw0VxGxSkwmA5kFg9DdfOjLmGZZZZJ9ua+5k5G\noK1WI3NttbUTawqZKdRytVRNyvCll16aai7P6EABnlallyJysTVv/8EHHyT68d7iqSuvvDIiCk8J\n/aCiY4R4yR/84Ad5+LxcKYRY3OtpVBaJcxwKwLtPnTo1N07oD1bA44objY0KIMxg6623zvp1G1bE\n9b4DbcWNELu6vfRLX/pSqtLQyu+fdDiBuFDfvHvZ62ruuOOOfImb+2Aqxrdaj67d6sLffffd1ECM\nt3wr5RtD8EIACrKxsE569OiRr/tVmSULQCMpG2aksu/GG2+MiOKVwddcc01W4GF8GAXtBUODphAS\ngq6zzjqJovohzvaKG2uURqNd1ra1vPHGG2cGyHrw7Lh/W61G5tpqayfWFDJDI8gizhE3DB06NNGU\nIiq24N2hjvppW954o+7du6eXlhuErtRzMZQ4iKd1LzXaDz30UKuDDSDp4l6spgaaeqlWV6y49957\nZ4zJI9MLxKBYCm9u1xCF/ayzzkq0ElfSIOyaUTftd0o8JkJ5fvjhh3OcfcbYVQ94YAcffHCLMcK2\n9PHkk09OZkN1d20KsXFREeVwAsrupEmT8rP0DWjv9+rL4f0/hDMmf/rTnzImd03swv3Kpq1eC0RH\nMdYHH3xwnvxpd5g2yBZAVdoNRmCssZ+IIivyi1/8IiIKduL/q7vnMCZI/dJLL2U1nF1zWKvYWYbk\n06xG5tpqayfWFDKfeOKJEVEgpfhQTLfEEkukeilHav8wL2ovNJQXn4gtpk6dmkoxb66uWb4ZqvBu\nVVWYGturV69so73AvK64uGzVM74ZtfOtt95KD8+LV4+L8QJvx7JCufKxxGJMKGIMHOQn32wzPsNu\nVLhtscUWiawqvqC2a1TNmIl7MQro0LNnz8xaQBN9FEOLP8W1+l5Wnam1UE+8X60z0HdZAZv3xbNL\nL710orZdUtjd4naG2S0lnqZcu8YKK6yQSFc9Ytd+ZcxIxZu2afv8+fOTgdJ6rD3rzbxX6+lpFcZ/\nueWWy+862MPaqb7K99Psf3XSiEXlpgaqc+fO+ZAoc0PFUDPJcgOk4KC83cxgmwgpItsKiQg2B9hE\nQVQgqv385z9PB2TQLUj0t2wWCTpHtEGLe/XqldcmeKHdaDTH4juomgW/xhprZPqC8/BQW1xO7PBw\nWxjf/e53I6IQ/B5++OEMLSwIDtCCrJpF5QH1MFuc48aNy8PYOaDqSwGsg6oghbbeddddrc7t4mw8\nMA4yqIYS3n8NMBYsWJBpHk5WCMHZWWsRhaOxdqrbN2fMmJGgYIOLcMJYaguRlDPnoB599NEU7syZ\nsTJG1oNQ0TPjoH2gN2bMmGyjdW/dVc8E+zSraXZttbUTawqZeQqoA+V494ULF2YahwDAu/FkrgFt\neEG0fNq0aUlBUHMbDrzJwBstINX3v//9iIi4+OKLI6KgwL17904kVbThkARpqLJBQkKENBRbsGBB\nUnwiDKrHm0JdBS1CBMUyTzzxRFJI3tmGEWk86MLrE0K0BzL17ds3r0/AgjrQpmo+J6zRzvLre4iD\nxCMGTYVI5tK4obgDBw7McUC9rRXIfP7550dEETKh3Qo1MLknn3wyv1s9HspBE2WrHuwAkdHd1VZb\nLbepEkWZeYGy+mlMhX8DBw7MNYaV+C6abfMPJMYEiatC00ajkXNlfRMUfaatViNzbbW1E2sKmXko\nxQNQT6w5YcKERGIeyt+kIngb8QcvCI3feeedRDGiSTW95bu2GRIwbKMkCs2ZMydL9nh68bB4m0AX\nUcSRrqeAwf2mTJmSHlfKAUIrteShaQdEIsLfwIEDMwWmP9oITWzj46HFXZCaB7/88suzzQofbPAg\nJFVN7E4gwpjK2x7NK3Yl3SV2hq6Q21j4XpcuXbLQB1Lqv+2t4lUMgd5BSzF+yy67bIp21hBGgEFA\nv3L/pfHE8eLuRqORqaXqZiDsxPrGgIh02MasWbNy3iG+El1tdTgBZqLMFBNVEHL44YfnYZbmH2PD\nBKzdT7MamWurrZ1YU8hsyyF0EuPZcD1jxoyMHammYkqeCcqJkZUhQrDp06cnykjuQ+3qu6CgION9\nxcWrrbZaohrGwPtKc5RNm8U30jxQ5J577klFXZE/pIFWUBYyQU5I89JLL+U53OJDZYLG1ZhAIgop\npuIeW221VeoJkBWK2lpYNfEidV+Zqf5MnDgx01qQwTh4lxdG4XOYlG1+c+fOzX5Dt/JRtxEFk7AR\nQcxs+ymlv1u3bpkRgHqyKFC3bNgLxLfOqMujRo3Ka2sbtmacITetwpqxDsaPH59MTAkoHQmrw1qs\nM6heLY6ZNGlSMjXr2d9ketpqNTLXVls7saaQWcEF78frldFAfo/SLBeojI23EXNQKiF4x44d01uL\nlcVEPD+ExgJsEvB3R9WsvfbaGbt4HzMPKlYsm/y13LFNIzz38OHDczskNIJS1RJDqOH/Ff6//vrr\niazyxVRZBQViJEgo7oT+UP9LX/pSFnv85je/afGTyl0142EMbQmFvnvuuWf+nz44hF3+u/oOKkUs\n1N/NN9885wLrwJZoKf4f2zAv2JEjgvr375/xvaORHK2M4ZTNvBhbfaC4l8uFMU3xrsIi6rL7qpUo\nv5caOzQG+q790F9MrS6BhmQdbbbZZskAzL/S0Go24dOsRubaamsn1hQy22ABDaCSOGD69OlZxWJr\nndwjj+xY1ur7jcUvL7/8chx77LEtrsvziztUE4m7sAFxt/Y99thjiQDaDtUWV7wuJlKlJlbyapHx\n48dnjluFEs8LeR2GQPm14UJ+d6mllmpVwuoa3voodlaVpTy1XIkWsSgHK1b22hOH3KsIq5pSUvEn\nRMFGNtlkk2Qo4lubFoy7eFE+3Hzp17Rp0zJrUd0MQcWtHr+E7ZlTiD1y5Mj8rHlQM2DtlN+rpT9y\nyP5Gd/nKV76Sir54VvbDOqoeClF90cCmm26an6GeGzMqunsoAYXIxoOmcNttt+Xat31S27HWtlqN\nzLXV1k7sf/V+ZhVfvLvY5YUXXkhPxROJe6m5Nqer2lLnyyOvt956+R3bIyE0lVksYbuhHCVkFR/3\n7t070c+WS/W9UKRs0M0RrnK1YrQXX3wxq7DEr9RXlVR+pw1ou3EZNGhQem2Iq/bXNaG8QnushpZg\n/GfOnJnxn36K6z7Jq4vh6R/aaT6eeOKJREKahPoC7YA+Yk7qLyaz8sortzraqXoEsxi6+sbJyy67\nrMW4vfXWW7nOxKfqzs07thdRvIBQvbPfVWzNnj0716b1LNNRPfQAY8JQjFnfvn1zDLTT0buYGfZk\n34DqOWPp3v3790/1+qKLLoqI4qhnmQqa0KdZjcy11dZOrClkpniKgymnvN+NN94Yw4YNi4gCPSEy\nhZT3hihQQCzVaDRSifV/4i+qI1VTTMP777vvvhFR5Ou23XbbZALf+MY3IqLInS5uC6RYUDyvX1Dl\n9ttvzyOTVJ/ZYSROt2vKNcTK2MvHH3+cucif//znEVEwCgitMokXF1dCQqgwf/78vL4aZ6j9SYfg\nYwXyzTIS4rT77rsvY8ey9hDR8vikiCIPKy6kJPfu3TtZBQSyZsT45q569A/l3hwOHTo0kXinnXaK\niGKr4OLYFY3E+jPWmN9DDz2UlVbYQLUmwtqEmNpC5e7atWuuDWPkfmJp/aBFWPfGEINbb731UgtQ\njVjdRddWq5G5ttraiTWFzDyhumYxnhjkxz/+cSKeWKJ6OLjYEWLKYVJ/N9100/TevJsYmmfkscRF\nDs0TY4ilTz755EREsVk1Z1i2aj2t+5VjJvlP7RZHVg+2Nzb6At3feOONzF9DAjvI9Mt3xO7GCoJD\n13nz5iUiiIUp4PLIVTMOct0QBpKec845qfJiCtAGylH77UhSTWbcJkyYkOsA28GerBVH+0J9aG8d\nHH744RGxSDdxDe2g1KsEK5vPULWxGGO4zTbbZN0AtJSTNiZqEOxwsnatw8mTJyeaG3/rHTOzHqx/\nO76sJdmV4cOHJ9PEAGgQ1UMyPs1qZK6ttnZi/ys1m6cSW/GuK664Ynozh5KVj/CJKHbiQB/7WsXa\nXbt2zRwuBdBnyy9Mi2j9gmtxqnztPvvsk96UMsljip3LZhcORFQbDunHjx+fsY6ct7w1pKEiiyfl\nyNVb9+3bN8fAdSGefc1+qmRzfA2PbTfXiiuumIhmDGgQ5qpq9nH7nms7NeS5555LdgGh1LdDMlkF\nVU4Ufru8xowZkxVgcrRUbOzJNdTTQyeIpy59jz32SH0Cq6iyv7JV217NiAwaNChZleyFvL71pmoR\nM8TmIOX666+f81xdT2JozwZmQJG3nwHz2HzzzbPP+uc7GFtbral3TR144IGNiEIssVWsXN7p/wgr\nFll1u5nJRovQxAEDBuQJh0QaA2SifBc9QsMIZj5/xhlnJAW0bfDAAw+MiGLgTj755HyPz/DhwxsR\nRShg8ogYU6dOzf4wRSEop7FB8/SBY5g6dWouBIUGKBgxy+LxAHCEfufEpk2blhs/pED0nYjy61//\nusV7is4+++wW79PiKM3D1KlTk3JbTEpxja/SSHRbOsYZ1fPmzUtRx8NcPUHVeGmH+fB3qbL77rsv\nwyn3tcYUwNx8883Zx2233bYRUYhJxFQbObp165bhQ/XdTu5TPdmUeGez0JNPPpkPvFJj/bNxxT0U\nvxDdhBnKne+///50BL5TfevI8OHD63dN1VbbZ8maQubf//73jYhC8HB4HA/yhS98Ib00GoHWoZ0Q\nC4JIu6CcDz30UKZk0DpIwbspcofIaKfCEGjQtWvX9Py2qkEXXrn8hr0nn3yyEVFQfxQKMvbq1Su3\nLRKOUGJt5VWhlr742bt377w+mupa5aNkym1UROB7UHSllVbKkENRBIZj88b222/fwqv/85//bEQU\nBQq+D8EOPfTQRH7sCmJBIffyHfdElZ988slMPUF+qUmfsalBX1F5qRusZfvtt09ERFExBkh25pln\nZh+tUQUvkNDvHTt2zLkhikFP9yYiKj4Sutgi+eijj6YYaT17BoRfinGEbrbKOvkUy9poo42yHdX3\nggtFTj311BqZa6vts2RNCWCS7JdffnlEFDFM+WhcMam3+xF3iA7nnHNORBQxnu1+BJgddtghY2Ge\nCdJC5mqpIPSXjoEcG2ywQX4GqkDWxb1BULwj/iFUiXH79OmTqSjpEYX8RBQoLr2jBBFyz5o1Kw8O\nqG7/FLvZrC5WIzBKdyneWW655RJFbcKwbVJcWWVe4nLMySGIjrydM2dO9hvr0E7sSbGL+aBHYGVT\np05NNDU+SlSNA4HOeNFJFJEQuZ577rnst5QSxCQqlQ2L832/SwdOnz49RVpFSMZZcQo2p+TUxg4F\nKUOGDElxsorakFmKDSMV39OXtH3BggWtDkvAVukvn3RsctVqZK6ttnZiTSGzNJOYAxooFthyyy1T\nReRhqdhSN5DYJgaxs7j3jjvuyHQFJRi6SqMoxndgOpWbQujAtxdeeCGT+uJRqnJ52xzj+SERBOUx\nR48enWikYMFGEZvgeVwljtJkigR69uyZqKRwn9cW50J1KqcY2b0dNTto0KBss9gUS1rce5giCiSU\nMvM9n3/ooYcSkbVPH6WepKKkVPTdfMycOTM1AkjlGtI9YljIhenYNOHvM2fOTCYmZWi+MbiyWUdi\nZWzNfcaNG9cqSwBxsUrsRkxu7VjThx56aDIf7YbyVHqMzNwpGlJybDxmzZqVqV5aAPZSvwWytto+\no9aUml1bbbX937UamWurrZ1Y/TDXVls7saYEsEceeaQRUaQRpCrsnd1///1bvZWQmER0kCBndor4\n3qBBgzL9I0WgeIGEr/xR+oPoYL8vweqhhx7KdI/aaL8Tl/bZZ59MyF9wwQWNiEKsIJKVRRWiiNrf\ncs1vRJG2UxJKJFRe2bVr1xSdtEXRhfRJdayIOf6fUPKvf/0r+66tdoMp2rjmmmtaFBxcdNFFjYii\nRlodMDGpb9++KdAZbwUQxDypKKWt0n3WwworrJACmDkk2hE1CYLSTMZRKlP4993vfjdP8XA/KTBC\n1cEHH5x9fOihhxoRRVrR9Yi0gwcPzkIZP5XPmkN7AMyZmn+iZ+fOnVOklJoiBnojJWFS6bE5Nx7E\nZAUrEYWQqGBGSuyII45oU9FIUw+zTlZf+WmTxOjRo3OTvMoX9bqOPlEh5aFQzaUWd5VVVslOUBsp\n4LaPWWSu5dgX5mFeZpllsqrn5ptvjohC8V6cVmBSqbhUdYM7evTozPFa/NrqwTMh1ZerWSj9+vXL\nQwE9vLIDDshzYDtHIDdsA4pFOGfOnKwft1hlBxZ3QHxEsejUW1ePwr3oootyrqiq8pwOaaQMVw98\nNzb9+/fPbakcoTysyim5c9Vl5tAaU8Mwf/78VLg9oBzC4l5k4DNUfeNCRZ4xY0a2gcNV6UdhBjBU\nbIq0NduvX79WW0mNpzmSG+fgKPBUek54pZVWyvbIf6urcN+2Wk2za6utnVhTyCx3xttCHUjWp0+f\nREXeBnJAUZ5YPlqljLzzVlttlblB3gvqOYpUTbDKLxRaHlDebrXVVkvP7DNo/+K2l6FtkEc9sfzm\nuHHjsnJMJY/KJsaryxmjj2qRu3fvnuEAD2wrHjSTozYOWA7kQzfPP//8fCHbwQcfHBEFMkH9T+oj\nVEXzUMlu3bpl+GKstNd3UEZU0jX08bnnnkvk0nb151BV6GB8rBt10Q5RvOqqq5KRYVnYnvAL2yqb\ncXB9FW7Dhg3LegV91i/rybrzdwwA2j711FP5N+Eh2izcsUsLq1RXb41C/f/85z/ZD3Xbrok5tNVq\nZK6ttnZiTSEzjwWReSGosO+++6YXV2kFRXhXAgCRi7jC6z3++OMZ99npJKYkJvBkvLnvVl/N+cwz\nz2SdtXpnqAvlykYMUu8MhQ877LCIWCTa8MgQnxinoooGoELI61kdX/Tb3/42BRx/81mMo3q0Kyak\n/ptX33HHHTPWtWNMe7AZsRwTH5ZfXBBRoPAWW2zRqooNWjouyu4lOgDtROXY1KlT828OFrBG1Eyr\nmLLbSHWZWFefDzzwwKxdV7NsfhfHrqo7vhxK4aD+I444Ij/jJ9Zovfl/cbw5pQ187nOfS9Qk9EFg\nO/nsBVABWX3FMTbxwQcf5GfNGVZXH+hXW22fUWsKmav7iSG1Y0z79u2b8ZadS+I+nki8I5YSH/DQ\ne+65Z6KMFIg4VI22FA3FVmzrxWbiky9+8YuJ3uqfKbVqhssm7nHkS/VQvgULFiQ6qpuFpo5/tU9Y\nnMVTS98MHz48vTpVXhrPLjGpKihGf5BOso/8W9/6ViIqdR2af9IrXe3Eoa5CZvHivHnzUmmmkYj/\n7BTyHWq/uVOzvd122+U1MAPXqu6fhsQ+J+UnLfTMM8/kdxwBZH4xuLJBQuo5tkaTmT17dqYlxa/S\nS17D49BGmgBlne2zzz45/8Yfq4PUsjNShTIlUJem0KlTpxxPzMCx0DSVtlpT5ZznnXdeI6KYCPQH\n5VxvvfVSpDDxOinNpMEG0iIkeEycODHpuwcerUT//N3CNDnuWX5roofKmWQeiNL2vczhnXLKKY2I\nIn9N2LFod9hhh0wbcSweTMKeSdNGC9y4vPzyy63Om5b6snFfCshDggYaS/Rv9uzZSX0tfuNJeBw2\nbFiLHOVJJ53UiCgWPYdlUS5cuDBTj1JlPmPRVd8wicpyOhdddFEKm1JfKLi5sWYce8SReRiERaNH\nj84HUZs9XB78I488Mvs4evToRkSkMMhZyHPvuuuuGXrJX3Mk6LUQwIOH/nK++++/f55RZi6NEQfM\nIVuz/i7NaG6HDBmSjl4ICpyIhYcffnh9OEFttX2WrCmajTpJwENE1G7bbbdNQQsFrr6NQfWYahp0\nhbA0efLkLJZAe9FQXh0a+h3C8aTQd/bs2fnWDZvU0f7FbWwn5HiTIgTw8+OPP06vCSX1HRV0/A3R\nSDUVdF199dWz/TyxNyhgIpBPNZFiBrQP6q299tqJKkKS6pscqqaYxYZ8wp35WmmllTLFBD30FcpB\nbKxOqOR9VyeffHJSc0xFewhbWI/xg8jQH5P5yU9+khQdNZV6lGYrm0MuHIaBGRinVVZZJdkMxkfo\nRGuxHCxSmk/Idu2116aAqoIN01TgIowhSAoBpcy059FHH00q7n7COmJlW61G5tpqayfWFDITE6pl\ndGUJ3b95a+gjRuLleHsxJeGo0Wgk8vBq4lQxMXRxDwKZ0rnyGcXiH/E1dJH+KRsNwJvrpcSg+T/+\n8Y9EEt+XeoPq4hyxFEYAfUeNGpWIy0tX36HkYDeILB6HHBDzqquuyjmRLvLdTxLAiJfO4F7ce4Qx\nIegJTaXX9E17jDvE7tGjR86JuTLvShbF18obIR1EZvPmzUsW58gp/Seyls38YhzELTHrlClTcn2I\n461Z6KmtdARxsDnu1KlT/k2hD7THCquFNO7puCZsYO7cucnqMAJjYQzbajUy11ZbO7GmkJmaJ1YV\nF1JfN9poo1QNbSbgdcQuvLkCEPEQdXmFFVaIffbZJyIiD1IXd0MMBeiUW+hLdYYco0aNyuuKUSCW\n9FfZsAilf7wtZOMCeAAAFAhJREFUJnLcccfl8UfV8lBxPqSDxFRZCvTaa6+dOoExcaC6dhsbY6dI\nR3oNg1hzzTUzzqLQKj2VAoT6zHhAI1qGN3P87Gc/SzQRByp/pCZTr6EuZdd6WHbZZTO+hcAUW3G/\nQhl6BJTVLrH2kCFDEv2k+ay3xR10R9fxdgprQ1HKSSedlP9nLMSs0kkYIIT0/46ruvHGG5NB0ICw\nJ1kMY6fARRGLrI7fu3XrlihtLvwNi2qr1chcW23txJrKM++///6NiEK15LEo2JMmTUpVWrmguFB8\nK5kPdeQDxaLTp0/PmIjH5N2pvVRr6FP1bNTgz33ucxm7UBf9hKDHHnts5vD69evXiChQTjwsLh07\ndmz+39lnn93ip7ZAVfGvOI8C269fv2QQ4jglj7y6+Ffu1Vgp0sGMVl555UQiMRnVWLx13HHHLfb1\nNBBQvGvMZ8yYkWoq1R0jolBjA8bWeJunLbfcMtsBBSmz2gm5MRisA8LJvb/11lsZS1qrVGzo/be/\n/S37+NRTTzUiCuZF/4B2M2bMyHbLlijFVCwEPatHHGvz1ltvnXOGYchR+y42iW1R661V/XzjjTdy\n7H1WmapMyGWXXVbnmWur7bNkTcXMPFT1gPdyfAYReHFxjsPWxd2uoZKKJ/7www/TA/Km1FSILJdL\nCeXtXEu117/+9a/0tk5D4TnFS2XDDsR3lGjt2G+//VKVV63Fuxsb+Vpxp7ZRpqdNm5bF9lBLKaXc\nrxgaMspvQmgq+/z587N/0Mr9F7eRpPw5qEbttb10wIABqR1AU/eoxtkYQjUvPX/+/MwAiLPpG2oU\nsCwIakzEx7Id8+fPT+TXb3H24rY+epGB/im/vfLKKyNiUT0DdlXdyGAdK5fFWrAs+sgGG2yQ65wC\nDu0hrs9CaOuu+iK52bNnJzNw0IVxpMy31Wpkrq22dmJNITOU9eI4NbwQZebMmYmqKmN4t2r+Vd6X\n1xNb77zzzukheWJIwbvaMgYxxUW8oRzwvHnzshJI3lGuUE1w2aiztutRQE888cS8P1UaekNVSKMN\nUJ26L7+6+eabZ5ztPliKgw7EzuJs94RqVP5BgwZlPGkOoCTNotpP2gW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 250, D: 1.362, G:0.8941\n" ] }, { "data": { "image/png": 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QK+B9IjsYBrSed8VzGDJkSHoP+CtluG3btgbNbqihvYkGFDOzCCqzaGg/jz766DzyqJOC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\nJVYAGWdlxNY9PT1pcfCnak4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LSlkRMSKLVwJgZGj+SmbFeI8//njyWMrQOpuHMcr7hIcN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\nlAUoZbpDSqh+qKO8CZPbz2UviVyMVfYCmzBhQrq4FIRwADmKad5CCi8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 500, D: 0.9882, G:1.22\n" ] }, { "data": { "image/png": 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LOHnnmK/13dnZmSvox7yzLuyh8ePH2z4hsYTPrDdaJGE/rxGNHDnSeOX+oDx7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\nHvECck/sEw6xYxcyNinfYSIm0APpCTLF7WhBLVAbTzv8kRSAdxPPKfd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 750, D: 0.6571, G:1.987\n" ] }, { "data": { "image/png": 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YVIceemhyFaxITSj5+dBWHbcqwfrhfA51sP6sSeOGssZnH+joIqtvzJgxyfCL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\nlxCIOZQKaHxCZ3fccUf+znclUkhaufLKK9vCGttss00rogq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1000, D: 1.359, G:1.354\n" ] }, { "data": { "image/png": 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HrCtZbiycMk/anPj9woULkwuB5hBLVGDChAk5Rhlu9gxuoH49iKv9lMw1frra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\n8uT0EfmOEmXsHe2FfQfnwAqxhh/4wAfyPvaQtktIx3ohwtv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1250, D: 0.826, G:1.92\n" ] }, { "data": { "image/png": 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GBRTu434AAckZeRZxxjlcIYlkzU6UaIxRQ8gMcnnuasv60MzNi6EegYm/tq0t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\noLAJMFautckmm4R7Yyfw7V/h1CDye97zHklxjbANdHV1Be7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1500, D: 0.9988, G:2.19\n" ] }, { "data": { "image/png": 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JWis10alQuckmmzhViJpwVCRl7GxClI/iY7YVXxsaGtyakhLKsRwTJiKkdSot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\neiFSyUorreSs/JRGuu666yT5Z7rLLrtI8u8JwST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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1750, D: 0.8991, G:2.082\n" ] }, { "data": { "image/png": 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83PhsITOpHmnTGsOHnv3ddNNNJUlbbrmlJOnOO++UlOsaQx1Glb/nnntc5Us+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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2000, D: 0.8586, G:1.804\n" ] }, { "data": { "image/png": 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NG+akA/Rqyh1hxeb5gl2RHogE6927d04ZINIjkRZZXyQy7D1ExoXRdVjXbRwB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\n12p5g00MqampcYbNZ555RpL0zjvvSPLGMkojWX0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2250, D: 0.749, G:1.984\n" ] }, { "data": { "image/png": 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bL+9e1MSGmefPn+8YkmII3I9rLliwIFPJmTTAqrakEqlv3/jGN9x96erB9amh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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2500, D: 0.9037, G:1.484\n" ] }, { "data": { "image/png": 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S+dV+gZgI5DPj82d7ZLWMehpDNJuZtRJ+97vfATGfwRJQLcbi8flc+2ympY7dQWbmjIwB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\ntxu5jpV85sLfOn3+2WefBWL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2750, D: 1.115, G:1.097\n" ] }, { "data": { "image/png": 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AIL3MCQkDBdbtreUf0N3uf7POOmvbr5H/1+z8Ojo6ur8yutT0b8SIEf02v/wc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\nuoYdHR3dX7Fa2TWpZ12KzlP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3000, D: 1.064, G:1.385\n" ] }, { "data": { "image/png": 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OSBhiaIiZExISBi8SMyckdAjSw5yQ0CFoKJyzEeNCO3KR455Teceu5rCPP2vW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\ne7O18140b9x4Be9FC2xos9Hf/MEHH2R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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3250, D: 1.177, G:1.115\n" ] }, { "data": { "image/png": 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npc6dpOtEWhEtIL4WXIPPzzrrLEnSxIkTI8+BZEPBAgxfGEBgvqefflqS3f2p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\nZg+PZgL/Mnt4NBP8P0aaHE9N8gcEAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3500, D: 1.05, G:1.166\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3750, D: 1.23, G:0.9212\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "D = discriminator().cuda()\n", "G = generator().cuda()\n", "\n", "D_optim = get_optimizer(D)\n", "G_optim = get_optimizer(G)\n", "\n", "train_a_gan(D, G, D_optim, G_optim, discriminator_loss, generator_loss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们已经完成了一个简单的生成对抗网络,是不是非常容易呢。但是可以看到效果并不是特别好,生成的数字也不是特别完整,因为我们仅仅使用了简单的多层全连接网络。\n", "\n", "除了这种最基本的生成对抗网络之外,还有很多生成对抗网络的变式,有结构上的变式,也有 loss 上的变式,我们先讲一讲其中一种在 loss 上的变式,Least Squares GAN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Least Squares GAN\n", "[Least Squares GAN](https://arxiv.org/abs/1611.04076) 比最原始的 GANs 的 loss 更加稳定,通过名字我们也能够看出这种 GAN 是通过最小平方误差来进行估计,而不是通过二分类的损失函数,下面我们看看 loss 的计算公式\n", "\n", "$$\\ell_G = \\frac{1}{2}\\mathbb{E}_{z \\sim p(z)}\\left[\\left(D(G(z))-1\\right)^2\\right]$$\n", "\n", "$$ \\ell_D = \\frac{1}{2}\\mathbb{E}_{x \\sim p_\\text{data}}\\left[\\left(D(x)-1\\right)^2\\right] + \\frac{1}{2}\\mathbb{E}_{z \\sim p(z)}\\left[ \\left(D(G(z))\\right)^2\\right]$$" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "可以看到 Least Squares GAN 通过最小二乘代替了二分类的 loss,下面我们定义一下 loss 函数" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:38:56.375632Z", "start_time": "2018-01-04T09:38:56.366230Z" }, "collapsed": true }, "outputs": [], "source": [ "def ls_discriminator_loss(scores_real, scores_fake):\n", " loss = 0.5 * ((scores_real - 1) ** 2).mean() + 0.5 * (scores_fake ** 2).mean()\n", " return loss\n", "\n", "def ls_generator_loss(scores_fake):\n", " loss = 0.5 * ((scores_fake - 1) ** 2).mean()\n", " return loss" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:40:32.256222Z", "start_time": "2018-01-04T09:38:56.377796Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iter: 0, D: 0.5524, G:0.4728\n" ] }, { "data": { "image/png": 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3TnHB2x4sdINKxJt77rmz7xyJz6L4KLSCC/dXePDZZ59lW4y9MXG0DZGQiGQc\nFFxIFb3++utJeT3UQhOO95hjjpnh6ZxoKEqtDZ07d877ckgEIgvTuGiXM8H19eabb05a7YGz+BUY\nWbhShR42To9Q9Morr+S/FbNwutJAhx9+ePZxr732akQUjsd9y9d3HjlRjrPgnKxND6qwzzVWXHHF\nXHv6x5lyjtUz1syLsMahFsOHD88jm4QEnKnU5a677loLYLXV9kOyppD5vvvua0QUwggkueCCCyJi\nmiCiKEDhBU/L+xBJeEwFKI4IWnfddVM84qHcB+0gTPk/b6d4hJhzwQUXJAqitNAdevfv3z+93umn\nn96ImH5Dh5TRj370o9zkjnrabO7/qCn0QDdtp+vatWsiCkoORRSNSONJ30lVSG8ZwylTpqTHR19t\nyYMu2223XRuv3r9//0a5nYo1tHeVVVbJjSWoMMRFJY0lFoJmE61aW1uTohIGITVkJkIJQ4QyWBj2\n8d577+V6IyL5Dvaz8847Zx/vv//+Nqkpa8chAVOmTEkEtH6EhA4pILBaRwQxac4FFlgg5xUyo9XC\nt2r4iPkIHTHVWWaZJcOHagEPwfP444+vkbm22n5I1pQABil4VV5GvHDuueemBxab8kAQ0WfFQcoc\nxU4ff/xxxsRl71z+rvSFxD1P642C5UProIdrepOCsj9oF1HENzyzmMr2xiuuuGK6N02WCyUiCoED\n2hLtjNW9996b8VQ5XRJRxGYYCaFHGkMftPO9997LYgipNijjbZTV8kJMiKgjPtam1tbWLGOEGHQC\n2ogxxWCk/aTpDj744Ewb+h3EsmmE0OXMau2R/jKXXbp0yT5KiYrRlWyWDylQzENwgnYYiFRoRFGk\nQfxzTjvWYtuid3/RF5555plcz1hJNT1KVzj44IMjomB3xkHK6pVXXkmRDpqLx7GUmbUamWurrZ1Y\nUzHz5ptv3ogoCv6ZOHmppZZKr24bY/XdOwr9xazSApDh9ttvT+TnOXk7yKUMj1d0bWgpPho8eHAq\nstRyHpEKveqqq2Y8cthhhzUiCuZRfet9S0tLsgUIz5vzqmJXarK0Ey87derU9MQKUMTA4lzoSXGm\ntlbfXzRo0KAsg9UeY0Wt32+//drEW7/97W8b5WvRH8TJP/rRj/L92A64o2HoGwW9ejiF9j7xxBOp\nkTjMwf8xBptXMDnoR/X3lsgBAwbk2sAEKOHm9OKLL84+zj///I2IIq2o4AUDaGlpyXvSKLAB8yI1\nhTEp5vH7N954I9uJLZgHOoN1L96XtaGTuOe4ceOSxWAR7osRHXzwwXXMXFttPyRrCplrq622/71W\nI3NttbUTqx/m2mprJ9ZUamoftedgAAAgAElEQVSXXXZpRBTCBzmeuDFq1KjpUjfVtJHgvno2trRX\nufCEIEFkkM4iNijflI4g1JTFCHuviSaS/ISfI444IsWFTTfdtM3L5BUpEJNee+21FI70o1oKKCVH\nPFJIIb2y0korZfuqhTNEEtdwpjQRTypGiujbb79NMUdNsBQPIXLPPfdsI56YQ+KRlAkRZvLkySn4\nESAVeihrVcbp5FMFMcSdXr16ZSlktZ5a7bSiDmlAfTziiCPa3Ktjx45ZcFF9teouu+wSERHbb7/9\ndC9bNw72DUjnLb744imgehOHz/oMkVTJpTVqPhZaaKH8jH5KMyp+st6tF3sUvMJWIdADDzyQYnD1\n9B3ptAsuuGCmBLCmYuYVVlihjRJKjdWBCy+8MCt/qLgmxUBRTT1kNkmoLT7wwAOzBlmNsioeDySF\n0LGlFrS6WErm6NGjs3pHzpAi6eC7J598MgfqggsuaEQUjsXitKgHDx6cOU5qpEkxueqHPZgqtFzj\ngQceyFfjemUJJdzP6nG0Hl7XsPB/9rOf5RxUj0OSkz7rrLPaLAT15/LgjDN69NFHs2rJZyjlxlIV\nHHWZU6Vyv/766/lQqs5zTfXNFHzzLgMhP8u6dOmS8+qhk+Ol3JfnkLOirHMAqgMPPvjgvCcn6uAA\nD5X+WcParjJvhx12yPoIbfFMuJbctRy4egs1/QCxtbU12+HZUdcApIYPH16r2bXV9kOyppD54osv\nbkQUu33+8pe/RERRifXNN98kjUJh5CxRM94VhZZL46l79uyZ3rz68nG7qeSmITY6hLo5Mve6667L\nmtnqS+940kMPPTS93s0339yIKBBR3TUPPe+882Y98FFHHdXmb5BfP9TXui86u+qqqyY156W1SX4b\nqqPOWICwRt37HXfckdVKKsygtiqiao4SDYVYXiPqVahdunTJ9sln61s1V199LSsWsuiiiyZjUG8A\nXYUuXp/qoAXtNW5CnXnmmSfbg36aU3niyy67LPt49NFHN8ptFNJ4WcFaa62VqC0Hjh1iVVgOWo1m\no8EbbLBBzjsaL9QUEkBkOwu1p1rXvscee2TfXR/bQ+FPPPHEGplrq+2HZE0JYDwZQYpHE+e89dZb\nWa0j3oU6KqDs6nFkC08GfcoHCqjBtl+ZWFI9/E3ttpgDY+jatWu2UYyCIcxoE7+/8YhiQfH9mDFj\nsrbXsbxiQBveHferJtk1xZcffPBBIo1dOUS5ahWUI5agl8MXxNrrrLNOilNM21UtVQ0yapexhq4T\nJ07M3UGEPzuEoInqLcxJTG9dvP/++zkuxCYoqs90DyzLtcWg1tHTTz+d93OcjpfPO+anbHQOGoCx\n1NbHHnsstRcCmrUBmbUFqhsb6N69e/dkWmJhL62nHxlDrMZB95gHljl06NB8fjBSojH2MrNWI3Nt\ntbUTawqZKdKUUrXSkHGZZZZJL0dVPeGEEyKiOJQdkkiF8NiU2qlTp8ZVV10VEcX+UvEXbyfOpjpT\nXanBUlj9+vXLHT1URugmHhZrRhSo4XriHDWz8847b6Kqo16osFBM28VG+is2XXLJJTONIea3kwZa\nOQnj73//e0QUKTfIVFbQobr4Tmz6XYfgQ5ky8kUULzL42c9+lmiJbVBbzTtdQOwqzQjxll9++URY\na0QWQDv1Wb03lMQ6jPmAAQNyt5zxgWSYYnlnGGQUF2Mg0oC9evXKnW3GF8vSNqhpbZhL63zs2LG5\nXmkN4l4ZFgwJ4zRPdAUMYqWVVkr2QBNg5R1eM2NNPcweKsKHYnKU5tprr01K6jxsi8SAEL7QE7lT\nC3jPPffMiTcBHIJJMHC+y8kQgyzo66+/Prc4olBoj/xn2VB+4guBSpph+eWXz8mwhdLkcWKophys\nh11K7qmnnooddtghIoqcq/t4AIQmFrRJJsyhbO+8805SMe0gUhGvODbGiREACTmc3fjx41Mck5JC\nKTkyDzHBBg0m3M0666y5DtB6FNIiln7jmPzdA+Nz//rXv1IY5Gw50hm9Y9u8GlO0lqPZeuutpzuF\nVSqKc0Vzpb6cfS10XG655fJ92A518EwI9ax7Y+TZKZ8nFzFtzRFVhY/eB25dz6zVNLu22tqJNYXM\njLeTAoJS22+/fdImgld1k3hV8CJqOYP56quvTi+GXkEsDEBqrJr2gmiQ+7XXXktKC2VQRczA5vzy\nfdBsHtlG+u222y5RkShH2KqerCldx+tDzP/85z+JbKigbXO33nprRBQIrLjE57QLLRs2bFi5OCQi\nCvEG3a+asYL2ruV7//M//5PIhaGg2Wgt5BbuQNNypRzxEJPBsnzGWJtr6R/CHYHyrrvuyn97B7V0\nl+q6spkXNN66+utf/xoR0xgaFoWVYDeuT/DD8CCya33zzTd56ADGZx1VjziSNoWyKgGlW5988sns\nO+apAtL2zZm1Gplrq62dWFPIzNuWU1ERbd/BCykc8ieOIrSIf3hziABVZ5ttthRvxHfiPsgFdaCK\n9kBu7GDzzTfPGmxiDuQUB5aNAAJxtJWH3HjjjfNQg/JbJSIKZIYI+iC9YVz69OmTaRsFHlBKnIl5\neKcvVkGQcxTR0UcfneMGeYyV+LJq2iFeJ+QQjuacc87UNcSdxkO85zvELWjjnl26dEmhzThrl9gS\nU8PcxKtifeLm2muvnbG688Id5yzWLJu1gQlITapV//jjjzNWpsUYQ0wEs8NAaEPY5jvvvJMHOGqn\n8bT2ym9VKY8Z4dfRUAMHDkymi2lgDMqaaUj/zWpkrq22dmJNlXO+9tprjYji8DpIKI5866230gM6\ncoe6K86pHlYmDcKDvfTSS3ldKqkYRqzDU1GFq5scymWHUJvKKWbnjf/1r39lqdyDDz7YiCgUSqjB\nbr755iy2rxqPTJ2FJtW3QFx++eWpeOqXN1WIF8Vm0F3MSPGlA3Ts2DHHF+KK0dntt9/ephRw8ODB\njfLnqcoQdNKkSYnE0NVnIJo41xz6PBZ29dVX5xxAcxsvsBG7iLTfgYTGnk2aNCmVYyzHWGNDzz77\nbPbxtttua5Q/C22149VXX81CFloE3YOa7LPWtfFXuvn111/nesX0ZEnoIVJWdotZb9aodd+xY8fs\nO91DGku/y2+5/D6rkbm22tqJNRUzDxo0KCIK1Q1S+rnGGmtk7hd68lRiCHHg4YcfHhGFV7/mmmsi\nYpp3t4lB2R5VmWesIpucHhQUnz3xxBMZn/KM0F6sXjbIJ64p76mNmKZqK9vjif2ENOJIsRp008a1\n1147TjrppIgoNAFoRfmFFFiM+ErBCzb15ptvZlxHxYXu1Xc4MfcSw+kbfWC11VbL/KrPuKZ8u/hc\n6aqY0hxuttlmOXfifWsEU1IAQ1VX3OPv0HPixInJBKm+4u0ZsSTXMf7GB1Ps3bt3MjkMo1rgYa0o\nHsFM5L433njjZFPGgO4B1R38SL33Oc8Q/WfJJZfMtll3ikVmlEf/PquRubba2ok1hcxKAPF+Ciiv\nNGnSpHzrH48IZeXhHLXL+1Ak5ZS7du2auTmHDtisLWYTh3j1ifhUnAaNl1122VQbfRfaUubLphhf\n1Rb0cL155503YzweGGtQwUaBFAdBGnHXN998EyeffHKb9hpH/VTh5NoQGjIY7w4dOmQlkfym8f+u\njRauZQ6p75C9a9euqWJT6o2hrYEUaWNp3LCS1tbW3Ghia6D2iTUdEKCU0rhCRbFz37598zuQipqt\nnWWjTVRjZuWif/vb37LCy7qB5tiJY34xKOq+/s8///x5AAYtQK0FJireFQfrFz1IteJrr72WWQBZ\nIe3CeGbWamSurbZ2Yk2p2VdeeWUjosipqTcWWy299NLpYdXCin18B5KowKJIqi2+8MILUxUVZ3rf\nsphNrGkDOM9afT3oFltsEWeccUZEFLErFIGUhxxySCqFt9xySyOiQD5tgggHHHBAIi9FtXqWmSNm\n3IeKb/vcueeemzlqCrIY2aYMY+NoGjlNW0JtH1155ZXT4xsruWrM45RTTmmjhP7tb39rRBT6gO+X\nX4Mrz1lV5M2VjAC1XV23evS77747x9DYQVfrALOBktCfpiFO7dq1a8b12IMNEOZ5n332yT7eeeed\njYjilT40Dczg7LPPzntV26ht5dr+8v/lpR988MGM9SEvPUM8Xn19kbWL7Vk/q6++elblaaMNRjSi\nq666qlaza6vth2RNxcwQkXehRJdjP1U6+D+FVpUQ1KVEO1YFGm2wwQYZV0MzsTpPKrZ0KqT4D7Kp\ni73ooosS9Wy1pHS7ZtnEYGKYqiL64YcfJhrxpuI3p3GKryAeFJaT3W+//dLjYjEQR1yvss1YylmK\nbyHV888/n9f1HWPkWlXTLp+DHOWTL6uVX9WctHgPkmEwapsHDBiQc0Q7kDulIWAwmIttnioFMZ4J\nEyZM96J2rMLvy4a10Az0D7sbNWpU5pfNs7Uof2+tyAWrIlRd9sUXX2QOmuYjRlaz7dAH+wcgOT2k\nfOIpJqQWHwOzPmbWamSurbZ2Yk0hM2QQ/8ihiaEee+yxjJ8hnwMFKIViJN+hOorLHnnkkcyjioV5\nLjlSiqB28OJQkYedbbbZMofI81NJoXfZtEVMBiW0Y+GFF87PyKd7ERoUV2nGq9tp5Odyyy2X/eGd\nMRD5VGqxg/v8XjxGkZ5jjjlyDtwX4kLCqskiQFnahrGbZ5558jP21Yo/sSj3Mu6XXHJJRBT6yI03\n3pi1AFBQnyExRgEx5bbFuPLk3bp1yzm0/syd3WVlq8bIduX5udlmm+VBEWruvfxPPzFPtQNQFnuZ\nddZZc9zkzzFLuWrxtowE9li9x/jx43Ps7Z7D/uysmllr6mEWmKPMHiqLbuzYsdlhNM9DTeb3QFr8\nyg9RuVVWWSUHCL1U3oj+oG5EHvRfusPndt111zyMHA2yiG30KJvEPqqGfnlgX3755XzQPVjubWOJ\nRWpCnM+NVn7wwQe5CD1whCXCjIn2UJXTdhGFE3j99ddzoaNvFvF3PczCAqkUzoAw+ZOf/CSvj2bb\nUGNuUWX3IPZ5YHbaaafpxDzhFdFKuFP9rnZw1F988UWuN2ksYYpQp7wRwcMsnKhuvWxpacnD5a05\n65cQpl9OMHFqDnHRfSOKdKGH1VgJPasvELD+PAc9evRI8ZJzVJSlCGdmt0LWNLu22tqJNYXMUI5A\ngkqhoX369EkPxDPxclIRCgvQTkl21LJfv35J46SeJPyhHuSGcO6Pwrn2yJEjk3YSiGyEsO2sbCg4\nuuisK9R6oYUWyu+jahCX0AdNIQyqhC0stdRSiRbaoIyPF8dqhAtO6fR7glOfPn1yDHh8Bt2rhr4q\nRzSmWM7FF1+ctB+66aO5027tsX0RwnTp0iVLJf3NZ42H7X5QXp+sk4MOOij77rvWFGFoRuwDuyJu\nGVPFJBMnTsyQC12H/NVXDlnL+q9tnTp1ytQmZoFdKSaxdghwDkCQssL2Fl100Ux9YTHSXIS+mbUa\nmWurrZ1YU0UjV111VSOiQAFej2cbPXp0xrOQiRcUO4uzobsUQrlUUOyorFMMq61iCPGXrWtQWNzS\np0+fjE3EIVAXmp9zzjmZkB86dGgjYvqSTzHr2LFjMyVBuHEOOGahjd5Gwes6HGHgwIF5DI/Yr4o8\nBC7XgoTSG+V3I0mNQEX9w1723nvvNgUHl112WSOiiA/dQ79efPHFRB3xoHlQPmvefUe7HdwwZsyY\nRMZqeaX2iT8VT9AnpOn0+dFHH82yXqkwYinE3H333bOPhxxySCOiYCY0BUfxTJo0KdOVxp3eAOnN\ni7Eh3kLO1VdfPdektQhpHaWFJdIGqgUq4u73338/WYwxw9Ssuz/84Q910Uhttf2QrKmYGcopuaMI\nQ+GllloqvZ1EOySm/lIVeSPf5ZFffvnljEv95Jndn+eUquChtQeCdenSJWNy94UmPGXZvB8L2vLE\nPPZiiy2WcaQtlBCQx1XWCRlswPDzq6++SpZCGYceEE8/ob3iEYo5ZH/77bdTLbfVUCrIeFdNSrAa\n//r/uuuum8ps9fWrxsV3nHGNjSnv/eqrrzI1R9UXh4vx3U9fjZfxpXF06tQpdQj3UVRE/S0bvUVc\n7Sgoseuaa66ZKjY2YPy9UQRLtN0VMuvLX/7yl1TErUHzq1+eEQUgPu9a4u/Jkyfn/WVjMM7vKvz5\nLquRubba2ok1hcw2UYsDxaqQsVOnTumpFIfwWOIAKAspxR684b///e9UPOUV/V+8paxOIYIYjzIr\nDps4cWK2R87OVkzqc9l4dd+BForke/TokRsSeFpqJk8LmeWEeXde9+STT87rYgJYjBywa7iXwhtM\nRW77xRdfzGOafOb7Dl+IKNAfM8JQMIxGo5FsRl0BfUERhbnTXoiMaQwZMiTjUrGk/K8YUjbAONJO\nxOnGbcKECflCBRtTjJf/WzsRhX5j/VGPKdSfffZZMjesAAvAJqxz68v/IeXYsWNzTXrPljmlH4jR\n/V55M21DIdDnn3+eWRubeDwzxmBmrUbm2mprJ9YUMsv98SqQUr5u9OjR6enFezbL89SK9CnWYhq5\ntaeffjrRjqqrrFD+WEUYpVTVExWaV+7QoUPGReJAMaM4pWwOCBRTaSvEfvzxxxNxKY3iORVLYkOx\nrDZB206dOmVsL36Xm5THl++EFNpKf/BzySWXbPN2w4hCeRZ7Vk2fqvEntHv++eez0svRNraRehkA\nhkBVN+fG7Z133skjc1WR+QxFHHvSDmWO2k2l7969e6KcUmFqNp2lbN4MCpEhqPLLF154IRmF2B8D\nlBPXD+uIduCYomWWWSbVapWF1dJS2Q5j5CD96vG9Xbt2zfoGcX71GOqZtRqZa6utnVhTyHzmmWdG\nRHEUDK/Oc73zzjvpcXwGcvC0vCHvzoOp3b7oootSrRZfiTfEEHKWvC71Ty0t9LnpppsSEcSsvDul\numxiWExALlwd+ZxzzpmeVj5RfC0mpGrz7hgJ1f6UU05JRKY40xMcduiQe1VaYtbq+6inTp2auoXY\nWewuRqyaGmisRi6VLvDss8/mUTvm0OF05gx6Qi59du1Bgwblv40dncO7s22sEI/SO7zWR730SSed\nlOjNIJZ6grLZemlzBAaoT8stt1yyKxsbqgf4mSvM8OKLL46IYn2ceeaZOV70BYyDbiB2l3tXC7//\n/vtHRKFZvP766/lv7fCMmNOZtRqZa6utnVhTyAxlqKxi6P322y8iptVS8/RiFgqgih/VNpBa3O1d\nuTfddFPeh1d1fA7vzXgwcaIcnhhzrrnmSuVSbM5TQoCyUVbVC2MNtv4dddRRGSvrHxUYA3DAmzY4\n8oe3f+ihh1Il5c15bTEglKfSQzlogLGceuqpiQwYEe9uXKtGzadq0yrErMcee2zuZKMz6LPx93vt\nFUtSckePHp0MyGewK32Grr6jHdBetqFTp07J/MyLa7lH2egp6trVRFtfe+yxR2os1TxzmdGV2067\n8PmhQ4dmrYAtjtgVrQRzk6OXAcIiZR3mn3/+ZKVidmzGuM+s1chcW23txJqqzfZqE+q1uFB+bI01\n1kiEEiM59BsSiOXEO1BeHfTrr7+eqp6dRnZnidnsSBHTiMvlDVVBrb766qmminWht36XD7w7//zz\nGxEFI1ArS6nu1q1bXs9n5AR5ajtdtFX/eP+OHTsmwqgOwhKMjb+LRaGua/D+s84663QH1fP8cv/V\n2uy77rqrEVEo9JCDuty9e/dkURiB45LF7n5Slc2DeH3ChAmpuIsHy0fLRhS5aub+xkAuvVOnToly\nFHeaiYq0Aw88cLo5xJyY+d90001Ts6BwY5bVea+uUZmQRqOR4249WL9+ugfEtiYxEkyxY8eOOVfG\nnZaCeV500UV1bXZttf2QrKmYmQLp1AheiTft2rVrKtGQggJNdfVZXhVii0e22mqrRCSvsKEqq56h\nrvLePKe4jwo8YsSIrO4Ro4tVoErZVPNoGxQX95555plZBYWBqJuWR+bVqaf655qffvpptsVB8Tyy\n7ACkq558QRuQu37ooYcyXsVWKPpqhKsm7obg8p7qrK+44orMKxsj6rrvqNJSI45BifH9nNF9ZCDM\ntzhc7A/J3GPs2LGJVNAMG5pRRsL9jAcGVkZSmoA2YI+0DAwIe5Bvl0245557knGYS9qJ44KckuP4\nYYo8TUVs36lTp6xws75pN83GzE3R7O22264RUWzfIhAZlCeeeGK69zRZqFIGxC3pFQ33ELS2tiaN\ndzYSOoRuorJSSEQuk6tk9KSTTsqCDA+IEyT9fr/99ksKs/HGGzciCjrnOh7UZ555JgUbhR3oIWdl\nIRhXgpRrzDbbbDkm+mP8FH4QbzxMUkROACUIPvroo/mgc7DG3f0HDx7chqJtscUWjfLYCSF878EH\nH0zHYzF7ENFbCxcN9fByPi0tLenMUUUpPA+tvhhjoo/iCsVG7777bo6TbaweRvN05JFHZh/nm2++\nxv/pd0QUgMOJjRgxIh0eUUppKXBQPOThEvZJ53Xu3DnbYi1qv7EBYu4hrLEObJ0cO3ZsOhrFIxyx\njR3HHXdcTbNrq+2HZE3RbBQJCvE6iun79u2bGydsyUM7nHEt5YB+8ko+171796RY0hRKJAksEJuo\notxP2ss9dthhh+nKKTEDTKBsKDnk1GaiTY8ePXJDg3ajQt5s4H5+7xq8+uKLL579gJ4QjWhk7KAm\nwQtFs7Hgww8/TDqpvJCY4lCIqkEZSCHsUaLbo0ePHE/ogYkJOzAhGwT8XdHLGmuskZQVy4DiWJa3\nRPo7VMIKXPvee+/NMSUeQWpUt2xKM6vjYc0uueSSeUCf75sbaGr9VM8ph+4zOsub+KrdWCuW6XAK\n8wLBp0yZkkc5YS3YHSF0Zq1G5tpqayfWFDJDELGKcjgx1ahRo1L4qRbBE1F4Sl7x0EMPjYgiLrz9\n9tuzEL5aPihVIt4mKoj/pA4Uqsw999yZbtBG8SbxCdpFFGjqswoZeOZ55pknBTTeXD+JRlISPicl\nITa86aabsugBokExiOAQAm/DKB/LGlHEct9++22m5cS3NAgaBURgGIm4DDsQn33++ecp+BlHKF59\n6yNBSqzpe1dddVWmaBTAiO3pAtpHzFRiabyITr169cqST2k0wijBsmzWDIHSGzcVZnTv3j1TndCV\naCsFZyzMv80UGNMXX3yRhTOKkCA0hmFsrDfjjpWV03gORVDCSi/AYhzo+N+sRubaamsn1hQyO060\nWnqnPG722WdPFVEiHmKJd6QxeD/oLhbt3r17KqCQsnw4QESByN6jawO4OFaapX///pm6cX3b+Hjb\nskEPnrtaPvrmm2/mUTU8sHI+iMzLi0HF9xBp+PDhyTxsn4QiChso01CKiaHEhWuuuWbGrw5ZhObl\ng+HLBgGNmZhZvL7qqqum8q/wB2syPtWSUX2n7M4999zZdnoDdoN9YFO0DGxLzGxDxsYbb5xoS9NQ\nogn1ygatvbERqst0zDHHHLlu3APyWZNifwzIeCuOGjVqVJbUUt8VqRhHmzaUhvq7dWCsttpqq4yj\nPQtSVVJwM2s1MtdWWzuxpvLMtdVW2/9eq5G5ttraidUPc221tRNrSgDba6+9GhFFrTSKTmy54IIL\nMpgnvRMEiFoS5EQWRRyEiu7du6d4Uj0Jk1hCiCG8KTxQu6x9K6644nRpDWV3RKZDDz00S+XWXnvt\nRkRx6iSRy/3feuutTOwTSwg61ZScPbCKBggfH3zwQbbftQh3BC5FA1JCTrqQkiGYdejQIcVBwqIy\nSuN6/PHHtykF3HrrrduUrBKoFKh8/PHHWdBA6JQS9HuCl/EmLkld9u7dO8+A8zuCKKFLWaxX4xLI\npAyNzbBhw3IcqqdpKiM97LDDso8777xzI2L6s88VGC244IK5Bghg+kG81DaClHXuDLquXbtmWwiK\nCmqItkTDf/zjHxFRpPW0XSqxa9euOVb2bVsP1k655Pj7rKmYecCAAY2IYqApqHLGt9xySyqNKnAc\n1yrf6YH0sHuoN9hgg7yGjRJyjXK08pnuZxLkEimIHu5FF100B0gVmWu4/+mnn54Ddd999zUiiqot\nC0x/y5skqJMefEf5qjRSpSVnbQENHjw484kcnNpsynf1aCKVbRaIBbHAAgvkdywO6qlja1599dU2\nC+E3v/lNI6Jwspyvh+62227L+3JMHgzZDA6EyswJ6fNRRx2V2zsp4hyDSjAqPEXcHKoylHsfO3Zs\nzisF3poqbYnNPp577rmNiGINAAbr8pJLLsl7GjvOVd6/+socR06pths3blyuVxkPVYPVl87ph3py\na0m9xWeffZaOZtddd42IQonnxP7xj3/Utdm11fZDsqZoNoSEPqgjOvL73/8+PRPaybtAI55MZRZK\nobZ5k002yWoZ3ps3R2VQREfBQCqfU0Fz//33J+10GFv1wPyyyYW7vi2VtrHdfvvt6elthUSz0FrI\njU5COaHImWeemdv0eGs1wLy9fttG5xA44+6ezz77bFJeu4OMpxClav5u148X3Pn9QQcdlG2HXKqd\nIJowoPo6WfX1u+++e6J39RggfccI0FD11tgA2t+xY8dETGyoeuRz2TA9rMd8CbNOO+20ZC1y0kIu\ndevVnWf2Cgg3VltttVyL6igcLeW7arPL1Lw8du41cuTIHGfXUkdRPb73v1mNzLXV1k6sKWRWsST4\nty/UYXWffPJJCk7iXh4ZijuKVN2vmla1sxFFvE2IEM8RF6A+76jOGDp5cffiiy+eXo/3VV1DTCqb\n+BqqQUT97d27d6I/8UTchlmoOOP91SYTMyZPnpwVVPYrYwQQTvyrUsk97RWHEG+88Uait3pp2gRk\nqJp4EPqKJbVl/PjxWS1XPc5In8Tu5hbLwnrmnHPOZFfuZ44grz5AaKhrJ175hQDWAb1FlaGdV2Uj\nJkFCzMAYDhkyJK+jrhryYgDVFzlYo3SPrbbaKncKYhR2tqlJp+tAVwcsEFPt51555ZWzf9idWm3t\nm1mrkbm22tqJNYXM1ABhrkkAACAASURBVD0KrrQGL9ShQ4eMUSGg+IYX9xOiQXXx46abbprICL2r\nda6UQIggZcJL8o4bbrhhenyqqh1LYs2yiZHEdeJqh5FPnDgx4xrKoxpjqaqqem3vrGNiXnnllYyr\nKJs8cJWRONlDrbj0E+TYddddU/kWozquVexYNeNBeXZPimq3bt2y7lhax/3Fe2qWoY1r6s+VV145\n3at0y7viyt+hOmNZWIoxWmGFFVJTEOOKzZ0QUjb7iTEAxzqpc+7Ro0dqEscff3xEFMcGWU+0CRqB\n39spN3r06BwvGQ86izZak1Ru6G7MjM+CCy6Yz4CdVsbCfb+LZVWtqYf57LPPjohCmEF7y8KMRSJ9\ngLraEoiK2fDg93LDffr0yc/4nesT4KQIiBomyiLnUJ5//vlMq6A7hArXKJs0gsUqnWLjRt++fTNd\nJl2ETqKLFr4ND1IuHsSI6Tfm+78Fb7Fps7OmUVChwwsvvJDClesTGmd0PlZEQeUJgpyqVNWkSZMy\n1YReu7+FKc1nq6a5tpAXWmihnCshhY0FwgEOWm6XAwUMnEDHjh1TrNMn8zujc7MJekRRbXN+XadO\nnfJ3VeHUWkV3hWtHHnlkRBRgMmTIkFxzroGSGzMPOedlLQEIY/zCCy9MJw4DS2m6mbWaZtdWWzux\nppAZdSNmQVUeZYMNNsjCAmIN+gkJFGtI4aDGhIF33nknKZbTH1Fi3o90b2M778hzQ98bbrgh6Q+0\nhx4q0QhAEQUCo8q2N6oE++ijj5KKCzn0B61D/arHxaBXTz75ZI4bZFP1pN0ovKIYKRib6SH0qFGj\nchwhEpSZ0ZE6EcUcQn1pRdv8unXrlikyTMX9tEO6Rz+gumuOHj06EYoABvVQSuxD6k4qyvwQVy+7\n7LKkn9V3bZmvgw8+OPsnFIDe2qodG2ywQaYVITQKTAAzdsbGUViuNf/882eYoC0YWpk1RRRMDWW2\nVo3d5ZdfnmzJWDiUQEgq1frfrEbm2mprJ9YUMksJEaiIADZ377TTTinZS9Xw8uJZ3oZnU0on7bXK\nKqukeATlqqWRmABUhP5KNaUJ1ltvvdxoTsyAbsSMslWFKSgHKZdYYokUnBQ7iO18lljBU0uXYSb7\n7LNPtlfcSHtw8AGv7hrYC1EFq1h11VVzc7z+QSTppe8y4qJ58P1jjjkmCy4gl3Qb5gOxlb0SzKR4\nVl555YyVoQxEIpoqpsBwrCE6iIMA5ptvvkxNahetAZqXzdqU+iFQYlmTJk3KslA6h4MqoKw1YizN\nD2Fqttlmy1Qe4dHxvPQPWoS2Y4DGUJqvU6dOyTw8C+YC25pZq5G5ttraiTW10eK0005rRBTlh7wv\njzxu3LiMUaVXxCPVNwxAGbE1T3fyyScnMkN1SFY9ioZnFtNBNJ+bd95508spKxX3id0eeOCBLGLf\nddddG+W28JTl9yZRdKGEWNk9eX0lkA4MlC678sorM26FzOJrBQ7eg+2APP2lVWADU6ZMSVS59957\nI6I41FChy+OPP96mSP+4445rRBS6A2ShS4waNSqRyRyJ6WQXZAjEgRgFxBwxYkQiv3iWuiuuthMM\nOmI87okdjRw5MnbZZZeIKJTim2++OSIKBXzEiBHZx9tuu60RUawF/cTmPvnkkxxn8yyehqLm0P8V\nOmFuF154YaYr9QsDM5fYE6MJQVufHzt2bKrX5qK8CSMi4uijj643WtRW2w/JmoqZITIPLT6BoJ98\n8kkqjHK1cpJQTl5RjMQTi20HDhyY8Yd8trxfufg+oijZE+uIR+TtpkyZkgebi3fE3dC8bDw0VVM8\nB3k6dOiQhRwQRhkqFZ96Ta2kYou7Bw4cmGhqj6+yTUgHueVRy4fLRxRFLNdcc022B3pTU6ncVYNU\n8r7mDjKutNJKmUunexgXJbFYgDgUGhnrVVddNYtkLrnkkogocujyrWoW6C7KOxW9eH3QRx99lBpI\nVTOZUR4W88OE9A9jWXjhhXNtYoXWDUTG2qwj9/VygH333TfXhj31PotR2AJq+6Q8tzZjdptsskky\nDozB+jPOMypbnZHVyFxbbe3EmoqZd9ppp0ZEEf/ynmLmt99+O7d2ibuqCuFf//rXiCiOSaWEimU/\n/fTTjG8hAVQXw9gAQCHGGKAOlTuiiEN8FzJQEK+99tqMR4499thGRFHoLkfICz/33HPZJuxAfAuB\nXFfMigFgFX379k1UpDmIn8SmNAPj6u2QdAgawiyzzJKahPbopzEcOnRom3hr8803b0QUuUsZACyg\nY8eOeS0KtAPrxbdKQOXHrSHsIKLQECCjcagyAuvBNcyPfvTt2zdRjR5jfuSDhw8fnn3cZZddGhEF\na8TqrIkPP/wwN1pAYvULtIC77rorIorMhEyFdTD77LNn3A6RjRkWIc6WAaJ3eHaMd7du3bLCEQOg\n8xjD8gEa32c1MtdWWzuxpmJmFVfiK7EHz3LmmWdmLTKUEQNByN/+9rcRUXjegQMHRkQRb1133XWJ\nQKqBxBlUXIqgml3xlnpXObx55503K4+gCrTjscsmrqaSQhEe8vbbb8+qLTGPI170R7xL2YVWcuUn\nn3zydMfyqDTSDzGy/kEGFWJYwOabb57ITPmkI8gFV426rpZbvGtO99prr+leA2Q+xHZUeJVRcsP0\ngl133TVfnYtVVFV/+gDk0keIqh6hpaUlY0jfwVzoMWXD2mg34mtr9PDDD895lb/Xv+ore6w//fb6\nmrvuuitr8827ugVxr7FR1+1ztBRsYOutt07lv/pu7xltBvo+q5G5ttraiTUVM++2226NiALB5F8d\nSDDffPMlMohvKIPqYcWHYhif47kXWWSR9MpiIignV8eDirOr+VB12J06dcrrYhEQErKWT+c8//zz\n22gCxkb8ucYaayTDYCqwXFelT3W3jEqr5ZZbLnPQxoLnFzMxWoGx4vV59alTp2ZO0mdV2lFvb7zx\nxjbx1j777NOIKNR1TEqt9IYbbphsQuwGKcTIUFfcqIZevLjvvvsmimFENBO7piCmWLp6Mmm5hkEl\nlqoqmoHYvdzHs846qxFRoDdFmGbRp0+fXD9+JzNB/1A1Zt4hpLYPHDgwK8wwT2vTDjPxtbn2jNCZ\nMJCxY8cmMnuuoLg4fLfddqtj5tpq+yFZUzGz6icxJY8pL/nyyy8nyvA8arVVAkHd6ovLIPrjjz+e\nqnS1rtV3xXsUQTleyrjvPf/88+ndqOfqvSFa2cRVVbRzv8UWWywriyCPfdn271Kx5RexBsjz2Wef\nZSURTyx2U8eMcchHU1+rcXmnTp3Sq/ubGgD526rRCqir4nK7pnr16pW5U3qDPtE7/N/8i3dpGxdc\ncEGiqPaI4bVXBoJhcBhTWXEWZ8udi9Hdv2yQHSOTfbA3uW/fvjkn0NP8yg1ro+9aF+LiK664ItV4\n7WTqCqxn9RQUeO3Ceh544IFctxgR5oXxzKw19TCjTArsDepOO+0UEdNosQcOrUV3PNw6QdSo0qt+\n/frlYDodRGdRV/QUdfNweAg8HF988UU6C4OuPdU3LEYUiwMNU+CCSo0ZMyYFNIKRUy9cj/NC0RRx\noIRTp07NlJeNDFI/7u9+qKYTMbwfGO2da665sh1SJNWSz6qhijZiaB9hrNFopEhj3M2lskPU1eIr\nj7fxk6IkIhl/lFb4wRETQFFo9PSzzz6b7u2jVQdRNuKicbHOAMJqq62W4QAHYj7MrYdbmKUv6PYm\nm2yS42aNCL/83phx0MbdM8Rhjhs3LkMOJ85wxNWQ7r9ZTbNrq62dWFPIrDieWKJQvfxqGQhMrIFQ\nPouSkeHRbWLKIYcckkXq0ILHd+InZICGzhtDP31vnXXWSZoNGapF7WXjiSG9tJmSycmTJycCaiNx\nCgIZC6mi6ts/VlhhhaRiNuBrm2srPKm+65lYpF2vvPJKpolQQuMP2aqmIILIV33Tx/rrr59zhiFJ\n3egT1LMOFKAQ0/bYY48U/Aht0m++i1VJg2E01gfGs8IKK2TxCnqvvLFcpMKcmoqZGHe0f8iQIUmv\nGSb2XezN+kO3V1999byeOSSmWTtKRTFO647IidIPGDAg+yX0sI5nFAp+n9XIXFtt7cSaSk29/fbb\nbcodIYWyypaWlkRk6KOsTdxBuif+iH8UP8w111wpAHj5miIQ1xTTQQbxCe9oY8Cnn36aBf/eBSV2\nco9Bgwal7P/kk082IoqYCRJB5iWXXDKRUDwr3mLiO8USRAzMZMqUKYla+iPFx6rvoIKM2Iw3efzq\nV7/KQh5xV/Wlc9Xtc48//ngjYvq0noKMMWPGJKoZf6KZ+9NM6B1QVgw7derULDgRT9NXzJG/EzGN\ntTGhdTQajUz7SLe5H3ZVLsn95z//2YgohCbMDxJ+++23+X1sgbAlraeNWIwUKYYwZsyYRG8MyPz6\nLMahJNThG8YbA/nqq69yDGwOMTbW0p133lmnpmqr7YdkTcXMFFDoqyzOWdSjR49OLyqG5GV4Ll5I\ngp5CWX73FMWTvO/YGio25OQ5oT9EEyfPPffcifyKOqD8jI4NUgwBkRzkB4179OiR6SrKJwQUQ4nR\nxFIMun/++ed5fW2gTovDjZGyVe+pEkMb7969eyfiQU/fEe9WDWNgEAPLWW+99RI9XMOYYSMYGYVW\nhgJyvvHGG8lIfEefsChzS+XHMGwzFHN+8cUXeX8HHDry1n3LBvHcT5t8d9SoURkjm0MpV/oHRZoS\nTmEXO3fu3DnnDhJXj3iyZug5Xl0r2yBz8fHHH+dzpBRVXF2/0aK22n6g1hQyi5XkQcUluP7iiy+e\nKql3LMmN2ohPbRV/QHkFB2effXbmVRUyQCaeU3xFIRQXiQOh5AMPPJDfdYBc9bDA8jGtEJ/XxQTE\n4AsttFDGdA4s0E/vP+Lloa/YHMq99tpryUYwHd+x2V+8JXZVLCGHjw089dRTqUXIVVPybQipmrJa\n8wHlKNJzzTVX5l+rqrv3c5kz8bn5F+c+9dRTOb/WjIITRwBhYtR/bArSma+IYn6HDRsWEcWYl18s\nwGgkNATFNFjWcsstl7E+BkJFtjnC/NAA9EWM/sEHH2SbKNzWlewFxoMRisexAYyxY8eOWX7sraN0\nHfM8s1Yjc221tRNrCpmVWdocodxPDNLa2poxsioW1WHK38QK4kNxLsT+5JNPMldX/S7PzJNVq654\nWvHLCiuskLEqZVD8LS4qmyJ4iKxt4rA77rgj1UlI4vgbR/m4N8UaylPgn3766URDsS9khlK8tgox\ncZ84EKqttdZa2UbswZjM6BjaiOIoJmgq7qQFDB06NMdI6arxdcCg2JHJk0KyueeeO2NjCEYXgG5i\ndIxG7QBtxecnTJiQbbWt8fvesY2ZQExjhtV98MEHiezidlVacvWYXfXd0uL/l156KdFaP8wlJmKd\nmxf9xnYg9Ndff525d1kLCrlnxHPw36xG5tpqayfWVJ55ueWWa0QUyhwPUkZXPN8BbpRIBf0Qi2fi\nMSl4q666aiIUj8m7qUDzZkXxogMCvPGPRx0+fHh6TvEn5KSE33bbbQnRHTp0aEQUMTq0Mkbzzz9/\nVgmJgVxP1Y6Yz98hlLx67969c9sklHegvgowhw/wyOqWqZ1iviFDhmRsLgNg7DCRhx56qA0F0Ucb\nRMwhZtTa2pqsw5xQ6MX96ovNC+YCOXfbbbes4ILykNdhjY4LEp86kMHcQqWFFlooY3FzaYzVWF95\n5ZXZx6WWWqqhDRHTvy955ZVXzvWqX9ikOfPZ6julKdWzzDJLfhbzwxJoFTYfYZkQ24YP1xo/fnzO\nnc94dszhEUccUeeZa6vth2RNIbPN+9BJ7Cw3uM0222S9LO8OmRx547PiMXGq3OUdd9yReWNbLcWB\nFE55P3Gh2MfvVfZcd911yQzkPVX/iM0GDhyYXm/jjTduRBT1ytBWffHZZ5+dSOY6+gcJIIz+i8N4\n4ptvvjnjJuPnmnblqMkVz1ZVXIrw6aefnmotNkKZpWdUDycYNGhQI6JgHbIIkPrXv/51siXagT5S\nvKGOGnJZB+j03HPPJROTixZnU8Ap9NaS9uujsbjrrrty95bxkqvFik477bTs49VXX92IKJgA1b6s\nZrunOaRJqEKkc2CR9BW6x5QpU/J3vqMt1GzxL2ZgTuk67IYbbsj16zPl3VkREeuvv36NzLXV9kOy\nptRsJt5VfQSFXnvttfRQ8ri8uHiKZzr00EMjothFI2br0qVLekysAUJAaDEapVQs5Sf1e+65506F\nlZeFtl5MZgdSROEJxYqq2HzmvvvuS+VZP+VexbVlJT2i8Orll4hDpeqrccW7Yjn5dKhlDyz1+JVX\nXkk2Ip6FyPKeVROXG0sohQW0trbmHKkWGzRoUEQUWgmWodrMwQ+qtrp06ZLjgDlgKBiRWBILgqSq\nruxdn3POOXO+5W6Ni3i8bNYiZLSPoHrAfESxX17cS1m3jrAI6xFyjhw5Mj+jH1iLugLxtv7Rkijj\nxqVLly6pdMti0FfEzOop/pvVyFxbbe3EmkJmXkgcJO8sppt99tkzRvA3lT92F4kXeVmxs7hhnXXW\nSe/pPiqQ5PkgsvbwchACysw555x5OJvcLtSeUe2yw9YhpxjN4W2DBw/OdkJVuWBt9R3shYZA+f38\n889zjLRNnAUJ5DmNK2YiRyw+X3bZZVOL8Iobf+PVqwaN9B9SypuW+wJd7NKCHOJPKrP20T1+/vOf\n5/3lhKEaFPJdaG+dUOzLtftQFXuDXNZQ2bAbY2yvAL2lZ8+eWXmn0k2NgM8ad3Pt/mLZDh06ZO21\n70BmJ534v6wJhqaftKIFFlgg5xBLdeTUjPYPfJ81JYB169atERGx8847R0RRHO+85B49eqTQhGYT\na6QiymdhRRSLzgP6ySefpCMwUFIDCgk8dEQWQhhaWH4To2ugucQmVPGAAw5IccHbHqrH5hB2Hnvs\nsaSL6DrH4eRKDygab6F4MN59990UqdwH1eUgPMweBP3zIBJ1rr322lxUHBBRSuqkLA5FRPTv379R\n7puf0n6dO3dO6i5l4wFTKmkeOFN9Jpy99957WUQhxSR04TSkHaVlODuGWp5zzjl5XQ+Ah5ETvPDC\nC7OPe+21V5s3dngwjN1zzz0X+++/f0TEdKXHUpvSmIQ/YiFhtW/fvknNlV5y3sDJfFsvHIOSUe36\n9NNPp9twY436edZZZ9UCWG21/ZCsKWQ+6KCDGhGFV+FVUdgOHTqkZyKGoEKOc4HYtnfZHMFjLbHE\nEulxleQRINArnoy3I1QRRMoH/RF6iDoYAe9bPpP42muvbURMv7VT27788sukQjZauBeU1XZ0z/3L\nhQkErupGfV7ePTAU6a4//vGPUba333470VFoAqnR6N13372NVx88eHAjohARjaGxnmWWWbJcFDpK\nv0BvDAh1Rr8hXUtLS/bFxg7MATMj0BFRsS1Myjh++eWX023oMf9Erj/84Q/Zx+OPP74Nu7JpBbpO\nnjw55wxL0D+iLOQ3T8RTbVxnnXVybfzpT39qMxa+I+VnbjEUjE7/77///vys8IVoqxR1gw02qJG5\nttp+SNaUAFYtEuftBPcLLrhgxpAQn7c+44wzIqKQ/cXQ4lExzt13353X5cV4KmkuMr94lJgiXnSP\nkSNHJjMgzhCsnGdMMIoo0hjeBqhUUjrh1ltvTU0AwhDl9NMRShASyindHDZsWKKPzSiOByKEYDzE\nNCgD5TCUF154IYtwFNrop/vaVskUSEgdEWTK2wyJUhCRAOR9zcZH+SE2BsmHDBmSDMg4EdWgm9Qd\ndgItsREFQ5988sl0qUrXrL5RNKKIVfXfuBC1xo0bN115KGSW+pMWK78ZpTxGd911V97HFkdzeOGF\nF0ZEwa6kNaE7xiGFuOyyy+b2Vesd6ldF2/9mNTLXVls7saaQubp5n7rHg5ePohUbi50l831WjAHp\nFA20trammiuu49UooMorIbSYjWJqI8MKK6yQcQc2ARkotGWrHtTPg4t/e/funchBaRR3QWLxj/tJ\n21CqW1paEhXFc9RgaqZrYRVQnyLvzYJbbrllIhu0xC4gUtWgGxSlHdjs0a1bt9xIIc1CPTenji/C\nIMR/kGXttdfOt0v6jPGqKuWKcKA/ZJPC2mijjRLFxepSkVCxbDIFNAOsjq7S0tKSmQcHKRpf6Ssp\nQusP85QBWXTRRRPNKe10FgyEio0JuYZ7OFr6xBNPzDdKWvcQmc4ws1Yjc221tRNrSs2urbba/vda\njcy11dZOrH6Ya6utnVhTAtjBBx/ciCiEGsJQeX9xVbwiJjkVghCmaETKgCg099xzT/e2AGIKAYKs\nL2VETHFCg2KCu+++O++nuIJI47OHHHJIJuRPOeWURvk+UhREml69emW6SmqC4EQUVCRC2FPPa1/1\nb37zmzwr2u4n5YSEJ29fIPhIxRBzpAgXXHDB7DvRRr2xMTv99NPbFByYQ4KT7xPMrr322izBVSxD\nJHMPY6l4yMkd0kmTJk3KOZK6c241Ec/vlUxaHwo3iIBPPvlkFosQEaWUpO5OPvnk7OORRx7ZKH9f\n2oxA+OCDD2Z6iAgopamARXktoUwbiVitra0pZEk5EkuNOwHO+vaM+Lvx/+ijj/K70mnWr7W2ww47\nzFTRSFMPM6VQHlhOk6L3xhtvZK2vh9NDrfEa/uSTT0ZEkcuTpzvnnHNSrTa4asANIBVS/o3qayFT\nJ5daaqlUvCnAHhCDLLdb/lv1kHf9fv7557NSSo6Y4qhNVE6KOqVan4YNG5bbJtW0mzx5Uw7Rd+Ti\nOTlj2NLS0uZA/IjigEFKedUcNMfJaLdMwJgxY1K1ppRb3OroVTnJe6uR14aOHTtm/b7vWCMeSMaR\nmQ+ZifIxw9YS5yHzYW2VzYPvAeQ0ZBfeeeeddM4yKxyxsVR3ra6BI+A87rnnnqxo5PBUH/o/B6wO\nfM8994yI4mhnDmn8+PE5nrIHlHxOcmatptm11dZOrClk5tV5WTXDcsu//OUv80A2lAwy8T68LK+I\n8vCGq666auaVVd442ABiosHVV32guLZb3nrrrYn80BrN4anLZleOI27Q2fJRQ6iwKqkBAwZEREGr\n5AzlQiGDTesTJkxI+q5azCtKeWZMQO5X/2wLRMPvu+++REXobUuj/HbVzAMaWq5ui5jGDjASR+t6\nbY+5whwwIYisGm3HHXdMyl09yN1hibYGYhBeloDymvMvvvgiURozk9uf0TZP1XF2jWkTFD/ssMMS\nPVV8Gf/qkUaq2NREePlg//79c+1jSeoXhJXGxJFKdpw56N7/J02alOGTNSl/bs3OrNXIXFtt7cSa\nQmaeg7jhmBUo9NJLLyUyEBd4KPtJxR+Mt+X1W1pa0uNCKDuCoLrDCiCn6h47mXjJPn36JDLyfmLZ\ncj0v473FxZBSe/7zn/9k7K1O2U4XMacXuEFPzAAal1+Mp72qnsSP4i0ioR03Rx11VEQUde69evXK\nww+gh33U6rmrBnXNpZp4msaIESOS4UARLMq1xYFQT625e37xxRdZJUYkxaZUSkFosTs25FqYzuKL\nL56iJaQkJpqLsonvrR3HFVtD48aNy/Xq2FuxqbjdccAQmyYj1h45cmR+xjWqR1qpjqT3iIMddOEw\niV69emXfzcFJJ53Uph0zazUy11ZbO7GmkFmNrLQLRU+c2Llz50z5iBGpdpRRCOZa0hxltVtMJr6l\nWkNxXl+aA5KJtSFZ//7982+UVwox1bls1QPuISYlcuzYsRk/QkcKKCVc/TjWQFWVmogo0iWQmRYA\nAaoH/kEE8a663y222CJj3vLL7SKK8ayaz6lDF/vr6xJLLJHjrq8OpcMyxLtYCKYmlfLUU0/lvKuN\nF8uqO4auUNcuI6ky12ptbc2UTbV2fujQoRFR1P+XTRrJd2UCunbtmtcWO2M1WCXktrOOQo7V9OvX\nL/UL8bssjmcCqkpdYi3Gig6w44475hqRsrQeMJGZtaYeZjcj0VuMaOjQoUNzy50HEg1Eu4laxAS5\nPOmQ999/P6/hAUD3PCAG30Nt8bs253LfffdlGkh70P7q+5IiCrEKxeNwDjrooIiYFgroq4k2ORa6\nRUuQstA4t3//+9+57RL1k2ohWpXPmooo0jXVQxmuvPLKFKkIR0QpIUnVfNcGAPMiDfjss8+mGOW0\nUt/RLvOBhuozwWbNNddMmisPa/E7tAANteFFiMEJEM5mmWWW/J23ZKDonFrZ9Nta8SDaJNSnT590\nIEI+4QOh0zycfPLJETH9iaZvv/12bqWV2rvxxhsjoghBrBPOXZhBMDPeU6ZMSRHT/TkGtQwzazXN\nrq22dmJNIbP3AhGIIKT0wpprrpm0RhKdZyRSEV5UkaHGvP4CCyyQdJdYYDMImgMptt1224go6Aiq\nhhaOHDkyPeCpp54aEQVizkj2d33Uicck4qy00krpLavFDVIp0B0lrB7k8P777yc91GfXwESIKIQy\n7UDHePCvv/46+y4FAukILlUzlpgKViM0+fWvf50pGtTUfGgPlMUChAPEnmuuuSa/4zNYiGt4J5P2\nEkAhMqZz4YUX5vg4cM/6c2QP2h9RIKU+YGLlcMQ2VuzEusYmrGdpRyGLsbrxxhvzswQ9bA4z8GyY\nF3MmBQvZhw8fnsxG+CoUVVQ0s1Yjc221tRNrCpmhGhGFNyKYbLXVVukRiSf4v5hBHMpT81QQ/NNP\nP81YSDwqthGzVI/UhaSEIhu/11prrfTI5drviMKjOos6okBmB7qV++U+PqPIArPQfsKH9JgDCyHE\n2muv3aaUL6IQgbAF98BemGtIpfz4xz9OBJZqE+cSmqpmPIhIxCACzbhx41JYrL6VULGQnwpPxIsQ\nu1u3btkOwqPYnHDoPcoYAjSytvx9q622ynk1Z+ZQCXDZjK3rQHhrdZNNNsl1BNGtHwKkEl9MiO6D\nfW233XYZgzMojvlgaObKuiduldOphF2aiHThjM4F/z6rkbm22tqJNXU4wX333deImP49RVImDz74\nYCIupdtnxIM8dG3A+AAAFCBJREFUlgS9IgE/qdoRxXuclAa6jw0J4nIxrbQMGz16dCIQTy3tANGG\nDx+eO1KGDBnSiCiQxvUo308//XQiDCSGqlRKHhd6SU1QTG+77ba8LgVX38W/SmLFk+JZKG8H0jPP\nPJPxtFiRZgG9br311jY7bi6//PJGeTyk4aivra2tiW76DYHpBAxiifXEu9dff30yFMhvHZTfLR1R\nvFDBHFPlzXWXLl1SI5GtwFzY8ccfn3086aST2uyaoj9A/meffTYZDjTVd/d2H5qGwhPPyp133pm7\n8RzYJyNBvVfg4yfW5Zp+TpkyJeff76wda+nSSy+tj9qtrbYfkjUVM+P/cqbiGl71nnvuSYSq7sGF\nAMoaqctiTl6of//+GV9QL+X5xHJQHhr5PJXToXovvvhiIijP7Bq+UzaqrLiGIo1NbLTRRrl1UzE8\nBddxqdoml0yRFCvutddeGd+K7TGd6nt5jSVPLWdN3W1paclxwxDEl1C8aooy5GEhO3QaP358qrby\n3P5W3XBABaaT0FS23HLL6Q429N0qo6GpYCPuDY0bjUbGlGJ3WYvqu44jivgXA7NJxXUXXnjhzP1C\nU/u3MSN5dLqHNnvr5frrr58I7O2fMiiyHdYs9qI95hLzmG+++XLdYTb6hbnNrNXIXFtt7cSaQmb5\nUeqy/1Pd1l577fQqvDqF84QTTmhzLZ5K/CO26tKlS8asvDaEpCCXtzhGFB4N2ortFltsscxz8vRU\nbShSNnlHyAjFtfHjjz9OVMRSVEFR1qEs9IAmTk2Zd9550/PzzsaqejoLRFT6aOOFUtTW1tZU/mkV\nELEaVzJjJYY1xvr8xBNPJNPCmlREQSgsyz3kjs1La2trsiptFofrC2Yj3tYe/XEQQa9evbLkF6L6\njk0uZYOUEFI1G41mlllmyT67rgMDjj322IgodAeZFvE3ZvTll1/mhh0Mx1hA4urbKDEU5b/YzDff\nfJNZC+q8a1DMy+8Q/z6rkbm22tqJNYXMth46u0r8yNsOHjw4vYqqlrLHjyiqaXhQ6ORzL7300nQH\nCvBiNijIA/PikELMIy6Zb775kjVAG55SX8om7lGArwYd2zj22GMz9uW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 250, D: 0.2155, G:0.1959\n" ] }, { "data": { "image/png": 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PlyRr9/TII4/YOtBg+Js99w39oCH4xSYSGzZssIouvPNogPg/kKpEF4gigF9ra6tpRNBq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\nd5zng92CfeKb6kWPYCzF9KM/aIIf63Y9fnBpRufAiZHIeD6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 500, D: 0.07639, G:0.6031\n" ] }, { "data": { "image/png": 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mVEA8OkJ7zOnixYsznobavA17ZF2w6/LiKvQ22mij5Bt8Vgysa05VFU4FM45h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\n3df9NIf07t07q/SUyUJqPALPBHLTBf8TUZxXZ4UXA6mx9LwHP+09Jv2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 750, D: 0.08781, G:0.5468\n" ] }, { "data": { "image/png": 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oOKVIqtNOGBvSr1mWZbnpl+wl19x7770lhZCNf66YN+/F5cyQiEIapC/M4eeG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\nwo4WPr5oY108ImTa2trWu4dx7oEvRmEP4Y+WT3whUa95f6k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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1000, D: 0.621, G:0.2852\n" ] }, { "data": { "image/png": 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stNFGjkPZ1D9EB8qlwG3puYPYtXLlShd6BxLDGeFquKKgMPFfKg7gCIvfSV50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\n2qOjs86BrzITmfP2sFAoOFSxe4iFHqu6ReYwgoo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1250, D: 0.08534, G:0.4106\n" ] }, { "data": { "image/png": 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yt+UktF9m9pADkXre48aNc9ex9dn4ott4MgUZOBjYr9raWre+jGu33XaTJL3/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\nNuuCBQuKYoARI37wwQcTxSe4Bzaxba/DPNBoNt98c7dmtgQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1500, D: 0.08328, G:0.5062\n" ] }, { "data": { "image/png": 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JEYeV+F2Y/5zVlgiklUsuxIxhI0DJ68x2nujUlGIKc8AZL5lknIdigJyfa4WF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\nwiULrJUkbxiBhT/88EMXJ05vZ46JvnX99ddL8oY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1750, D: 0.1538, G:0.2972\n" ] }, { "data": { "image/png": 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giUfWkixWE5qi+cAGG2xQ9Hla0YAlGBw4cKDzFTz99NOSpG233VaSD1XRj5vn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\nD+KDtLz7LEhqtm5piZHMQ4cOdRoE5A+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2000, D: 0.07425, G:0.4241\n" ] }, { "data": { "image/png": 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8Wr5PO+00IDBzK1BLEuvq6soYUGu2iQC6DC+88EIguN1M+zN5Y/z48ay11lpA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\ndTUc/qhBSsasBl0zFhaQdZyj92vllVc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2250, D: 0.05706, G:0.4568\n" ] }, { "data": { "image/png": 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SGoa9zAkQVRJKG39zGe/MNWUw1BiKChrxK1GGxV3fwFQoAT/XbldMymGua9XX1xcsMdQc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\nzIswMdtgqDG0SDG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2500, D: 0.0743, G:0.4576\n" ] }, { "data": { "image/png": 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24qDQHOttfqUksvix+WbNNhiaDGUxc5x423JicquBet7V00C9M3MaaLY1jIIx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\nR69evXjxxReBLjcJEPQtkst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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 2750, D: 0.1021, G:0.3624\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3000, D: 0.128, G:0.2866\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3250, D: 0.1331, G:0.3467\n" ] }, { "data": { "image/png": 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JBUVCxdbXr18/s2mz4fhNExoaGkIALCCgLaFibYNgZHZgpIgnnniiJCuEf/fd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\nduyYl+JTYTU1NWa3RvJHr25SMKReYHf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3500, D: 0.1186, G:0.3989\n" ] }, { "data": { "image/png": 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yDje6jmsSp47luG3btkZXTpI1lQZ4JvfZZx9JtpzuSy+9VDQ9FEZ272WaUpcL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\nZKUNCjDCVn379jUWe9I3Wec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8sSaTDIKrZuHChUaywMJNGOHUqVMl2aQTruu6qIKleJBe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\nMgoeiI4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 3750, D: 0.1621, G:0.228\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "D = discriminator().cuda()\n", "G = generator().cuda()\n", "\n", "D_optim = get_optimizer(D)\n", "G_optim = get_optimizer(G)\n", "\n", "train_a_gan(D, G, D_optim, G_optim, ls_discriminator_loss, ls_generator_loss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上面我们讲了 最基本的 GAN 和 least squares GAN,最后我们讲一讲使用卷积网络的 GAN,叫做深度卷积生成对抗网络" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deep Convolutional GANs\n", "深度卷积生成对抗网络特别简单,就是将生成网络和对抗网络都改成了卷积网络的形式,下面我们来实现一下" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 卷积判别网络\n", "卷积判别网络就是一个一般的卷积网络,结构如下\n", "\n", "* 32 Filters, 5x5, Stride 1, Leaky ReLU(alpha=0.01)\n", "* Max Pool 2x2, Stride 2\n", "* 64 Filters, 5x5, Stride 1, Leaky ReLU(alpha=0.01)\n", "* Max Pool 2x2, Stride 2\n", "* Fully Connected size 4 x 4 x 64, Leaky ReLU(alpha=0.01)\n", "* Fully Connected size 1" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T09:47:10.573931Z", "start_time": "2018-01-04T09:47:10.521930Z" }, "collapsed": true }, "outputs": [], "source": [ "class build_dc_classifier(nn.Module):\n", " def __init__(self):\n", " super(build_dc_classifier, self).__init__()\n", " self.conv = nn.Sequential(\n", " nn.Conv2d(1, 32, 5, 1),\n", " nn.LeakyReLU(0.01),\n", " nn.MaxPool2d(2, 2),\n", " nn.Conv2d(32, 64, 5, 1),\n", " nn.LeakyReLU(0.01),\n", " nn.MaxPool2d(2, 2)\n", " )\n", " self.fc = nn.Sequential(\n", " nn.Linear(1024, 1024),\n", " nn.LeakyReLU(0.01),\n", " nn.Linear(1024, 1)\n", " )\n", " \n", " def forward(self, x):\n", " x = self.conv(x)\n", " x = x.view(x.shape[0], -1)\n", " x = self.fc(x)\n", " return x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 卷积生成网络\n", "卷积生成网络需要将一个低维的噪声向量变成一个图片数据,结构如下\n", "\n", "* Fully connected of size 1024, ReLU\n", "* BatchNorm\n", "* Fully connected of size 7 x 7 x 128, ReLU\n", "* BatchNorm\n", "* Reshape into Image Tensor\n", "* 64 conv2d^T filters of 4x4, stride 2, padding 1, ReLU\n", "* BatchNorm\n", "* 1 conv2d^T filter of 4x4, stride 2, padding 1, TanH" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T10:05:32.848318Z", "start_time": "2018-01-04T10:05:32.785512Z" }, "collapsed": true }, "outputs": [], "source": [ "class build_dc_generator(nn.Module): \n", " def __init__(self, noise_dim=NOISE_DIM):\n", " super(build_dc_generator, self).__init__()\n", " self.fc = nn.Sequential(\n", " nn.Linear(noise_dim, 1024),\n", " nn.ReLU(True),\n", " nn.BatchNorm1d(1024),\n", " nn.Linear(1024, 7 * 7 * 128),\n", " nn.ReLU(True),\n", " nn.BatchNorm1d(7 * 7 * 128)\n", " )\n", " \n", " self.conv = nn.Sequential(\n", " nn.ConvTranspose2d(128, 64, 4, 2, padding=1),\n", " nn.ReLU(True),\n", " nn.BatchNorm2d(64),\n", " nn.ConvTranspose2d(64, 1, 4, 2, padding=1),\n", " nn.Tanh()\n", " )\n", " \n", " def forward(self, x):\n", " x = self.fc(x)\n", " x = x.view(x.shape[0], 128, 7, 7) # reshape 通道是 128,大小是 7x7\n", " x = self.conv(x)\n", " return x" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T10:12:43.237237Z", "start_time": "2018-01-04T10:12:43.110774Z" }, "collapsed": true }, "outputs": [], "source": [ "def train_dc_gan(D_net, G_net, D_optimizer, G_optimizer, discriminator_loss, generator_loss, show_every=250, \n", " noise_size=96, num_epochs=10):\n", " iter_count = 0\n", " for epoch in range(num_epochs):\n", " for x, _ in train_data:\n", " bs = x.shape[0]\n", " # 判别网络\n", " real_data = Variable(x).cuda() # 真实数据\n", " logits_real = D_net(real_data) # 判别网络得分\n", " \n", " sample_noise = (torch.rand(bs, noise_size) - 0.5) / 0.5 # -1 ~ 1 的均匀分布\n", " g_fake_seed = Variable(sample_noise).cuda()\n", " fake_images = G_net(g_fake_seed) # 生成的假的数据\n", " logits_fake = D_net(fake_images) # 判别网络得分\n", "\n", " d_total_error = discriminator_loss(logits_real, logits_fake) # 判别器的 loss\n", " D_optimizer.zero_grad()\n", " d_total_error.backward()\n", " D_optimizer.step() # 优化判别网络\n", " \n", " # 生成网络\n", " g_fake_seed = Variable(sample_noise).cuda()\n", " fake_images = G_net(g_fake_seed) # 生成的假的数据\n", "\n", " gen_logits_fake = D_net(fake_images)\n", " g_error = generator_loss(gen_logits_fake) # 生成网络的 loss\n", " G_optimizer.zero_grad()\n", " g_error.backward()\n", " G_optimizer.step() # 优化生成网络\n", "\n", " if (iter_count % show_every == 0):\n", " print('Iter: {}, D: {:.4}, G:{:.4}'.format(iter_count, d_total_error.data[0], g_error.data[0]))\n", " imgs_numpy = deprocess_img(fake_images.data.cpu().numpy())\n", " show_images(imgs_numpy[0:16])\n", " plt.show()\n", " print()\n", " iter_count += 1" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2018-01-04T10:13:58.243586Z", "start_time": "2018-01-04T10:12:43.472792Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iter: 0, D: 1.387, G:0.6381\n" ] }, { "data": { "image/png": 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bEVDKzTNhLRp3lJqY2L9//1wP1TeWENfaajXNrq22dmLf6NxstMvPvOivfvWr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\nEkxryPVffvnlFMkU2HjHsjnTbyWm1jd28cEHH+Q4EuywOCk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 250, D: 0.7821, G:1.807\n" ] }, { "data": { "image/png": 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piphdUNAj6Ioz40yHykEZSQd84IEHAueCS+69996SpEWLFjWdyyepb/Q8mjNn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\n07kE9rz0pS+VVBnKCJQh2OjGG2+s3T/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 500, D: 1.058, G:0.8468\n" ] }, { "data": { "image/png": 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poLmQfQpi46pLX81qdkZGm6BW2aDOzs4eSAsfWFVFJAqlhGn1D62uckDsvvvu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\nbjh3jz32SG5DePfddwH3fJx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 750, D: 1.163, G:0.8711\n" ] }, { "data": { "image/png": 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6CIDf/OY3gDvTK25uSWNMs20RurPmGZXZJQ9Ed4BnZg+PFkGXWbNtSH/s169f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\nrpBRy05rFJ544okgbbLeFyp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1000, D: 1.293, G:1.201\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1250, D: 1.182, G:0.961\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1500, D: 1.216, G:0.7218\n" ] }, { "data": { "image/png": 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PEyvySj217rjjDsCpE7FYzHObaq20hpKq/L22dZ/885//BFz5pFWrVlX5Tm2Z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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Iter: 1750, D: 1.143, G:1.092\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "D_DC = build_dc_classifier().cuda()\n", "G_DC = build_dc_generator().cuda()\n", "\n", "D_DC_optim = get_optimizer(D_DC)\n", "G_DC_optim = get_optimizer(G_DC)\n", "\n", "train_dc_gan(D_DC, G_DC, D_DC_optim, G_DC_optim, discriminator_loss, generator_loss, num_epochs=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到,通过 DCGANs 能够得到更加清楚的结果" ] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }