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DL-with-Python-and-PyTorch2/pytorch-08/pytorch-08_01.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 8.4 使用PyTorch实现Transformer\n",
"\tTransformer的原理在前面的图解部分已经分析得很详细了这节重点介绍如何使用PyTorch来实现。本节将用PyTorch 1.0+完整实现Transformer架构并用简单实例进行验证。代码参考哈佛大学OpenNMT团针对Transformer实现的代码该代码是用PyTorch 0.3.0实现的地址为http://nlp.seas.harvard.edu/2018/04/03/attention.html。\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.1 Transformer背景介绍\n",
"目前的主流神经序列转换模型大都基于Encoder-Decoder架构。所谓序列转换模型就是把一个输入序列转换成另外一个输出序列它们的长度很可能是不同的。比如基于神经网络的机器翻译输入是中文句子输出是英语句子这就是一个序列转换模型。类似的文本摘要、对话等问题都可以看作序列转换问题。虽然这里主要关注机器翻译但是任何输入是一个序列输出是另外一个序列的问题都可以使用Encoder-Decoder模型。\n",
"\tEncoder把输入序列x1,…,xn映射或编码成一个连续的序列z=z1,…,zn。而Decoder根据z来解码得到输出序列y1,…,ym。Decoder是自回归的Auto-Regressive会把前一个时刻的输出作为当前时刻的输入。Encoder-Decoder架构模型的代码分析如下。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.2 创建Encoder-Decoder架构\n",
"### 1.导入需要的库"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"import math, copy, time\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn\n",
"seaborn.set_context(context=\"talk\")\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.4.0\n"
]
}
],
"source": [
"print(torch.__version__)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"目前的主流神经序列转换模型大都基于Encoder-Decoder结构。所谓的序列转换模型就是把一个输入序列转换成另外一个输出序列它们的长度很可能是不同的。比如基于神经网络的机器翻译输入是中文句子输出是英语句子这就是一个序列转换模型。类似还包括文本摘要、对话等问题都可以看成序列转换问题。虽然这里主要关注机器翻译但是任何输入是一个序列输出是另外一个序列的问题都可以考虑使用Encoder-Decoder模型。\n",
"\n",
"Transformer模型也是遵循上面的架构只不过它的Encoder是N(6)个EncoderLayer组成每个EncoderLayer包含一个Self-Attention SubLayer层和一个全连接SubLayer层。而它的Decoder也是N(6)个DecoderLayer组成每个DecoderLayer包含一个Self-Attention SubLayer层、Attention SubLayer层和全连接SubLayer层。如下图所示。"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Encoder把输入序列(x1,…,xn)映射(或编码)成一个连续的序列z=(z1,…,zn)。而Decoder根据z来解码得到输出序列y1,…,ym。Decoder是自回归的(auto-regressive)——它会把前一个时刻的输出作为当前时刻的输入。Encoder-Decoder结构模型的代码如下"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2 定义EncoderDecoder类"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"class EncoderDecoder(nn.Module):\n",
" \"\"\"\n",
" 这是一个标准的 Encoder-Decoder架构\n",
" \"\"\"\n",
" def __init__(self, encoder, decoder, src_embed, tgt_embed, generator):\n",
" super(EncoderDecoder, self).__init__()\n",
" # encoder和decoder都是构造的时候传入的这样会非常灵活\n",
" self.encoder = encoder\n",
" self.decoder = decoder\n",
" # 输入和输出的embedding\n",
" self.src_embed = src_embed \n",
" self.tgt_embed = tgt_embed \n",
" #Decoder部分最后的Linear+softmax\n",
" self.generator = generator \n",
" \n",
" def forward(self, src, tgt, src_mask, tgt_mask):\n",
" #接收并处理屏蔽src和目标序列\n",
" #首先调用encode方法对输入进行编码然后调用decode方法进行解码\n",
" return self.decode(self.encode(src, src_mask), src_mask,tgt, tgt_mask)\n",
" \n",
" def encode(self, src, src_mask):\n",
" #传入参数包括src的embedding和src_mask\n",
" return self.encoder(self.src_embed(src), src_mask)\n",
" \n",
" def decode(self, memory, src_mask, tgt, tgt_mask):\n",
" #传入的参数包括目标的embeddingEncoder的输出memory及两种掩码\n",
" return self.decoder(self.tgt_embed(tgt), memory, src_mask, tgt_mask)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"从以上代码可以看出Encoder和Decoder都使用了MaskMask 表示掩码它对某些值进行掩盖使其在参数更新时不产生效果。Transformer 模型里面涉及两种 mask分别是padding mask和 sequence mask。其中padding mask 在所有的 scaled dot-product attention 里面都需要用到而sequence mask只有在 decoder的self-attention里面用到。 \n",
"1Padding Mask \n",
"\n",
"什么是 padding mask 呢?\n",
"因为每个批次输入序列长度是不一样的也就是说,我们要对输入序列进行对齐。具体来说,就是给在较短的序列后面填充 0。但是如果输入的序列太长则是截取左边的内容把多余的直接舍弃。因为这些填充的位置其实是没什么意义的所以我们的attention机制不应该把注意力放在这些位置上所以我们需要进行一些处理。 具体的做法是,把这些位置的值加上一个非常大的负数(负无穷),这样的话,经过 softmax这些位置的概率就会接近0 而我们的 padding mask 实际上是一个张量每个值都是一个Boolean值为 false 的地方就是我们要进行处理的地方。 \n",
"(2)Sequence mask \n",
"\n",
"文章前面也提到sequence mask是为了使得 decoder不能看见未来的信息。也就是对于一个序列在time_step为t的时刻我们的解码输出应该只能依赖于t时刻之前的输出而不能依赖t之后的输出。因此我们需要想一个办法把t之后的信息给隐藏起来。 那么具体怎么做呢也很简单产生一个上三角矩阵上三角的值全为0。把这个矩阵作用在每一个序列上就可以达到我们的目的。 对于 decoder 的 self-attention里面使用到的 scaled dot-product attention同时需要padding mask 和 sequence mask 作为 attn_mask具体实现就是两个mask相加作为attn_mask。其他情况attn_mask 一律等于 padding mask。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3 创建Generator类\n",
"Decoder的输出传入一个全连接层而后经过log_softmax函数的作用成为概率值"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"class Generator(nn.Module):\n",
" \"\"\"定义标准的一个全连接linear+ softmax\n",
" 根据Decoder的隐状态输出一个词\n",
" d_model是Decoder输出的大小vocab是词典大小\"\"\"\n",
" def __init__(self, d_model, vocab):\n",
" super(Generator, self).__init__()\n",
" self.proj = nn.Linear(d_model, vocab)\n",
" #全连接再加上一个softmax\n",
" def forward(self, x):\n",
" return F.log_softmax(self.proj(x), dim=-1)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.3 构建编码器"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"编码器(Encoder)由N个相同结构的Encoderlayer堆积(stack)而成而每个Encoderlayer层又有两个子层。第一个是一种多头部的自我注意机制第二个是比较简单为按位置全连接的前馈网络。其间还有LayerNorm及残差连接等具体请看下图\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.定义复制模块的函数\n",
"首先定义clones函数用于克隆相同的EncoderLayer。"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def clones(module, N):\n",
" \"克隆N个完全相同的SubLayer使用了copy.deepcopy\"\n",
" return nn.ModuleList([copy.deepcopy(module) for _ in range(N)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这里使用了nn.ModuleListModuleList就像一个普通的Python的List我们可以使用下标来访问它它的好处是传入的ModuleList的所有Module都会注册的PyTorch里这样Optimizer就能找到这里面的参数从而能够用梯度下降更新这些参数。但是nn.ModuleList并不是Module(的子类)因此它没有forward等方法我们通常把它放到某个Module里。接下来我们定义Encoder"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.创建Encoder"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"class Encoder(nn.Module):\n",
" \"Encoder是N个EncoderLayer的堆积而成\"\n",
" def __init__(self, layer, N):\n",
" super(Encoder, self).__init__()\n",
" #layer是一个SubLayer我们clone N个\n",
" self.layers = clones(layer, N)\n",
" #再加一个LayerNorm层\n",
" self.norm = LayerNorm(layer.size)\n",
" \n",
" def forward(self, x, mask):\n",
" \"把输入(x,mask)被逐层处理\"\n",
" for layer in self.layers:\n",
" x = layer(x, mask)\n",
" return self.norm(x) #N个EncoderLayer处理完成之后还需要一个LayerNorm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Encoder就是N个SubLayer的stack最后加上一个LayerNorm。我们来看LayerNorm。"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"3.定义LayerNorm\n",
"\n",
"LayerNorm的结构图如下\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"由代码可知Encoder就是N个SubLayer的栈最后加上一个LayerNorm。下面我们来定义LayerNorm。\n",
"### 3.定义LayerNorm"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"class LayerNorm(nn.Module):\n",
" \"构建一个layernorm模型\"\n",
" def __init__(self, features, eps=1e-6):\n",
" super(LayerNorm, self).__init__()\n",
" self.a_2 = nn.Parameter(torch.ones(features))\n",
" self.b_2 = nn.Parameter(torch.zeros(features))\n",
" self.eps = eps\n",
"\n",
" def forward(self, x):\n",
" mean = x.mean(-1, keepdim=True)\n",
" std = x.std(-1, keepdim=True)\n",
" return self.a_2 * (x - mean) / (std + self.eps) + self.b_2"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"论文中的处理过程如下: \n",
"x -> x+self-attention(x) -> layernorm(x+self-attention(x)) => y \n",
"y-> dense(y) -> y+dense(y) -> layernorm(y+dense(y)) => z(输入下一层) \n",
"这里把layernorm层放到前面了即处理过程如下\n",
"x -> layernorm(x) -> self-attention(layernorm(x)) -> x + self-attention(layernorm(x)) => y\n",
"y -> layernorm(y) -> dense(layernorm(y)) -> y+dense(layernorm(y)) =>z(输入下一层) \n",
"\n",
"pytorch中各层权重的数据类型是nn.Parameter而不是Tensor。故需对初始化后参数Tensor型进行类型转换。\n",
"在每Encoder层又有两个子层每个子层通过残差把每层的输入输出转换为新的输出。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"不管是Self-Attention还是全连接层都首先是LayerNorm然后是Self-Attention/Dense然后是Dropout最后是残差连接。这里把它封装成SublayerConnection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.定义SublayerConnection"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"class SublayerConnection(nn.Module):\n",
" \"\"\"\n",
" LayerNorm + sublayer(Self-Attenion/Dense) + dropout + 残差连接\n",
" 为了简单把LayerNorm放到了前面这和原始论文稍有不同原始论文LayerNorm在最后\n",
" \"\"\"\n",
" def __init__(self, size, dropout):\n",
" super(SublayerConnection, self).__init__()\n",
" self.norm = LayerNorm(size)\n",
" self.dropout = nn.Dropout(dropout)\n",
"\n",
" def forward(self, x, sublayer):\n",
" #将残差连接应用于具有相同大小的任何子层\n",
" return x + self.dropout(sublayer(self.norm(x)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5.创建EncoderLayer \n",
"有了以上这些代码构建EncoderLayer就很简单了。"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"class EncoderLayer(nn.Module):\n",
" \"Encoder由self-attn and feed forward构成\"\n",
" def __init__(self, size, self_attn, feed_forward, dropout):\n",
" super(EncoderLayer, self).__init__()\n",
" self.self_attn = self_attn\n",
" self.feed_forward = feed_forward\n",
" self.sublayer = clones(SublayerConnection(size, dropout), 2)\n",
" self.size = size\n",
"\n",
" def forward(self, x, mask):\n",
" \"如上图所示\"\n",
" x = self.sublayer[0](x, lambda x: self.self_attn(x, x, x, mask))\n",
" return self.sublayer[1](x, self.feed_forward)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"为了复用这里把self_attn层和feed_forward层作为参数传入这里只构造两个Sublayer。forward调用sublayer[0] (这是Sublayer对象)最终会调到它的forward方法而这个方法需要两个参数一个是输入Tensor一个是对象或函数(在Python中类的实例可以像函数一样可以被调用)。而self_attn函数需要4个参数(Query的输入,Key的输入,Value的输入和Mask)因此这里我们使用lambda的技巧把它变成一个参数x的函数(mask可以看成已知的数)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.4构建解码器"
]
},
{
"attachments": {
"image.png": {
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47mdiYSWAOKID/kc4717067eU+vUbZUZEShEaCA8IDwgPWJkHkAAc2Ume3XvICciRKPyfnU4stTm6+tDD0OecGnIjvh+qAA4PwLY5KBt52GpgZMlzCws66u8foFt3H7H0iVyaADolEBdxc1KEBsIDwgPCA5vHA5iPMS/DQRBmMARyN7e0knZubsPwoArg2js6KSIqjsKjYjld14afauUKAMrYdSDuewLdvh9CAYGnyNHVl0VgYezNY2yhvdBeeGD78gDvzu3sRfsDgujazXv0LSKGGpta1mVrWwtSVAEctibQu9+7UP+A6Z4saz3cmudZCtXp2At0bm6e5ubmCAHiUoQGW4kHZrVaGhgYot2OHqx9ePXmIyEf61bqg7RVxpyBB+bmeC5GmJclNISqAA5bE/gdPEb+h44TvBTlEAoIBTaHApgI3n/6ZlCte/kdobHxic1pjDxVKGDjFFAFcPBgwTY5KEBZOYQCQgHrU2CRiMbGxnmhqaj2/t3tTM9eviPYm+UQCggFllNAFcBBvadX682bVT+6vCnyTSggFPgTBbC4DI+K+81JysVjP3V29fzpVvlNKLAtKaAK4CqqaujC5Rt0/vINGhwa3paEkk4LBTabAt09feTs4W9QT/6S4lxYbbnZ7ZPnCwVsjQKqAC4jK5fdOOHKiYhyOYQCQgHrUgBalK/h0TwOFWBTPuFm7ejmS6Nj41sqjMe6FJSnbUcKqAK4tvYO+vA5nD5+iaBxMWhvRz6RPm8yBaamptnRC2BmHMepfP9vjyvb4pCPVQ6hgFBATwFVAMcu9lsw0FteslDAXijQ1NJKb959ohev3tPT528MasrjJy/wuRev31NkdDxptVp76bL0QyiwYQqoAjidbpFTdCFN18I6c4JtuKVSgVBAKMAUAIgp6kloVeQQCggFVqeAKoDLzSukXfs8aNc+d2rv6Fq9JjkrFBAKWIUCAnBWIbM8xA4ooArgcvIKaedeN87n2NbeaQfdli4IBbYuBQTgtu67k5ZblwKqAG5ycooaGpuoobGZg72t20TzPA3B6kjPhVRjSakZ9OzlW7py4y6duXCVTp8LliI02DI8cPLMJYOK0svv8JZpt4wzmWeYB85foQvBN+nO/RD6/C2KEIam0Who3gJJRFQB3FZ2MgGwDQ0NU2p6JgVfu0MOzt60Y6+r7CogOykYQEKxZ8nn9k38K+/e+u8eHsDIcYx9Rn32H6VXbz5QdU0d51UF5pjjUAVw2Co8MTmdEpJSt0yYAAiEvH1VNXXk7X+EsFWOQtAde9xo51532uWA4iFFaCA8IDwgPGBlHsAcjO1x/tutFzgQZw2wu3brPqekM0f6OVUABycTrHAAEE3NLeYAVovWAXCbmJikkLCXhsBYtN1vfxC9evqVshJKqaG4m/rqJ2ikZZZGW7VShAbCA8IDwgNW4oGhJg11Vg1TRXYTfY/IoGtXHhEED8zTwBok98/OzSfdBiU5VQBXWlZJfof0uwlsBS9K7HgA2xpWBCCWh1cAfX33nXrrJmi4eYZBTYBNQF0WNsIDwgObywOYhzEnA/CaSnro8sV7rF3Dzt57nb0oLSNnQwn+VQEcnDOGR0ZpZGSU1X4WFb82WPnY+DidOhfMm5kC4M6cvk61hR1MQGHmzWVmob/QX3hAeGAtHgDY9daNU1JMLjm5+rOAgn0PU9Iy153kXxXAQeUH12QUOG3Y6oG2hT1/Q0hbBOPltauPmWAircmgWmtQyXnhDeEB2+IBSHSZP0vI0+cIgxwSjNc3NK0Le1QBXHlFFe9B5XswkFrb220S3wDCcCiB0RKS26mTV2mgcUp06lbSqcskYVuThLwPeR9bmQcAchk/ink+h13u8LEz7FdhKvioArj8whI2/uFBtfWNpj7DKtcjCTRigtBGF/cDVJXXIuAm4CY8IDwgPLBFeWCwcZrev4zmOR0audT0LJOlOFUA19TcSncfhNK9h0+op7fPKoBlykOgmiwoKjGEAnx8FSPekVuUqbfyqvNvbR9umWGD+mrXYcVaV9jJjlAj8u4ElIQHCOOgv2GSAg6fZZDzPRBI4xMTpkADqQI4qP/m5ue52KINDrbB4Ot3mAj7D56k7ppRGSAyQGyOB56GfKSzZ25Q1yr82VUzQp7eR+jDq5g1QXA1YJRzooq0Zx4YatbQt3c/2Oy0Y48rZWbnmh/gpqc1BCkOBSlVbO0YHBxiXS1CAp6HfhaPSQE3mwM3TELBlx+Qu1cAtVUM/Na+gYYpevciiipymmh4KTbT2DkK0p/xd+NJDeeVYnxe+R+/rXX/SOuvONC1rlHqkU8BU2vzAHi3tbyf9jh60T+7nDi22RQhS5UEV1xazjsJYEeBmtp6W8M3ysrJ1wei73Ci9O9Fv00e1n4p8jyZCFbjgT8BHOKAyrIaeTBjUEMLUZHTTD21Y9RWMUjJcflUnF63LDkBroMjVUtZH6XE5VN5ViP/DqDC8/E73K5RT2JMLuWnVLH0iPP4vad2nKpyW/kZeF5qfCHVF3XK+JEFok3xAPgVmo9/djpzCBjC1tQeqgCuqKSMRUR4J1ZV16qt2yrXQX2KhJ1KppXqvDabejmrTXRybnsC4J8ADgADD+BXYd9YAwHA2r3Pk86fv037XPzIwdmXQ1+OHbtI7ZWDzOMAxTs3n3JgrJdvIGeCOHr0PCljYLBpmuNAEVPkf+AE/+7rd4yq8loZ/PJTKsnJzZ8N+XDJhiE/PjxDxo8AnE3xAADu/cso5k/krNTMzKjGFlUAB8NeWUUVlVdW0+TUlOrKrXEhAO7Js1cGgOuoGrKplyNgtj3BbLX3birAIVffwYDT1Fo+wMb2B3dfcb7ElNh85vH4b+msuon8mMiSXElGPTk4+1DIg7cE2wUmhtqCdoL6c7BJQ0VptXz9k4fv+XcAHEB0r6M3fX3/gzqrRiS0RsDN5uZP8HFybB7HNzu6+tLU9LRqaFEFcKgNek8UAIotHWjP/UdhBoCDSma1yUXOCdBsNg+YDHAO7ixdYYCj7cjwgOTgMV9S+PuxY5fI2W0/xXxJpYSoHPoenkmOLr506tQ1BkTch3yrNQXtlPa9iD6/jSdHFz+6FvyIpUQAHGwb92494+/KczabTvJ8GavGPAC+zEksZw3EHkdPmpoyM8DBieN7QjJ9/5lEg0PDtoRvDLhIqqyoKDurhwXgZBVqkzxgKsDB5h39OdnQFwS+QuLCOYQVePseJQcnHwoKukynT13jEhQUTPduP2eAK8moo+PHL7F6MvjSfULZ6+RNVy4/NADcXkcvztNqPKHI/wIwtsQDALjU+AKW4Pa5+JhfgispqzDY4KCqtKUDEtz7T98MAIdYIlt6OdIWmSwUHmCA8wyg1ooBg9ejIjWtZYOL/Zpq4GdjgEOdx45fJh+/Y+yEgnghqCLxCdtbf/0kXTx/h3P6wQkFv9UVdpCbx6HlAOfkTREffhqeobRVPoVvbYUHMEa+vP3O2+p4+gWQRmNmG1xldS25eR8kd5+DnA7LlgAObUGEuyLBZSeUyWAVCc4meQAAhyw7ecmVnGkH2Xbg8NFdO8Zek6s5mfwJ4BKismmPozc9C/nE3pKQ6ppKe6kmv41Vk0g07upxkFrK+3lrkrfPI9ghZZkEJwBnk7xiK+BiC+1A2MzVyw9ZyDp+6gLnRFaLQapscJCSFhYWuNiaDQ4d7ezqJmyvAJBDoKyyKraFlyNtkJWwwgMAOHgio8BjEQV7YP2Myl4XwMGLMvTBO7arQfXo6OrHKsyv736wCjPiYyLb2HY6eLCt7vTpa3Tw0CmR4GQBuKVAHX4V+5x9OZHHvUdhJqXrUgVwc3PzFBB4io6dPE8fP4erBU+rXTc7q6WTZy8zAQIDL3K6I2VSkU8BGFvhAagKIV0tKwXtHIcGsILHY0fVMC/QeurGWaVonPUEAx0q+K7qEZ6glFRG2LwXDiPQXqAOXIffkMsP39O/F1N1vl5SRBtQsAiEAwri3pT6bIVO0g4ZswoPQCvxIyKT/t3lwja4n0mpJuGKKoBrbmlj8EAi45t3HtqcJyWky5TUDPp3t35lDI8ykeJkkCiDZDt8IiPJWjy/1vntQBfp49aeB2A7PnXyGuMPzGQDg4PmBzjEv0Gd8s9uZ3r5+oNJD7DWxdjF28XDnwnh5XOEM0IIc29t5pb3J+9PeGD78gC0GmnfCw1q/cjoeJM33FYlwXV399Kzl2/p+at31N7RaS3MMuk5iNH7kZjCYixsHMjwoKQskkGyfQeJvHt598IDW48HoHVAmAviNqE59DkQSEPrCFFTBXBwLJmcnKSenj7eLgcqQVs8AHLB1/S7CkDiROJl6HCFwbceg8s7k3cmPLB9eQDJCQ4fOcfghnjQ7Nx8k5xLFHxSBXDz8/P07NU7cvU8wM4cY+Om7cmjPMwan339A+ThG8CEQaqjOzfC9Eb3pWwQMmi276CRdy/vXnjAtnkAWreK7CaO74Qm7r89rvQ1IoZVk+vJoaUK4LCDwK597gwa3vuP2lw2E2PghLTZ1t5BhwJP8fYK8L45dfIq7zLQVzexpiFeGN+2GV/ej7wf4QH75AE4SMHehpyrb55FcHICgNtuRw968foDTWs063ZsVAVw1TV1BDFx9z4PSkpJJ4QN2PIBkEN6MYQ1YAUAHS6CaM+cvkHZiWXsgILMEZz9oXGa3anhUi1FaCA8IDwgPGB5HsA2T711E5yAoLGkhz6+iuFYNwAbioOLN335FkWmbI2zGiapAjjsIFBWXkVl5ZU0Mjq6bjRdrQGWPDc5OUUR0XHk6ObLRAPQgXjI7nDkyDkGPKQzunThrhShgfCA8IDwgBV44OKFu3T+3C06eeIK7T9wgpMTYG5GQahX4IlzhOxZ5vD1UAVwACE4cDQ1t9CPhBQKj4y1JC6ZtW60u6urh548fUV+h47rgW6HIxNTIap86plL6CB0EB4QHrA2DyADlYOzN29mqtcQzplNiFIFcKOjY5SYnE5Bpy+yys/JzZeGR0bNCkSWrAwqS6hVxycmqbmllT5+CacLl28Q7InYXwjisBShwVbjgZ0O7oTtQ7Zau6W9MtbgsBhw7DRvdZaelcMmJSRRNofUZowlqgCupq6Bge3/djiRq9cBevzkBQ0MDhnXs2X+B9jNzy+QVjtHSPE1OztLMzNShAZbiwempzV09+ET1qjACC/vb2u9v239vmZned6d1WpZ8ICWDfOyJQ5VANfQ1EwePofI3SeAsnML9C6bFmqQJTopdQoF7IkCmAy6e3rJ2d2fzpy/yuBmT/2TvggFzEUBVQCHOLjh4RFWS0LigRhZ19C0YQ8Xc3VC6hEKbCcKYPxhD8T/sBvBXjdKz8wlWW9uJw6QvqqlgCqAM66sv3+Qzl68xgMLOwuYW2dq/Cz5XyggFFhOAUhvPb19HCOk7IHof+g4TUxOLr9QvgkFhAKkCuBa29o5cPrgkZOUkZVLAYGn2SZ3+NgZk3ZXFXoLBYQCG6PA3Pw8PX3xlvc+BMChwNkkKzt/YxXL3UIBO6SAKoCra2hk93rEkGH37KKSckrLyCbEx1nKOGiHtJYuCQU2RAGMNXgve/oeXgZwcOsOPHGeHadkPG6IxHKznVFAFcAhjuzy1dsUfO02VVTWMAkwkLCahLF7fGKCLOMDY2fUlu4IBTZAAdjCX779uAzcFCkOGXuSUzPXlZB2A02SW4UCNk0BVQCHHgDQjFeHmpkZevX2Ezl7+HPYAAafHEIBoYDlKNDa1kH7XH1WBbh/djnRkaCzNDU9bbkGSM1CgS1GAVUAp52bI+wJ19XdQ9NLAwgxZMHX77DqEqlVxsbHt1jXpblCga1DASwuP32JpD1OnuxgstPBzQB0nCfW0YMDvpHiCHFFcggFhAKkzsmkqaWV9jh5cYENDgcG3OjYOD17+Y4mJiZkUAk3CQUsTAGE6MDuPTExSQWFJRwmANVk/8Agn8dv0KSIucDCL0Kq3zIUUCXBNTW3clgAVo3JqRnLOtkQO30AACAASURBVDe/sEALCzoedLHxCYTodGNV5rKL5YtQQCiwYQpAQquoqqEde115XMIGLodQQCjwOwVUARxWhrkFRZRXWLxqiq6R0THemgbuyk9fvuVUWL8/ykbOYHmrWzQqOmSSliI02DI8oJtfoMqKGtrj4EF79nnQ5Pjklmm7jDWZa/Q8YDQHI0uBhdQOqgAO0IRV41o5w5CMGXuvIavC52+RnOEEUpzNSHIgHoi4oKOFgUnS1vXRTFE7zeQ0kyarSYrQYEvxwHRmIw3+KKeiJ3FUFBZHYym1W6r9MuZkzgEPzOS10mxZJ821DpNuSqsXOsyckkcVwE1OTlJ6ZjbHviEsYLVjcGiYktMyDaDW2dVtM6m8AGqzpZ00FV9Fk5Fl+hJRRpNShAZbmAcmIsoIRfhYaLBleUCZj6PKaTq9geaaBkg3rTWbRKcK4Fpa2zlzyY49rvQzKXU1fGPpDmm7ILWVlFXw/j5Pnr3avN2/FxeZUJqMJpqMrqDJyPIlcCunqegKmoqtlCI0EB4QHhAe2EweiKmgySjMzUvzc1Q5TcVV0VzbMGvcVgUbE06qAriOzi7y8jtM3v5HWIr7U/0IKTh/+QYbwJEjDzuAW/1Y0DGBphJqf4FaXBVLcfNdo6Qb09DizBwtzi3Q4oJOitBAeEB4QHjA2jygXSDd1CybjSC5aTIVYaSMQU+T10o6jXZD8KEK4GB7w2Z0CO7+W3JlSHC9ff108cotamvvIJ1ukV2YobJkF2Yz61hX9h6ANdcySFMxlay6gaQ2U9j+S8e78gb5LhQQCggFhAKbSwH4bGDu7hyl6aQ6g1Q39bOGdOMz61ZZqgI4gBaATVFBqqEENhQFMALUHjx+Si6e+ykiKo7Pqbl/XdcsEmkbB5ZUkmU09aOaVwdwLpFDKCAUEAoIBWyfAtCuzRR3GEAOgKebmVsXyKkCOOzeffteCN2695jta6aQqLG5lfY6exESwsLDEqC3YIlMC4tE84NTrL+FwXU6sZYWhqfXRRRT+ifXCgWEAkIBoYCZKaBbJG11r8E2p8lqpkXtgskPUQVwbe2dht0EEMxtygFAg+dl8LU7vPMwgsLjvifQ1Zv3aGRk1GwS3eLsvMFLEt6SCyMCbqa8J7lWKCAUEArYFAUWdDRT1GHwo5hrHdKHEpjQSFUAh928Q5+9oifPX1NllX43AROewZ6VyHACsJucnKIDh0/Qv7td6OOXCL1Et7CwMW9LoD1Uk+yJU05zzYMmE8KU/si1QgGhgFBAKGBhCiD+e26BNOmNDHJT36v19jgTHqsK4GCDm59fIKTlwv8bObCf1bVb98nL/wjB8QT1tbS00aMnL6ihqfmvTiyrPZult+/V7FSiyW6mxXmxua1GJzm3yRTA2Pnb8Nng+NrkHsrjhQLmpQCwp2fMYI/TVvXok3aofIpqgJubm+PAbUhhGz3ggAK1pd5xRUfHT11gFeiR42cICWVxHtt+qHVqQSS8EuiIMAA5hAIboYBuQUfzM1qa02j5U4eFHVyoV4DPom7RcB2u5TKjpQXt/C8gA6bB7jw3T9ODY1zwO+5VDtSL+uc1WprsHaZ5zeyqz0MdynPmZ+f01+h+bxdSeSntN1w/oyX0C4fx79wW9A3j+leTlKYt/4SzmdJ2/I8wG6UfRv2cGhil2fFpbh9nEFpei3wTCphGAd2iPoQgsoym0xpMio9TBXDYJmevszfvJmCqDe5vPYHKMiTsJXn6Habo2B+ssqxvbCJHN18Kvn6XBgeH/lyFbpFmCtr0ABdTwfFtf75BfhUKrE0BgM1wfScVPoikgvvhVHA/gkqexFL15zTqq2ghAAsfi8Rg9es6XBtOhQ8iqDmhSD+5E9Hc9Cy1pZVRcUgM14Vrih5FUVderR5QsCtHSw9VfUjme/E8lKqPKTTS3G0AELSrNbl4qU3hVHg/gsqef6eGmBwabe3VA9RSt/rLW4zav9Suh5E00tzD13Xl1xp+Rz0lT+Op6UcBg9KfQA4AW/o0nmbGpmh2QkPlr36SZkSf6Fk7qaHWlFLuJ+pEqY3IpJnRybWJLb8IBdRQAA6EXaPsHT8VU0G6iRk1d/E1qgAOqkTYzFAiY+JVV67mQgxcSGqIs4OUiO8R0fG8FQhCCxBmgOPTlwgON6irbzRUi2uhnpxOqWcdLYCOEykbrtj4P6XllTQ0NGxox8ZrlBpsmQLgKQa4h5HUX9lK00PjNNzYRXVROQxMbSmlLAEBCCCRYSIHgEFq0Uto44TJHpLLgnaOqj+lUdHjKGpOKKaZkQkGkb7yJhpt0ae8m+gZouKQaCp5GscABMlrvHOAKt8mMVgAvHCgXa1JxVQcGkNj7f001T9K/VWtVPE2kc8N1rYbyAqAK3ocTf0VLUttGuN+sNSn0xEADiA7VN9JE91D1JFdxd8rXifopU9DTUb/LBJphse5nZA2RwDKH1NIO6WfbGbHpqjyXRINVLey9NhT0sggCtrgejmEAhuhgG5ilmCDQ9YTbV2/6qpUAZxGo6G8/CLKKyiint4+1ZWv98LWtnb6GhFDX75FcRUY3EGnLzLoffgUzueg5nwQ8pS+fYqgzq+5DHCalgGaW4q/W++zV9734vV7cvM+SPcfhVFjU4tVgtVXtkG+W48CxgA32trHQMWqyFkttSTqAWa4qZulLwXgugvqllR80NP90vNBYoLk1pqsgKL+d9QHlSBUhXXhmSyJATwUdR8+J3tHGLjqo7K58wrAQZqEBIXnoA78X/Emgcpe/qC5aT3YAODwXAZHtvvhuXoa4h4GuMdRNNU3wsCpm1ugxvh8BsXVJC6cQ10dWZUstQHcWpJLGNBAi5mxSW4LwFmv6tSDO0C0PipHvyCw3iuUJ9khBRa18xz6BUdCTU6L6h6qAjiMEdjeUDDQrHEgVg5OLTjw3MtXb9P+gCAqKCrhNlRV19IuB3dydvKh6pdJNB5RSq+evuXwg9jvCXwNpD/k0YSKFVlYcKD9kBTxm26pLzi3sm9KP8OevzGESOxz8aEXrz8QABgAq1zDFcsfu6AA3qkiwY21GS3mFqFunGF1ZWtyCQOMAnDtGRWkGZ5gdRzAAIABkGpPL2fJCBLZagfUl+Uvf7KaEWBnfMBeVvM1g4pDYxk00C5IcCVhsQRpSTlwHlJToaKCXFwkBrjH0TRQ3WZo0+z4lL4eBeAeRTGIsu1vRkt1kVmsfgRIrTwGqlqp6kMK9x0AW/k+mcG39Fk8VX9MpcHqtmXADvAF8KJNHVlVIsGtJKh8N50CukW9pm4pxlltBaoADhJcVk4+ZWbnUUdnt9q6zXodQGl0bIxj6TCoE1PSycXDn3zcD1L3x1wa+1ZCfr5H6N9dzhxzh4cjQN3V8wC5eh2gwuJSbk9NbT2nEXv+6p3Baaa6po5y8woZCFE3YvVwL3ZODg17Sf/scqL/2+FoKE7ufnT3YSjBI1StI4xZiSGVWYwCeP+rAhwRq+9gd6qPzOJJWwE4qA3LXnynshc/WMIZ7xzk3xvj8qn4cfQyQDI0fJFYXVn6NI5akop/WywBIGHTKnoYyWDB31cBONQHdSVsgd35kCT1AAdwARiiTShV75PZ0cUgwT2K4vqhnqz5ks5q0sGadr0EZmik/h84lgAgoZLsyKzg/lR/SqXugnq2Merm9GYE5TaAM1STeD5Ut3IIBcxBATiYwJlwKr5adXWqAK67u5cnd2Qj+RoRrbpyS18I0Ott7qSJyDIa+VZETx4+p7MXr1FU7Hd+NCQt7FGHdtfW1fMkkpmdyxKZf8BxmtZoSKvV0rWb9/ma9x+/MmDB8eWfXc766w4do392Lgc4BewcXLzp+ct3hEB4SIBybH0K/A3gABYNsbkMJArA4TvsXQOVrTRQ1cY2OAAJnE0AcKup/aAy1E5ME6QgdkpZoRkBUOE8AA6S45oAt0hsswPA9ZU1GQCu6FE0taWV69tU2UqDtR0MugrA4fqK14lcAIbdhfV8729vcHGRNEPjrKIsf5VAUMeOdwwwkPdXNDO4om3KAUkU1wD0YcNklaXyo3wKBdZLAUhwqfUMcNMJ6mOxVQFcX18/Obn5cYmK0YPHettp7vuQjRrbK2Cft5mO4WU2OABYfkExfYuM4YTPmLySUzPI3ecQXbpyi8ENux8EX79Dux09KTJanytzZGSEwQ1ONQcOBzH4KaBm/PnfHlfeZSEhOU2cUMz9YjepvjUBbnGRHTUAWLBFGTuZdBfUsgs+Jnrcz8fiInXl1bCKklWdvzDA0DOEBcCxoy4ii36TguYXqOpdMgMg29vWUlHqdNSZW81AONE9yKpCYxsct0lp15Irv+JkMtkzzFIknENqv6YTwiFWHlBh1n7LYPUkwLY0LE7//6Mo/oSKFRIeDkhuAFmoMQH4Am4rqSnf10sBBHxzEubIMg4ZUFuPKoCDvQpxa3AwmZz6pf9X+xBLXsdelMl1DHDY1HSlFyUkK6gRFQkL/0P1OD4+wedwHja62roG9pbEBDUzO8vAmJtfSNdvP/gN4ABssAcmJKVR/8CgqCkt+YKtXLcxwOnd7xd54oY7PDwb4ZoPiWZVgIPjBwBuCeTg7VgSGkNN8fl69eDSb3rQ0ceeNf0sZEDgZ8HbELfDS7Gpm9WGrSklTAHUyzY4OJmMwqljkZ03EGIAQKmLyDQ4cywDuKU26dulj8kzOJn0j3I9g3UdDMS9kABXeDziPtjTAFhQp04PjlNXbg3Vfsuk6YFR9gzFNQA3AD0kXEixCCkwAP4q4G7l1yqP2+IUYEHmh96LcrZ69U23V+uiKoADA0PSQVGAYrXKNuUc8pXltizpZqs4tYs52wEbHFScKDsd3OlQ4CmKiIol7HIOW50c9kUB8LoSBwcbWE9xA7WmllLFqwQGNzh0MAgYhQnA07GnpIF6Sxu5jLb1MdBhkm/6ns8ejZDS+itbCO78kOwAYDjYvf69PiSgI7OShuo6GECguqx8m8gqQFyHdgHg4P7flVfNasDmn0VUEhbHDiCQxpQDAAcPRjjDKG0CeAGoFBUlQhdgu8MByQ1qVkinfE6RQpcqxLNBh/roHG4HYuZguzOA4eIiDTV0MSDD1of+9RTW6UtRvT5sQmmcfAoF1kGB+b4JfRxcdIU+ib7KOlQBHJwpTp+/QqfOBVNSSobKqq13GeehjNBvWw9CmPMIffqKN2919dzP6k1IfxjwctgpBQBwDV0MJAAJuNtXf06ndjhXIDuHka0VMXIAHFxnKI+jqCWpxHAd1Hd9Zc1ss1Lqq/mcZoiDAxVRL4PV0ziuB6AFxxOOp1PIvLhIbamlhucg4LouIpt6S5vY0UO5DJ+wBQKsDG3ifkQvBYQvUndhHZWEwgFkTH/b4iKHDKCvCIWA5GV84HtzYhH1FOnt2JBiAcSQNvlAur2kkt9psUQ/Y/A1rlf+FwqoogC0CPltnGsYakpTUjGqAjhsYKrYnj581sehqWqYlS7STWkJEe7wsJkpav9NTbmRZsR9T6T4n0k2p5rdSJ/k3s2hAFzwV4YDGLcEC6c5pOmSBZQxWeT/7UyBRWKJDQHemN9nyzp/LaxU0EUVwI2MjtHZC9fo3KVrlJKWqaJaK1+iW6TZ6h62w4EQC2aU4mCzQ0yeTDpWfqfyOKGAUEAosKDjwG44EU7FVNLCkGk+IKoAjleWZky2bIm3ppuEN2Ulg9x0Qq1J+cos0R6pUyggFBAKCAU2QAFsg1bXT5PR5aye1Fb3mKydUwVw2Cqnu6ePPSlhg7LJA+qd1mG9qhLpXDKaCKpLOYQCQgGhgFBgi1FAt0hzbcPsWALVJPINL2qWEp2b0BVVADc0PEwuHvs5c8iXcNsJ9P6tn8gOUdFl2DsIRNGBKGLT+I1UckIoIBQQCtgcBeC4tKCX3KZi9Ro5xDnrxmfWNY+rAjikrVKcTN68/2xzNDFu0OL8AhsieXdvpHWJq+Tdvhe1vwexGt8n/wsFhAJCAaHAJlIADiUj0zST36oXUnj+rqL5/gmTHEuMe6AK4GZntZRbUET5hcWblovSuNF/+x/xObNVPTS55FkJxxNstTDXNMBqS0TFc0C44ub8twrld6GAUEAoIBQwLwWQhGBex3t4LgxP0UxBu14lGam3uU0n1xF8KzaigVMFcOgVArxRtow3IXZb7pvQZ6CGiymIBqCLr+KcZpqsJvbOQZC4FKGB8IDwgPCAdXlAk9NMmvRG3gaHw7wwR0Nqi62k2cpuvQ/FBs1LqgAOCYmxTU1BYQl1dHaZF8UtWRvSHs3rWHLTZDTqc1YqYLcUGA6CShEaCA8IDwgPbAIPRJbp1ZHRFQTv95nCdloYnDLZW3ItGFEFcMPDI0s7ejvTq7cf16rLps+zKDytpbnWIcLO39NJtfqwgugKvVgsnxalw1h4CQ1/LbLoMyblHQp9bYAHJqLKaeRbMY1Hlsr7+MP7gNloOr2BZiu6aWFgkpBXeCPqyNUASBXAjYyMkpObL2EfNFvMZLJax+ScbVGguLScbt19ZHu5TG2LTNIaO6DAzMwM3bkfQn19q290awdd3DJdUAVwWyHQe8tQfBs2FNlgrt96QLv3eVB5pfrNCrchqaTLdkCBpNR02u3oQWEv3mwdnwU7oPtqXVANcNgyB2XLOJms1ls5tykUgPSG/fawiezdB0+EhzblLchDrUEBjWaGTpy5xLy+18mLWlrbhd+tQfg1nqEK4LBxKLLqh4S9pMzsvDWqsvHTCAnAxo9zC+x6iniLhYEJmu8dp/nuMZrvGqX5TpQRmu+QYg4azHWMkKZ1gM6cCeYBj1jKPY6e1FJeT9r2YaGz8Jld8QD4vSijgHbt8+C4YWyY/DT0Fc22DdlVP02eGzCnomCO7Rqj+Z4xmu8bp4XBSdKNaThMgHgvRPPHbakCuNGxMZ6gsAJ/+uKtjSPZiubBzVS3SAvjMzRb1sWeOgj+ZrdUGEAVr0p484hHpVlpMBFeSrUvk2j3HndDooB/djrRyf2naAQOJ0JvoYEd8QCcqDxc/A0bJP9vhyM5OHhS36c8wlgQfi/Th2sthWzBKQwhAQjd0mQ2kbZliBaxOzy2azIT1qkCuOnpaTaa3nkQSqnpWSsQxIa/LuiIpYiMRj1h7WgwbYXBggEf5HeCAGpKJhx87t7jRlXPE2XACz/aDQ+Mh5dS4t1P9O8u52W8jo2S7xy/Lgs6lbwOsJst7dQnyzcDyKkCONjdkHAZZUvY4LAAmNaSJm8p5Quks8hfQd7YUwjhAlBRLoxrSDet5ZUDZziZ1xGLywvIGyNlvTTAvmclJeW/gZsCdHfvh9KsZkZoLDy25XmAMydpZunUmcsG6U3hc3w6uvhQW2uHfgf0bfm+dUTIWKJd4FAAZCeBiQimIewWMJPT8ivYG0AICS+mguZahvRz8QZkKFUAhwwmMJ6iwCPOpo+lfGbY+ZUJFVlG0wk1DGi6iVm2welF4CUx2AyrBJumxyY1DskB4DlpPNCN/9+1z52qauo2qXXyWKGA+SiA/SJz8go5VtiYx5X/ocF48/4Lzc3Nm++hW70mzLtL5iP2jZiZ441NZ4o79LGDEEhiKjjwmwWPdfZXFcBNTU2Ru/dBcvM6QK/e2Hag98LQJOedVDbImy3uYAnN3AGE66T3trmtvaOLPH0DyMnNjxxdfenf3c4Em8ROB3c+5+zuz/ZcLJ7kEApsZQpMT2vo3MVrzNfg9x17XHlhB58FfEfxP3Sc+volLu6v7xkpFnvHf6VYjCpnlSUSdaznUAVw2APuvz2uXOBNabPHgo5FXYAbnEe0jQNmj4y32b7bWMO02jkaH5/gMjI6yp5lsEe8//jNcB4aAQE4G3tx0hyTKQCt1tTUtIGvL125xQC3Y6+b4dzk5BTNzZm+n5nJjbGTG6DOxJ6eei1cOc1Wmr7ZKUihCuDwYuBckpaeTfWNTTZJQujBkbyTCRJdQXNNgzbZzu3YKMRPOjh7syeuTe8nuB1fjvTZ7BS4evMeAxxiP+VYPwWwYTX29IRDHbwtF4amTK5MFcChVqy0UWzSyQR2t4FJve42ooxm8lo3bJw0mZJyw5oUEIBbkzTygx1SQADOTC8VbhIaLYcRQCs3ndGk96EwoXpVAAfjaFZOPgd5Nza1mFC9lS6F9Jbbwkg//bNGHzhopUfLY/5OAQG4v9NIrrAfCgjAmfFd6hZJW9Or18xFldNc56hJlasCOMTBQZ+M8ij0uUkPsMbFC2MaPQEiypgY7CVpjQfLM1RRQABOFZnkIjuhgACcGV8kS3FzS1JcOc0Utpm0lY46gNNo2Pttl4M7PQp5ZsbWm6cqbUO/PmA0soywM6wtH1DzYsKHEwZ2Sp+ZnaWZGfsuMMAj+ew/u5zo05cIu++vvb9P6d+fx2vwtTtsg4PH8Lal1ewszc7OEsKF4MMBR5x1m7cWibNQwb9iOrGW9/hUO8erAjhMyt29fdTT20djY+Nq67bOdbpF3t+NDZExFfpUL9Z5sklPwcsFoOXkFbAUfPzUBQ69wCCAd6ESMyOfjkKLHUIDGQdbmwfgdb/P1YcOHD5BV27cpfDIWOru6V23H8dC3zj7WCA2Tjcxo3ruVQVwqA0T9LoRWHVzTL8QQYDT6UjFVUaanBabdC6Bi3ByagbHhf23x4W9CQFqAmxbexDLJCzvT3jgzzyAOe6fXc4cBI/kDo+fvKCOzi6Tw4N04zN6NSXscK3DqoFCFcBBzLx45RZdDL5J4VGxqiu3xoWLM3NLsW/lNFvbZ5J+1tLtg+Tb0NhMR46fIbxcvGwEPDu4etGFGxfpU8wrSi+OocLaBCqqS5QiNBAeEB6wCx7IKY+nuLTP9PjFPfI6cJB2OLguzX8u5Op1gD5+jqBZrVa10LSomaOpnzXsa4EdwNUeqgAOO9QChVHu3A9VW7dVrkMeSWx9Dv0stmSwlYwl8wsLlJaRTW7eB5dWMM505ORx+hz7ihp6sqlfU0ZDsxU0PFdJI/NVUoQGwgPCA3bFA0PaShqYKafeqVLKKI6h6w+u8eL+n93OnDTk7sMnNDo6pkqawy4D00m1PM9r8tR78qsCOEhwh4+dpsPHztDbD1+sAlxqH4LEnQgCROYSDgS0gdySMKgWFJWy1AbHip0OrvTiYyj1TZcJoMkkZleTmCzOZHGqlgcGZyuopD6JJTpO3bfTiY6dPM/ZXv5m/kKqrulk5BcuI01ag1p4UJfJRHVtm3AhAA77CgHgdOOaTWjB8kfiRRWVlHFIxf92OpKbjx+lFUQRVjNqGUGuk0lDeEB4wF55oLE3hy7dvMQqS5ht7j18wh6Xy2fSFd90i4asJkikr/ZQJcFh0h4aHuEyOWVbbvjwqOFNSwFwU1q1/bbYdSOjY7Q/IIg9Afe5elFaYbSAm0htsrgRHhAeWOIBmGWgzbp44xKHDsHxLjI6nnTY6HStY3GRplP1abuQzEPtoQrgEMfg5XeYy5Nnr9XWbZXrGOCWkivDELmZB+Lb7j4INdjcvqd/IYjl9roSk36JlCE8IDywHh4AyLUM5JGH/wGeL738j/w5BG2RaDq1QZ+X8nuV6mleFcDBBrdjryuX2/dCVFdujQvhPsq7W0eVWyRFlyn5N+Ex6ejmyy/s1MWz1DNZIuAmK3cDDwwLLQy0WM+kKPfYF5gOz1VRdlk87XXx5DAC7FTzJ1scbG8c7xxvZoCD00R6Zg6X2vpGa+CW6mcsA7hZ828oWF5ZTcMjoxyNr8MGfWsceDHvPnxhvfIuRzdq6M0Wh5ItOqFj4PVrymlAU65Kvdw5VkTVHRnsLbbaJIzVautgPl+zlkSPZw5pK6h/uozVN7jubx62uAfXwVMN9xo/G/fiN3jqGp+3lf/R5tquLGoeyCP0Y1hbSb2TpexdbCttlHZYHlDhTX7iwhlWVe7a58F75q0FcgaAizMzwGFOx0PXevAac75VTlsa4B6HvSAXz/304PFTam3rWDMSH+pJv4PHGOAuXL9ok5OKDFh1A7ZrvJiCbwfTlTtXqG244K/vMirxPe12dKfiusRVrwXQ3Au9Rbsc3RnoVnsPuCYy4T3bJcA/HyJfMHCtdq1yDqAG79wbD65TUW3Csmd3jhbRoxf3KCHrqyqQVuq01mdDbw45e/rQrYc3uH3d48V05GQQvfz8ZFk/rNUeeY66sWEJOiXlRrB2ENlPUtIy1wwbsBjAQYKrqKzm0tmlPsjOGghnaYALCXvJKkfEAGJ/J4jRLa1tnE/SuH91DY2cbxHur5/jXssg3bLSWyVllsTSf3tdOLwDcYt/G9QbBThIL0k5ERwMe/ryWToTfI72OHnQ1/g3f3w2pKDA00GcPCDo3CmW/JS2Nvfnktf+A/T8Q4hN2oFXAhwAPuzNQ8osjf1jn5X+yefmAZK5ad87WWIIHYBAAbxZ7bAYwCExMMRHFDhR2NJhCYCDpAoiI1kodk9QUmrpM5G4kJO7HyFjOHJzQnLDERXznYMXd+1zo4LqnzJItyjAATQg+ex18aBjZ07QsTMnqWdiuS0V1zT151J2WRy1DxcQA5zTcgkOXmJVrWmUX/mDOkYK6UHYHZbyoKpcOUFAErv56Dq5evtR90QJdYwWkl9AAF25Hfzbtcb3oh1HTweRb0AAge/efH1qALOmvlzy9D9Az94/NpzDc2AXRuacvMrv1DVWZPgN9bYO5hGAEW1HvwD0CG9Bm5GcAOfru7M4aBd9wvOhyi1vTmVbCqRGRVWqV/OWEYAM9eQt0UFRu/4GcDPlVNWeTk19OayabRnMo8q2dKpoSdOX1jSq684ytJffQV8OZRTHUm1nJquTjWkj/28dAMS7vPHwOs+zx05eMMypK3HGYgAHL0p374NcQsJerHzupn43N8ABsPLyi+hh6DNOsYVkyKvlm4Okts/FhyW6hsYmuv8ojCW9Pc4ea6qhZNDZ/qADuCB28fHL+/Qu4hn/X9GSagAaSBpvvoSRo7s3efjtZynp8q3LtHOfG6soMbFD3QYV5z43L8cktAAAIABJREFUL/I9dIiOngyi89cuMAitBnCY9BNzw2m3kzslZH+jj1EvyMnDm7LL4wzPXY13MDEEnj5BV+9epTOXz5Gbjz8DEepbCXCwxSXlhJPvoQBy9/End7/95H3wIKtFUQ/aDWkPkmD4j7fk7uvPbVfUoD4HD9Hd0Fu80t7n6slg/DH6JZ0NPs802OvsQfuPHqGyxmRuM9rw8lMo/3bw2FFWRwKIsfgDaK4EONgeobJ8+PweA9ybb08ZuPFcADVoc/zsSQZogC/ej5OHD/kfOUyObt5089EN6p4o/iO9VqOhnNv8MQl+wPuGAAFzkCI0rAQWiwEcPAmnNRouSEFlS4e5AQ6SG7a7UKQ1RXpbCXJQWWJ/PN8DgZSVnUeXr97mexxcPf9qO5FBtfmDarV3gIEWnfSBdux1YWkG0gpA6vWXX3YhTNBYxJy6eIYlMwDWoWOBbEOADQ51RCV+YMB7+TGUpaSs0jj+HRlt1gI4TM7Hz51k1Sjigp6+f6xP56at5EldASHjdhsDXFFtIqtUr9wNZklrJcBBykEOVEikbUMF3C4As4uXL5U3pzCoQEWINgLckvMiqKUfDiCVFPb2EaFNZ4PPcZ9Lm5LJxdOX+/Q+8jnBZpmYHc59vvfktgHgajoyGHAB+AjuBS2PnT3J/VoJcEjnhLFzL+wOPxPOB5A2IRXCRoN2QV2MPof/eMeAByDGs1Pzo/j76y9hAnBbUHOCxVXEz3csSOzc60ZzS1qxlThjMYDDgwByprjMr2ycpb6bG+DQzoqqGnLzOkjQB584rY+4VwAOgAdwO3A4iFLTswyxG8oeUBikWOUbT0Tyv20C2sr3ggn15MUzdOh4IKveMMkCBNz9/A0eks/ePeaJ2Nih5H3Ec5bOcA7vPiDoGEtTkDTwDJyD4wjUiKsBHCZtTM6QCuEyDfWooh6sbE2joPOnV00YoAe4ILp08zI/4/nHUAaChKxv1NiXQ577f6kov8W/IUhZaUXRBt5EQlyA9eeYV78Abp8b/cz6ZrgG7QfAQYKCmhHf8VxIerDxAbhwDkCEpLoI3gUo4hzAHh6mUGGmF0ezhAeJDKD0J4DDvUopbUxmaRGONKAjCt4J+pKUG075VT9YVQxpFO9NuU8+f9FwK9ACDlaYY3fscbU+wEFkDHv+mgu2fbGlYyMAB7d/bN0A6dT4QEQ9Yv8A6Og38kmC+P/udqFDR09S3I9E3sjQGPCRbuafnU48ObWPFspAM5qktsIAQxuhinRaAhlIZShu3n4sqUBCwcR98yFsZb5U25lheMc/s77SniUb3OBMOQMg1JIwnqNeqAfD3j1a0wYHWx4ABGpNSF5HTwUxOOVUfKeXn54wCEECW0lHA8AtgUrzQC6rTZHUu7wphVWQig0O3paQoIy9LVmqc/GkRy/uGgAO7QA4Gj8LAAd1oKKqBchAJXrg6BG21eFaSGn+hw/ThWsXub+w0d1+fJOcPX3pQOBRVqXi+d4HDrL0qAbgeiZL6dKNS9wnSNN4DkI3IIVCooTKE7ZKfPocOkQnzp9mADRuu/xv+0CHcQVNAOZYxBFbXUWJyR6TO8qte4+NsWDT/98IwDW3tHJ2loehz9d0TX324i2rIrErAHYHGB+fWHV32q/h0XonE0c3KmlIWjZByCDbAoNMW0mfY16zJ+ONB9fYFvTo+T0GNEc3L86EDokk5NV9lrQgWSnvNSrhPSH2UZHg/A7rJ1zFJgRAuBNyc00JDtsmIZFCcm4EAw1UiCcvnCYHF08GJUh/cPBQnqd8GgMczmGiSC2IYg/My7eDCdKSAnBQvUJFCalNuR9bNEGCexf+bBnAwdlEuQafADjYx5Q+GwAu8Ci1j+ilVGOAQ7u+xL1mQP+R+ZVBsG0on0HOGxLcWNFfJTj0RQFWtBPf0RY8G/ZMpMEDQKNepUCKNG63/G/74w7vCPwC+y60Y0job3WAwwNv3HnIJTrux6aDmnED1gtwff0DdCjwFKsbXTz8aWR01Lhaw/8JSakUG/+TkGMS9rm1DgSEw8uU86olvJeBtsUkOHhKwknC/8gR6psq5UGHgQd1GuxtsEvBEQL2IEhroa8esPoNashzVy+walBvg6ugF59CGcxiUz+xByZsXLB1wRFlNRVlTPJHvv92yE2etKH2e/31Kem3FXFhFSIkl5UT9kqAUyaLq/euMmBCGlMArqI5lUHq2v1r3AaAzP2nd9iZBR6VDChvHnLf1gI4eIXiGX8DOHhWQmIE6MP+CDUltkuB4wxUiX8DOLQlr+oHLyTgTIL7YaMDyOPZ7yKes4oSai2olfEbJLz6Lr2Ut5JO8t22gQ7vD2MPph9owtaaZy1mg4PbPEAOxdaCvdcDcOgD4tkgkULn+/lb1Jr9ArGhivzbASnXzesAr0Ku3bv622Qkg8y2BxkmYKjQvsQuj2FEjNrPzK8MTpCwMMlCbQYbENz6UaCuw/fShmQGCgSHY8DCngY7GLwtL16/yNcodjljfgDo7T9yhMEFNly0A/a4wyeOs7oS0pPifWh8HyZ7OKZAtWl8HhoESDiw+cGTESpSXAvpDkCLAlUsJNNbj24wcANUYF/Efe1Dy4Pbn30IYZtidXs6PweelZCiYGuE1ymejQUCvCVBG6hpYeuDBAoPR6gQQYPjZ0+R3+HDrM5EOAC8Ve+E3OIsJqAr2vTg2T0ONYB3KAAStOA2e/tR4JmTDHatQ/kcHgFaoV6AJq6JSfqwjA7GNJH/bXf85VZ85wUeAr1/JCSvOd9aFOAw0aPYA8ABqL399SuGa7fuE+L8NnqALmHP3zDAYXJqHylk12sZWLY7sIzfTVVbOqXkR7K6y/g8/octCIHYxfVJ7DgBCSSjKIYiE96xgwMm+fTCaPYwVO6FRAFnj5iUj1TWlML8gG2TVlM14h5IigBZeAYiSTdi1eDkgsk8MSecVYv4rtSPT6hMcyu/EzwoV56H8wWkTagVjdV7lS1p7EQSm/KRCmsSWFJV7q1sSWUQhASrnMMnYtHSi6K5jfiO+gC4yCOotGlwpoKlNbQbvwNQcQ36A6cV0KOuK4uySmP5mVi1pxfF8P5gyvXYeaOsMYX7hfg29Bu2Ty454ex4ozwP9+P5eAfhP98aYvOM2y3/2/7YA59cunVZn6rLwZ3aO7rWxBiLARykEyc3Xy6PQp5tFAvMev96JDg0oLOzm169+UBt7R1ma09lVQ3tdfLil3Xl7pU1JzMZeLY38DDJKmW197PyN3wHwOjP6yd9/K/cC9dn5R4+v/R9ZG7tvuO6X3Ua16V/jlK38afyDONz+F85z882Uhcbn1/7t+Vt/HXPr/PKOePnrjzH3w000vcH55R7Vr1+6Xflt5Wfyr1KH0EvhWZ/oq3xffL/r/e42bSAlywcmP7d5UzB1++sCW6YpC0GcLNaLetHoSO9ddc+nEwgcSlSqbkQDnQ6e/Eq/d9ORxa5s0vjbDbZ7WYztjzfdiYZeRfyLqzNA1i4wMv44LFAFgjgBzEwMPjHqdhiAAcgiP+RxKW0vPKPjbD2j+uV4CzRTmw2gPRd2DsPLq+wDSiOB9ZmIHmeTFrCA8IDtsgDADeomh8+u8t5VGF7e/3u05rek8pcbTGAwwPgaGEc96U8dLM/1wNwkN4sZUvEYiAxOY1DC+D2itgguDND12yLzCZtkklQeEB4wFo8AKct2JtDXt43aAVPnr1EU9PLY5FXwxWLARyArbikjAsy6dvSYSrAjY1PUENDE3V0ddOCCu/I9fQVNsvwqDhC2hmAHLzF4GwAbzasXqzFTPIcmbiEB4QHbIEHMO/BVgpHI4TVIJcv5ka/Q8eop6eP/rDVpmEKthjA2YsNDlJbdm4B/YfwgL1uNDk5ZSCeuf+Bp+aHz+Hk4OxN/9uJLCjO7FoNLzIExdoC00kbZPITHhAesDQPANxq2jM4WwliIQFs8OcIOn2R+gcGVWvTLAZw2E1A2S7nzv0Qs2KBbkFHle+SqezFj7+Whdnf3flNkeD0AJdvIPDExKRZ+7KyMtCtuKSc9rn6LInjTrzpJTK53wm9xbn0sKtx52ghB7/C/VyK0EB4QHhgq/NAc38eh4kgBVfAiWOcvu7fPS7sULLTwY03kMb8a4qpyGIABxVlS2s7l8HBoZXz+Ia+L+p0VPUumYoeRlLN1wyq/ZpBNV/Tfy/fMmhBq997zfiBtgxwaCdscr19/WxExZZDyHTyv136FQyy1uNlIyBXitBAeEB4wF54AFl7dji4kgJqkNh2O3rQpau3KK+giKAVNPWwGMABZbGFAQrAztzHzOgklT3/Th1ZVbSgnSPd/MKqZVG3+NujTQW4nNwCVk9CRTk1ZTkV5cqGLizoaHR0jL6ER1NA4ClCbkvsJwfJGG2RIjQQHhAesBcewD6ae5y8yNnDn3z2H6Xrtx9QdU0dJ7E3RWoznkctBnDz8wt0595jLsjLaO4DHR6obqPi0BiaHhwzqXpTAA4Vd/f0UkzcD4qJ/0mzs6avIkxq3BoXwwkFuTAbm5qporKaSkorqLi03L5LSTmra+2+n/b+HqV/6sbpNuf3svIqqqmtp46OLpqYNE0Vuca0acFA71kt261gHLx199Faz9/QeagqRxq7CTY5Uw5TAQ51A1CVYsqzzHktZFGlDdvhc2xsnFXc26Gv0sdf42s70gJmida2dpqdnd1WY3ytd22uedOCEtw8HTl2hsurNx/N1d7f6gHIwc62miryt4uXTqwH4NaqS85bhgJg/PSMbDpw+MSmSc2W6ZnUKhT4nQJwnjh49CS1tXf+/qOcWTcFLAZwmKCgVkOxhA0OgAbJbW56hqreJ9NE9yDp4JxR0khT/atvY6NQSQBOoYTtfs7MzFLgiXPsUJORlWu7DZWWCQU2SAHMjwgPgg3q3KXrf83OscHHbavbLQZweGnYLw1l5e7XG6UwpLbqT2nUklRMPUX1VPIklgZrO2h2bIpqv6bTUEMX4Zq1DlMBDvZE6IRRoEqQw7IUwOIIW2AoQe9nLlwVuluW5FL7JlJgfGKC9h8O4lR98JAuLatkNeUmNsluHm0xgEM8l/+h41yev3pnXoItLtJYxwB15dVQXUQWFT6MpNKn8VT5NolKwmKpMb6ARpq6STupWZVRTAW4svJKOnL8LB09fpY0mhnz9kVqW0YB2BmxIAoIPM0DHvk5MegLikosoglY9nD5IhSwMgWwmIuNT2CPaPA6XOOv33pAWFTLsXEKWAzg4G0IBxOUmxZwMpmf0bLdbW5qhsMF+sqbqb+yhcpf/aSqDymstoRkN6/53evRFIADA2bn5htyoEGKk8NyFIDkn19YwuoaDHgU8NCho6do0oohGpbrodQsFNBTAHPL8MgoJ3UAjyv8DlVlc0sb6VYJcRLamUYBiwEcVHlpGdlc4PppzgPqx/KXP6jiTSI1/Sik4pAYltgAdqyirO9kxxNkMVlNVbkegAMDYnVl6Uwm5qTTVqwLErKrp36Xc2XA4xOp0iqqakSK24ovVdq8KgUwR0bFfKd/d7sYwE1Z0AWdukgzs7Or3icn1VPAYgCH1QkSE6Pgf7Mei4s00tzD9rfmn4VU9CiKVZRwNikJi6OG6BzqK22isfZ+djxZ+WwBuJUUsY3vCGxPSklnic0Y3JT/T5y5LCpi23hV0ooNUgBz4tT0NJtwjKU3hdd3O3pykLPZ584Ntnur3W4xgIOqqbmllcvfNqVbN9HgqTmpYRXlcEMXjbb0UsXrBLbFVX1IZglvYW5jqbrQtpKyCjp09CSrycQGt+639dcb4Tl58mywQbWtDHZ8YhKAFAePShn0fyWlXGDjFJhfWODdQ8DXKwFOOXf7Xgh7odt4V2y6eRYDONjgsCkdirmTLRtTFLa4usgsmuwdIYAZnE6Gm7o5fdfsxPSGVZR4FlQJcHxAkcnVmPrm+x90RcYSbPzq4XOIkIMTKmGA214nLz6H8w8ePxUDvPnILjVtEgVGRkbp1LlgA1/D7gZe/2eXk+EcnPTqGpo2qYX28VjLAZxWy9u+YOsXTEoWPZZUoLC3jXX0s1T3p+eZoqL8Uz3ym3kpAJBD0UEyn5ujvc5eDHJfvkWx7Q3nZYFhXppLbZtHAYXXwddXb9xjgENyYXxXeF34fWPvx2IABxUl0s6gWDV2DGD3F5OfANzGmMYad2NvPCyOIMUh2bQcQgF7psDVmwrAedpzN63eN4sBHFYe0DOj2NoqxFSAA2YCsFFsrS9W5xgrPVAAzkqElsfYBAUE4CzzGiwGcJDa3n38wiUze3NSLTEYreLBaSrA9fT2UfyPRC5a7e8bqFrm1fxeK/oDuvI2RHNzrMaDKs8eC5x59jh5sgT36Wskge722E+lT0iMgPeK9yvxT/qk4lhQYqHDtLFTPlfef/D1O6yi3OXgbtd8jv4q7xPv1tJCg8UADpvTQb2EYqndBAg2GZ2+4H/jA+cne4Z5jzjj8/jfFIADqCDQG55N6Iu14+AUUMMED6/UyOh4uvsglHPWYft2ey3HTp6nHXtcme5wOLHXfir9OnfxOjtjhUfGUn1jE09yADtepK1kYDv9rmhKMPHBCSM1PYuevnhLl67eppNnLts1Dzi6+jLAISZO4Ql7/YRzDQD95ZuPlJ1bwHtsInOLJcDOYgA3NzdPF4JvcvkWEWP2IYmBP9bWR23p5dSRXUXjnQOGyWBOM0udOVVUHIpMJr8HS24VgMMLb2ltozfvP5PvgUD6Z8mlWHEjtu9PfRYTJVTAvvuqdxVX+oiFFLxJX7x+Tw2NTYT4QHs/eDyPj1Nichov3pQ8pApN7P1T4XN82ntfV/YPHqRXrt+lzKxcmpqaNiurWwzgwLCKKIqJ2tyHZmicih5HU3FINJWExnLC5anBMRrvGKDS59/5t8a4vC0pwYF2Go2Gwp6/4TyMWNWBKTDx7dznQXtdfMjRzY8c3f2l2AsN3Pz5vWK3duV94xN5OO8/CqNJO04RB7VVaXklufsc4rAi8Pn/djnTf3vdaI+TN+0TXre7cb7P1Y9370YYmTK3QWPjdzCQausbzeaYaDGAA6jNzMxwgarF3EdDbB4HdU/0DNH0wBg1xudzwHfp0ziq/pxGoy09HBe3UnWJdpgqweXkFRLcd5FdYHpaY+6uLKsPdKusqqEjx8/Qf3tc6P92OtGufZ506cZDik7ModzyJqpuHaTmvklqG5yRYic0aO6bopq2IcqraKbY5Fy6cjuU+Q2TPQLcDx45SUXFpazGWcYwW/zL6NgYPQp9zn3FRIcJ70DgGXr1OZZS8yuprKGHGnvGqXVAI7xuJ7yOd9nQPUYldV2UlFNOT9+Gk8/B47ywA787uvnSqzcfWJrDYn8jh8UADgZzT98ALqFhLzfSxt/uRafLX/6kttRSw29D9Z2csqs9vZzzUP4pVMAUgMMDkOS3oamZC6RSSx0At6KSMnJy99NLaw7udPzsVcoubaD2oVnqHlugnnGdFDunAd5zx7CWCqra6PSlWwSpDgN/n6sP5eYXsTOKpXjQWvViDMPOdv7yDYPU5uF3lN5++05NvRPUNTovfG7nfK7MZXjX9V2jFPbmG7l4HaR/drvw4v7+46c8924E5CwGcNjoFCoWlFv3Hpt13GCjU0hqHVlVnKkEAd5I04XdA6CixHdDWWUFYCrAmbXxa1QGcGtqbiUnNz8W2XfsdaN34T941aowgnxuP3DHavdbfBqrpiHhIKsL1Hngl616YMLCovH4qQuGOSLo/DWqaOqTRdw2AbXV5jIs7IpqOigg6Dwv6MDv2DpIn0FqfdxuMYCDWjIiKo5LQWHJ+lq3xl26+QVOqlzxJoFgZ0Op+ZLG+8LVfMswnGuMz+OUXSursUWA6+ruIRcPfwY32BygjuwZF4lttYGw3c51j87Tz4xicvLYz552bl4HeDG0kq+3ynd4SWKPSLa17XSi4Nsh1NI/LRLbNgY34zENE0zQuWsGr9Lo2B/rtslZDOCwSgPIWcLVGRIckipDiit9Fq8vT+P13/GpnHsWr1dXrhj5tgZwkHbvPnzC4AaJ92NUAnWOzMmAlwFv4AHwQ1RitsFOcfnaHUK+1612QPLEtkfgc6zQT168QW2DGpHchNcNvA5JDpoL2GKxCIKKHqEz6zksBnAAtuKSMi6tbe3radva9ywSzU3Pcs5J7CbwpwJV5crDVICDOqWxsZkam5oJ4Q/mPLAQqKyuNRjZ74a+tiu15HazG1qyvx1Ds/T4+UcGhz2OnmyvNScvWqOukdExOnzsNIObg4svFVa3U/eY2NuMJRj5X8c22PTCGt7pHCCHMIL1LOgsBnAITIaLM8rt+yHmHTtLADc/+8vhQ29z++VxAylPOzWz4d0EAECW9KLEFjEnzlzSqyZdfamsscdiq1lIAa3908sKPDEtNSlXtfRTfGoB1XWOGFZnyuDFM7k9AyvaM6D57VrlHlv+RH/yK1u4v+1DMxbpA55R2zFMnv5HeWWLbPPwVN4qB8ZSfkEx79aOSevN13i70VTg3UASxXiyZT41V9vgGAK1MpyhzFXnynpA0/th73hBBwer9o5Ok1ndggCnpR17XbnctoCTCfZ76y1uMHS4M6eaunJrDd+nh8b0+8EZgaDyoykSHAalJTOZNDQ20z5XX56wbj58bjGGAbPA9dov4AT5Hz5F/kf05dCxc1TTPmwRJo1KyOYQh5S8yt/qxwB5H/6D/AJOLmvP4aALv127kvFt8Tv6cy/sLatT6jp+B3RztRnv8dELvRSHtE4VldUKW9v8J2xv127d58Wc94FjFgUDvI/G7nFqMCr4bikAwmINoTyXbz5e1QMUdlTjtij/QxWHd2ou/rBGPWhvcW0HHTh6hiK+Z1i07ZXNfeTqfYhB7mHIM5N53GIAB2BobevgMjA4ZHLD/nQDnExgfwOoKUdDTA41xuXrvy4STfaPcLA3spqsPGwJ4OJ/JPGA3+3oxfFtlmJ21Pvw2XsW+a/cCaWbD19wuRv6hgeeJQbGnwAOE0Lo6y/03x43unjjoaE99568teiAsUQ/Uae1AA7PwqB3cPXlQf/pS4Qhg89KPre170NDw4SUVJDe7oS8XhUIzPV+mnomaJejJ48tJUsI7H7P30daBFAgyQQcP0+HT1xcRSpdoMqWfnaaUNqCT7QHrvFdo1vL3o65BPGasI29/Rpv0fHaOaKlUxdv8nvE7iLwqDTlsBjAoREAORRzHwaAy64yVL0VAQ60ufMghP63w5EOBp61yMBTJgwF4CAtIqAYjKMvvwYXYu3Km3oJwASpCyteTNxKHQCliuY+iknK5QDNlapHrI6LatrZGQJBnJE/s9i2uJoEh7qevP7C2QzgGrxWe+A6HpOcS4nZpQTJqGvJ+QbtKqhq5YmjqXeS8qugHsyn0vpuyiiqpfYlVRH6lFpQxbGEenXKAsdZpRVUM7ArK/2sknoK/55OPzKK9c9Z6jdW2BnFtdTYM0H1naP0Pa2Qcsoa+V3huZnFdRSbks8u7o+ef2CJ1ZISHN4F+nH8zBXeHPPytdsWGWOGgWXGf7Jy8lg9iUUNgtkttZgDjfC+djt50bW7YVRQ3UZFtR1UXNdJ9V1jBn7GdeDDP8WY4nfYPldrK87hXSh1/B3gnOjhsw8r2jO6rG6uaxWzAZ4FIMQnCtqMa1HwXRmj4OfVzhmPY+V+jBHj86gD35X68L+xuh3fQQvUby2AQ5tef47lxQDSt9XVN5rE7xYDOKgjHoc+55KQmGLGYUKcfksfB1fJ2Uqwk3d9VDbVR+eSbm6ePScnugep6FEUbVSCQ8M7u7rpW2QMfYuMNesW8vAoOxp0jlcnl28+MjCpwqzm/ATTQoJDCAIm6pV1g3kfPn3PKYEOHT/HagGoDxFkjnsxkLHaRIqd/UdOk6vXIVYvJmaV8u9geqzKIVl47Q8kT/9ACjwdzBLjnwHOm0rru35rT+ewlu6GvOb2+hwMIjefw2x7iviRyYNQWdldvvWYgm89ZjXvyQs3KPx7Bu1x9qbs0npuF569Y687A2llcz9BVfQlNoX2OvswmKPd567cJa/9x+jYmWDD8zApot9wgnBw8eGJyffQCaYPbEcAczwPadOg7sVvx89e4Qnc0gCHd3XvyRvmG/+A4yYNeLMORBMr+/glQj9RObgz2CgT6UpeNMd3ANweJy/mefAunqUU1A+A+BCZwIH0J85fpzuPX3GwMWiL68B/X+PS6Mzl2xR09hpdv/+MFzFK22B/gjQId3ZcE/Ez868SHLxG33yJ47GktAWfqBP8pLQn6OxVDp0AICvtgcPF1TtPeAH36PlHwjXg49OXb/NiFNeBl198jKYzl+/wmELd6OeDp+8J9+B/ANON+88IfQa/Xr37hErqOrnPqOPFhyh6H/GT0guq6eJ1qFwf8W9Y7GI8IvHEhWv3+dk7HNwtLsGBNug78lUilRd2pjElBtRiAGfJ3QQUCQ45KCteJ3JBTsrikBjD97IXPzgubqPJlpUxDKKimFMiRX3IvwfGhzFVGTyW+ASzA+Aw6L+nFRAkGJS88iZmYEgwSEUW8vITp9GBdAQVxNW7YTwwcssbmcnQzoauMSqp7yLvA8d5gGNgoC6oWS/dfEhQD0G6wSBC6qW1AA4qSjwDoKW0B44a6D+kNrQVoIo0VgANBIACdFE3Jq2gc1cZQM9fvccrdKT/gQS519mb7XuYpEJefiZnzwO8mo9NzuO+IA0WABjtBF1gT6jrHGWjOZ6Plf+dkFf8W2F1G/cbCwNk2ahpH+Lnf4xM4La//BjN7cN1ADsE6Fsa4NDm11/iWOUFlZ85eVLhd0t8IiUXeB3v3NJxbwrA3Q97S60D0yx5gGfAqyjgCyd3fzobfJdg+3b3PUyBpy8zT2DxhEUMFkpnLt2i249e8gIICz/wIu5/9j6C+RM8iN/h0g5+/ZOKEn1/9SmGXeAhCTHwLgHTg6fveHF1NvgO3Xr4gnwPBfGCDk5neF50Yja35+ipS6xrF5piAAAgAElEQVTtwXUYVxiz1+8/Zb4GSGJ8gA/BHwA88Dj4H6p/PA8LUizMYMf9/+ydB1cUTdOG/+P3pscMkpOigigYMGAGRDEBBsxZzIKKJEUFiWJWzKIiGBFjfeeqpdfZZYnuKqHnnGaWmZ6O1XV3VVdXZ6zfqmVetDJb3xGfscSEDWkUMFOr7lcdkjR3iZZv8cpsWbkmVyd0qFgDraKEFzQ9fK3qZnjJyTNnhwbA4dIKKy8Cmzr9eWEheetwhTTtvdBHKJHvv2lk4s9ye6cFwAWFxuigZ8AFAthMmgbgGGQMCpi4DsjkRTqAmB2yZnHw5AU5XVolJy9ckcgps3TA4PcyZ/tBZd7MVE+VXNX3s+YtlYi4RP0eIAJYkPhMnqTFzKs3gDMMz1WeaB18fL9g2RqJiE2Umw4DGNKDOZKHE+BQq5o88VsIs1qxJldVkQzmVdl5KgEyi8UlEIY1cxelaxowD9JijYRyFhRdlJDIaTorp82qrrsADiYGUyIfvkGlTD7kZ56tWpsnYyZGBBzgyG9vwVkFOAxNhgvAYWzG2hN0RhuaPgvE3agomcikLlmt9MRaLxIMa5hsmk9btV4BC2DYf/y8eotRVfiTNomdkSKJcxZr//L+TGm1TtaYJPE/WgxAyPQ/dEqavQEcdSddwAn6XrQiW6403tfJVVjMDP0fKctMukgPsAN4ADgABddtaGBoPwNIIdHTldavP3il9MckFWMtLKZLqpr0O6QgQ+tYewLi5DVr/jIFUiYcJj1UyHuPntV68ozxxvhEEmSskM7Rwgptjz8BcExo4Vn45i04dmpAp2sETILzZuZD6f+BGJkEstwAXFjUNAU4ZnCBGOgmTQNwgND5ynod6Ax2pBcINnFOmoIRA5TZmgnM6AA41Br/HR8qM+ekud8RJ3VZlg7IzA35qr5DgjJ5FpZfU8LsCeBYg4PZAaaUhYC6krICnlh8ohox6Z27WKfpId0ZgONEhQcvP7rj8O3cRatk2qxUddSLb7tzl+okY/02lTYpH2pU1EHUm8FLnbHUgvFggEMbwUhIywAcqiX+pyx8RxrTkua7JRGebd1ToPUJtARHGZAwYJiTQmKGDcBhBeea0ESqSb3p10DcFeCCInUChpEC/QktX6q9K5V1d5Vho1ZeuGKtPkedjoTAJIp1X6QgJjALlq/ROLgSQzrfvOuISvBIRctXb3LTHfQIqPQFcFiPmvKgGsd5OuvVSIu7Dp92p8eYA0SZoLEObACuqGtJgDaDHlnL5NviygaVKpG80IYEhU3R8ZSxfotO2Cgf3+C8GilyVfZmBVnongkd+RmA4wSH682v3LSOFx0cvlMGky+aDiabfwLgbj5qdQPciVNFQ0OCY1b58dMnDXjqCNj1U9Qd19dPn+Xrx88qsXHYaW/XQAEOIOrs7NTgz9ky6c5Icm16RW0WiIFu0mQwmDU4GDD/mwBzTs/erOtSqAMYDCa4jD++St7OQy4DiiftOvNzv+8aOAx81rWcEtyhkyW9SnAuI5NoHeCmLNwpc+aGbcpgMIgxddh37JwOqsr6+26Ag9F4q7tQeaJSLCiqkODwqTpwKRdxXWlEStPDVgUq1DvEYcBSJ9KCsXkDHOpJUzbaCykwPDZRjRkoH89gGhxnFGiAYx2RvgQsYuJnDhuA27nngPx33GSliUDu96Q/jIoyOw8VZYf2LQzcLZEERSlw4e9Vw6EzsuvQaTUAabj3Qic5qOiYSPx6f0Yqrt1SGmFihWrT0Ca0M3Pukl4Bjv4CXB46ygPd1N97rvntOVLkTg9VKGb4qPkNwAGwZVU33HGgx7o7zxSgGH9RU2bpWhuGYGhWUFNC8/AW8kHaZNIYEjVd64R0B9jyvxPgmOCh2qRu0BqGVYAZYKrP1GfkI+UHfwLgWD5BE8QEpKTs4tAAODx+zExO1cCBnYG4vn/5Jk+v3JSm/RekPr9QOGGgaW+xPDh3TcGuJzAaKMDhWohTaAkdftxYS/lWrV6nM/GElMDu/2IwGIDzNjLhHWtueJZYlrlR1YKoN1DbXW58oIOjirWtkBid7fIcIGCWV1rVpIyfgY8aY+HytcrgyYMFeM706k2CY7boy8ik5Mp1Ne5gnQBrTQYyM1oGPYMRhsL6hy+AQ+pDvRM/c57uTWJQoo5hzZA1isSUxW5wR01FvRlE5LN5d4EapfgCuOdd4Et74QCZQZ+785AyUywrsVBl4T3QAAeTNqbTeOPvic4DMeZ+J02YE44foIkzpVXuCYMBCX/eFeAmR8u6LbsV1Eza9F393eeqbUjP3qLrcwb4oBGAgM30SFpIT4bxuyZ0rvdYFiL9zUAN+MrlQxMtAqDSmwQHwKEJID9THu6sHbN5H4mQfCgjYwzgYemAtWSkJwW46pse3z5o+ajjAnUqdAwYUT7KBuACVtAqaZ4urdYxuv94saaJqhWp01uCY6LKiQ6Uje+wSkZFiFENZaeNiipqtDx/AuD2HCmU/45jT3WYNN24NSB6D5iKEqkNxCX4e6M3gwxDk3tnrsq1Dcfk+t5itaK8c+ySngWnxiY7zkrnO9+nww4E4GAegdrozQ4KHImyLwg1A8YbEJST+P31m3Q3bN2rqjjy8U4Xos3fd0IHGmo9rAonR8TrLJB3DLx9R8/pIJ4cOU3BgnhY85E2hE/6AAugw9EngBODBf2/r/w4BwrpCbWJ93vS23/sfFc+01XlAjidLL6iA4z3gBDSFjNi5/eUF8s2BiUqJ97xbEVWjoLSlj0F7vhHiyp0gDMjBwCxEMOaEvUR9apucgE7lmXOPGgPVF6AGusnAC9rfEwCfLWv89vf/Q2AooJiTWbX3oMDGvC/A1C/++3zFy3CXibKTVvRJ7/bFj193xPAER/aWbkmTyZHTJUte46q4QVra6wxAW707ab8A9qXrC0Xldeoh5oN2/bJTbaqtH+VtTk7dQKWt+uIggqqbcbwYACO/DDeYjwhMVKWOQtX6v9MvGinngAOh+ysN6PqZ00dYIRuc3YcVDBjAonqn2eoQ1Gtz1m0Ulg+2Jh/QC2eUVMaIIemnQBH+oAdY4+xhmUp5UOy/BNGJvQVamLlkcFR8u7d+wHRe8AA7tu372rxgtULx3v4++J4HE70RoLDZZdx1fX9y1dpu/9cT/p2HafTXV05VACONrl+45YegQKxMKjo0J4G7e88h8AhVEzle2IsPId5ogI8X8lhk890hsq35M17GABS3fnKBpW87r/44C4vM2CkOvaG4RGcGeKNh6891shMHVzl+aAL/gxw89x5Z+aKJMjAxErRuS9Py/KoVfPzbjPS5juMCZjhmjTZA8X6ilG/8JxvUcteuHJdZ/bUAYtKI+VSNlQ+qIxMOubOrL32zjO5VHdPpT/2FVFv0jBx/H2nbtv2HdOJI9IQh6AOlwutDhInkgzSeE/97o82o7+YbGFw4U0fpI8GAs8+bHthfYnJEJMbaORZl9k+6mzSADywEJ6blq7rb3wPLS7vAhYmR4dOlUpa+npdO/aVHzSGARLqTl8bu1FDor4MjZ6h8ZAQUauTFrSOehBpDE2Jd/sgTSm4Ji9SIOO9WhOHxChImj2htDeTSjQPgCFbbFBTIq0iiZIP2wKojze9NzW/Eiw4qQOT18LyGgVL74mfd9l+93/W35CMATi84Az0ChjADbQgA43PETk3D5axm7zbpz+//5B7p69K076S3z5NIJASHAXnhPCk5FSXwUBYnDLI3yUK+/3IPTcOcOb0YwxMouISdI272wAYog8YSyVlFTrzh2FxJBRM9W/SKxMG3GYxGeupHEiDAJCv97oFoYcJmq/4fT2jPE6jqb7iD+Y9demtvj2lSdmQ9P5cnzGZO66TuQmTo+TmrV+uGftL4gEDuO/ffwhnnBHa377rb3n6FY+Boid6l9T5jv/zp7TeeSLshfv2ubuBy0AkODKovlYnMVNn6oJ+R4d/ndtSl8tXqnXQM7NFzx1ICaAn4rXPhz4oMpvfdeiM0grrERdKK3zN73yPiSHy9HXrG4mbNkulONSsqNQs7Q192vvTfQSY4n0GOocvpi5erkZ+AyXjgAHcl69fBdQlrFmXM9By9RrfnOiNL0r3yd3OU7y//5APL97o+pw/NnqjWml/+1YDxwD5++IYiGWrsnRWjioEdYQvNcafJjKb39BhPLgoY5MuhjxIP/MXLRtWJwmYMcP4KS2/pNaU1ANPGoORJixtDh3a9HdfAG7QBGuF0Ah7Patr6ga09mboLWAAx0bvyeFxGgbjBdoU0NddPZnknlTryUdlDeIr3C+qUk8m/nDV5asM/nyGFHf7zj0JDovT2QobnLFc8qXL9zcx2fSGPqOADliHxAiG2WxweJzUNzQNasD7k24HmxaT39VrNyrzwggN/4xY7VpaHPq0GOg+AtxwxoDRzr/HTlb1ZP7OfQKeDOYKGMCxx+tNW5uGjgF6gO6rIirBbT4l+JrsK/hDReksD2BE8PelB8TW1sv4YJcHdBaUMfllHxqdHmjCsukPPeZCv9P/bOJFnQe4sR+orKJS8PU6XC/GT1tbu0TEzlCQQw21NHOjGn78ufWdodffo30M0vesd2IBjdEd0ltSykJ59/79oEk9YAA36BL158OfIp3vPkrn2w99Bl9gNNA1OGeR3r57J2/a2p2P/PabScGpM2dVrasujSZFqp+7+nstFuTejS6GBLixyR1zdCzeXPQQIQXHT/vV4bffiHeACTEuW1peSeLsVAVuwHv67IVypqzarkGPMloH2LE7wA1gzPRkpQfALXXxCl0W8sXD+0tuAQM4Zph79h/WcKnyan/LM7B4CFJdAakO1aWuujue+0pwsAB3+Wq1hEVPk0VLVw1qwdNXWbyfIclVXnHl869/gnUWw6wdp6eYymOmjxWUnemOLMCjP9nPxzYNTLzX6dE7Edr/MP/JEVPUqAT6+J0B701vf/N/6sFkEUaGn0HqicqSDcr4O2WbB9tQUNFaLcbIoXf6ki0LSGv1d1+oxyEOYcYVIDQwdlK4LFu5Wt5/+PjbtB4wgNON3uNC5H/jQgKy0ZuByXaA9octcu9Mldw8VCY3DpTK3ROV0lJ7T9139cQIBgtweGThTCIGYSA32DI5ePzkqWSs2aD50emI7BigsAEbLwUcdcFmSxtGRhvgFgqvEqyzsTmX/qbfoTcG+4PmR8NaLdkTkDJG37//IGeKzktYVLwCOrN3jjhiAzIb6PETmbJghaX1ETLe8XCEH9upiXPVKQSebQyPi5qSoEZI/rJWDxjAff32TeYvWq5h38GCnuh70M+R1h5eqFNLydrck9Kwo0gad56T2s2n9BmA97n9g0vC88plsADHbBP3YwxAPDJcra4dkF80r2L0+i8D/8uXr3K1qkY3OLJewVqFYXyorGwYWW1gBjn9HB49TZauXK1edPCD2tNkrVciGkYvkUw5d5GTRxJmzZdxQRE6kWSs0S6W1kcerdO3CAvjgyJl1pyFsnvfQXn9ulWgBX9dAQM4F4P+ousF/iywqfir681qYMKGblxyYUyCR5OvnzrlRc0d9XJyv6hapTzzjbkPFuD4/uGjx6qmhAmxHhKIuplymjsSHS5qMJXdmLtNEmbPl5CIKeqRAK8EIzVA/PigG6n1c9YLi2Mcb3Nm2uWqa7p3lH4f6cBmaNzcqe+njg559PiJMDFemLZSjVEwvnK210j7rT46x7v8LY60unnXh61jUVMSZcmK1XL0+Gl50fJSt7wEgtYDBnAQLAUORKFJs357keB70tfJATxjjxzSXCCsKGvqGuToidMBqZsZ6PYuCugrM7MHdP6TbTfbAsOxBVDJpWetV2Y/HMs/VMscMIBjr0to5FQNG3K2+rX+HI1Tk3NCnlXd6jFd1JM4Yu54092Lyu9IcGQIwOKpxXn9+PFT/L0dwpn+aPuNL9Pl6Wt01l5Xf320Vd/Wd5S1QNH5CzJuUoRsysu3E2c/9n3AAK7zyxf3gnFG1gY/FllUFVmTe1KeVDb5Tpez6FraVE3p60SB3wU470wBPIxCZs9dJOUVl4W6/wjAXjnvfEfy/1XXanUdBj195tqNdtCP5M4e5XVjYpw8b7HyS7aE3H/w0NK7n2giYADHDHzXngMayi9e9lNxu5L5+VOa9l6Q63uK5cv7DpeasmtrAOrJb51f5P6ZKjU84XQB78vfAId6wXhJR5e+dMVquVJ1TYHOmTf73GgXE1i/81bhEofnJs43H3FI0xmH3wTnZaRMjUd6xPnhKXUSn3i8M4H4lMF5OdMyeXnHIb4pu4nDvaf69RYH4xoMlAA3jAtYf8GK0DtP7/y835v6OfPit3c8ytg9LQjK8+oe50e3+mlbdfWhyde7DUjVd1q+8nPRg69yE1vz++4Zx3ty9at+xHMFNA7e16+0TBzf9dOyU8cfP7QePdbPEYdvvOd8lIHnzuCrTM73rnQ8y27q54znq0z9idefOKbdB5Ofr/pVXatTTQW0jhFZ3tad3caz93f2//61QMAAjuxdBByYdbhPr9v1SBwcKr+68VAtJr986JD25hdy42CpuulCwsNXpfflb4DDYhQVw6SQGLeV44ykuR5Ophk4xSXlsnvfIXc4eOS44OfSeXF8zr6DR9x7CFlof/OmzRlFTyA4cuyUxiMucbxPumXw4fNv/6Gjsv9ggew/VCDHTp7xSAc2cffefTlw+Jg7HCo4IZzb5bw+fPwop86cE96ZcNFrbyP1q7xcJYePntRw5NhJOXG6qFv97t1vlqMnzkjB8VNd4bS8et3qzo5yNz98rMdy/N//goSAyx6kY4DPXMS7UlUjx08VyrGTrlB4tti81jtlevT4qZaDshBOFZ6TZ89feMT7/LlT95hxtBOBulZerfaIQ1oc+3S68Lw7nCsu7VY/JPmicxfU7L2w6LxQppaXrzzSwniESV/h2Qsa9+z5Erl0pUoZvYlIfvWNTXKuuEzOni/VcKHsogdIEOfFy5dy7kKZO0Bj3vXDzRF7OHlXXFIhxaUVUlXtecwOaeGtHQfOJlRcuizQtvOiLnhSgd6gL4J3/egbDKKIZwL/89xc5Id7uorKK1J+6bIG9n/y3Fz8hvbZRwu9cYfGoE9nPMC/ruG6VF6pkkuXq/ReW9dgktE78ZsfPtI9puRDe1Am+sJ54WGFtmGCaoKv+t24eVvjEZfQ0NjUbdni0ZOncq22XvO5VlMvrN17twH1C4mYqpai/4dl9JhgPRbn/fvf3wPmrNdo/R0wgKMjIQICJwr4+wK4sKTEkOTq2iNyde3hrnBEVZOPSuvFl6NlyuFvgCNNBhADYe/+w2plmbN5ezdiZk3Jae48KTRGPn3yPJQVZv3PhFB3PGZ0gJDzan3TJqFR8e44SDoL0laq1GfiwdSWZ6x1S0H/HhMkIZFTzWu9U+ai8yXudCgbeaMedF54nOBoFlN2zLaRUp0X/c2+PROHO/X7+NGzfmfOFut2BxOPssMczIV6N2X+Evn3GJf0ZuKx+dOpuoExZWStd9ePeEFhsSYZvSPJlJRf9CjTP+NDFVycEdn+ERuf5I5H/Ti93Xkh+axdn+uOo/ULiRHA33kVl5Z71I+0YKbOCyvBKdNdR96QDnESkuZ5ADhMO2t9jk6YTBuwNcXJ2GlzgJHvTRwsTwFe5/Xhw0eZmpDsjqP5zZrvjKISA+s/Jh3uTNj41nlVXLqie/NMPNICEJ0Xe2CxCHXGiZ2W5KHRoOwbcrd61I8z2ai3uYgDLf63S5InPep38nSRTp5NPLZRTE+a624HaD16aqJ5rXfSzdu2010m0poYEt2tfkya0MI4y37y9FmPtBhbSXMWuuMQl20dlMN55W7d4VE/0nX6VKRMpM0YN/npfUyQrFmf60EPznTt7/63QMAALtAnelNFBjtWkq23n8iTyhvyqLxRQa+j7b1Lcvs1GfRokUAAnCkPRAsDw6zfeVFWTPwBChOQ8pAenNe5C6XKbCPjEoTAMT3MPJ1Xe/tbmZmyQCJjZ2hgc2RW9iYP5gAAwEDIy8RLnO3J1CgTM2z22JlAfk7AId/Xra0qQUXETBcTsjfmOYukYA6oh8dMd4f4xBTx3rDJzD96SqI7Dvne6DrnifIw4zWqSeeg/79/JulaHCcvcNHOG/PyJSJmhk4o8DAzLTHFo0ykx4yedybQplerazzivX37TpLnpelGYzYbE1akr/GIA7PdvG2XTiyYXBCmzJitfe2MCABExiZIaGS8K0TFa52ccWiTlPlpOuFg0kFaePPwYH4/fkjulh1abuIQAAnqZC5+AwD6PmKKbh2B0dKnzuvjp086acAbCoEtJqmLljujqPSxbcdemRw+xR0Afc4rdF5Xrl7TvsPhM4H41Nl5YWA2b+EyfW/iAAieEvhP2ZK/W8uOk3FCZNwMDykIDRBSD2Vm8kLAcA2J19kOTIrmpC5xxQl1xWMrjfOCXvJ37dMT2DmFnYCpOm3jvJC06DsmZ4Sg0FidBDrjoHWhv0wc7tA6PM95bdu5V9sAIGWyQD85JUZoGTpwTlAMzZPmw4ePncnZ34NogcAB3NeveswBRx3gOdzfV0frO+l87yJO1t1+HZvjUomyEZzgaxtBoACurzoCeq9evXaH1tY3HgOa72EobHZ8+eq1hlevX3sMCuLAbPnWxOEO6DkHPb/xm+mMwzfeV8fnzyp5In0SiO8NugxKvjVxuJO28zL5ueO0vFLVI4zFeVE/8mhpeekKL1+5GQMMYnn6Ws/ZrGNDOy7LGq7f0OTIjzqzh8YE2tb7AkxevHjpDuTLBMR5sf6ImhTVlwmoqpyX5vf2nfs98airr/pRnufPW1zhRUu39qT/KCuqRAJx6XOem4v82trbNT8Tj3S9L/rPvNe0XrR0k5opI23+9NkL1aY8e/Zc83OmZdrTnOHInXbzVT/yccbzBkGA6eXL1/Lk6XMNxKWtPOsn6qaLd2zwJpAu5TAXP6nfU03HFYf47z98MFH0TrpoGUjj8ZNn8uTJs27m9qY9USGbQH6sdTsv6kJ+Jg53bylW83v5yiMO9OCsH2mifuR79vQRKJtZH0UjwMSgm/TWRe+AnsuLvqcK1VlW+7vvFggYwNGBRkX57Lnnmk7fxeo9BsR6++hFuVXgqRpxf/VTpKXhgdzYXyrfvda4iPO3AM5dPvvDZws8fPREJU6kAmb0DH4GOsDGMySPvC07ujESn4nZh7YFhnALIDkuWLzCLS2bZQm0F0aKRo3ta1IzhKs15IoWMIADhIwloHNW5o8WwGMJ2wQeVzT6To6ZX+s7wYWXvzd6+87QPvVHCyApsiZJwD8hHhAAuL37j6gqiedIed4zZX/kbdOwLfAnWwDJ+HNnp5velyzPVM0FHpLMGED74FRp/snyjZS8AgZwdOD2nXs1lJZd9Gt7YS3JRu/nVbd7TPfrx89qZfnxlaeqiQ+sBNdjsw2ZFwxsjCqY0WLlaS/bAiO5BYwBGoY29vJfCwQM4Jhpw5wI/t7o/ePrN6ndfFrwNenrQmJ8feuxAhxA531ZgPNukaH3vwW4odcntkSBawELcIFp24ABHAwqPiFFA9ZSfr1+ijwqq1cAe1F3X9fZjJEJhiWfXr+V+vxCadp3QQBD78sCnHeLDL3/LcANvT6xJQpcC1iAC0zbBgzgsKRiXwgBgxN/X187OoXz36o3HJObh8qlubhWQe/uycu6Pndt43HdPjCUrCj93QYjOT0LcCO5d23dvFvAApx3i/jn/4ABHGpCFlEJ3qbGfil61x44Djut2XRCHSvjXBlg41y4jy/bfXoxIe/hJsFhVMHeG8z3WYDGbBlT6ZEc2t++7fJFGayeXzA6Gcn1tXUb3f2btjxDjUywGB6ttABfwzEEvjlZ4gI3ftdAMWAAx6ZVHIgScE8VsOunyJcPn+XTq3YFNfbGcdJ3b9dwATgzSSi/WClZ2TkyM3mBbgrGI4KvzaFmk6i9j6zDIW1/2v4cDTTAtiA2xbM9YvGydHUxyN7G3wG6gAEcu/RhwgRcKvn1+vlTtwFgTWkutg4QzMX+N9bifvgAu+EAcEgshecuqOcQOh5jHdOeo4HYbR0tU7c0MDppAD73H8LYyboHNntDnk9n64bX93YPGMCBusdOnNGAU1N/XoAWB54+u/rrPLjm8zXSXPwrH7YH1G05rScLeOc9lAEOdSROaHE7hbqCzv7vuMkyKSxK0jLS5NDpHXKx/pTU3SuW+vsXbLBtYGnA0sCIoIGqG4VSWHFINm3Pluhp0+SfiaFd/C9E3bXt2nNQEJwGorYMGMBRCEDud8RLb2Ay/2MpWZt3Up5c/HUQ5p3jl+TuyS6feD9FPrx0nQeHMYr3NVQBjo3x5y+UqRqS2QvAljQvRQ6d2Sl3X1yUlx110trZIG++Nkrbt+s22DawNGBpYETRQOuXRnn1uV5efKyVitqTkrkxXSf38EIcbePQHTd6/XX2EDCAowAYChDwJ+fPywPgfrp8TwJwdwC4rv8/dB14OlwAjokAjoGR2v4zNljGBYVL/oFcaflUZwHNMrERxcTs5MxOTvtLA687G6T2znmJmzFDJ/xotHA0D670R5ILGMAhSmIMQcDTvT8vA3APztfIp9fvdK3t5qEyuXWkwv0/JwxUrz8qwwHgmAxcrarRY1bowPDYKVJec1yYzfSXEGw8yzQsDVgaGKk0cP9lpSzLXOq2Q8hcs6Hb8US+MCZwAPfli5p5jwuKkDXrcnzlPehnABy+KDkDrir7iAbXeXCu37+eHRkWAPemrc19PlhQeJSUXTsubyy4WXC3kqulAUsDSgMsy7z8VCdLMpaohut/40LkcMEJj3MBfQFKwAAOqeTFixYNb73ORvNVkIE8Y/N2S8N9eX7tTu+h5o4emeOd9lBag2NDs+vgTpcxSWH5IUEsH6kzMVsvK2VYGrA0MBgaAOSaX1+RyKnxamHJ+YGc5djbFTCAC6SRCRUifeOeq+f7T12T826AQAMc4A+ShCcAACAASURBVN4f/TDlwmKSQxUxKpm/dIE8/1BjwW2UzFrf9KOeb75aZjgYZmi/GZl0w3i41HBaJoZG6nFaG3K29sprAwZwGE0cPXFaA6cOB+T6+VN9TeJQueONay2O3987v/Za6UADXG19ox4wyQnGuCzr6QIEd+7er3pljErutlyyBiX9YPpDkXkx8DAIUkvXfqiXH7dVSf2DCz1OaJit3mup1DhYlfmqM3Gwqm35WKtWZ0j+PPMV1zyjnK8/18urjnpp/eKpKeBb8hqqGgTK3PiwRO68YJxc1zXqp++uaf1N/ex9ZAKbs18ZY3PTUlVVyZFaHGLck0ARMIAL6EZvEIPN3m/eyZ3jlXruW1V2ga7FcYzOjYOl8v55a4+VDjTAbcjdqvs2WAi9/+ChmrT66oCv375JbHySAtziVWm9MiZnB9vfQ28QP3lbLQtXLJbFK9OkufVKn3159OxutZS9duusz7iAzJpNGTI2KFzVMr76nDjsi0xdtlDmL1kgOw7mKUD5imueAWq5O9fL0sylcrWp0CPvJ+1VsiYnU06XHhiSBk4A2+TIGMlYt0rL9+zdNZmRPEu27N3kUQ9TV3sfeuPEX31SfKVAOCSWrQNsrUJr5usKGMDhqispZYGGnXsO+Mr7t57htaRpf4nUbDou905dkaeXb8rzq7flfmGV1G05I1XrCuRjS5vPPAINcBtzt6nKEbUjRjbrN22RO/fudzu88ObtO/qePR4HTm63g3TYSm+NUlZzQv43IUTGTAyVfce29dmXvwtwGCEVVRzSzbALVyySRSsXy/jgCDlwIr/XvJHQZs5LVvqcPX+OSp2G6WCpFjU1Xrbs2TgkpThvgAPgKevFupO91tnUz95HDuC9+FCjm8Hhnagp0Rj6ugIGcEgsHz5+1IDjTH9fL2ru6nE5bx+/VEMSsw6HheWnV291I/j9oqo/5qqL+tLIOJcG0DD3x9WQyxNJiEwKjREcqj57/sINdAXHTukMZOykMLl6w3M2bQfj8BmMgMa6LVkyITRSZqXOkVnz58iz955rqcS521IpFTUn5NGbq6IAFxwuTgkOFWfjgwtS2XBaUGFm565WKY+FdW96QBJLX7dSQmPiVM2JBBmXMENNqb3jOv83AEdc6G7bvhw3mKESjZwSL5t3b3A/Ix/WhZH2LjWckqdvq93vSPfB68uqSqXs1Kus2rW95cHrK3L72UUF0FtPK6Sk6pg8aqtS1SgqJjzxlNeclMft1W5VKWpH3t15flFKq4/LpXpXOxi1azeA+4zKslTuqcqyUR68uiwNzSW/vHo8uCA3n5a7y6t98OKSpn3jSbm87PCt+nW2l/09NMchfQn9w19npSx081RvnAkYwAX6uBz2vKGe9KX6w8ryUVmDXN9TLN+/BP48OMTj8opKQSU5feZcGTMhTMHN25cesw2cia7btFlu3roja9fn6kx6wuSIfqm17GAbmoMNxh0aHacuhvYUbNHfuFEz/YWksW3vJgkKj5bIKVNVSkIlPWZSmAIcjJ21pLRVaeq1gU2tiSmzVfUICPkCOJj++ctHZFxwuJwpPSA7D2+W4IhoqWw45c7X5O+8wxjwjrN8zXJJXbpQy3r7WYWu3XkDHOUuLD8oMdOm697MCMoeP03VoqyHUW4kqNmpc1QDERYTJ7HTZyhgbd27SaLjp0nG+lV6nxQaJSFRsVrOeWmpmg50PyUhQWpun9MyUye+Q4qcPjtJ1ZHkfbnhtKbpDXCYjaOyXLdljZafNohLSNAykAZtQ9kA6IdvrsravCwJjoiR+JmJEhQWLSvXrhDUnM72sb+H5hjz7hf2CO84lKcAFxIx5c8DHObvMVMTNeRszvcG1t/6HwCr3XxKHpc3+E7n509pb34htXmn5Nvn7tKjv1WUgOzW7Xvc0pqR3rwBzjgPjU9IlkuVVyVteaZ+g0UQjMe7E+3/Q3+wMdCQxlgPAIhuP7+ozHPbvl/rQleun1H1YerSBSqZPWy9IjNmz9JvkOBI40jhbgW87ftzVEq6VH+qy1GCK11vWgAMYM4wcFSj/0wIUXAwRi68MyDk/NYNcFnL5NqtcyrFLclcokYq3gB343GZTAyNkuQF81Q6A4SXrl6qQIUERhlyd6xTtSyS34WrR1WK0uc718v/xofIwuWLtM5194v1O9ppz9GtWvZzlw5r/lk5mW6Au/mkXO48v6TvkcyYFCARq2TntQaHOyfGzprc1VoW4gBmT9qr1achE4iDp3fo2Dp0eqcC3pHCXTqZQKJEpZu/L8eOu2G4NMDkir6ExyJQYM/g6wqYBNf55Yt7HSoja4OvvAf9zHgyeXKpSQC77uFHly/KwHgyAdC8JcenT59J3LRZsnnbLpm7wLXj3gAcgAe4TUucIxUXL8u79++17ktXrNYOYpAyW3YyIvt76IMbffT8fY2kLJqnEgcMloDHBaQZGDBx8natV0Z8rUtS4dmegq3K3AE4+n568iwJi52iajze82zxqsUax5cEB1Bt3bNRJT7oZ/zkCCmtPqaSTsODCyqlATje3nBcAJcsaelLNI/8/TkKUGfKDsrdF5d0j5FRUR48tUOQslAXUiYC6lPyYp3RDXCTwuTspcPuOMTDkGV8cLgA7vxPvskL56l0dq/lkj4DiJDyMMwxjg1QiT5ur5K6u8UKmFNnJqoECbh6S3BOgDPlg/EhESItZmxYpXWkLZekL9G6FF08pKpWPAUhHU6fleRRbpOOvQ/98VdQtFv55z/jQ/88wLEetSV/l4bikvJBg5mvD40nE7yZNO465zPU5xepVaW/XXUhmeJWq+XlK4+iAXjUGXVl7pYdasIKwHHUTeLs+VJ4tljX55zAuAYV5ZhgmRAS4WZsdmAN/YHl7KOG+xdUygAI4pMSJT5ppoRGxap0hhEIIKBrZdGxcvNJmZuZFlYcVABQgPtcrwA4c06ysHhO+pj/5+5a3+MaHI5oUcEtz1omGIcg5aBCLK85oZIcIIQ05Cwrv90AtypNy8YaGtJXQspsXRfDi7sBONSFnGJRfbPInQ5pTgyJlPVbs9wARzkMaJn8ADjUgYAtzwAZLD1RD7JWxzOkTFSUi1Ys1vc8X5W9UiZHxqqEm7xgrgSFRSkIsvbXH4BDgsPghjqxlqd17qjX9kGinJKYIFMTE2VKYqKqM+cunq95m3Lb+/AYf4yr3QVbFOCCw+L+vIoSRg4YEJxM3QMVBvkPx+U07b0gDdvPSuOO3oM/1+Cox9XqGpkUEiPzFy3v0XJn89ad6lcyPGa6VFy6ooY2gJ93Oxw8fNxlZBIUJtdu+zYXtwNu6A44pKN9x/LVkpG1po35azVkbkhX0FuxdoVKVBvzs/X/xuYSN1AUFO2SsfR7lwTH2hESxbP3rjUhAGH1xvQeJbi9x7YpiLIOx2DHxB9mDbBNCIkU1vhYo/KmHyfA8Y5vS68dV7DlG8pgAO7YuT2qokRdatKpvnlW89h1eLMHwDW/vuyOQ1wAjvUxU2c3wCXNlEdt3QGOcu0/ka+AjjSI0QyAx3ph9LTpqrbtC+Coy6b8bAXW2nvntXyUhbwBUdYBAT0kRBNMe5v62fvQHW/OvoFeVm/K0CUeBAhwxtcVMBUlksyt23el6eZtefrsua+8f+sZVpNIcn0F4nlfg12Du3P3voRGutzERE+dqR6tvdPm/3PFpXKm6Ly+/+7jwFXzTcP1G8JGRWaW6JOdHWh/D/2BhnoSCWRqUqK0fKpV6YiBh2SCIQVqSkCm+HKBAsj6rWuUscK4MfBgS4FZg8s/kKNgduz8HrXArLt7XtVsrCP5UlGeKN6na3Tp61ZJ06MyZdzb9ufIf/RYkRDZe3SrrsF505E3wPGeZxhcsD6GNGYArvFBiZZh2epluraGSpH1MiQzVI8ACmtwqCJ7ArjrXaDeF8Bh0bh13yYF/YraEwpwqFhZg0Oq7EuCoyyoT/Hlumn7Ol2HQ4WJdSd5oxJGyj58Zqeu0/Hu1tNyn1Kud5vZ/4feWKT/kMb/O3ayoAlDgPB1BQzg2Ac3KSRaxk4Ml/Ss9d2kF1+F+VPPBgNwSF/L09foWhqgVFpxqcc60di9eTAx9WT7RHj0NJ2FoGpi/cAOpuHTBqxNoUJjrcrZb2aPGhaQZy8eVpADJJCssLYE+Ni7BsPlKBCYM6CH5SDqP3ztYQWIY1ni8M6ZPr+NoQoSG2twqBIBHlSVGJ4gPWFR6b0GB7OfvWCObvR2pll797wax7i2DmxSyZO4JdXHtLysaQWHR2seWTkZutZIuQFDJCPvMmJdyakYTY9KteysrbERno3ZSE/kzQRh2qyZaj36+nODOhmnHlg4xs6YoarJlIXzVJXIpAE1KG2XtSlD1+wALyxHszev0fLOnJuiAEkalDckOk6S5qcoWNJeyQvnajtFxE3VtEOjY+XE+b3d2tbZLvb30ByPF+swwnJt9C4sKv7zG71xUxURM13w+rxsZZZwmOdQuQYDcIjAibNTVdrK37m3R3AbSB0Bzc3bdirATQqPVlNmmIYdVENzUHn3C1aGrHl5M3fiMcMsrTom9feK3V43UPUheSH9oIJjkKJaNOli5IGHhjNlBwTpCSBgrQ1GbuI47zB90kTqwyKx5s45BR7Kg5Uge9ewpHR+A+BV3SgSAM37efWts2qoQr0MHQJySIjnL1Oug5oHEp/5FgBjbx8SrHnGnefUz6gASQ9plbqbMpH25cYzbpBn3RFVPapRpN67zy+pZHq58bRKmbgko760KenxPZu8aSsmFfgopN4lV4+6QtUxlerMfje+J3/64Nj5vZoWUqmz3Pb30B97uJpDnc65mQhQj5887ZEfB0yCQ0XZ0NgkN2/fldbWNz0WYCCA4K+4gwE48u7s7JTKK1XyuvWNv4oi15tuyoTJUdpZSzKWdmMUdsAN3QEHk3UF32U0700fmv/NN0jsTqnd9b9J0zXRIa753tfdM81fcc3znr/pXuZf+Xu++/XcVTZnmj3l4+t5z89+5WfimDt58dvk6Xxu3pn35p333XzrjG/iON/Z37/6YSi3BVaySO6oJ1ekr+kVWwIGcCAAIIeUYoLfUOE3ExoswJk6US9/XUi6C9JWuMxdJ4bqbJiZ6VAmMFu24cEIbD/ZfhpJNMCkBCtjto4gvYVETlXhqTdeHDCAA9Ret7ZKwbGTsmP3fmlvf9tbOf7ou98BOH8X9OdPkRctLwWjFbYVsPZSdbNI1xRGEnHaulhma2nA0sBgaQBwY4/p2txMwSMUTpZ37j7Q59JXQAHu8ZNnMmZiuIYHzY/8jQ2DTm+gAAdYYziCRSS//X2RNh6xaSs2heOq6frDEj3WZLAEYb+zzMTSgKWBkUADrBuzVrpuc5Ya+QFw8xcuk0+fOvpkxQEDOHL+/LlToqckSuriFXL/QXOfhflTEQYKcCxiFhw/LUXnLvS4Y/53y46q8uiJM2r6DchhBXb07B5dSGf2MhII1dbBMlxLA5YG+ksD8D2sb28+Lpd5S1JVcoM3TpkxW7Ve/ZE1AgpwSDtsFzBrcb8LAv76fiAARx0uVl5VjySIxR8+fPRXMbqlg6XmgcNH1SHzv8fgBWWy7pfCVJt9QP0lDBvPMhFLA5YGhjMNAG44Cdh+MFf3Qhp3h7hBfP2657M+vZlqQAGOzAzIffz0SSU67wL8jf8HDnBXVHWIP8n37z8EtMiAXH1DkwSFxnb58gzW/R7sa0pfv1LwpYe7JI5TwdTcBtsGlgYsDYwEGrjfUimXr5+RnYfyZMrMRPVqwyT/32PhgWF6DBlqyYEsEwUc4B49fiqLl6ZLSMRUKSm7GFBw6G/iQxngqANrcvi63L3vkGsv4fhQ7WQA1hyqiYcLNuXaYNvA0oClgZFAA4AY3nQANawk4XfjgiJ1H3X1tVoZzLmiAQe4jx8/SlhUvJ5cnb9zX38xKKDxBgpw7H0bHxwp44OjBEn0T13ff/xQd19Hjp7UQ/0i4xIkKCxW25IjIv4Z4QGVMGGk19PWb+TTcn/6GFrHOXt/4o7EOGMnhcuEydESGhUvU2cky+q1G+XGzduCfcJApDYnfw44wJHZ2fOlUlPXIG3tbwddUGehf/f3QACOvN5/+KAHlHJIKWuKf+Mi31evW6W5+ZGWpfH6DRnp4ez5EtmYu00dBoz0utr6jXx67q2P8UvLqSsbcraOWnpvunFL8Pf77PkLdVA/WFBz8uc/AnAU1IS29va/DnIDBTgazJTf2Xh/47cpx0i/Y5h04PAxnc21tra523+k19vW7xevGE1twbLE8ZOFMjl8inpKwpftaKq/Z139x1n/CMBR3I6ODsnZvF3VlYDc37wGA3B/s7yjMW+sVUMjp6qK8ujx06OxCWydR1ELYLwWFj1N6Z1jtPzpLWkUNWO3qv4xgOOQUDYy43y5rLxnT/zdShiABxbgAtCofkyS2dzWHXt0sGMejD6+s/PLX5f8/VhFm5RtAXcLAGa79h5003tsfJIKBIwDe/1eC/wxgPvc2SnLVmXJ2vW58vbtu7/KrAYKcGxYf/68RZ6/aOnTNczvdYf9mkHNWm3UlER1XWZORT9y7FSPZz7ZVrMtMJxb4N279zqJg9YJWBCinu/pEM/hXNc/XfY/BnAwLtSU3JmxfP327a8xrIEAHOXlFG8se7AG/ZNWlH+aGIZCfqxFAGZYlJkBjxQXETtDWt+0DYUi2jLYFvBbC8Bfjp04o5aTht65h0dPl5aWV37LZ7Qm9McAzjQw4Hbx0hWZNWeRVF2rNY//6H2gAHex8krXpuvJalH5Rws7ijJDIcP+P/a+OAc7v/8zJlj9dbJ1wl62BUZCCwBuTNomhcR0p/exk+XUmXNi6f33evqPAxw70aPiXEeNIxUF0vVVT00zGIAzrmIC7cmkpzKPhuffvn+XA4eOqtcYb4Djf4xObPuPBkoYHXVUbcXRU7r3zRe9ozFCfWmvwbfAHwc4Zi1nz5XInNQlcuv2Hbcp7OCrMPAvBwNw7KonsCfOXoFpASY7sdNmKcAxoXAOev5nEyyb3q2FWWDa36b651oAPshkP27aLOUrvugdNf3eA0csvf9Gt/xxgKOszFw6v3zR42c+fvwkl69Wy+fPn/+Y4clAAI7yssGbk2NXpK8dMv40f6PPh+yn9Y1Nkr56vaSvXicrM7LdVmXxCSn6jOf7Dx39a2u3Q7bhbMGGXQsAcE03b7vpfXn6Gje9YzW8KjNbaR53fV+/fht29RsqBf4rAGcqj5XQuk2b5X/jQ+TgkeMKeOZdIO8DBbhAlsWm7bsFoI2Jk6N1dotFmb1sC4zkFsBSG3pHS7F3/+E/xgtHcptSt78KcJzynZSyQJkYLmoG40xzMB1kAW4wrfZnv7EA92fb2+b2d1vAAlxg2v+vAhxrKc+ePZf0rPXS8fmz6prb374V9swF8rIAF8jW9U/aFuD80442leHRAhbgAtNPfxXgqBK6aOMt+t79ZmEXP2stHz4Gzmv/QAGOMuLs2BzeGpiusKk6W8ACnLM17O+R3gIW4ALTw38d4JzVwnM87rwiYqbL02cv3BaWAIw/r4EC3M3bd2Rl5joNnQGWLn3VE6OcTx0d6knl7r0Hcr3pptQ1XJe6+pEbrtXWC8dnYF2WvSFP6uobR3R9R3Jf2rr1PU7ZEzx2Yrgu12Rlb9LTV0Zbu3GiAgZ9jx49EZavXALF7/H+IQVwbW3tCiJF5y4on4exV16p1or6E+QGAnDky0ZvGK1uEwjwid4G4MiX+mM6j2ePmbNT1Rkr59KxEO00obe/XS6ObDvYdrA0MHxpAP6KgBMcFqfbhTgP7vade7+lORtSAAdzh7GzNkfYd+CI/DM+VBakrZS3794Z3v/b9+EAcJz9tn3XPgkKjelx47MdzMN3MNu+s31naaBvGmAyv2jJKnWXOBivLkMO4Ax64fNx9txFCnBpyzK6gO+nerL49u27iTao+1AGOKS26po6mRjiMhlGchw7MUyiYqdJzoZsuVJaKC336+RTy23peHnHBtsGlgYsDYwIGmh7fF1u11bIsYN7ZFbyHJk0OUodTyPZcYL5mnU5Az4IdcgCHJLcm7Z2OVN0Xlpb36hEd+/+A/W6vWlzvhqmDArdRGQgAEceOFtmXZDQ0fF5sNn2+h3LjOic2QMzKTRG1aHsD1yxfIVcu3hO6Pwvr+/Jtzf35Xtbs/xot8G2gaUBSwMjiwa+tz2Qr6335fOru9J8/YoUHNgtYZFx8t9xk3VpZu6CpfKi5ZXiQa8MtevlkAU4U3ijrsRPYebajXqeHG6+XJ5QvguWl/hrI15/r4ECHGnjaYXwu9JjT2VkD2DB8dM6U2HGEhE9VYpOHJLOV3eFTrcDeWQNZNuftj8tDfRNA4Dd45tVkrY4Tf6ZEKrLNXg24viy/vD8IQ9wBhBQ3TU/fCyLlqbLmaJiVVlyPhu7//Hn1nj9hkY1xhnce7oGCnA9peOv59+//5DzxaUqtaGSnBKfIE9uVVlgs1KqndhYGrA00N4sH57flLxN6+W/YycryM1dsESPX+uLBw8bgHNWBOQGwI4eP63WhCxEPnn6TJ+VX7wsBcdPSXPzI/3f+Z35PdQA7tnzF3r+E4vOUbHxqoe2s7u+Z3e2jWwbWRoYPTTAEk3OhnUqCKDlwgivLyluWAKcASq8nxw7WSgb8/L1AFVUiKmLV6iaL2/bTjWzZ83s1u278uZNm7sxAg1w7OFCuuyPk1RUkwvSVuisBIvRusrzus5mB+7oGbi2r21fWxromwZYqsG4LiFxlkpyIRFT5NWr1wYOfN6HNcAZdeSXr19VWgPg2FKA2pINg6D7w0ePZXxQpBqnmLPEGq41SMnag9K8u1x+dLq+Ja2e1JqAFYcPnio81y9/mVvzd+vZZXhkYR8HXjl6ShvV6oTJUdphqzMy5PPLO1YlMUzVUqNxrXQ01tmCUd9gFKg2wsDubv1FmRweq0Yny1ZmuQUXXwg3rAHOu0Lsk+js/CIPHz1xA9G54lKZEBwl0xJT1BsIQLNkeaaMGRcqaYmL5fvnL/Lu/Xs9hqWk7KKw2ZwLMHz9ulU4zudS5VWVCjFVfff+g0eDGmB0Aljulh1uMRpz/5wtO+TO3ftaph+OtUG+yduyQ6W3yWEx0vqw0a679QPcsCRlJvfxxS1HuK2WV4EaWL2ly6BrbW6QC2eOSsu9Wr9PUDpf33XXk3pjeMTi+98Glw/Pb2md7zdWBqQs39oeaL3fP7s5JLUatP+rB/Xy4Ppl+fbGGoL1Nkb8+a7z9T1ZuWKF8li8vzx+/LRHAWJEAZw34PH/p0+f5PGTp4IrHIw58HsZFhmvALcxNUu+f/6q0h4eQsZOipDGppvaWBysybaAualL3J5MWCPblJcvN27e1qwAqIbGG4L7LBxE8z8Ai8sxjEWcGzknhsTIysxsPaIeS0ziop7k1F7irs5I9ztj9CdRDaW02P83I3GWxE2doQY5GOVMnZao+2f+RjlhdDUXz6mF78XzJ/3aj6R97NAeiZ3iqmv89ERZsmSJmk/TDoD936oz1m1Ytu3buS0g5cBUfP78BTI9YZYaXXnX80vrPfnqVX9AEfD3d7vQD6RJnvymLKwJrVq5QhISZ+tv7/LZ/wMn6TVcuSBjJobpGXpnCs97CB1OHBjxAOesLL9VbXnrgZRmH5Km/HPyo/Ob1NY3SnxCskwOj9O1OuJxfA8AlTwvzQPgAKMTpwo1WfatAYpBYbHS/PCRrvmx8NmbKy3UkQDg/QcPpba+Qb//37gQOXPs4F9hVMNxEDKjnxAcKfHTEnXROXfjetm8aYNcKT3zV9ow0AC3K3+z0hSTIOq6dOlSCQqNlrj4BF2z/Rt9SJ0DCXCkz3o0Tg5gZIwPJ2ghNW9any15mza4AYd2YL/orNkp8u7pDb/SAmC2JWejrM9eoyBHXoBp49USKSk86lG2v9Efoy3Pjpe3ZXpCkkpxWetyejwEedQBHMj0/V2HvDtcK+8L6uRn5zcFva/fvolZyyMO/ic5jBV3YagoOT4ey53JEVP0HRIY7sMAt8i4BLXiZCsD6sneAI502NZw/kK57N1/RNMdNylc7tRd9OuAHMkED8BNnBwp69ZkqQcHnck7Zu1Pb1+Tu/WXhHi3ay9K4fFD0nj1gqq7nO3y7tkNuVlTLkXHD8qN6jK3ivh7e7MyyKaqUt2L2FRdpmk5N9jD8Mjj7MnD2ndXywp1M6pTgmM9FfXduZOHpbZrs77J/82jRrl5rVxQ8z2/WyNnTxxSdZd5b+4wegAORn+v/pIyV/KGXkLCYyVx5mxVzVJmvkGFiTcI9lAyy6WOJi3uHS135EHjZTl/qkClzlcP6tzMmW+p0/lTR/QdYEH+5nsABlC7cLpAGfvtugo9rNgpwdEXbHFBXXv5wml5+aDOnQbpX68qlbdPm4T6l587IfcbfKs3kd4WLVosKXPmyYrlyyVpVoq7/ygHm4Cj46bLgtSFUl1xVuuMynrPjq06+blUfErr0N5VB9S8z+5ck5LCY8I7VItG+kPlhTMF+uLFvVopP3tcKs6d0LKjekQiRA2JxmDevFShryk3qmL6hHYmDu1EfPKsryyW00cPaD9h4m7a8POrO9p27U+aBDqlna6UnFFgdra1iW/vvqVA6GzDurWq/UqYNV/tHFTq8PozKgGuP1aUgBXGIdw5ow4pr6a2Qa0jcSPGBSiytnbn7j3huAtAj/W/tOWZ3VSUANu0xDnCOh+eWUgX1zOAJswagrfE7JuYvdvFAFz2mixl6DB8CN7M8PfvypeYuOmybOkymTotQaJjpwmTiI3r1rrAoO2BMjuYZ3BYtEqCeEvYsS1P0wA8Zs2eo+9QhQaFRCujfX6nRvuI/DAICg6Lkei4aRI7ZbrMTp6rfWkADgadmZEuQSFRMnv2HDcYsUAOI6ssOS2RMfFScGCXRMXE6/ub18q60QBxATjKDzCZtvjaek+OH9qrAHO55LQy1pf362ThgkUqaobJEAAAIABJREFU3aWkULcYVfHRXqTz9ukNbRPWe2OmTJfwqCm6lgHzf/2gXhYtXKzfTpuRJKHhsTJtxkyprTwvgCffU1baKTQyTlXCs5PnaJ0NwNEue3Zs0XwTZs7W+iFlVl44pdLOi7s1Ws9TBfslfvpMzQsGT9qmXuYOgIVGxMru7Vu0DBMnR0nNpXMaj/qkpi5QyY66JM1KVkm+8sJpdZAwZkKooMpFkmuqLlX14YHd2919AG0QLlGuNw/k7ZMm4ZvVmRn63YyEWUJ+ABpACBijKuV0C/qTScW2vE1qEAaNTZs+U2hD6gHtTKf9IuNk5qxkoXxL0pZI68MGLTuThsnhMbJ82TKlHdTr44MiZGZSsjuOaQN775kfID0f3rdT+SzOmeHVvi4LcJ2+G8ZXY/X32aauNTjUmXjHnpmyQI6fKlQ/ak6HoctWrNYOmhQS5VZ7WKLumahN28DgUFHCgNZmrVZJjtmckYL37tiqDAtVHsyJMCMxSZkNqivAMH9zjkpFSBHM/Jm5AxDM6teuzlTmer2qxC0RucHg1V2VFlh7giFSFtLMTE93AxyDD8b9z/gQld54jzQIOKDigqleLD6poIUUVlZ0XGfwyiS7wARmCbCQli+AQ5p8ertapcad2zYrEz+yf5eMCwrXvD+8uKWSAv78tm3OUeAuOXNU8zy4Z4dKKxg1PbpxVet8cM92gQ6RzpC0Wu7X6trSjIQklbheN9frRCw5ZZ4yfaSdvTu2uQEOCQZpFSBGdQgjf3qrWtdIkXp4jwQ1MThS4+CCiTSZCJh+NXfqjgQK40cFSP/R1/Qx6dB+SL2R0VN1EkF5kYwA2C25G7WcAIpZo3zYdEVBJSszQ8uFIRC+XVNTFypIIXExVgE1JEz69OSRffLvMUFy9MBuldSY3LBHddWKFfL++U3Ni7KnLV6i66P8Jj/ShFaYjHx8cVtKi45reZh0UT/aXNXr02dqe5DX3p1btU0Kj9tlCkMDfd0ZG7QXy0hsr0LY8HVZgAsEwOXlq9UlBiRlFZXy6VOHSnfeHYCJKwNLAe71vW4Dva9OHq3vXQAXIaERcaoyYna9cOFiVRXRJgAcKj3UbfwPw9y30/UMUEB1CINLTEpWZu5sR8APyWXuvFRlpLyDocLYMPQABMuKjil4Xas4q+nzvkpVlCGCBAcTTktbIsGh0VJ+9oRcLD6lqjGkBiQrJE0DcAX7d7n7nXKS/pPb1Qperx82Kvj4AjjK9eZxo24vYR0K5rps6VJllKgYybPs7AmZMi1BpSWYf/rKlfq+7dF1d56kA6gvXbJE2wT1Ic8AUIATKRCVJwDNWhjSl4Jv2wNpvn5ZmQsSHOC8f9c2Lc/ZE4e1Hag7DB9gp10V4CZHyoplyxS4ycdXIK0FC1xAweQDAENdiWRE31M2AIw+ZIJDeUw6+Zs3qWRo6sFzpDeA9/ihPdoutM381AUKRKgPDcBhMAJQ8s37ZzeUeSL1o8KkX5B6M1atUnAjDs+dAIdqlrHM5MmUh35BU0Df8wyAA+Rda4eudmZyxZrqnu1b3N+Z7+3dN41AA6zLAnBjJoRZgHOCS39UlM74A/19uui8sD2BLQa9Xes2btYZMCpKZqmWmH0Ts3e7wOSYbTsX/J1xADgYmmlTBsPRg7v12ZNb1QoGGPYACN4SBEwLxokZskkTBgojjYiaqhLPqYJ9aj0I0ycO769fLXFbUcIkUd+NDwqXefNTVb0FCKNWc0pwE4IipLq8yJ0PIAS4MmhRXcPUAWNfAEeernW/EDl/6rDWKSVlrqosycsZVq1cqYw7OXmOSrGAhqkbd8CHciIlsa5k3qECop3rLxfLtYtnFeCQTE2dkYSMFSXfbVyfrRIlEpszf1R0RoIDAHZuy3PnYfJy3gFUpDfXKRrxKjkh9aBGZFIxUIBD8uPbOXPmeZSLSQiSqAG4bXk5bvCCLuiHDdlrFLz7A3C3rpWrtOactEBP0Bn1YSIBMNMGSMymzkiy7OvanW8BzrRJX3cmlUxcEBDY8G1VlA6kGSjAsbWg9U2bBtbO+rqIY9yJ9RYX58qszaHbv1HtYpZ9dax9z+y6b4CDocC4aC9vgAM0WDtjrcmb2cOImXEDUDB+vkfiYq3FrMlghMBJD1Vd4MRgA2wATSPBLV+2XFVoqAphcoAXgbUz0kSCA+AADtOngBZ1o9ztj5uU+ZK3L4BDBajrWCHRqjKkrBhjTAiOUCZq8tM8MW9HglvlkuBYVzJ5uur3QNasztQ1szcPXRMtyoIkwnoRkjBGOEhwJw7v7UGCu6drInh9h4kDeO4yYFrf3qwSHMy9N0mFfDeuX6uSI+t5Rw/s0nBo7w4JiYiVuXORrF1AwUSEctP+pj75W3J0ncy5po3qlslGc9OVX2Xq6gvSMgC3Y2uevictXwDHWmt6LxIcebLmtmlDtrs8SJ+sr02dnqjPkOBoAyYPpswG4HZZgHO3iWmbnu7QFn0PwM2as9ACnBNoBgJwGI5wPlvM1JkSE5+km8Wdaf3O71t37sq4oAhljMcP7+135/bU6aPlOSAwYXKkzoxv1ZTr2hvGG8yyaQMkuN4ADpABNJjVY6jBGhlrUVfLzugs2zD20qJjqqrCGAHGlb1mtTJA1ppQiwB6MHMYFEYDSF0AHEwaSQMJJHfTegE0AFIsEJnI8N4XwPnqP+JSVtYZsOxDasQqFBAGzJAWiENgTYJ6U38kE/LE2g9LPxg5641ItqxTAZCss2GgAgCz5gXjPbA7Xy0vkaJQySbNTlFHt8RH5YrxCG2FYcbWvE0ea3CsU6HSXLhwkfCb/AFTJEDKh4qyL4CjbzH/RtrleyYcBJUQ163V8rO+hQoSAw2MgZDU+d9MZGgDrFtZKyMNVIAY9MyZO1/X7lgbe9Vcr22JVNUfgCMPVKTGGIRyon50qiiZZCDp005YdhIHzQEqSSYG9K8FuP5paXyNBeczJg5MOJhQbczdarcJOIFooADHlgFmCjAw4+7Lmd5gf7OPji0DpA2zhAk4O9H+9j0YYFqodGBkWLXBUAAgmDNtxp1nMBjThieOcDp6tDI42plDYxcvSlPLOgw9CFtzNyoQtD+5Lhnpq5Qpsn6EFEP/vG52WcLBcDHcwJiAfFmbyc5arcwXSz7yZB0Jk3UYa3j0VI0TGR2vm9HJH2ABDOouF7vLaMrqvBOXNS6ACXBAiombmqBrj+dOHVEma+LD5Deuy1bJkeOWkHCwIL1UfEqZP+0BAw6LdJWbernUly4DCVSH1IW1Tco2d+58t+EO5Sg+fURBj7Yl7azVmaqSQ1WEFEW7nDt5RIGHNCgneW3O2aDvjRXl/q5+MuU2d/JAWqRvkXD4/9e7ZrlaWqh9ePLIfpWEAVjKQl4cp0J8wAxfhYAKKmUmBQDPhTMFKvHSn1h28g3fU2bAmskIFpv8T55ICDzDuS/fA7D0OcsJpIG07Fr3XKbAxySB/JnssBGf9oc+sKakzaEp0mWigHUowGfqBugRn342z+zd99g37cI4Y4KKBqy4pNxu9HaC0FABOKTDXXsP6qm14yeFK9N1DmrTmfbuSewwH8AG6cAEGIvZ84XhADNu5/oaoOh69svXJwwKqY99TBgIEMe0P9+2PWqUWzUVPq39VE3WtZcNCQ1Ao0zOPIkDQzMqPspInvQnd9JnJtpb/yKVIIn8qmeDbinhe1NW5/cwY/LEohTpFhdiMGcTB0ZMO7BmiCQK6Jl0aFfUbEh8Lfdcp8abd3zPb8Dgdp1LWqauSLDOdtM4T5tUyqNdsXY070mfslEfUx7nnbrSHpSvw0e7kB/vkLjJh/9JHwmR9uEZgfdsubjXUKlrmDyjL6grUnTD5QsqYX56cVvjI8XxPVIvVquUifg8o6yAN2WjHVnDJT/qTX1Ik/4nvmkj+oZvkbaJ56QJ0wa0iam79tmj65q/eWbvnmPe2R60J8ZLCBw42mhpeenTiA+eb60o+7CiBISQ4GhMleA+fHBi5W//xhmznuA9JlgXwJ2E7+xU+7tngrdtY9vG0sDooAEmGg2Xi4XtLzjUwCtUb5cFuD4Ajsa73nRTFi9dpaGzs7O39hzwO/xSrl67US22MFxg3ceoSeygHR2D1vaz7WdLA33TAJI4EjH7EVnWiYpLkHfv3vfKcy3A9QPgkOJYLyP0dcBer63dw0s8pUyfOVdBjjUd9lShNrFE3zfR2zaybWRpYOTTAOCG6tcYc3Gyy5Fjp3o0LjGs1gJcPwDONFag7mwruFpVo+fC6cwkNl6qygs9dPd2EI/8QWz72PaxpYHuNMD6Jnsu2YjPMhGarqzsTcL5n31dFuAGCHBIcIGQ4gC5ystVum3gP2ODZeykMMG9DwuqqCyZwVji7078tk1sm1gaGJk0gMEPRjn3Gi6p5auxg0hMTpW3fagmDfBZgBsAwKGqvHX7rty9d9+0n1/vAOeF0goJiZyqfvD+MyZYHbviFw/dMyD3K7g2MLPoaoNtA0sDlgZGBg24eBxLNFir4j+U/Z54lcGoJCNrva67wYv7c1mAGwDA7d1/WL05TJk+W9ra3/anfQccB5C7d79ZEmbPV1EclSWbGccHR8jixWmCVwa8ZuAl/ca1spEfqkdBHUdDP9o69j1WRzmtc/4fezvZexgZM1UdYCC1wQOZ9O87WKAHVvcX3GC+FuAGAHAnThXp6QDMJDLXbtQFzv7NIwaGc4Dcu/fvVZqLm5ak/v5QWxJwB4VXC3wAstFxJAfqSF1Hch1t3Wz/QgOG1kfDuO6J5qk762v/7QI1wI0DonM258ujx096dKjcG3e1ADcAgOPMt1WZ61RUxoqHk70DsR5nOoy033/4oCcS4Jg5ZX6aRE+dqfvmxk2KUB+W+LEciYFjhiDwf/3j8iAzEuto6zQyaXcw/eqi9SD59xg2L4/OdgHMQqPiZUbSPFm2Kkv2HzoqDx89Vuv1gUhthn9ytwA3AICjwV63vpH4hBSZGBIjt+/cle/ffzjbM2C/ATu2KXR0fNZTCj58+CgfPnwYseFFy0sFctQTew8cUaAfyfW1dRu5tNxb3zKBffv2naxIX+vaJhQ+RQ9ExiVgb9+NyHcfP+rRYuw1/tYPp/b9YbYW4AYIcDTqk6fP5VptfX/a18YZRAswW9uSv0slZQCONc+vX30faDiI5O0ntgWGVAu8et0q4dHTupw9hMq54rKAaoaGVOUDXBgLcIMAOBiwt2oSM/+Wl68C3F0jP3nalhlt9JREHfDGeupQwQm/zepGfivaGg6XFoCPbMjZppM5PQdwTLAkz1us2prhUoehXE4LcIMAOO8OhSlXXauVyNgZsilvm7S1t/e5w947Dfu/qwWYKBw84jpvjQFPQIqLjEuQN2/abDPZFhgxLQDfeND8SFhPh8YNvWNIVlZx2fIQP/S0BTg/ANynTx1qAMJCMYFz4w4XnND1Mmcfcersly9f3MGX6y8YPM9/xfvazVM2A8M7Dio8npuL3678fqXl69RbZpC/8vqi6VIG56Xrf1p20nIF7zjE55l5z50y+ZJ0XWX/lZYpN3ek4ImToz0GvM5sx06Ws+dL3IPe1E/Tor2+fvV56KHWr+s9cYjvXXbiaFt1xfMVx9SPdybwTff6/VBrLxOH+w9Hv5COs+wmHmmZdnDFcbUnbeiMwzvnRdrmvd6/fetWP1/5ebcBRWQ92ZmWr/qZtvoVr3sbaH5ddOyK5yqTs37UgTKQh6uO33z236+yu+IR33vd+1d+v9LyVT/KbvLizjqPd/+560e5vrnK5B2H/Eif9ybwf/f6ueiKMpvgjMOzLdt2dRlTuSZzZkI3dUaytL995+xq+3sQLWABzg8AB3FjxpqUslCwrgTkZqUs9Dg7DsLO2bxdZsyc6w5zUpcouDj7jbONklIWSMKs+RqSkhfI48dPnVEE35UL0lbKzORUDUkpqZK7ZYfHYKVMW7fv1tNuSY+wcMkqj3Qo06XKqxqHU3Fnz1kkc+Yv0c3szohtbe1q1ZQ8d7GYsG3HXmcUHdwc/YOlpysskcXLMrrVr/JKtcxftEzmLlgicxcslXkLl8m9B82aFgwHyykG+f/9M8kj/Ot/kyQ0Mt7dpjCdPfsPS+ri5TJ/0XK9L1+V1a1MNXWNkrp4hTssWrpKmm7c8oj34eNHWbMuVxakrdJAO23dvscjDm11+OgJWbQ03R1WZmZ3q19dQ6MsW5klacszukJmt/bs7PwiG3K3ypIVmbJ0xWpZujJL8rbu9ACmHz9+ytHjp2XZqjX6njQz1mz0YKKU6catO7I8fY3GI+7KzHXS0HjDo+ws2pP+ioy1siIjW8O2HZ71I78zRcWyanW2O6xdn9utfjdv39UtMumr10l61nrJWLO+W3tCe9t37ZOMNRs0ZK7dIFu27/aoH2VnwpKVnSOZazdpWLdps1AOcxHn/oOH2jfEy1qXI2s35Epdw3WPdsBh+e59h2Tt+jyhzNzzvegTeiktvyTZG/LcIXfL9m71Q6LakLtN1m3aomH9pi3d2hOARcuwPmerhg05W7W+3oYR5Rcvy6a8fPV4vzEvX3K37nSPUeqGKn5CcJT8a0yQQN/u8E+QmstfqapxxzdtYu8DawELcH4AONPkWDhevlIti5el66ZE85w7BA2DQRVhAsfkIP05r+OnChUkTRzUFXfvPXBGkdY3bWpOa+IAqAuXrBQGurmYOZMf70y80Mip5rXeKVPR+RL3e+IB0KhbnRdSVdSUBI94S1eudkbRgZi5ZoNHHOr38eMnj3iFZ4v1NGxTJsrX0Nikcd5/+Kgnp+u7f36pbFR1MyZI64KDVcrN7Dcja4PbEIVvgsPiPPJCuikpv+hRJupXcemyR7w3be0S23XwrCkX4Ou8YGowTvOeu6t+H53RpLi0Qp0BmHjU7/LVao84nzo6ZMqM2e60iJOQNE+lXxMRkMhan+NRPyx3qbu5YNqXrlQJHm9MfhwAea641ETROxa3WP6aONyZQDkv8oMZO+NQP751XhWXruheUGc8vO84LzQCmHo748ROS5LOL1/c0Sg7IA99m3jjgyI9QJA40CL7Tk0c6nfydJGHVAyAe+cXPTXRnRc/qB8gb9LhPimke/0AFbaoOOOdPHPWIy3GFhNCZ5zwmGnifdJI7tYdbmcNxB0zMUwlZBIjjXUbNqvHIt4pjXep5P/V1Z+z5y7qxh88CmL/6bMFLMD5EeBobQYlg8mXWmrnngMOCSdNkCacg57vYSAwVxaaCUh5T54+8+hIjohYsmK1W5pKnpcmm/N3ecz2KMOO3fs1DQYKIW1Zhkc6MMsrVdf0nYlDfrgjc15GgmNQq6Q3d5F4SwCktXvvIbc0SDwkJ+9BjwSHhIe0S5g1Z5ECOGy7semmOlHFHQ/lgbGxDy4sKl7bAQA9cPiYti/1oz3Jx0io5Oe8KFN1TZ3MTF7gDqRb33DdGU2lQqQgIxFzZ+buvOhXJMbE2anugPTJ3kjnBUOmTomz52sgrcbrnhIV35Af3moAGuIC1oC2uchv976DWiYjzdM3ToDjN9KM6/08mTFrnsanT51XR0eH5gcImIAE5rzID+l5RtJcd0Ca93ZoW1vXoG3J6RcE4ldVe06IUNsh3Zo405PmypLlmR6WsJSd7R8Js+bJ9JlzNNCXlMNcxIEmyGNa4hwNxC+rqPRoBzOZI058YorGW+Slrfj+44ccOHxUgR6wJ0ALTEqdF9IvecQnJHeFFJX8nHHoJ9oPNaIJaCUoh/Pad+ioTJs5xx2H/jGT0Lfv3kne1h2yZHmGTE1IlvHBkQpy0Dx0nLlmo0qj95sfOpO0vwfYAhbg/AxwvbU/61IMKBNgHs4Bzbcwh47Pn4VZPgHm5B2Hga9xPnXoDI94AAnPzcVvVGGaTlc8b2ZFXAYrUuSnT59coaPDg9ESh/zJ7+OnTxqIyyzd+yI/JDYTyNu77DAB8jNxuANWJh+z5gSIjwuKlP+MmazqJ77hW+JSNwJAwfeoGAne0jBpUj/XnkH2DX7U+N6MiDLyrTOeN3Bpfp2dHnHI27t+rPNRFvY3meAELspEWrSlvn/vikf+PDcXv6ETdxzdF+UpTREXemHPFOFdV1refUMZKSvecUzwbiut3+fPQrubQHt4r3dBw5qXI553e5IWbYBDXALp8b+zfpQd+uAdzJ5A2bzjQA+aztt3qtIjvvekifrRTqj8TKDszot0aU/WtUwgP0N7Ji71Iz+WAUzwnoSSFvm1t791B9rEmxboY83LxHv7zl0/0kClyZgkncVL0xXgkB7pG10j9LHGa8pp7/1rAQtwfxDg+tclNhYtAChgbPKfsZNVarOtYltgJLcAEj1qSiZ19vJfC1iAswDnP2ryY0oW4PzYmDapId8CFuAC00UW4CzABYayfjNVC3C/2YD282HVAhbgAtNdFuAswAWGsn4zVQtwv9mA9vNh1QIW4ALTXRbghjjAsRiN0UBLy0s5VXhOLauwpsNCzViWjcQ7lmXGPDw4PG5E13Uk9p+tk8vqs7/toPvh9FDPyaOW1rGiZfsR1tiNTTfUCMkYlQ0W/izADVGAo2NfvnylR/JgNsxREpyXhNFFt30zZv+MvXvuJ7LtYdvD0sCwogHOvGRiizVpbHySbqVgmw2TfCb7A70swA0xgKMTMYO+Wl0rETHT9ZBTOp2DAMcHh0tQeLSERMVKaHScDbYNLA1YGhgxNABfC46IkYkhkfLPxF+T+bETwyVr3SbdTuG9FaMvwLMAN8QAjv00nBaOx4Z/d3nvmDYrSfYfz5erNwrl/stKaemokzdfr0vbNxtsG1gasDQwMmjgdWeDPG6vksbmEjl/uUBWZq+Q/02ADwbLv8cGq0SHI4WBgJwFuCECcEhuuIzCu4KqIccGS/S06XLs3B558bFWWr80ypuvhJFBzJYp2X60NGBpwBcNuPhco7R+aZAbT8olLX2JjJ0UpkCHxxc82Xg7F+hJkrMANwQADnDDqwIujQC3/44PkYUrFqq01trZYCU1K6laGrA0MCppALB78aFWzpQdkPGTI3Q9ccLkaHUP5+2FxhfIWYAbAgCHeyA8kiOK/3fcZMnalCHP39eMSoL2NaOzz+xM39LA6KaB15/rpaz6uITHTlE+yQnot+/c69PwxALcXwY49MlOj+kLVyySlk+1FtzsjN3SgKUBSwMOGmCNrrD8oIzpMkDBoTb+b3u7LMD9ZYBj3Q2P5BiUBIVFye1nFy1RO4jaztxH98zd9r/tfycNYIuwZc9G1XSNC4rodhSVN9hZgPvLAHehtFy3ALAN4HDhLl1YdXao/T0yBzgD9WVHvRoO9dTHzFiJ09P70fYcA6uXn+uFdhltdbf1/cUHHrZekZjpM1RVGTN1ZrfTJZwgZwHuLwIc6klOfmbtberMRHn1GYb3qyMtUQ+ftgCwmh6XqdXXq36AUmHFQYmZPl0aH5T4ZNakt3nXBomZNl2etFf1GAcL27p756X61ll59u6aWtv2RjdvvjTKo7YqefDqslrnOuNCfw9br2o6LO473w2F35SZLTM529fpxIDy7jyUJ1U3ioZcWYdCe43UMkDDW/ZuVGO8MRPCpL6hqdv5mwbkLMD9RYBrffNGJoa4joTZtH2dHaTDVDUJGFx/WCrjgsM1VDae7rMvj57dLeOCwuXarbM+4yKlrNmUIWODwqX59ZVuccjz9rMKSZyTrJtj2SAbnzRT6u6e7xbXyehIN3nBXHUakL8vx0OCBEDiZsyQ/P05Q1KTcOfFJZkcGSMZ61YpkAPu02cnyY5Deb3W2Vl/+3v4TBp766tbTytkYmikej3Zd7Cg27mFFuCO1MmHo/XyMwAAh9k/oa+rpOyiHmOPC66zlYftIB2mAAdoHDq9Uxe/8cawYs1y8d7e4VJJ1ql0hNpRAS7YE+BIB6b97H2NtHyslTU5mQqCvgCO9NZvXSNjJoXpxtgbT8rUy83yNct7pSOknplzk+WfCSGadv39C26Qu9dSKZFT4mXz7g1uNSBASrmw6n32/lqXluGXdEd6BOIguSJF8g3PXnbUaTtgNPX0netbys3+phcfajQu8YhvmBnvWj7VaXyTn3nnDXDk+fRttaZDHNKi/TAr1/CxVtMy6ZO3SZv25X+Ttr0PL+CjH+emzddtVYuXZejhsb74rZXgAgBwDx89ls+dnbrjvjeg27Zjj85AmPnDoOwgG16DzPQXgy15wRxJmp8iGetXSeyMGQJYmPcw2OvNJbphddb8ObJ89TLZc3SrSntGgkPtwl6feWmpKmFt2b1RNm3P7gXgGmTzng0yITRSgedeyyUJjYqVXUc2u/M1+TvvgEDSvBRZsHyhRMRNlZSF89xbUrwBDnU5wLRxe7aWaXbqXFm3JUset1WpKp33R4t2Se7O9cKMetW6lVp+wP3o2T2yelOGVDacloUrFkvS3BRJX7dKVaMFRbtl7uJUSZo3R/J2rVcwooy0U9HFQ13tlCLkR94AZdvX6+INcNSFtPef2K7fHj6zU+YvWSBz01JlzuL5GtbkZrodJQDmbBqm/vOXLpCS6mMW5IbxpDJnxzrXOlx8kh6QbAGuqwV+vPssHwIowW3Ky5cpM5Ll7PkS9U7iq+F5lr7a1UH4XmPG6WRE9vfwADuYcu2dc2oodOHqUSm7dlwmhUbJ+ctH3P3Julbs9OnqQ3Td5izJ3JCu4PK/CSGqoiSNunvFEhQWLdNmzVTAWLh8kUwKi1Kp0JcEB33cbbkk4XFTFKSQvBJSZsujN1fd+fqiIQNwK9eukF2Ht6g1GuuBSEPeAIcElbp0gapAkSazN2fpPqQZybM0H8qdu3Od1mXW/BSZvWCurM3NVAkN4EIFS7my87KE7S/8zz4m1Krrt62V2alztH4HTuRrmUlv3/F8nSTsPLxZVmWvUAl1Y362SmfeAIe0RluvyV2tAEf75+3aIDk710v6upXqnHxJxhKVhq80FcqEkEhJnDNbVbAAbHBEtFTftOt3vuhkqD+5dMSVAAAgAElEQVSDVg6c3K4bv/FuwvFavi4rwQVAgtuYu00ls38mhElE7Aw5cbpIj37w9qGWtixDOwhdslWXDA9A8x74AMPqjenq8BZJA3XclMREmbdkgdtgCKYNc0c6AWBQUQIY7OdBgkPiSUtPU3dEDQ8uaBxUfUiCqCB9ARwD/HHbVZk+K0lBKjQ6Vu48v6hpwfhLqo6p0QvxnGU2AAfjZ1KVkDJLQQIJzBvg2HM0PjhCDhfu1DLxbcHZ3TJhcoQUVhxSUMndsU7rsTZvtUqCqCmR7JDqcJh7qmS/fvvkbbWCN6Bi6ni3a01t2eql7rbi+5efaMc6lRQxKpmSkCDPP9R0k+CoJ2MHgKOOqDfpD4xyZs5NkdCYOMHijme0NwAHoPFdc+sVCYuJkwXLFnq0j7Ot7O+hPSZxY/gvPWIoRL5agPuF74GQ4FBFAmBOryQ0PhaS/4wPlcTZqVJw7JS0tbeLcTGzKtMhwX20EtxwZCiAAtaQBFRkhLmL5svYoDBl5AAMajKMI5oelbqZ6fHivQp6ABwMOCxmihqJGA82PMvevFrT8QVwANLUxASJip8m2/bl6PpbxoZVqlIEmABU1IO+AS5Z0lal6aTqUv0pBazsvNVy62m5RMX/WoPbcTBPwe/K9UJ3uRselChQIKGRNgBn6ursPwAOCRTJlOfUB9AHrEx9UH/GJSTIohWLFZwAqIrakwqOqDMXr1qs7YZP1qdvr/UJcCYfHJOjFSnqAmGAGZUlE4pFKxfL0sylOqFgvTR2+gw7uRyGakpo7+CpHQpw44KsBPcL3UTE3wAHuL1ubZUzReclbXmmjA+K1IYH4JyBc45CIqfKueJS9T25edtOnX1zDA7Mxckg7O+hPXukfxhkFTUnVcoKDo92H1uClIJzWIAHyTxzY7qqJ288/rXOegYQ6jIygfkDgAnJs1RSMYwa9R9AZQDBSRNIRmMmhqkzboDhyJmdQhnmL1uo62BsL0B6cX7Db5cE5wI4/udbGL4BBL4zRia7jmxRkLra9AvgGh+6AI71QQNw1KP59WWPvAA46oRnePKhjqyPYen5qM2lRkVKBfAAON5X1J5Qq1HWyJidl9eckBmzkyQ6fpoak/hSUTolOMpTf79Y2xqwN4Y+1BnLUdpy95EtsvfoNndgrdBqT4b+WPOmY+iFSRYCRPSURKuidCKcvwHu27fvYo6cp8GdoOb8zTucKQeFxUrRuQtSeLZY2MfBzPLC1QIPBuHdofb/oTcIGWTLVi9TJ7CY5994VCaAGFIZkgHWisTZdXizqvpg2DBTAmtFqB+NBDd/aaqq2zD95z3qThg9QOkL4JBSsL4FCMgDJl5QuEsnTDjrPlG8T5970403wPGedbspiQkKSEg1BuBQc6LWIw9XuRtU5YjT25MX9rkBjglaTwCHcQ15UMbeAI76bt6zUdvy2u2zCryoJQFAlwRX3asEh1oU4GTbAMYpHLtCmQE98mbdE4kSKdpVF1c/8N67jez/Q2+sefcJ9JK6bIHy04VLVlkrykACHBLc5SvVeup28rzFEhWXoDMLJ7jxG+kNp8pPnj7TbQQvX73u2gcXrAzPuxPt/0N7oN18XKYqvPT1q5SRwmQJMFT2NTJxAbAIWCxicIEFIaoVAOX/2zsPryiW5u+/f+Pze4JZQEmKYkTFeK8555xzTphzRkQkIwZAMSFKUIlLsN7zqWX2ziLooixhqDmnz+zO9HSoru5vV3V1NQAFwDHIpuVdluGjYmXOonly4fYx2bp3g4yKS9A0OgI41I+shZEuroswysCAAnUh0hhg0pHBSUcAR/6ss+FNB2ffDsChQlywYqECH4AKgKKKxSkB5xLyHSrK7gA4ynXiwj4tA3UHoFmX5IDfUCQ4JFEmDWx/QCV8/tZRpePNR2d0PS81+4JExMSrQQ7SLxL0vuPb5XrqP8ZA1t/6dn9zt09R+UPlDbRih46cCCz7uMd5fpuRSReNTACzRp/vB4JixVNd/UXqGxoEK0pHkuM+ZGSsbNmxRy0qm5qaA3vkWLObu2Cp+qHEMs1mk/2ng9HZjp3fq2rJR/mXg6QAQA51GhIDZvV4Qs98fl2lEQZsJIz0p1dVlZZbfCsg4bB+x1ocm7ZRAbIeBci9rc4ISp+8PzfkqvcSrC7Jh28wHMHQ5MbD02qRiQFFe+tc1HbsH2KvnnvAwDhm1vy5mtb+E9sD0g95Y44dnzhBB5RFKxepgQbbGqjn3qNbtR7tva3sPbZdganwrV/1jtS0aNVilUoxOCFvJLSkWckqBQNQrLMtXOUHtZiERDl79bBup0AqI25xeZpOErBEpa9gkMLJ9lhZkv7kmTN0woE1KvRARYoUTX5MOpCwp82dpapc1MhYnTLBcNPBfvePPsiEjskYhnyZWTnS2trxvmMDuC4C3Lv3HyQpeZ6we769VaQze9ixm9nwaFVF7txzUF68LNID+gDH9hdbCZjJM3tm5k5Ht07WPzoZUgcWfwBY+zajHdlMTBwGY/4T93VluqofGXB55/6WZ2zyRr3G4M03zr19+vxnUMfaEItA1rNIz1G/YSmItSb/3d8qMLRtzu7oOUDnlJn3xNdyfX2iQOvk4XzLf9RFxHGece/oOeWhPqTppM23xPX/z9e0kFidTd5Kt7ZvqIs/XX985z/PSBNaUG93gOZOfsQnP9oAmlFX0neX2373/b5H+2GpzHJPXMJkqa2tCwgN7cdXA7guAFxNTa3MnLtQCYuLrQ9lH9vTU/8Dfuxx4z3rcz+7yss/BVSarH9gOu10SOtsfb+zWRtZGxkP9BwPMJE6em6PCgSDR8TInXupPxteTUXZFVddBw4d1/1t6H2379rXqYPPmtraH1SYnbUCUh2NxGwEdSaeMJhlov6xjmM0MB4wHjAe8PMA0jaOFLCGZayc8/cSaWho6Gxo1ecmwYUowbF3bdyk6UrY5LkLda3tp5TtwsumpiZZs2GrWl/+e0ikbN+/SUHOGNsGN+MB4wHjgXxhzRfrWgy1ALeomHF6isCvhlkDuBABDkmr5FWpLF6+Vo9K/xVhu/KetDn4FH0ykhzrcUvXLtZNu8bcNsAZDxgPDGQeYI0VyY0tK2q0NyJG7qc+CklLZgAXIsABWBiV4BKmM79nXQG19nFJ2zFgQQXKXqakOTPVvRMWZO2NBQYyw1vdbcA3HvA2D2CHgAFW4bt7ghs4NvQz+R8WGS/nLlz56SGn7rHVAK4LAOcmXLh+f66olL8X4ig2Wv4zJFJwyDtz/hy5lnpKNxFjQQTgYR3GWp0Fo4HxgPGAF3gAq2O2dGBol/Xyhm5PwakA2wEI0WMmys3b90KS3Jzx2QAuRIBDjUjoiQtrTbycRMaMk/+2GZ8we2EPFb772DuEJ3b2U1kwGhgPGA94gQfw3INzbZwX4Kgb5xj+JZvRsmjZannz5l2Xx2ADuBAArq6uXt6++yDlnz51uvetu4EPMP1Y/kn2Hzomk6fNVutN9YwyGAfOfifO6KMtGA2MB4wHvMMDfv+91IcJ/vJV6+XxkyxdFvodAcMA7hcAB1FT0x6rNxLOHQLseuoib/bR+Xw++fixXE6nXJTFy9ZIwsRpEhk9TkaOHuvpAL1xXO31elr9vM3Hobbv8Mh4GRoRO2D5PXbsJJkxe77gKCM7N1/q6xsEz0+dOdQIZRw2gAsB4B48fKSSEuLyt281odC12+MAdmxVYEsBgNfYSGj0bGhoaJQHD9N1PRKVrZfranXzLh+H2rbs58p4ki3z5i8T9tGG+p2n4vl8etwYRnx/AmruwdcArp8AnLvRBsJvgBy9O348s3PyB0KVrY4DmAJMWpev3qBHID3JyunyWtMAJt1Pq24AFxLApesaGPvTkCbsCj8F0jMyVV2D1LxizUbr8OEnueXQixTIyMwWDu6E3zl6KxxbkXqxer2WtQHcLwCOlnlRVCwbNu/Q0NDY2GuNNVAy9jU1yax5i1QtjGEN63Bssv+dReaBQjOrZ/+lANqKBYtXBvidMyJfFpV06iG//9a050tuABcCwPmNPfwbvLtLN9zzTd0/coS+xSWvVXpTq9E2U+FZcxfp2mP/qIWV0igQGgUYW0rfvBMMTBx+x4Jw+sy/hXVou/6MAgZwIQDcn5HYvu4KBTCeSZ7jP7HB6fDcUd+8eFncqYPrruRhcY0CfYUCWAnO/muxqiaD+T1W8gsKjd//sKEM4Azg/pCFuu9zpDfW3pjBuju783v1ui162Gz35WgpGQV6jwLwe2Z2rp4d6fC4+75i9Ua1lu69Evb/nA3gQgA4VVG2tEhzS4vNqMLI8z5fkyxbub5TgMN9GftjbC0ujI1gSfcYBZDeMKDCsMQNbM5vLIgzMrGo7LEieS4jA7gQAO75iyJZvX6LrF6/tVuPyfEcN/1BhQCtF0UluoEdh6ps8nYkOU485xnrFJu37v7lIbJ/UAz71CjQIxSA3zGcwmEDfB3E78Pg9zgZHhUva9Zv0c3OPVIoD2ZiAPcLgIMR2XCMh3/bJhDeHtDS2urfxO7zqccYrCeZ3XJCum5s9/l0s7tJcOFtB0u9ZyiAilKdNvh86kCCdWZ8zx48ckIn0o0+32+7qOqZGvT9XAzgQgK43vdk0vdZqXtLyD6gEVFjFOCOn0rp3sQtNaNAH6MAFpPwOxPpI8dOSUtLax8rYf8sjgGcAVyf5FwDuD7ZLFaoMFHAAC48hDWACwHgUtPSZciIGBkyMkZq6+rC0xKWahAFDOCCyGF/PE4BA7jwNLAB3C8ADrIz2OJk+VtNjVnwhYcPf0jVAO4HktgDD1PAAC48jWsAFwLAhYf0XUuVkwTq6uqkqvqLfPpcoWfFcV6cV8OHD2UqNWNJuffAEc/W06vtZ/XqWt98++69DB4Ro2vOO/cclLKyjwOO58s/fZaKyir5+q2m27wWGcD1YYDDyurrt29y/eYdWb5qg0ydMVc4M2nEqDGqLqVDeDYMjw7sD8KS0rP19HIbWt1C5lu2wsDnTOgwNBk8Ijrkb73SN9gKFBU7XsZPmiHzFiyTfQePSnHJKz0i7Hctpw3gQgQ4wIbwu4TuiryGuTyS2qUr12Vs4lT1dPCfIZHaAdiqQGcYrCFacMxqwWhgPGA80P95YLQMGjZa/js0Sv4z2D/esUcQR/e46cMpdVcvA7gQAK6islJSHz3WwNpQOC9UkWws59RuZnLM6P43dJSMiIqTpUuWyMWzxyT/8R15XfBISp+mWzAaGA8YD3iCB55n3ZcHNy/Knh1bZcy4iQp2jlTLqej7Dh5T1WVXhAwDuF8AHMTsqRO9kRAvX7spkTHj1HUPs5jk5Nly/eJpqX6TL63VrywYDYwHjAc8zwPNVSVS+OSubN20QSf3uC8D7JYsXyvVX76ErEkzgOsjAIdkePvuAz3BGqkNie30sYPS+PmlNFcWS0tVieeZ2gDcJjDGA8YDDg8w5vkqiuRVfppMSZqhAAfITZ42RyqrqkNSpBnA9QGAQy3JXjtcUwFuY8dNktxHtxTcnMa2u3V84wHjgYHIA0zwP7/KkbWrVynIsXSzfNX6kPwCG8CFAHDh3uhdWVkliVOSVS0ZHTdOslKvS1NlsUlspooyHjAeMB6ofqUarIZPL2TVihUKchjanTiVor5pfybKGcD9AuAgHqb6eQWFegAhR7p054Vqctmq9QpuWEim3rwoTRUGbgNxpmp1NgnNeKBzHkBl+eVtgYwZN0mtLNky9eXL158OxwZwIQDcTyn4hy8Ln73QfW1sA5g/f4HUfXxuMzabtf/AAy3Vr5Q3Gj+9DHpHp//67qlNioxngvjCy0CZ//i2RIzCMXWUrN+0/acGJwZwvQhwWGiymZF1t+GRcfLpVY4Zk3h4oGLB/MPLTEm/e0XuXz8vL7IfSFVpXkgDExOf2DGJsnnDel14B9gqS/NkRvIs3RM5Mipe0+1sYGv49FIyU69LXvptaQ+SnX3Tk8+hzemjB+TAnh229uzhPtAdPIXhHcIABiccCvuh7GOnIGcA14sAx8bFMYlJCnDLli6VlqrOxfPuYAxLo/fo6/tcJCcO75OY+PEyclS8RIweI1HRY2XRwkUhtXvNh2cyKiZBNqxbI6TFGu2a1atkWESsXDl3Qh7cuKDqm47auLmyRNJuX1YgHDoyRp5l3gsCVcDy9pWzknb7UtDzspeZcnDvTvnyriDoeUd5dOUZKvhbl88q4FI2vuXZlk0bZMnixcJaS1fSs7i9x9e9RXsmiTi7+N+w0erpiS1WHV0GcCEAHI5Q338o09Dc3NIRHX/r2dNnz2VoRKxu5L5w+qh1ag/PXN89z5D4sRNU4irKfajSV3bqDXny4Fqg3QEaBvdPJTlS8TpXgYxnDCJugGMGW1f2XMFy4uQkqXidJ7Vlz4S9Qx0NOEhva1evVglwRGScHDmwR7eeEJf0az4Uarn27Nwq1W8K9D8geu7kEYlPmChFualS/bYgoF3Aqg2Jsrw4W6re5AckStJrqiiSL++eqhRGXT4WZ2ldATDyAtC+vn+qZt9HD+zRetaWPVfAZq8ndXHWoIlPOciDvMiTvJ06kj50IQ7vyoqytJzO9048u3sPAGnvcROmqJpy09ZdnRqbGMD9AuBQIz5Kf6KbryNjxktdff1vgVlHH50+e0FnIMyq2dRoHdF7HdFp06KcVJXAtm/ZFARcznuk988lOTL/7/kKRKgj161dLd/eF7aB0D8SXEP5CzWZhm+YxcaNnSB7dm4LAIOTpnMHnBLGT5ad27bI7DnzZNbsuVLfttZbVZovs2fPlSEjogXwG5MwUTZvWCdXUo5LZPRYdQuHZe+ESUkBgHlT+FiSpiVLTHyixI2ZICeP7JfGz0VaTviYNB7duSyz58yV2PhErc/Jowe03ph7z5o1V9VLSLLUc/uWjfpu5YoVMn3GLM0HcEOVCr2oH+lMmz5TyNuR+u5dOyezZs0RJg/TZ8xUwCe9W5fPmBWyhyeL8DWTGrQZLO9Mm/mXnvjS0RhrABcCwIXLkwk+1jAuYVM3s1RnQLK794CO9p06LVlGxYyVlBOHVVJyq6SRwKYmzVAguZxyXE4dPaDgtWv7Fu3MbgmuvvyF3Lx0RvlmXOIUuXHxtDzNuBsk3Tg8BFAABABhSX6aAg/AUpBxR/kN9eO18ycV4BYvWqzp5qTd1HiAR8SoeDlz/KDcuZLi33RbkCYxYxJl7ty/5PqFU3Jgz05VuR47tFfzz3t0S7AGHhWboOtpaCZ0nXBEtOYJHXjGwLRyxXJNA6MBpMy//vpbXTQhUTJDR21P/qh2L509rnlSdtYuqRflBuSj48bLsYN75dzJwwqGcWMT5ev7QutPHgY5JjknDu+Xfw+OUAfNnblQNIDrRYDD7QwdnU7LjMQZlOzuPYBjQP5YlCUzkmfrSRBRMWN1QAbYeJeddlOGjIxWYAMEUFEuXLBQQQwQcgMcKkqkuNGx41T6ctR/3JGkCBhtwEeAIcCKZEQ+AEnixKkKHqg0sc7ECnN4ZKyut6EC5DlprV/jV2tiGMNzvt+7c5uWKeP+NZ2UUU4ADHBG2lSAGzpKdmzdrHnB1wAs/lS5kzZ0wA0dII6U5pTLDXCFmfd0nXL3jq3aN1hzZO2QtUtAn3QcgEPlSnmJc2jvLl2XfJmdav3JwwAHb19JOaHbqwYNj5amTnwEG8D1FYBrG5AM3LwHbk6bMutEXYg1IxIQKsGN69fp4IyaDylrXOJkVbehjkPdBvC8KngUBHCABsCA5DJ79jwFCNI+vH+3qv9QOaK+AdwKHt9RKQcAYo0NcCAPDFbev3iiIFDzvlBB69C+XQFQAHTWr10jcWMSFZCoA89WrVyh5URlOW3GTFUbYiwzcVKSfH6VGwC4q+dPaXy+oQyYdONTlf/lJdkKcLiiY82OtNtLcBgRYEBz9fzJwNoiVqOA+qJFi1RNCcARJz/9dqDc966dV5ohhTp0t7v3+hQTMwO4jpSyItL6tUFqTmdLzdkc+f4LgCMJ9qotX71BVqzeIBicdNe1fvN2XYswFaX3OuDPBlUG+W8fCmXO3L90gMaA4szxQwocxw/tk7vXzgUC2wmQsNwSXGcAd+7UEfX0sHrlStm/e4eq+Y4c2K3qx0mTp+m6GWtnABzAgCUj5fwVwGG8QTzKvWbVKpWiUk4eDpSR8j6+d1UNXxwJDpWm8w3qU9wrXb/wI8A5kmZ7gMt+eENBF9Uk0hppAaAAHKpLAB2AYwJQkvdQ3xMHa1K23PA9/y14kwa0/8kjB1QDhnN6U1G6UKmrAIehSTjOgzt5+lzAyISjIqwzerMz0q4M5Fj9AU78RrpiDQqgAeAwzhgWEaN7wYiDyo143AGWXwEcebCmR1wnIOUhCWKkgQcI1KGEd88yFDwW6haFEgUmJlnbt24KyhPpEgOT10/TVdIiXaQ8VOpISP7yFWmdHBWmswb3M4CrKM3Tid2+XduVDgxW0MatosSYhLw3bVgXUHXin5W8AW9HRakAl58W6DsGcN7tQ+7xkT4Cb7DEM3XGPAM4F751WYJzf9udv3H/xUZF1icunT0W6KTuhrTf3uiwSBSo9VYuX66WgUghgNvWTRsVkBjgFyxYqKpDjghhXWnr5g1qHQlQAUzufXCOinLOHL+KsiM+AYRQgyIdut8DmhvXr9X8P7zIVACZPHW67svDGvP86aMKaGroMiJaMD7Zu2t7YAvD1GkzVHW5e/tWObJ/t2xct1aBDwDsEOCe3FUed1SUgDsOxaNiElRlejnlhALdX3/NVzdMgDnrjBjjII2xxWHnts1KP/YRAn6A+bULSHBxajzj1A+Ao84mwXmj3zjt2v6OERL9ic3eaMJwWN/RZWtwIagoOyJcdzzzNTVJbMLkNouyFUGDUPsGtf/9u8Oy7oT5PRLVlKkzZOasOXLxzDE1FnHaloEfa0TOAGTNjLW0uxhmVBYrCC2Yv0CtBfkPSOHNATBkPcJJw30/sHenzJv3txp/uJ8DRKWFjyV55hy1wCS9jHtX1RAFFSYSEumzX23zxvVaXkz7KR/fss9tx9ZNGh8DFjarZ9y/qu/YDpE8c7Zktu3vIz7Wm9SJdTXKQX6oNKHF1KRkBUcAjS0BHOqr+bRJvXevpgiSJnFZE8TzC2mSDukB8GxId+qHlMczyuE8s3vH/NGf6ZKVekNV+mz0vnrtlmrYOhqTDeBCADhUlM0tLRpav3/viI6/9Yx0d+09qACHbzXWGJzO25+Zz8r+44CCSg21CpIYa2oM4oCIm1YAFc949+29Pw5ggLSCGg/rSN7DIwSsBknTnYb7NypE3pOG+zm/eYYU6E/vlablz7dQv3Hy4HusI5kxO7zJnbSpC+9YP3Py4B1gRXmdPPWZK44//xJNk+9Jy0mT/PhNHH+9/eBOXloX12Z2rT9qXFf9KIeqTl3PnHLY/Ue+7I80gb+WLF6i0tuQkTHy7t0Hc9XlRqCursEVFb+SrTv2ytade6WxsfuMTChTwdNn6mz5v0OiZMWy5Tq49UemszJ7Y/CwdrR27Ms8wOSH7SI4IcBwaeWajZ1Kb4yvJsH9QoJDygrXRm8aAH+UCxavUCmODbKodpzZcF9mNCubDYTGA8YDPckDgBuS/HhcdA2JktFxiVL1i5O9DeB6GeAAuY8fyyV+3BTdtMgiOl4mUM/0JPNYXkZv4wHjgb7MA6gmMY7CsASAO3Tk5E+lN5PgQtgHF24JjkZgC8Kduw9U5MbsNWH8JF0kd9Yi+jLTWdlsUDQeMB4INw+wzWXzxnUKboyR8xevkPr6BobPn14mwf1KghORh2mPZXhUvIb6bnS27G4ZVJWXr96UwSOitRExCb9w6qgu4BvQ2QAS7gHE0jce64s8gBHU64JH6rh70LBRupQzKWm2lH/6LK2tvzb4M4D7BcABQj6fTz59rtDQ2Y55N1j9zm+aCn9qnDAQGT1OQY41OUykU29e1GNE/NZpfiu6vsiMViYbJI0HjAf+hAfU2hinCOUv1Kk27udw3I2rN8bDvxetaAO3js9/az/2GsCFAHDtiRbO/6gr8/KfSkR0gjYo4jgNi7+/9WtXy4ObF+TDiyfq6okFVwtGA+MB4wEv8ACOu7E/OHFkn27i5ggnxj89uXtEjGzetltdJbJsFOplANfHAM5puIrKKjl24oweBUED09AcDfF/gywYDYwHjAe8zQP+8Y7J/WhZsmKt5OTm/9KgxBk73XcDuIYmNz1++buurk5qamt/Ge9PIzBLaWlpldq6Orl4+brM/XuJjE1MkpGjxqpEZx3c2x3c2tfad6DxABP5oSNjJTp+okyZPle2bN8jxcWv1M9kKOttHY25AYC7mN/R6w6f/b8On/ajh63fGqTmTNtpAvWhAxyqQ06PXbtxW6e+z8JBBvysNTQ0SEVFpe7aL3lVKmw+LyousWA0MB4wHvAEDxSXvJbSN29129S3bzXS1NTcqYeSkMbZ766N3pcGGsCdzdHjclprfSHRikjbdu4VDtcjXLx87c+IH3KuAzciwI51qV1GAa9TAI0NAzpr8HZ1EwW+f5e6W8/1aLS6K09DTtQDElyj1KS0Ady3X++lcCjzuaJCRsdN0PUwVIVs0O7KgqeTjt1Do8Cr16WScv6ydKf/z9BytlhGgZ6lABbU5y5eka/fvvVsxl7OrdUFcNcKQ65p/we4mkapPZ+nElxLZY1I6EY5kpWTJxHR43Qd7OCRE52eQxQyNS1ihxRgJrtn/2HdMvH+Q1mHceyhUcArFMAn7ajYRLly7ZZXqtTr9fje0ip1N5/pclTd7Rchl6f/A1ydT2ov5kvNmRxpfv9FpAtmpy2trcqEO3cf0HW4LnwaMoEtokjZx3LhpF4cqjKRsMso4FUKsLd26Uq/lw5A7uvXb6YZ6obG/t7UInXX/QBXn1oScor9HuC+1zdJ7dVCBTjfi3KREHbEu6njN/oIPlUAKx+O1LHrzykALTHkAdwwF8aqCrc8pg7+c9paCn1967oAABVRSURBVH2LAvD0hw8fdd8rVpOYxata3tbi/rihvjc0Sd3VpzrON2S9DTm9/g9wvmZBZMWSsiH9dZcBrj2lYNLy8k+6ERFLSzyf2GDcnkqh/Ydunz59VlBzzKQBut37Dps6ODQSWqx+RAGV3las08kc/M6EbuLUWV3e0NyPqtxjRW391ii1lwp0KcpX/DnkfPs/wLW0Sv3DErWuqb2YJ9+b/8xyCUu/xcvWKHMOHhEj6zZuU8Brf4w660o8cwL/2wMhBhXB8Toumz8O6fkD/9tfGkfz7DwO+TtpcOeb9mXif1B+HcQhb8qOCtcJP02rLV77OEjBgBmg5gAcnT4qdryqLd1l49v2oT0NnLK747nTIH4ocUKNF2pa7vL4f/+4ENxRWr9fP38bOvm2p0F316992UPN78f6+Z2RO+XmHkpaocZpH4//Th908mwfpyNadRqnre/40wpuY54VFD5Xqc3hde7sB7tw6VqPbkVqT3cv/G+pqJXalFypScmV1qq6kKvU7wGOmvqelinA1ZzOltYv9SFXvqOIqM+OHDstwyLjFeRg0snT5kh19ZdAdFg740m2XL56oy3clBu37v4glbAX5Or123Ll2k0NV6/fki9fvwbS4UdDQ6PcvvtA4xH32o3b8iQzJ6jj03kys3Ll2o07+v7azdty535qUDr8efP2vVy/eScQbty+J58rKoPi4WD6fuojLS9lJg6eBdwXHTw3/6m+u3n7nhDuPXj4Q/3evnsvt+89kFt37vvD3ftS1UYn0nhd+kYGDRut4PavQSPlX4MiNAByp1MuBjo9cfMLCuXu/VS5c88fUtPS3UVS2yHW8ojjhPupaepT1B0RiftxRpbce5AWCLl5Be4oSttnz18qHaAFIS39iTQ3B6ulP5Z/ktS0x3qG4IOH6ULAK437YoKTmZ2r8YhLyMktULB24lG/Fy+LJe1Rhjx89FjD4ydZzmu9s/5bUVkpaekZbeGJPHqcqRKwOyJSQk5egTx6zHt/gHbui/zYX5mekRkI8E97tXtlZZVkZGYLZXEC+zPdlw7cT59pPOISyI/nzkXZaWvyeJKVoyE7Jy+Ih4kD72dl5ym9oBlGXviFdV+kS9sQj0A6AIf7on5v37+X7Jz8QMgrKAzwkxP3y9dvysfQywnt+wNpvSwqEXgEnicUPn8ZVD/SwziKepMPAUMSvnUuLCfXb9qhY8a//jdSCAp0gyP0+Kz29XS+s3sIFPgu0sgYfzZHaq88le/t+unPUvAEwDV/qgkAXBPi6z9897O6d/gOpqWTYdaOJBcxOkHWbtiqkpHzAXGWr96g5xhxlhEBI4q6dqcTnL94VYaMiAnEY88dncl9McjEjJkYiIPenuMj3BIje2rIj3ea39AoiR4zwZ2MdjaAD0emTuAIeAYk98WgjRcVJw7S1ZLla91RtP5r1m9xxYmSyOgEwfOL+wKwh4yMDcSjfAwQXAzEe/cfCUhu7lktYDdydIJKcU7c1eu2KBj6yzVKpTx3XtAc8Pun3FFC/TjA1n1VVVfL+EkzXPFGyZy/l7ijaP02bN6pkiX1J+AUG08z7uvW3ftt9fPHwY/oo/Qn7ija5hOmJAfSggZTZ8wL2vNHW67fvF33XDr5wVfuARJJA/D7X1t5iIcGgUmI+8LzzsSkWYH8iJc0Y547ivLOtp37guJo/WqD6wdgD42g/fz143777v2gtHy+Jpk6Y24gDuWDvkwknIv+smXHXhk8PDoQb0TUmCAeZi2WSSF9wMmP+uHZx02HxkZfUH7ETZgwzclK79Bz596DgXSIg7/X2nb1S8/I+qF+5Oe+6Fsz5iwISis2YbI0uupH/B17DujpIE7ZoRugxkX5mVxSHzefO7+R4m7cuvcDaLrLYb87pwBaOYANAQZtXVfsLDwBcBCg7s5LJUDdjWddQvjOyArT0tnKyj7+MIvm3cq1m3SAZZAlRMdPUA8l7vQuXrmux/I4cZAK8VjiviqrqiR+/FQFQsCQjrNo2eqgwQGwWLluk76jExEvLmGyOxntZNdv3dVORhzC8KgxOlt2R2RNbNyk6UHxlq1a746iHRHVrJMOd07cbX9mExIlRw858QA71i25sB4bFZeoM9p/D4oM7viDIxSADhw6rnkxYDGJ4HuOGCI96Om+oPnd+w/b3hMnWqVsjj9yX0jaE6bMdMWLkXkLlrmjaJ6btu7SAZlBmUBZ209QANThkfEBhwCUK/1xZlBaSMSTkmYFxcFDjntTO2reDVt2av0c5wJRMeODBnbqh/RGvZw4QyPi5Nbte0H5MYijUXDicCc/94V6evuu/UFxsOirqwvWbiBtwpPutDjL0H35mpokKXmeDBo+ui1ES+KUZOG5cwFeW3fua6ufP97I0WODJoUKcJnZyrtI9QRcOV26EgxwAKc/v2id0JHvuInTnaz07gAckwknRMX8OEFBkh8WGReIQ1rk574AqeQ5CwJxSC9+/JQgACc+gEo/dvIjXfolF2C4cMkqP68Pbs/r+J2NlISJ06WmJvxuAd1188RvNs2XVKhxCRJcV9bfqL8nAI6tAc3vqlWExdjEl/9BpOUfFUo4GhqVxfMXRYHwsrjkBxVXZVW1PH9ZrCoX1C7PXhSpStJdHjoJUl3hsxf+8PylvHnzLmjwY4aMOpA4Twv9ob0kSJqoB58WPg8E4rffbEpnfFFUrCoW1CwEZp/ui8GW/PILnqlaBtVM4fMXgQ7txEVdx/eO2oa7M4t+VfpGzqRc1CODjp44rYMoHX3egqVy4lSKPkc1SN0Y/EpL3wapk6iH+6JMSGeOqok70qKjEnXiInFQ1uzc/EAoLnnlvNY7aeFGCPWXEyi7M2A5kVHXob7NQp3WpjL78iVYxcxgS1lRz2nIzv1BxUV+Ja9e62QjoMLLzQ/a0UIc+IX3jiqQ9NqrthiQaQ+kIQ2Z2fL0WfC+INJCA8EA7wTKj7TivlDXkRegrSEj8weVNu3DpAV1KYF4qPMAUeciP9zNoRJF1YuUi8qT587l1I/3D9MzNKBiLSsLdrAAPaH5w4A6N0Np76TDnbRoU79KOF1QZyOtuScVxKN+qIVTH6ZrQGL9UPbRnZTyH7yiKujUR/Ig9ZE8fpIdNMHkA1TMxHFU2uQJbbiQ/K9euyUnT5+To8dPq4SL9IbEf+K0n9fPXbgc0FgEFcD+dE6B7yLfMSK80bb/7fozwZqyK5c3AA6mb2afBNsFsnXjd0v5ty7tiesK0Sxu1ygAcKCyQlVz/FRK1z622EaBfkYB9sEBcEjgdv0+Bb43tQp73lBNIr01f+jaPmdy9gzAUZlWvJpcLlCCcG/+aCD3++zVfV8awHUfLS2lvk8BA7huaKOW79KY9davmmzbAvY7FvKeAjjI2lxa5XfddTpbPZw0vansljW5bmiyAZuEAdyAbfoBWXEDuD9rdk6IaWDr15kcDfV3XwqeTH7n8hzAYWGDy67aC3l+0TYlVyBQS2Wdf13un2WB36GXffMbFDCA+w2i2Sf9lgIGcL/RdK3fVRDxFX4MuF5ELcn6W2ud77ct470HcNAWkCv7KnW38HDinwXUnsuV+ntF0pj/XppKK6XlU43umeOIHRYuWcxklsBaHqKwhe6jQVOjT0ZExvvX4E6cNdoaf3maB5YuX+tfgxsZ6+l6hj5GtvjHVl+LfG9sltZ6ny4ntVTV6bpa08tP0vDkjdTiioujzzjf81yuNGa/k+++35PcHIj1JsBRu+/flZj4LVNnzA7hWLAE9FJyBdDTcD5P1ZqcSmCh+2nw5Wy2DB8ZJ/8ZHCUHF203GhufeZoHFk1d4Ae44TGerudvj5Xn8nTcZQz2A1obqDEun8tVp8pqJNhFv8IOqLnv3gU4Vy3xY+YrrpD6+0V+wrZJdY50pzMGZg0WwkKD6lOZMnxErPxncKQcXLgtLHlY2xn/9hUeWDSlDeCGRRuvdzim+rVq/4y/fg8lCCMYBv7ueptryA/8HBAAp7Vl7Q2prrlV8GvWVFolvucfpTHvvTRmv5XGJ2+kMaNUGh6/VqfNOG620D00qHlYLMMj4lRFeXjdXqOr8ZaneWDxrCV+CW5EjKfrGfL4yJj6uFQan5RKY+Ybacx5p663fEWf1V4CoxL1TsK+yW62kRg4ABfAdIDOD3a60xYx2EJYadDka/pnH9zJs/Ld6B1Wehs/926fXrqibR/cyFhr55/1dQW0bkY09zjvtX1w7epmf/sIBcyKso80hBWjRyhgVpQ9QuaQMhmYElxIpLFI3UUBA7juoqSl0x8oYADXd1rJAK7vtIVnS2IA59mmtYp1QAEDuA6I0kuPDOB6ifADKVsDuIHU2lZXA7i+wwMGcH2nLTxbEgM4zzatVawDChjAdUCUXnpkANdLhB8I2XKcCOelcZzM9Nnz9VyvnXsO6NEjPHeOGxkItLA6epsCHOHDGXnv35fJ+k3b9cxFzu3jOCaOeWKS5z4+yNvU6Du1M4DrO23hmZIAXF++fpXrN+/oaczOQZGchsyBkRxsOmnabOEAUw6BNKDzTNMPuIoAWo2NjTppW7J8rQyLiNOzDzn5HF7nAFtOG9934KieBwfQ2dVzFDCA6zlaD4icACsOVJ2aPE83dnPIKefAAW5O4D/PGQA4jfp16Rub3Q4I7vBWJQE3ToHfvG23Atu/B0f8wOvwPB584PfYsZPkyrWbNqHrQTYwgOtBYg+ErDj9OTZhknbo/w6NkqTkv+TI8dN6mjWnnnOC9MHDJ2RS0qwAAI6bNN1AbiAwh8fqWN/QIKy3ORO20XGJsnHLTrn34KE8e/5S8p8+k0tXbsiiZWtkaESs9olBw0bLqbMXDOR6iBcM4HqI0F7Phtnst5oaSZySrB0e1cyJUynS0NAgzc0t0tDYKLW1dVJXV6//WYM7cPi4qnAYIBInJ8vXr9+8Tiarn0cogKZiy449qoVASmO97dPnCmlqapampibl+9q6Or03Nvokr+CpRMaMU5Cjb2Rl50lLy595yvcIKcNaDQO4sJJ34CROZ92x+4CqIZmtnrt4RXw+X4AAaekZEh0/QQ1NnIf19Q1y+OhJHSQAubPnLulivPPe7kaBvkgBwA3pbNDwaJ3Mzf5rsVRVVQfcKAJwk5JmS8yYiXLx8nWV1ugf+QWFEhntB7kJU2ZKZVV1X6yep8pkAOep5uydyiC9lZWVK7ix1rBw6SoBvNzXnXsPdDAYOWqs+7FKdnPnL1XntJHRCfLly9eg9/bHKNDXKIChCNIbk7IRo8ZIccnroCJidBI9ZqJgaHLqzPmAOhJNxoVL1/Q73j1+kiWt+GO0K2wUMIALG2kHTsIA3J17qap+odM/fPRYjUaY6Trh9l0/wDEgOM+4M7O9ceuuApzz7cChnNW0P1IAzURcwmTl903bdqtKkj7g8DWTu9HxE3TCd/L0OdVKOO9Q0SdMmKbfbty6U7/tjzToL2U2gOsvLdWHy9nS0ipHT5zRTjssMk6lsKbmZkl9mC73HqRp2L5rv75ni4Dz7P6DNHmckSXv3n9QgEP6O3E6pQ/X1Io20CmAwFVRWRXgV7a6MEnDuMrh61t37qtkx4Rt1drNcvd+qr5j4vftW42sWb9FpTjUlKxR2xU+ChjAhY+2AyZlOvjufYcUwMZPmq6m05hPD4+Kl0HDR2ugs//foAiN4zxjDWPshCQ1POEdYc/+wwOGblbR/kcBJLXiklfKqxiXYCyCynLu/CUBXv/fsFHynyGR8u9B/m0DbIeB59kPV/axXPbsO6wAFzE6QR0h9D8q9J8SG8D1n7bqsyUF4PYfOqbgFR0/UQGroaFR1TSsuREGD4/WQQGgc55xZxZbXf1F3wFwWFbaZRToqxQA4N68fR/gZTQQANz8xSsDfD08Mj6wHg3fj4gao+9ixkyS8vJPsm3nXgU4jFDYamBX+ChgABc+2g6YlFlfSLlwRQGOxfPSN++kuaVFZ6esORDwaoIKks7vPOPOgnxeQaEOGLxn35BdRoG+TAG0E5j6w68p5/2Wv1hOOnyNoRRbApjMHT1+RmpqawOTPuLMW7BMv8W4qtFladyX69xfy2YA119brg+Vm1ltbl6BXy0zOFIOHT0ZsBxzitmZFSWzX9SSSG+ocl4WlTif2N0o0CcpAJixNQCAS0qe94OasTMrSvoJKkrWofn2dMoF2wsX5hY2gAszgQdK8sxMxyZO1Y6LlRiGI+6rI4Cjw796/UZVmQDcXwuXqUTn/s5+GwX6GgVQyWPu77ieO3X2n60AlLUzgMPABFUmvI7asuRVaV+rmufKYwDnuSbtnQqhpix8/kIGj4hR1Qwg9/lzRaAwbPSOih0vY8Yn6TPADRDkGbNZHDIXFZf8IPkFErAfRoE+QgF4F7BiDRk1JFtfsrJzA7yLBTGeeUbFJSoQstcN0Nt/8FhgbW7Fmk22RaAH2tMArgeIPFCyoGOzHQB/e8xuJybNkktXruu2ASQ81iIIVdVf5My5i4LFJfFQTR4+eso6/EBhFA/UE5B7+uy5bugG5Nges23nPil9+06dHLBOB68DhJnZuer8AEtK4s6cu1Cqv3w1B+M9wAcGcD1A5IGUBT4nN23dpRIZkhlGJ6NiE2XJirXqdX3h0tWCeTTARmfHrRdrcKh9GDTsMgr0FwqgtcCBQczYSQHJbGhEnAIYZ8KtWrdFJTkMUuB1JnL4rHxd+tZ4vYca2QCuhwg9kLLB9Pne/TSd3TpApvuC9Oicf47PGTN+qp4u4PZZOZDoZHXt/xQA5FhLw+gEAOMEDcCMyR2B3/QBtgvs2ntItRf9v9b9pwYGcP2nrfpVSZHGMJe+ev2WnnCMSfSM2fPVRJojRfD2wOkDJrT1q2a1wnZCAYAuJzdfdu89qOrI5DkLZOa8hbJ89QY5fvKsvH333qS2TmgXzscGcOGk7gBPG5DDjRdbATCtdgL/GRBMJTnAGcRj1YencajsHJmj/N7cbOr3XmxnA7heJL5lbRQwChgFjALho4ABXPhoaykbBYwCRgGjQC9SwACuF4lvWRsFjAJGAaNA+ChgABc+2lrKRgGjgFHAKNCLFDCA60XiW9ZGAaOAUcAoED4KGMCFj7aWslHAKGAUMAr0IgUM4HqR+Ja1UcAoYBQwCoSPAgZw4aOtpWwUMAoYBYwCvUgBA7heJL5lbRQwChgFjALho4ABXPhoaykbBYwCRgGjQC9SwACuF4lvWRsFjAJGAaNA+ChgABc+2lrKRgGjgFHAKNCLFDCA60XiW9ZGAaOAUcAoED4KGMCFj7aWslHAKGAUMAr0IgUM4HqR+Ja1UcAoYBQwCoSPAv8fZbtDpAfHLqQAAAAASUVORK5CYII="
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"解码器(Decoder)的结构如下图所示: \n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Decoder也是N个DecoderLayer的堆叠参数layer是DecoderLayer它也是一个调用对象最终call会调用DecoderLayer.forward方法这个方法需要4个参数输入xEncoder层的输出memory输入Encoder的Mask(src_mask)和输入Decoder的Mask(tgt_mask)。所有这里的Decoder的forward也需要这4个参数。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.创建Decoder"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"class Decoder(nn.Module):\n",
" \"构建N个完全相同的Decoder层\"\n",
" def __init__(self, layer, N):\n",
" super(Decoder, self).__init__()\n",
" self.layers = clones(layer, N)\n",
" self.norm = LayerNorm(layer.size)\n",
" \n",
" def forward(self, x, memory, src_mask, tgt_mask):\n",
" for layer in self.layers:\n",
" x = layer(x, memory, src_mask, tgt_mask)\n",
" return self.norm(x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.创建DecoderLayer"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"class DecoderLayer(nn.Module):\n",
" \"Decoder包括self-attn, src-attn和feed forward\"\n",
" def __init__(self, size, self_attn, src_attn, feed_forward, dropout):\n",
" super(DecoderLayer, self).__init__()\n",
" self.size = size\n",
" self.self_attn = self_attn\n",
" self.src_attn = src_attn\n",
" self.feed_forward = feed_forward\n",
" self.sublayer = clones(SublayerConnection(size, dropout), 3)\n",
" \n",
" def forward(self, x, memory, src_mask, tgt_mask):\n",
" m = memory\n",
" x = self.sublayer[0](x, lambda x: self.self_attn(x, x, x, tgt_mask))\n",
" x = self.sublayer[1](x, lambda x: self.src_attn(x, m, m, src_mask))\n",
" return self.sublayer[2](x, self.feed_forward)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"DecoderLayer比EncoderLayer多了一个src-attn层这是Decoder时attend to Encoder的输出(memory)。src-attn和self-attn的实现是一样的只不过使用的QueryKey和Value的输入不同。普通的Attention(src-attn)的Query是下层输入进来的(来自self-attn的输出)Key和Value是Encoder最后一层的输出memory而Self-Attention的QueryKey和Value都是来自下层输入进来的。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.定义subsequent_mask函数 \n",
"Decoder和Encoder有一个关键的不同Decoder在解码第t个时刻的时候只能使用1…t时刻的输入而不能使用t+1时刻及其之后的输入。因此我们需要一个函数来产生一个Mask矩阵代码如下"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def subsequent_mask(size):\n",
" \"Mask out subsequent positions.\"\n",
" attn_shape = (1, size, size)\n",
" subsequent_mask = np.triu(np.ones(attn_shape), k=1).astype('uint8')\n",
" return torch.from_numpy(subsequent_mask) == 0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"我们看一下这个函数生成的一个简单样例假设语句长度为6"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f09b7b22f90>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,5))\n",
"plt.imshow(subsequent_mask(6)[0])"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[ True, False, False, False, False, False],\n",
" [ True, True, False, False, False, False],\n",
" [ True, True, True, False, False, False],\n",
" [ True, True, True, True, False, False],\n",
" [ True, True, True, True, True, False],\n",
" [ True, True, True, True, True, True]])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"subsequent_mask(6)[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"我们发现它输出的是一个方阵对角线和下面都是True。第一行只有第一列是True它的意思是时刻1只能attend to输入1第三行说明时刻3可以attend to {1,2,3}而不能attend to{4,5,6}的输入因为在真正Decoder的时候这是属于Future的信息。知道了这个函数的用途之后上面的代码就很容易理解了。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.5 构建多头注意力(MultiHeadedAttention)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.定义attention"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Attention(包括Self-Attention和普通的Attention)可以看成一个函数它的输入是Query,Key,Value和Mask输出是一个Tensor。其中输出是Value的加权平均而权重来自Query和Key的计算。具体的计算如下图所示计算公式为 \n",
"$$ \\textrm{Attention}(Q, K, V) = \\textrm{softmax}(\\frac{QK^T}{\\sqrt{d_k}})V $$"
]
},
{
"attachments": {
"image.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def attention(query, key, value, mask=None, dropout=None):\n",
" \"计算 'Scaled Dot Product Attention'\"\n",
" d_k = query.size(-1)\n",
" scores = torch.matmul(query, key.transpose(-2, -1)) / math.sqrt(d_k)\n",
" if mask is not None:\n",
" scores = scores.masked_fill(mask == 0, -1e9)\n",
" p_attn = F.softmax(scores, dim = -1)\n",
" if dropout is not None:\n",
" p_attn = dropout(p_attn)\n",
" return torch.matmul(p_attn, value), p_attn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"我们使用一个实际的例子跟踪一些不同Tensor的shape然后对照公式就很容易理解。比如Q是(30,8,33,64)其中30是batch8是head个数33是序列长度64是每个时刻的特征数。K和Q的shape必须相同的而V可以不同但是这里的实现shape也是相同的。\n",
"接下来是scores.masked_fill(mask == 0, -1e9)用于把mask是0的变成一个很小的数这样后面经过softmax之后的概率就很接近零。self_attention中的mask主要是padding格式与Decoder中mask不同。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.定义MultiHeadedAttention"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"使用公式如下:\n",
"$$ \n",
"\\mathrm{MultiHead}(Q, K, V) = \\mathrm{Concat}(\\mathrm{head_1}, ..., \\mathrm{head_h})W^O \\\\ \n",
" \\text{where}~\\mathrm{head_i} = \\mathrm{Attention}(QW^Q_i, KW^K_i, VW^V_i)$$ \n",
"这里映射是参数矩阵 $W^Q_i \\in \\mathbb{R}^{d_{\\text{model}} \\times d_k}$, $W^K_i \\in \\mathbb{R}^{d_{\\text{model}} \\times d_k}$, $W^V_i \\in \\mathbb{R}^{d_{\\text{model}} \\times d_v}$ and $W^O \\in \\mathbb{R}^{hd_v \\times d_{\\text{model}}}$. \n",
"\n",
"在这里我们的Head个数h=8$$d_k=d_v=d_{model}/h=64$$"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"详细结构如下图所示输入QK和V经过多个线性变换后得到N(8)组QueryKey和Value然后使用Self-Attention计算得到N个向量然后拼接起来最后使用一个线性变换进行降维 \n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"接下来就是输入怎么变成Q,K和V了我们之前介绍过对于每一个Head都使用三个矩阵WQ,WK,WV把输入转换成QK和V。然后分别用每一个Head进行Self-Attention的计算最后把N个Head的输出拼接起来最后用一个矩阵WO把输出压缩一下。具体计算过程为"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"class MultiHeadedAttention(nn.Module):\n",
" def __init__(self, h, d_model, dropout=0.1):\n",
" \"传入head个数及model的维度.\"\n",
" super(MultiHeadedAttention, self).__init__()\n",
" assert d_model % h == 0\n",
" # 这里假设d_v=d_k\n",
" self.d_k = d_model // h\n",
" self.h = h\n",
" self.linears = clones(nn.Linear(d_model, d_model), 4)\n",
" self.attn = None\n",
" self.dropout = nn.Dropout(p=dropout)\n",
" \n",
" def forward(self, query, key, value, mask=None):\n",
" \"Implements Figure 2\"\n",
" if mask is not None:\n",
" # 相同的mask适应所有的head.\n",
" mask = mask.unsqueeze(1)\n",
" nbatches = query.size(0)\n",
" \n",
" # 1) 首先使用线性变换然后把d_model分配给h个Head每个head为d_k=d_model/h \n",
" query, key, value = \\\n",
" [l(x).view(nbatches, -1, self.h, self.d_k).transpose(1, 2)\n",
" for l, x in zip(self.linears, (query, key, value))]\n",
" \n",
" # 2) 使用attention函数计算scaled-Dot-product-attention \n",
" x, self.attn = attention(query, key, value, mask=mask, \n",
" dropout=self.dropout)\n",
" \n",
" # 3) 实现Multi-head attention用view函数把8个head的64维向量拼接成一个512的向量。\n",
" #然后再使用一个线性变换(512,521)shape不变. \n",
" x = x.transpose(1, 2).contiguous() \\\n",
" .view(nbatches, -1, self.h * self.d_k)\n",
" return self.linears[-1](x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"zip(self.linears, (query, key, value))是把(self.linears[0],self.linears[1],self.linears[2])和(query, key, value)放到一起然后遍历。我们只看一个self.linears[0] (query)。根据构造函数的定义self.linears[0]是一个(512, 512)的矩阵而query是(batch, time, 512)相乘之后得到的新query还是512(d_model)维的向量然后用view把它变成(batch, time, 8, 64)。然后transponse成(batch, 8,time,64)这是attention函数要求的shape。分别对应8个Head每个Head的Query都是64维\n",
"\n",
"Key和Value的运算完全相同因此我们也分别得到8个Head的64维的Key和64维的Value。接下来调用attention函数得到x和self.attn。其中x的shape是(batch, 8, time, 64)而attn是(batch, 8, time, time)\n",
"\n",
"x.transpose(1, 2)把x变成(batch, time, 8, 64)然后把它view成(batch, time, 512)其实就是把最后8个64维的向量拼接成512的向量。最后使用self.linears[-1]对x进行线性变换self.linears[-1]是(512, 512)的,因此最终的输出还是(batch, time, 512)。我们最初构造了4个(512, 512)的矩阵前3个用于对querykey和value进行变换而最后一个对8个head拼接后的向量再做一次变换"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"MultiHeadedAttention的应用\n",
"- Encoder的Self-Attention层 \n",
"querykey和value都是相同的值来自下层的输入。Mask都是1(当然padding的不算)。 \n",
"- Decoder的Self-Attention层 \n",
"querykey和value都是相同的值来自下层的输入。但是Mask使得它不能访问未来的输入。 \n",
"- Encoder-Decoder的普通Attention \n",
"query来自下层的输入而key和value相同是Encoder最后一层的输出而Mask都是1\n",
"<mark style=background-color:yellow>\n",
" query来自下层的输入</mark>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.6 构建前馈神经网络层"
]
},
{
"attachments": {
"image.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"除了注意子层之外编码器和解码器中的每个层都包含一个完全连接的前馈网络Feed Forward 该网络分别和相同地应用于每个位置。这包括两个线性转换中间有一个ReLU激活具体公式为\n",
"$$\\mathrm{FFN}(x)=\\max(0, xW_1 + b_1) W_2 + b_2$$ \n",
"如图所示:\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"全连接层的输入和输出都是d_model(512)维的中间隐单元的个数是d_ff为2048具体代码如下"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"class PositionwiseFeedForward(nn.Module):\n",
" \"Implements FFN equation.\"\n",
" def __init__(self, d_model, d_ff, dropout=0.1):\n",
" super(PositionwiseFeedForward, self).__init__()\n",
" self.w_1 = nn.Linear(d_model, d_ff)\n",
" self.w_2 = nn.Linear(d_ff, d_model)\n",
" self.dropout = nn.Dropout(dropout)\n",
"\n",
" def forward(self, x):\n",
" return self.w_2(self.dropout(F.relu(self.w_1(x))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.7 预处理输入数据"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"输入的词序列都是ID序列我们需要Embedding。源语言和目标语言都需要Embedding此外我们需要一个线性变换把隐变量变成输出概率这可以通过前面的类Generator来实现。Transformer模型的attention机制并没有包含位置信息即一句话中词语在不同的位置时在transformer中是没有区别的这当然是不符合实际的。因此在transformer中引入位置信息相比CNN, RNN等模型有更加重要的作用。作者添加位置编码的方法是构造一个跟输入embedding维度一样的矩阵然后跟输入embedding相加得到multi-head attention 的输入。对输入的处理如下图所示 \n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.我们这里实现Embedding\n",
"具体代码如下:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"class Embeddings(nn.Module):\n",
" def __init__(self, d_model, vocab):\n",
" super(Embeddings, self).__init__()\n",
" self.lut = nn.Embedding(vocab, d_model)\n",
" self.d_model = d_model\n",
"\n",
" def forward(self, x):\n",
" return self.lut(x) * math.sqrt(self.d_model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.位置编码\n",
"位置编码的公式为:\n",
"$$PE_{(pos,2i)} = sin(pos / 10000^{2i/d_{\\text{model}}} ) $$\n",
"\n",
"$$PE_{(pos,2i+1)} = cos(pos / 10000^{2i/d_{\\text{model}}} ) $$ "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"class PositionalEncoding(nn.Module):\n",
" \"实现PE函数\"\n",
" def __init__(self, d_model, dropout, max_len=5000):\n",
" super(PositionalEncoding, self).__init__()\n",
" self.dropout = nn.Dropout(p=dropout)\n",
" \n",
" # Compute the positional encodings once in log space.\n",
" pe = torch.zeros(max_len, d_model)\n",
" position = torch.arange(0, max_len).unsqueeze(1)\n",
" div_term = torch.exp(torch.arange(0, d_model, 2) *\n",
" -(math.log(10000.0) / d_model))\n",
" pe[:, 0::2] = torch.sin(position * div_term)\n",
" pe[:, 1::2] = torch.cos(position * div_term)\n",
" pe = pe.unsqueeze(0)\n",
" self.register_buffer('pe', pe)\n",
" \n",
" def forward(self, x):\n",
" x = x + self.pe[:, :x.size(1)].clone().detach()\n",
" return self.dropout(x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这里值得注意的是调用了Module.register_buffer函数。这个函数的作用是创建一个buffer比如这里把pi保存下来。register_buffer通常用于保存一些模型参数之外的值比如在BatchNorm中我们需要保存running_mean(Moving Average),它不是模型的参数(不是通过迭代学习的参数)但是模型会修改它而且在预测的时候也要使用它。这里也是类似的pe是一个提前计算好的常量我们在forward要用到它。我们在构造函数里并没有把pe保存到self里但是在forward的时候我们却可以直接使用它(self.pe)。如果我们保存(序列化)模型到磁盘PyTorch框架将保存buffer里的数据到磁盘这样反序列化的时候能恢复它们。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.可视化位置编码"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"假设输入是ID序列长度为10如果输入Embedding之后是(10, 512),那么位置编码的输出也是(10, 512)。上式中pos就是位置(0-9)512维的偶数维使用sin函数而奇数维使用cos函数。这种位置编码的好处是PEpos+k 可以表示成 PEpos的线性函数这样网络就能容易的学到相对位置的关系。下图是一个示例向量的大小d_model=20我们这里画出来第4、5、6和7维(下标从零开始)维的图像最大的位置是100。我们可以看到它们都是正弦(余弦)函数,而且周期越来越长。"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f09b7ae46d0>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"##语句长度为100这里假设d_model=20\n",
"plt.figure(figsize=(15, 5))\n",
"pe = PositionalEncoding(20, 0) \n",
"y = pe.forward(torch.zeros(1, 100, 20)) \n",
"plt.plot(np.arange(100), y[0, :, 4:8].data.numpy())\n",
"plt.legend([\"dim %d\"%p for p in [4,5,6,7]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.简单示例"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([5000, 512])\n",
"torch.Size([1, 5000, 512])\n"
]
}
],
"source": [
"d_model, dropout, max_len=512,0,5000\n",
"pe = torch.zeros(max_len, d_model)\n",
"position = torch.arange(0, max_len).unsqueeze(1)\n",
"div_term = torch.exp(torch.arange(0, d_model, 2) *-(math.log(10000.0) / d_model))\n",
"pe[:, 0::2] = torch.sin(position * div_term)\n",
"pe[:, 1::2] = torch.cos(position * div_term)\n",
"print(pe.shape)\n",
"pe = pe.unsqueeze(0)\n",
"print(pe.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.8 构建完整网络\n",
"\n",
"把前面的创建的各网络层,整合成一个完整网络"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"def make_model(src_vocab,tgt_vocab,N=6,d_model=512, d_ff=2048, h=8, dropout=0.1):\n",
" \"构建模型\"\n",
" c = copy.deepcopy\n",
" attn = MultiHeadedAttention(h, d_model)\n",
" ff = PositionwiseFeedForward(d_model, d_ff, dropout)\n",
" position = PositionalEncoding(d_model, dropout)\n",
" model = EncoderDecoder(\n",
" Encoder(EncoderLayer(d_model, c(attn), c(ff), dropout), N),\n",
" Decoder(DecoderLayer(d_model, c(attn), c(attn), \n",
" c(ff), dropout), N),\n",
" nn.Sequential(Embeddings(d_model, src_vocab), c(position)),\n",
" nn.Sequential(Embeddings(d_model, tgt_vocab), c(position)),\n",
" Generator(d_model, tgt_vocab))\n",
" \n",
" # 随机初始化参数这非常重要用Glorot/fan_avg.\n",
" for p in model.parameters():\n",
" if p.dim() > 1:\n",
" nn.init.xavier_uniform_(p)\n",
" return model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"首先把copy.deepcopy命名为c这样使下面的代码简洁一点。然后构造MultiHeadedAttentionPositionwiseFeedForward和PositionalEncoding对象。接着就是构造EncoderDecoder对象。它需要5个参数Encoder、Decoder、src-embed、tgt-embed和Generator\n",
"\n",
"我们先看后面三个简单的参数Generator直接构造就行了它的作用是把模型的隐单元变成输出词的概率。而src-embed是一个Embeddings层和一个位置编码层c(position)tgt-embed也是类似的。\n",
"\n",
"最后我们来看Decoder(Encoder和Decoder类似的)。Decoder由N个DecoderLayer组成而DecoderLayer需要传入self-attn, src-attn全连接层和Dropout。因为所有的MultiHeadedAttention都是一样的因此我们直接deepcopy就行同理所有的PositionwiseFeedForward也是一样的网络结果我们可以deepcopy而不要再构造一个。"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"EncoderDecoder(\n",
" (encoder): Encoder(\n",
" (layers): ModuleList(\n",
" (0): EncoderLayer(\n",
" (self_attn): MultiHeadedAttention(\n",
" (linears): ModuleList(\n",
" (0): Linear(in_features=512, out_features=512, bias=True)\n",
" (1): Linear(in_features=512, out_features=512, bias=True)\n",
" (2): Linear(in_features=512, out_features=512, bias=True)\n",
" (3): Linear(in_features=512, out_features=512, bias=True)\n",
" )\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (feed_forward): PositionwiseFeedForward(\n",
" (w_1): Linear(in_features=512, out_features=2048, bias=True)\n",
" (w_2): Linear(in_features=2048, out_features=512, bias=True)\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (sublayer): ModuleList(\n",
" (0): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (1): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" )\n",
" )\n",
" (1): EncoderLayer(\n",
" (self_attn): MultiHeadedAttention(\n",
" (linears): ModuleList(\n",
" (0): Linear(in_features=512, out_features=512, bias=True)\n",
" (1): Linear(in_features=512, out_features=512, bias=True)\n",
" (2): Linear(in_features=512, out_features=512, bias=True)\n",
" (3): Linear(in_features=512, out_features=512, bias=True)\n",
" )\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (feed_forward): PositionwiseFeedForward(\n",
" (w_1): Linear(in_features=512, out_features=2048, bias=True)\n",
" (w_2): Linear(in_features=2048, out_features=512, bias=True)\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (sublayer): ModuleList(\n",
" (0): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (1): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" )\n",
" )\n",
" )\n",
" (norm): LayerNorm()\n",
" )\n",
" (decoder): Decoder(\n",
" (layers): ModuleList(\n",
" (0): DecoderLayer(\n",
" (self_attn): MultiHeadedAttention(\n",
" (linears): ModuleList(\n",
" (0): Linear(in_features=512, out_features=512, bias=True)\n",
" (1): Linear(in_features=512, out_features=512, bias=True)\n",
" (2): Linear(in_features=512, out_features=512, bias=True)\n",
" (3): Linear(in_features=512, out_features=512, bias=True)\n",
" )\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (src_attn): MultiHeadedAttention(\n",
" (linears): ModuleList(\n",
" (0): Linear(in_features=512, out_features=512, bias=True)\n",
" (1): Linear(in_features=512, out_features=512, bias=True)\n",
" (2): Linear(in_features=512, out_features=512, bias=True)\n",
" (3): Linear(in_features=512, out_features=512, bias=True)\n",
" )\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (feed_forward): PositionwiseFeedForward(\n",
" (w_1): Linear(in_features=512, out_features=2048, bias=True)\n",
" (w_2): Linear(in_features=2048, out_features=512, bias=True)\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (sublayer): ModuleList(\n",
" (0): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (1): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (2): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" )\n",
" )\n",
" (1): DecoderLayer(\n",
" (self_attn): MultiHeadedAttention(\n",
" (linears): ModuleList(\n",
" (0): Linear(in_features=512, out_features=512, bias=True)\n",
" (1): Linear(in_features=512, out_features=512, bias=True)\n",
" (2): Linear(in_features=512, out_features=512, bias=True)\n",
" (3): Linear(in_features=512, out_features=512, bias=True)\n",
" )\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (src_attn): MultiHeadedAttention(\n",
" (linears): ModuleList(\n",
" (0): Linear(in_features=512, out_features=512, bias=True)\n",
" (1): Linear(in_features=512, out_features=512, bias=True)\n",
" (2): Linear(in_features=512, out_features=512, bias=True)\n",
" (3): Linear(in_features=512, out_features=512, bias=True)\n",
" )\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (feed_forward): PositionwiseFeedForward(\n",
" (w_1): Linear(in_features=512, out_features=2048, bias=True)\n",
" (w_2): Linear(in_features=2048, out_features=512, bias=True)\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (sublayer): ModuleList(\n",
" (0): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (1): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" (2): SublayerConnection(\n",
" (norm): LayerNorm()\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" )\n",
" )\n",
" )\n",
" (norm): LayerNorm()\n",
" )\n",
" (src_embed): Sequential(\n",
" (0): Embeddings(\n",
" (lut): Embedding(10, 512)\n",
" )\n",
" (1): PositionalEncoding(\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" )\n",
" (tgt_embed): Sequential(\n",
" (0): Embeddings(\n",
" (lut): Embedding(10, 512)\n",
" )\n",
" (1): PositionalEncoding(\n",
" (dropout): Dropout(p=0.1, inplace=False)\n",
" )\n",
" )\n",
" (generator): Generator(\n",
" (proj): Linear(in_features=512, out_features=10, bias=True)\n",
" )\n",
")"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#测试一个简单模型输入、目标语句长度分别为10Encoder、Decoder各2层。\n",
"tmp_model = make_model(10, 10, 2)\n",
"tmp_model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.9 训练模型\n",
"训练前先介绍便于批次训练的一个Batch类 \n",
"1训练前先介绍一个便于批次训练的Batch类具体定义如下"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"class Batch:\n",
" \"在训练其间,构建带有掩码的批量数据\"\n",
" def __init__(self, src, trg=None, pad=0):\n",
" self.src = src\n",
" self.src_mask = (src != pad).unsqueeze(-2)\n",
" if trg is not None:\n",
" self.trg = trg[:, :-1]\n",
" self.trg_y = trg[:, 1:]\n",
" self.trg_mask = \\\n",
" self.make_std_mask(self.trg, pad)\n",
" self.ntokens = (self.trg_y != pad).data.sum()\n",
" \n",
" @staticmethod\n",
" def make_std_mask(tgt, pad):\n",
" \"Create a mask to hide padding and future words.\"\n",
" tgt_mask = (tgt != pad).unsqueeze(-2)\n",
" tgt_mask = tgt_mask & subsequent_mask(tgt.size(-1)).type_as(tgt_mask.data).clone().detach()\n",
" return tgt_mask"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Batch构造函数的输入是src、trg和pad其中trg缺省值为None刚预测的时候是没有tgt的。为大家更好理解这里我们用一个例子来说明Batch的代码这是训练阶段的一个Batch假设src的维度为(40, 20)其中40是批量大小batch大小而20是最长的句子长度其它的不够长的都padding成20了。而trg的维度为(40, 25)表示翻译后的最长句子是25个词不足的也padding过了。\n",
"\n",
"src_mask如何实现呢? 注意表达式(src != pad)把src中大于0的时刻置为1这样表示它以在关注attend to的范围。然后unsqueeze(-2)把把src_mask变成(40/batch, 1, 20/time)。它的用法参考前面的attention函数。\n",
"\n",
"对于训练来说Decoder有一个输入和一个输出。比如句子”<sos> it is a good day <eos>”,输入会变成”<sos> it is a good day”而输出为”it is a good day <eos>”。对应到代码里self.trg就是输入而self.trg_y就是输出。接着对输入self.trg进行mask使得Self-Attention不能访问未来的输入。这是通过make_std_mask函数实现的这个函数会调用我们之前详细介绍过的subsequent_mask函数。最终得到的trg_mask的shape是(40/batch, 24, 24)表示24个时刻的Mask矩阵这是一个对角线以及之下都是1的矩阵前面已经介绍过了。\n",
"\n",
"注意src_mask的shape是(batch, 1, time)而trg_mask是(batch, time, time)。因为src_mask的每一个时刻都能attend to所有时刻(padding的除外)一次只需要一个向量就行了而trg_mask需要一个矩阵。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2构建训练迭代函数 \n",
"具体代码如下:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"def run_epoch(data_iter, model, loss_compute):\n",
" \"Standard Training and Logging Function\"\n",
" start = time.time()\n",
" total_tokens = 0\n",
" total_loss = 0\n",
" tokens = 0\n",
" for i, batch in enumerate(data_iter):\n",
" out = model.forward(batch.src, batch.trg, \n",
" batch.src_mask, batch.trg_mask)\n",
" loss = loss_compute(out, batch.trg_y, batch.ntokens)\n",
" total_loss += loss\n",
" total_tokens += batch.ntokens\n",
" tokens += batch.ntokens\n",
" if i % 50 == 1:\n",
" elapsed = time.time() - start\n",
" print(\"Epoch Step: %d Loss: %f Tokens per Sec: %f\" %\n",
" (i, loss / batch.ntokens, tokens / elapsed))\n",
" start = time.time()\n",
" tokens = 0\n",
" return total_loss / total_tokens"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"它遍历一个epoch的数据然后调用forward接着用loss_compute函数计算梯度更新参数并且返回loss。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3对数据进行批量处理代码如下"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"global max_src_in_batch, max_tgt_in_batch\n",
"def batch_size_fn(new, count, sofar):\n",
" \"Keep augmenting batch and calculate total number of tokens + padding.\"\n",
" global max_src_in_batch, max_tgt_in_batch\n",
" if count == 1:\n",
" max_src_in_batch = 0\n",
" max_tgt_in_batch = 0\n",
" max_src_in_batch = max(max_src_in_batch, len(new.src))\n",
" max_tgt_in_batch = max(max_tgt_in_batch, len(new.trg) + 2)\n",
" src_elements = count * max_src_in_batch\n",
" tgt_elements = count * max_tgt_in_batch\n",
" return max(src_elements, tgt_elements)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4定义优化器实现代码如下"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"class NoamOpt:\n",
" \"Optim wrapper that implements rate.\"\n",
" def __init__(self, model_size, factor, warmup, optimizer):\n",
" self.optimizer = optimizer\n",
" self._step = 0\n",
" self.warmup = warmup\n",
" self.factor = factor\n",
" self.model_size = model_size\n",
" self._rate = 0\n",
" \n",
" def step(self):\n",
" \"Update parameters and rate\"\n",
" self._step += 1\n",
" rate = self.rate()\n",
" for p in self.optimizer.param_groups:\n",
" p['lr'] = rate\n",
" self._rate = rate\n",
" self.optimizer.step()\n",
" \n",
" def rate(self, step = None):\n",
" \"Implement `lrate` above\"\n",
" if step is None:\n",
" step = self._step\n",
" return self.factor * \\\n",
" (self.model_size ** (-0.5) *\n",
" min(step ** (-0.5), step * self.warmup ** (-1.5)))\n",
" \n",
"def get_std_opt(model):\n",
" return NoamOpt(model.src_embed[0].d_model, 2, 4000,\n",
" torch.optim.Adam(model.parameters(), lr=0, betas=(0.9, 0.98), eps=1e-9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"5下面来看可视化在不同场景下学习率的变化情况 \n",
"以下代码是一个简单示例,其运行结果如下图所示。"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f09b412a9d0>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# 超参数学习率3个场景.\n",
"opts = [NoamOpt(512, 1, 4000, None), \n",
" NoamOpt(512, 1, 8000, None),\n",
" NoamOpt(256, 1, 4000, None)]\n",
"plt.plot(np.arange(1, 20000), [[opt.rate(i) for opt in opts] for i in range(1, 20000)])\n",
"plt.legend([\"512:4000\", \"512:8000\", \"256:4000\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"6正则化 \n",
"对标签label做平滑处理通过这样处理有利于提高模型的准确性和BLEU分数。"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"class LabelSmoothing(nn.Module):\n",
" \"Implement label smoothing.\"\n",
" def __init__(self, size, padding_idx, smoothing=0.0):\n",
" super(LabelSmoothing, self).__init__()\n",
" #self.criterion = nn.KLDivLoss(size_average=False)\n",
" self.criterion = nn.KLDivLoss(reduction='sum')\n",
" self.padding_idx = padding_idx\n",
" self.confidence = 1.0 - smoothing\n",
" self.smoothing = smoothing\n",
" self.size = size\n",
" self.true_dist = None\n",
" \n",
" def forward(self, x, target):\n",
" assert x.size(1) == self.size\n",
" true_dist = x.data.clone()\n",
" true_dist.fill_(self.smoothing / (self.size - 2))\n",
" true_dist.scatter_(1, target.data.unsqueeze(1), self.confidence)\n",
" true_dist[:, self.padding_idx] = 0\n",
" mask = torch.nonzero(target.data == self.padding_idx)\n",
" if mask.dim() > 0:\n",
" true_dist.index_fill_(0, mask.squeeze(), 0.0)\n",
" self.true_dist = true_dist\n",
" return self.criterion(x, true_dist.clone().detach())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"这里先定义实现标签平滑处理的类该类使用KL散度损失(nn.KLDivLoss)实现标签平滑。创建一个分布,该分布具有对正确单词的置信度,而其余平滑质量分布在整个词汇表中。"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f09b40b3890>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"# Example of label smoothing.\n",
"crit = LabelSmoothing(5, 0, 0.4)\n",
"predict = torch.FloatTensor([[0, 0.2, 0.7, 0.1, 0],\n",
" [0, 0.2, 0.7, 0.1, 0], \n",
" [0, 0.2, 0.7, 0.1, 0]])\n",
"v = crit(predict.log().clone().detach(), torch.LongTensor([2, 1, 0]).clone().detach())\n",
"\n",
"# Show the target distributions expected by the system.\n",
"plt.imshow(crit.true_dist)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"通过下图可以看到如何基于置信度将质量分配给单词"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f099c33b0d0>]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Q3gSsMLNTSh2YFwyR34f3x02hnDURDUpvf+aAFsOJSKJUEw6nAj3unsvbfn/s8ak4L7x/YIrHzTsthhORpKomHLqAfUW274s9XhUz6wSuAx4G/qPMfr3lbkB7tX9zJrQYTkSSqtoB6XIT/ataBGBmi4BbgE7gTe4+XOXfrqk1xwenln77eLF8FBGpT9WEw16K9w46w/uKraaZtQA/AtYA69z9/nL7u3tHuRvBGMi8eOVfBLNu735sL32Do/P1Z0VEaqqacNgGrDSz/H1Xh/dlxw7MrJlgMPtlwBvc/ddTLmUNnfOio2jKpBgdc+548NlaF0dEZF5UEw7dQAewPm/7ZcB2d+8pdaCZNRGcSnoFcJG7/3y6Ba2V1qbMeO/h9geeqXFpRETmR8V1DgTrGO4EbjCzLuBx4HLgbOCiaCcz2wy8yt0tduz3gdcCVwH9ZnZW7LHd7v7ozIo/Py5YtYyf9jzLzx/azcBIlkWN1bxsIiILV8WeQ7im4WLgO8DVwG3AiwkWxd1a4fA3hPefAH6Td7tymmWed2tXLiWTMoZGc2zevrvWxRERmXNVzVZy9wPufoW7L3P3Znc/w91vydvnnLxeA+5uZW7vmsV6zKn2RQ28/AVHAjq1JCLJoKuyVumCVcsAuOPB5xjOjtW4NCIic0vhUKXXrFpKyqB/OMuvHtlT6+KIiMwphUOVjmxr4iXLg6Udt23VqSURqW8KhylYt/p5APx46y4tiBORuqZwmIKL1xxLa2OagZExvv27p2pdHBGROaNwmIL2lgbe+pITALjxV08wks2/UK2ISH1QOEzRu/96OSmDZw4MsWnrrloXR0RkTigcpuj4zkW87tRg7OHrdz1GsEZQRKS+KBym4X2vOAmAbTsPcPdjupS3iNQfhcM0rDnhCP7yxOB7Hr72iwVxeSgRkSlROEzT+15xMgB3bt/NXQ/reksiUl8UDtP02lVL+atwUdwnN27TJTVEpK4oHKbJzLjq4lWkU8Zjew5xwy8fr3WRRERmjcJhBlYsW8K7Xr4cgOv/3yPs7B2sbYFERGaJwmGG/nHtCzlqcRODo2NcdWuPpraKSF1QOMzQ4uYGPv76lQDcvu0Zbv6tLqshIgufwmEWXHjaMaxbHXzfw6dv3cYfntxf4xKJiMyMwmEWmBnXvOk0XnB0G6Njzt/e/Ad2HxyudbFERKZN4TBL2poyfOUdZ9LWlOHZA8P83c33MDSq6a0isjApHGbRC45u4wtvPg2A3z2xj/d/c4sCQkQWJIXDLLvg1GVc+YZTALjr4T2876YtDI4oIERkYVE4zIH3nn0Sn1wfBMQvH9nDe278vb45TkRmxehYbl7OSNhCnJdvZr3t7e3tvb29tS5KWd/8zRN8YuM2AE7sWsRX3nEmK5+3pLaFEpF54+4MjIxxaDjLoeh+OMuhkSyHhvO2j4SPhdsHRsboH84yEO07kmVgeIyRsRyXnHEs//yW06dcno6ODvr6+vrcvaPSvplp1ViqctnLltPamOGj3Vt5cu8AG770Kz57yWo2rDmu1kUTkSLcneFsjv7hLP1DWfrDxjxqqKPfJ+6LN/jjx42OMRefvweG1XMoaqH0HCIPPN3HB//9D+zYH1xe44JVy/jUhatY1t5c45KJLHzuztBojoPDoxwaHhtv1KMG+mDUkOdtn/RzFAQjY4zl5r5NbMqkaGvK0NqUYVFjetLPrU0Z2poytITbFzWmaW0MH28Kfj56cRPLj2yd8t+dSs9B4TBPegdG+C//8UfuePA5IJj6+qHX/AXvOOtEGtIa+pHkGcs5h0YmGuaDQ6McjBrw8W0TDfnBeAMfa+j7h7Nz3qDHG/Og8Q4b7qYMbY0T21rH90mzqDEzfkz8sUUNaTI1+j+vcDhMuTsb79vJZ37cw57+EQBO6FzEFee9gA1rjlVIyIKQixr1sPEObqPjv/cPBQ35waHRSY34wVgI9A8Fn9LnUmv0Kbw5bKQbYz+HjfXipngDHjzeGt/WGOxbq8Z8tikcDnN9A6N87vYH+e7vnyL6wHNC5yLe9fLlvPGM42hf1FDbAkrdGsnmJjXkB8JP60GjPvHJ/UBegx816AeHsvSPZOfkPDpAQ9pY3NxAa1OaxU0N44354lijvTjWiJf6ubUxQzplc1PIBUzhsEA8truf6+94hI33PT0eEk2ZFOtPO4YNa47lpSd11s0nFpm5odGx8YY6/ok9auTjDfmBwSwHhyca9KixH87m5qRsDWkLG/EGFo836A1ho55mcXPDeCMfPB4EwJLY9tamDM0N6TkpnwRmPRzMrA24Gngz0AFsA65y9x9VcezzgWuBcwnWVdwFfNjdeyr+4dLPWRfhEHl0dz/f+OXj3HLv05O62p2tjbx21VLOW7GUs07uZHGzehQLVbGGPfjUPjreePfHHx8OG/jY/iNjc9OwT260g0a9rTnDkuawgQ8/kec38PHfmzIpzPRJ/XA3F+HwU+AM4CPA48C7gEuB9e6+qcxxRwP3Ac8BnwKywMeB5wNr3H1HxT9e/HnrKhwi/cNZNt73NN/bsoP7/jy5bpmUcfrxHbz05E7WHH8Ep5/QwZFtTTUqaXK4O4dGxsYb7mKnWyY+xU9u3CdO18xNw54yJn1CX5LfqE+6z+T9HjTsbU06/ZIksxoOZrYO+DFwibt3h9uMoAfQ5e4ryxx7DfD3wPPdfWe4rYsgYG5297+psk75z1uX4RD3dO8gt23dxU+2PcO9T/WSLTIb49iOFl60bDErli3mhUvbWN7VyvKuVo5obaxBiQ8vI+Fc9fic82JTGsdnxQxPnHePth8M95mLM6/FGvZ4A76kpbCBz2/0WxvT+rQuUzLb4fB1gtNJne6ei21/P/A1YFWpU0Rm9jDwJ3e/MG/7zcBad19asTbFn7fuwyGufzjL3Y/u5VeP7uGep3rp2dnH6Fjp921xc4Zj2ls4pqOZZe0tHNXWyJGLm+hqbaJjUQPtLcFtSTjwV4txjVzOGQkvAzA0Gt5ng58HR8YYGh1jYGSMgZEsQ6NjHBoJfh8cyYbbJ1aRTlpZGv5c7vWZqWjQNP8Uy/in96b8T+mFn9rVsEstzPYK6VOBnngwhO6PP55/kJm1EJw++l6R57wfeLuZHe3uzxU5tlKr316x1HWkrSnD2lOWsvaUIEuHRsfYtrOPnl0H2f7MAR7cdZDH9hxi36FgeuzBoSzbhw6y/dmDVT1/UyZFS2OaloY0zQ1pGtMpGjJGYzpFJpUinTLSKcMs+O6KlIE7OMFpF/dgznrOnbGck8052VyO7JgzOpZjNLwfyQa34Wxuzs6fl9MYzlWPzz0fP70SNeDhY4UDqBONu86vSxJUEw5dwENFtu+LPV7MEYDF9it1bEE4SHnNDWnOPLGTM0/snLS9b3CUJ/YcYsf+QXb1DbKzd4hnDwyxu3+YPf3D7O0f4cDQaMFpkuGwwe7l8Lk4YFMmxaIosMIVoi2NaRaFt2jFaLFVpK1N6Ulz16P7xoxmfolUq9prK5Xro1fqv0/52EpdnrBnkajeQzXaWxo47fgOTju+9MuXyzkHh7L0Do6E5+LH6B8eHT+1Mzg6xkg2N/5JP5tzcmFvIOfgBD0FAzAwgp5EOmWkLLhl0kZD2kinUjRmUjSmjYZ09HNw39yQpikz8XNzQ5rmsAfTnEmT0iCpSE1VEw57Kd47iD62FusZAOwnaPync6zMkVTKaF/UoIV2IlJWNf3sbcBKM8vfd3V4/0Cxg9x9EHiMYEwi32pgd7HxBhERqb1qwqGbYOHb+rztlwHbKyxm6wbON7Nl0QYz6wyf64dTLKuIiMyTasJhE3AncIOZvcfMzjWzG4Gzgf8a7WRmm80sfwzhC0AfsMnMLjKz1xOsmcgSrLgWEZHDUMVw8GAhxMXAdwga9NuAFxMsiru1wrHPAq8A/gx8C/gu0Au80t2fmlnRRURkrujCeyIiCTGVRXCa+C0iIgUWas8hB1h7u5Y6iIhUq6+vD4LRgoodg4UaDlmCXs+BKg+JUqRvbkp02FK9kyWp9Ybk1n2q9V4C5Ny94hq3BRkOUxVdq6ma82z1RPVWvZMiqXWfy3przEFERAooHEREpIDCQURECigcRESkgMJBREQKKBxERKSAwkFERAokYp2DiIhMjXoOIiJSQOEgIiIFFA4iIlKgrsPBzNrM7Doz22Vmg2a2xcwurHW5ZouZvdrMbjSz7WY2YGY7zOyHZra6yL7nm9nd4evwnJl91czq5jo0ZvYpM3Mzu6/IY3VVdzM7x8z+r5n1hu97j5l9IG+ft5vZH81sKPx38Tkza65VmWfKzNaY2S1mttPMDoV1/icza8rbb8G+12Z2nJn9i5n90sz6w3/P55TYt6r318yWmtlNZrYnfN3uMrOXV1Ugd6/bG/BTYC/wXuA84JvAGLCu1mWbpfp9D7gD+CDwKuAtwBZgCDgrtt85wGi4/1qC7//eBfwKSNW6HrPwOqwCBoFngPvyHqurugOXE3zN7peBC4BXA38HXBHb5x2AA18CzgX+FjgIfKfW5Z9mnVeE7+994b/x84DPhP+Xv1kv73VY/ueA24GN4Xt4TpH9qnp/gWbgAeAJ4G3Aawi+9nkQWFOxPLV+QebwhV4XvoAbYtsM+CXwp1qXb5bqeHSRbR3AfuAHsW2/A+6N/wcBzg9fn7fWuh4zfA1SwN3A9cDmIuFQN3UHjgcGgI+U2ScdNogb87a/P6zzS2tdj2nU+1Nh2Z+ft/1bYRg01MN7nVfui4uFw1Te3zA0HDgjtq0JeAy4rVJ56vm00gaCa5xvjDZ48OrcBKwws1NqVbDZ4u7PFdnWCzwMHAdgZscCLwG+5e652H4/BZ4G3jg/pZ0z/5mgrh/Lf6AO6/7e8P76MvucBSwj+HcedzNBQ7rQ6gxBuaHwOwv6wsfG6uG9jpe7jKm8vxuAre5+T+xvDAPfBs43s8Xl/lA9h8OpQE+RF/z+2ON1x8yOIqjbA+GmqJ4PFNl9Kwv4dTCzk4GrCE6pFPvip3qr+yuBPwGXhONMY7HzzY3hPkXr7O4DwKMsvDpD0EPYB3zZzE4ysyVmdhHBKbZrw//j9fZelzKV9/fU/P1C9xP0QFaW+0P1HA5dBP+g8u2LPV5XzMyArxG8r18IN0f1LPVaLMjXIazr14GfuPstJXart7ofA7yQoOdwHcF4wzeADwH/Fu5Tb3XG3Z8i+MR8CsEpkT7gFuA6d78y3K3u6l3CVOo5ozaw4lfFLXDlln/X49LwzxOcq3y3u/8p77FS9V2or8P7gb8kaDAqqZe6p4DFwNvc/Tvhts1m1gJ82Mw+Gdu3XuqMmZ0I3Eow4WAD0EswAeOjZpaLBQTUUb0rqLae024D6zkc9lI8GTvD+2KJumCZ2f8g+AT5D+5+Y+yhveF9qddiwb0OZnYkcA3wWeBQbKpiBkiHvw9Rf3XfS9Bz+Ene9tuADwNnMLnOe/P26wQen8sCzpHPEYTiGncfDLdtDjqPfMLMbqD+3utSpvL+zqgNrOfTStuAlWaWX8doDUCxc3ELkpldBfx3glks1+U9vC28L3bOdTUL83U4juCL1T9LMDMruv01QT33E8xwqbe6by2x3cL7HCXqbGaLgOez8OoMsIZg/HAwb/sWgjZsBfX3Xpcylfd3W/5+odUE04AfLPeH6jkcugmmda7P234ZsN3de+a/SLMvPJVwJXClu38+/3F330Hwn+jSeFCa2auBY4EfzldZZ9EjBPO7829/JBiUOxf4Wh3WPSrvurzt0bTt3xNM630GeGfePm8DGlh4dQbYCZwaNoBxLwvvn67D97qUqby/3cBqMzs92hBOXHgb8LMSkzgm1Hpu7xzOGTaCBWJ7gPcQNBg3Eny6Wl/r8s1SHT9E0CjcSjBgF7+tie13HsHCqe8SDGK+k+A/3N1Autb1mMXXYzOF6xzqqu4Ei5h6gX8gWOh1dVi/L8X2uTz8d/FFgoVVfwMcAL5X6/JPs87RnP+7CKZqriVYBDcC/LSe3mvgTeHtf4Z1/mT4++um+v4SLILrIRjEfyvBmo//Q7AI7syKZan1izHHL/SS8AV8huAc9D3AxbUu1yzWb3P4j6TY7Ym8fS8Afhu+DrsJZvocUes6zMHrcV+R7XVTd6CVYCba02Hj+O4lHHoAAAB8SURBVAjwT+StACZYRbsVGA73vQZoqXX5Z1DvtcDPgGeBQwSnTK4EWuvpvZ7C/+eq3l+CNRHRVOABgkXAZ1dTFn2fg4iIFKjnMQcREZkmhYOIiBRQOIiISAGFg4iIFFA4iIhIAYWDiIgUUDiIiEgBhYOIiBRQOIiISIH/Dz2DYXcxi7CnAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"crit = LabelSmoothing(5, 0, 0.1)\n",
"def loss(x):\n",
" d = x + 3 * 1\n",
" predict = torch.FloatTensor([[0, x / d, 1 / d, 1 / d, 1 / d],])\n",
" #print(predict)\n",
" return crit(predict.log().clone().detach(),torch.LongTensor([1]).clone().detach()).item()\n",
"plt.plot(np.arange(1, 100), [loss(x) for x in range(1, 100)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8.4.10 实现一个简单实例"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1.合成数据"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"def data_gen(V, batch, nbatches):\n",
" \"Generate random data for a src-tgt copy task.\"\n",
" for i in range(nbatches):\n",
" #把torch.Embedding的输入类型改为LongTensor。\n",
" data = torch.from_numpy(np.random.randint(1, V, size=(batch, 10))).long()\n",
" data[:, 0] = 1\n",
" \n",
" src = data.clone().detach()\n",
" tgt = data.clone().detach()\n",
" yield Batch(src, tgt, 0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2.定义损失函数"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"class SimpleLossCompute:\n",
" \"一个简单的计算损失的函数.\"\n",
" def __init__(self, generator, criterion, opt=None):\n",
" self.generator = generator\n",
" self.criterion = criterion\n",
" self.opt = opt\n",
" \n",
" def __call__(self, x, y, norm):\n",
" x = self.generator(x)\n",
" loss = self.criterion(x.contiguous().view(-1, x.size(-1)), \n",
" y.contiguous().view(-1)) / norm\n",
" loss.backward()\n",
" if self.opt is not None:\n",
" self.opt.step()\n",
" self.opt.optimizer.zero_grad()\n",
" return loss.item() * norm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3.训练简单的复制任务"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch Step: 1 Loss: 3.317674 Tokens per Sec: 864.709839\n",
"Epoch Step: 1 Loss: 1.828751 Tokens per Sec: 1862.514771\n",
"tensor(1.8795)\n",
"Epoch Step: 1 Loss: 1.961981 Tokens per Sec: 1376.703003\n",
"Epoch Step: 1 Loss: 1.681353 Tokens per Sec: 1817.589844\n",
"tensor(1.7172)\n",
"Epoch Step: 1 Loss: 1.837985 Tokens per Sec: 1342.147095\n",
"Epoch Step: 1 Loss: 1.548402 Tokens per Sec: 1893.340820\n",
"tensor(1.5169)\n",
"Epoch Step: 1 Loss: 1.848695 Tokens per Sec: 1353.711304\n",
"Epoch Step: 1 Loss: 1.152725 Tokens per Sec: 1719.681885\n",
"tensor(1.1465)\n",
"Epoch Step: 1 Loss: 1.385661 Tokens per Sec: 1295.954468\n",
"Epoch Step: 1 Loss: 1.157162 Tokens per Sec: 1880.174683\n",
"tensor(1.1980)\n",
"Epoch Step: 1 Loss: 1.388916 Tokens per Sec: 1373.917847\n",
"Epoch Step: 1 Loss: 0.670608 Tokens per Sec: 1699.342285\n",
"tensor(0.6441)\n",
"Epoch Step: 1 Loss: 0.751105 Tokens per Sec: 1364.816650\n",
"Epoch Step: 1 Loss: 0.315684 Tokens per Sec: 1912.516235\n",
"tensor(0.3324)\n",
"Epoch Step: 1 Loss: 0.773595 Tokens per Sec: 1416.635620\n",
"Epoch Step: 1 Loss: 0.456381 Tokens per Sec: 1898.401611\n",
"tensor(0.4494)\n",
"Epoch Step: 1 Loss: 1.249925 Tokens per Sec: 1429.082397\n",
"Epoch Step: 1 Loss: 0.460243 Tokens per Sec: 1860.120972\n",
"tensor(0.3935)\n",
"Epoch Step: 1 Loss: 0.966166 Tokens per Sec: 1433.039185\n",
"Epoch Step: 1 Loss: 0.198598 Tokens per Sec: 1917.530884\n",
"tensor(0.1874)\n"
]
}
],
"source": [
"# Train the simple copy task.\n",
"V = 11\n",
"criterion = LabelSmoothing(size=V, padding_idx=0, smoothing=0.0)\n",
"model = make_model(V, V, N=2)\n",
"model_opt = NoamOpt(model.src_embed[0].d_model, 1, 400,\n",
" torch.optim.Adam(model.parameters(), lr=0, betas=(0.9, 0.98), eps=1e-9))\n",
"\n",
"for epoch in range(10):\n",
" model.train()\n",
" run_epoch(data_gen(V, 30, 20), model,SimpleLossCompute(model.generator, criterion, model_opt))\n",
" model.eval()\n",
" print(run_epoch(data_gen(V, 30, 5), model,SimpleLossCompute(model.generator, criterion, None)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4为了简单起见此代码使用贪婪解码来预测翻译"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[ 1, 2, 3, 4, 4, 6, 7, 8, 9, 10]])\n"
]
}
],
"source": [
"def greedy_decode(model, src, src_mask, max_len, start_symbol):\n",
" memory = model.encode(src, src_mask)\n",
" ys = torch.ones(1, 1).fill_(start_symbol).type_as(src.data)\n",
" for i in range(max_len-1):\n",
" #add torch.tensor 202005\n",
" out = model.decode(memory, src_mask,ys, subsequent_mask(torch.tensor(ys.size(1)).type_as(src.data)))\n",
" prob = model.generator(out[:, -1])\n",
" _, next_word = torch.max(prob, dim = 1)\n",
" next_word = next_word.data[0]\n",
" ys = torch.cat([ys, \n",
" torch.ones(1, 1).type_as(src.data).fill_(next_word)], dim=1)\n",
" return ys\n",
"\n",
"model.eval()\n",
"src = torch.LongTensor([[1,2,3,4,5,6,7,8,9,10]])\n",
"src_mask = torch.ones(1, 1, 10)\n",
"print(greedy_decode(model, src, src_mask, max_len=10, start_symbol=1))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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
}