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DL-with-Python-and-PyTorch2/pytorch-01/pytorch-01-01.ipynb
2024-01-08 00:44:52 +08:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 第1章 NumPy基础\n",
"  NumPyNumerical Python 的简称的诞生弥补了这些不足NumPy提供了两种基本的对象ndarrayN-dimensional array object和 ufuncuniversal function object。ndarray是存储单一数据类型的多维数组而ufunc则是能够对数组进行处理的函数。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.1 生成NumPy数组\n",
"  NumPy是Python的外部库不在标准库中。因此若要使用它需要先导入NumPy。如何生成ndarray呢这里我们介绍生成ndarray的几种方式如从已有数据中创建、利用random创建、创建特殊多维数组、使用arange函数等。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\tNumPy有很多内置的函数查看NumPy函数的帮助信息\n",
"如查看绝对值函数abs的帮助信息可用下列命令即可。"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"np.abs?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"机器学习中图像、自然语言、语音等等在输入模型之前,都需要数字化。\n",
"这里我们用cv2把一个汽车图像如图1-1所示转换为NumPy多维数组然后查看该多维数组的基本属性具体代码如下 "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"数据类型:<class 'numpy.ndarray'>,形状:(675, 1200, 3)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#使用OpenCV开源库读取图片数据\n",
"import cv2\n",
"\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# 读取一张照片,把图片转换为2维的numpy数组\n",
"img = cv2.imread('../data/car.jpg')\n",
"\n",
"#使用plt显示图像\n",
"plt.imshow(img)\n",
"\n",
"# 显示img的数据类型及大小\n",
"print(\"数据类型:{},形状:{}\".format(type(img),img.shape))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1.1 数组属性"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"在NumPy中维度被称为轴比如把轿车图像转换为一个NumPy之后的数组是1个三维数组这个数组中有3个轴这3个轴的长度分别为675、1200、3。\n",
"NumPy的ndarray对象有3个重要的属性。\n",
"- ndarray.ndim数组的维度的个数。\n",
"- ndarray.shap数组的维度值是一个整数元祖元祖的值代表其所对应的轴的长度。 比如对于二维数组它用来表达这是个几行几列的矩阵值为x, y其中x代表这个数组中有几行 y代表有几列。\n",
"- ndarray.dtype数据类型描述数组中元素的类型。\n",
"比如上面的img数组"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"img数组的维度: 3\n",
"img数组的形状: (675, 1200, 3)\n",
"img数组的数据类型: uint8\n"
]
}
],
"source": [
"print(\"img数组的维度:\",img.ndim) #其值为3\n",
"print(\"img数组的形状:\",img.shape) #其值为:(675, 1200, 3)\n",
"print(\"img数组的数据类型:\",img.dtype) #其值为: uint8"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"为更好地理解ndarray对象的3个重要属性我们把一维数组、二维数组、三维数组进行可视化如图1-3所示。\n",
"![image.png](attachment:image.png)\n",
"<center>图1-3 多维数组的可视化表示。</center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1.2 从已有数据中创建数组\n",
"直接对 Python 的基础数据类型(如列表、元组等) 进行转换来生成 ndarray。 \n",
"1将列表转换成 ndarray"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[3.14 2.17 0. 1. 2. ]\n",
"<class 'numpy.ndarray'>\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"lst1 = [3.14, 2.17, 0, 1, 2]\n",
"nd1 =np.array(lst1)\n",
"print(nd1)\n",
"print(type(nd1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2嵌套列表可以转换成多维 ndarray"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[3.14 2.17 0. 1. 2. ]\n",
" [1. 2. 3. 4. 5. ]]\n",
"<class 'numpy.ndarray'>\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"lst2 = [[3.14, 2.17, 0, 1, 2], [1, 2, 3, 4, 5]]\n",
"nd2 =np.array(lst2)\n",
"print(nd2)\n",
"print(type(nd2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"如果把上面示例中的列表换成元组,上述方法也同样适合。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1.3 利用 random 模块生成数组\n",
"\t在深度学习中我们经常需要对一些参数进行初始化为了更有效训练模型提高模型的性能有些初始化还需要满足一定条件如满足正态分布或均匀分布等。\n",
"\n",
"|np.random模块常用函数 |\n",
"|----------------------|\n",
"\n",
"| 函数 | 描述 |\n",
"| :---------------- | :------------------------- |\n",
"| np.random.random | 生成 0 到 1 之间的随机数 |\n",
"| np.random.uniform | 生成均匀分布随机数 |\n",
"| np.random.randn | 生成标准正态的随机数 |\n",
"| np.random.randint | 生成随机的整数 |\n",
"| np.random.normal | 生成正态分布 |\n",
"| np.random.shuffle | 随机打乱顺序 |\n",
"| np.random.seed | 设置随机数种子 |\n",
"| random_sample | 生成随机的浮点数 |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"下面我们来看看一些函数的具体使用:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"生成形状(4, 4)值在0-1之间的随机数:\n",
"[[0.08047371 0.9260972 0.61262833 0.45484879]\n",
" [0.0777875 0.96348652 0.40729428 0.43286744]\n",
" [0.26075323 0.9125032 0.07875855 0.1660087 ]\n",
" [0.8001766 0.14225026 0.46343394 0.61787428]]\n",
"\n",
"生成形状(3, 3)值在low-high之间的随机整数::\n",
"[[ 3 5 14]\n",
" [42 23 2]\n",
" [24 47 48]]\n",
"\n",
"产生的数组元素是均匀分布的随机数:\n",
"[[1.75649901 1.31906715 1.7845616 ]\n",
" [2.35355 1.65372087 2.88181346]\n",
" [2.15810332 1.9383742 2.39094311]]\n",
"\n",
"生成满足正态分布的形状为(3, 3)的矩阵:\n",
"[[-0.47421574 -1.64430668 -0.0805144 ]\n",
" [-0.06083234 1.5563178 1.00165789]\n",
" [-0.62739544 -1.77462449 -0.3438116 ]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"print('生成形状(4, 4)值在0-1之间的随机数:')\n",
"print(np.random.random((4, 4)), end='\\n\\n')\n",
"\n",
"# 产生一个取值范围在[1, 50)之间的数组数组的shape是(3, 3)\n",
"# 参数起始值low默认为0 终止值high默认为1。\n",
"print('生成形状(3, 3)值在low-high之间的随机整数::')\n",
"print(np.random.randint(low=1, high=50, size=(3,3)), end='\\n\\n')\n",
"\n",
"print('产生的数组元素是均匀分布的随机数:')\n",
"print(np.random.uniform(low=1, high=3, size=(3, 3)), end='\\n\\n')\n",
"\n",
"print('生成满足正态分布的形状为(3, 3)的矩阵:')\n",
"print(np.random.randn(3,3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"用以上方法生成的随机数是无法重现的比如调用两次np.random.randn(3, 3), 输出结果一样的概率极低。如果我们想要多次生成同一份数据怎么办我们可以使用np.random.seed函数设置种子。设置一个种子然后调用随机函数产生一个数组如果想要再次得到一个一模一样的数组只要再次设置同样的种子就可以。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"按指定随机种子第1次生成随机数:\n",
"[[2 2]\n",
" [1 4]]\n",
"按相同随机种子第2次生成的数据:\n",
"[[2 2]\n",
" [1 4]]\n"
]
}
],
"source": [
"import numpy as np\n",
"np.random.seed(10)\n",
"\n",
"print(\"按指定随机种子第1次生成随机数:\")\n",
"print(np.random.randint(1, 5, (2, 2)))\n",
"\n",
"# 想要生成同样的数组,必须再次设置相同的种子\n",
"np.random.seed(10)\n",
"print(\"按相同随机种子第2次生成的数据:\")\n",
"print(np.random.randint(1, 5, (2, 2)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1.4 创建特定形状的多维数组\n",
"参数初始化时,有时需要生成一些特殊矩阵,如全是 0 或 1 的数组或矩阵这时我们可以利用np.zeros、np.ones、np.diag来实现如表1-2所示。 \n",
" \n",
" \n",
"|表1-2 NumPy 数组创建函数|\n",
"|------------------------|\n",
"\n",
"|函数\t |描述 |\n",
"| :------------------- | :-------------------------------------------------------------|\n",
"np.zeros((3, 4))\t | 创建 3x4 的元素全为0的数组 |\n",
"np.ones((3,4))\t | 创建 3x4 的元素全为1的数组 |\n",
"np.empty( (2,3) )\t | 创建 2x3 的空数组空数据中的值并不为0, 而是未初始化的垃圾值. |\n",
"np.zeros_like(ndarr) | 以 ndarr 相同维度创建元素全为0数组 |\n",
"np.ones_like(ndarr)\t | 以 ndarr 相同维度创建元素全为1数组 |\n",
"np.empty_like(ndarr) | 以 ndarr 相同维度创建空数组 |\n",
"np.eye(5)\t | 该函数用于创建一个5x5的矩阵对角线为1其余为0 |\n",
"np.full((3,5)666)\t | 创建 3x5 的元素全为 666 的数组666 为指定值 |\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"下面我们通过几个示例来说明:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"******nd5******\n",
"[[0. 0. 0.]\n",
" [0. 0. 0.]\n",
" [0. 0. 0.]]\n",
"******nd6******\n",
"[[1. 1. 1.]\n",
" [1. 1. 1.]\n",
" [1. 1. 1.]]\n",
"******nd7******\n",
"[[1. 0. 0.]\n",
" [0. 1. 0.]\n",
" [0. 0. 1.]]\n",
"******nd8******\n",
"[[1 0 0]\n",
" [0 2 0]\n",
" [0 0 3]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"# 生成全是 0 的 3x3 矩阵\n",
"nd5 =np.zeros([3, 3])\n",
"#生成与nd5形状一样的全0矩阵\n",
"#np.zeros_like(nd5)\n",
"# 生成全是 1 的 3x3 矩阵\n",
"nd6 = np.ones([3, 3])\n",
"# 生成 3 阶的单位矩阵\n",
"nd7 = np.eye(3)\n",
"# 生成 3 阶对角矩阵\n",
"nd8 = np.diag([1, 2, 3])\n",
"print(\"*\"*6+\"nd5\"+\"*\"*6)\n",
"print(nd5)\n",
"print(\"*\"*6+\"nd6\"+\"*\"*6)\n",
"print(nd6)\n",
"print(\"*\"*6+\"nd7\"+\"*\"*6)\n",
"print(nd7)\n",
"print(\"*\"*6+\"nd8\"+\"*\"*6)\n",
"print(nd8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"有时我们可能需要把生成的数据暂时保存起来,以备后续使用。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.63364823 0.74880388 0.49850701 0.22479665 0.19806286]\n",
" [0.76053071 0.16911084 0.08833981 0.68535982 0.95339335]\n",
" [0.00394827 0.51219226 0.81262096 0.61252607 0.72175532]\n",
" [0.29187607 0.91777412 0.71457578 0.54254437 0.14217005]\n",
" [0.37334076 0.67413362 0.44183317 0.43401399 0.61776698]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"nd9 =np.random.random([5, 5])\n",
"np.savetxt(X=nd9, fname='./test1.txt')\n",
"nd10 = np.loadtxt('./test1.txt')\n",
"print(nd10)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.1.5 利用 arange、linspace 函数生成数组\n",
"arange 是 numpy 模块中的函数,其格式为: \n",
"**<font color = blue>np.linspace(start, stop, num=50, endpoint=True, retstep=False, dtype=None)</font>** \n",
"其中start 与 stop 指定范围step 设定步长,生成一个 ndarraystart 默认为 0步长 step 可为小数。Python有个内置函数range功能与此类似。 \n",
"它可以根据输入的指定数据范围以及等份数量自动生成一个线性等分向量其中endpoint (包含终点)默认为 True等分数量num默认为 50。如果将retstep设置为 True则会返回一个带步长的 ndarray。"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4 5 6 7 8 9]\n",
"[0 1 2 3 4 5 6 7 8 9]\n",
"[1. 1.5 2. 2.5 3. 3.5]\n",
"[9 8 7 6 5 4 3 2 1 0]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"print(np.arange(10))\n",
"# [0 1 2 3 4 5 6 7 8 9]\n",
"print(np.arange(0, 10))\n",
"# [0 1 2 3 4 5 6 7 8 9]\n",
"print(np.arange(1, 4, 0.5))\n",
"# [1. 1.5 2. 2.5 3. 3.5]\n",
"print(np.arange(9, -1, -1))\n",
"# [9 8 7 6 5 4 3 2 1 0]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"linspace 也是 numpy 模块中常用的函数,其格式为: \n",
"**<font color = blue>arange([start,] stop[,step,], dtype=None)</font>** \n",
"它可以根据输入的指定数据范围以及等份数量自动生成一个线性等分向量其中endpoint (包含终点)默认为 True等分数量num默认为 50。如果将retstep设置为 True则会返回一个带步长的 ndarray。"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0. 0.11111111 0.22222222 0.33333333 0.44444444 0.55555556\n",
" 0.66666667 0.77777778 0.88888889 1. ]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"print(np.linspace(0, 1, 10))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"&emsp;&emsp; 值得一提的是,这里并没有像我们预期的那样,生成 0.1, 0.2, ... 1.0 这样步长为0.1的 ndarray这是因为 linspace 必定会包含数据起点和终点,那么其步长则为(1-0) / 9 = 0.11111111。如果需要产生 0.1, 0.2, ... 1.0 这样的数据,只需要将数据起点 0 修改为 0.1 即可。 \n",
"&emsp;&emsp;除了上面介绍到的 arange 和 linspace函数NumPy还提供了 logspace 函数该函数的使用方法与linspace的使用方法一样读者不妨自己动手试一下。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.2 读取元素\n",
"上节介绍了生成ndarray的几种方法当生成数据后如何读取我们需要的数据呢这节将介绍几种常用的读取数据的方法。"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1, 2],\n",
" [ 6, 7],\n",
" [11, 12],\n",
" [16, 17],\n",
" [21, 22]])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"np.random.seed(2019)\n",
"nd11 = np.random.random([10])\n",
"#获取指定位置的数据获取第4个元素\n",
"nd11[3]\n",
"#截取一段数据\n",
"nd11[3:6]\n",
"#截取固定间隔数据\n",
"nd11[1:6:2]\n",
"#倒序取数\n",
"nd11[::-2]\n",
"#截取一个多维数组的一个区域内数据\n",
"nd12=np.arange(25).reshape([5,5])\n",
"nd12[1:3,1:3]\n",
"#截取一个多维数组中,数值在一个值域之内的数据\n",
"nd12[(nd12>3)&(nd12<10)]\n",
"#截取多维数组中,指定的行,如读取第2,3行\n",
"nd12[[1,2]] #或nd12[1:3,:]\n",
"##截取多维数组中,指定的列,如读取第2,3列\n",
"nd12[:,1:3]"
]
},
{
"attachments": {
"image.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"如果对上面这些获取方式还不是很清楚没关系下面我们通过图形的方式进一步说明如图1-1所示左边为表达式右边为表达式获取的元素。注意不同的边界表示不同的表达式。\n",
"![image.png](attachment:image.png)\n",
"<center>图1-1 获取多维数组中的元素</center>\n",
"\n",
"除了可以通过指定索引标签获取数组中的部分元素外还可以使用一些函数来实现如可以通过random.choice函数从指定的样本中随机抽取数据。"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"随机可重复抽取\n",
"[[19. 6. 24. 22.]\n",
" [21. 17. 16. 2.]\n",
" [23. 15. 13. 11.]]\n",
"随机但不重复抽取\n",
"[[ 5. 14. 23. 15.]\n",
" [ 8. 24. 6. 18.]\n",
" [13. 10. 21. 11.]]\n",
"随机但按制度概率抽取\n",
"[[19. 21. 18. 11.]\n",
" [10. 21. 23. 19.]\n",
" [18. 19. 11. 20.]]\n"
]
}
],
"source": [
"import numpy as np\n",
"from numpy import random as nr\n",
"\n",
"a=np.arange(1,25,dtype=float)\n",
"c1=nr.choice(a,size=(3,4)) #size指定输出数组形状\n",
"c2=nr.choice(a,size=(3,4),replace=False) #replace缺省为True即可重复抽取。\n",
"#下式中参数p指定每个元素对应的抽取概率缺省为每个元素被抽取的概率相同。\n",
"c3=nr.choice(a,size=(3,4),p=a / np.sum(a))\n",
"print(\"随机可重复抽取\")\n",
"print(c1)\n",
"print(\"随机但不重复抽取\")\n",
"print(c2)\n",
"print(\"随机但按制度概率抽取\")\n",
"print(c3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.3 Numpy的算术运算\n",
"机器学习和深度学习中涉及大量的数组或矩阵运算,这节将重点介绍两种常用的运算。一种是对应元素相乘,又称为逐元乘法(Element-Wise Product)或哈达玛积Hadamard Product运算符为np.multiply(), 或 *。另一种是点积或内积元素运算符为np.dot()。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.3.1遂元素操作\n",
"遂元素操作又称为对应元素相乘是两个矩阵中对应元素乘积。np.multiply 函数用于数组或矩阵对应元素相乘,输出的大小与相乘数组或矩阵的大小一致,其格式如下: \n",
"**<font color = blue>numpy.multiply(x1, x2, /, out=None, *, where=True,casting='same_kind', order='K', dtype=None, subok=True[, signature, extobj])</font>** \n",
"其中x1x2之间的对应元素相乘遵守广播规则Numpy的广播规则本章第7小节将介绍。以下我们通过一些示例来进一步说明。"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2, 0],\n",
" [-3, 16]])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"A = np.array([[1, 2], [-1, 4]])\n",
"B = np.array([[2, 0], [3, 4]])\n",
"A*B"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2, 0],\n",
" [-3, 16]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#或另一种表示方法\n",
"np.multiply(A,B)\n"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"矩阵A和B的对应元素相乘(又称为遂元素相乘)用图1-2直观表示为\n",
"![image.png](attachment:image.png)\n",
"NumPy数组不仅可以和数组进行对应元素相乘也可以和单一数值或称为标量进行运算。运算时NumPy数组的每个元素和标量进行运算其间会用到广播机制例如"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 2. 4.]\n",
" [-2. 8.]]\n",
"[[ 0.5 1. ]\n",
" [-0.5 2. ]]\n"
]
}
],
"source": [
"print(A*2.0)\n",
"print(A/2.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"由此,推而广之,数组通过一些激活函数后,输出与输入形状一致。"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"输入参数X的形状 (2, 3)\n",
"激活函数sigmoid输出形状 (2, 3)\n",
"激活函数relu输出形状 (2, 3)\n",
"激活函数softmax输出形状 (2, 3)\n"
]
}
],
"source": [
"X=np.random.rand(2,3)\n",
"def sigmoid(x):\n",
" return 1/(1+np.exp(-x))\n",
"def relu(x):\n",
" return np.maximum(0,x)\n",
"def softmax(x):\n",
" return np.exp(x)/np.sum(np.exp(x))\n",
"\n",
"print(\"输入参数X的形状\",X.shape)\n",
"print(\"激活函数sigmoid输出形状\",sigmoid(X).shape)\n",
"print(\"激活函数relu输出形状\",relu(X).shape)\n",
"print(\"激活函数softmax输出形状\",softmax(X).shape)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.3.2 点积运算\n",
"点积运算dot product又称为内积在Numpy用np.dot表示其一般格式为 \n",
"**<font color = blue>numpy.dot(a, b, out=None)</font>** \n",
"以下通过一个示例来说明dot的具体使用及注意事项。"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[21 24 27]\n",
" [47 54 61]]\n"
]
}
],
"source": [
"X1=np.array([[1,2],[3,4]])\n",
"X2=np.array([[5,6,7],[8,9,10]])\n",
"X3=np.dot(X1,X2)\n",
"print(X3)"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"以上运算用图1-3可表示为\n",
"![image.png](attachment:image.png)\n",
"<center>图1-6 矩阵的点积示意图,对应维度的元素个数需要保持一致</center>\n",
"如图1-6所示矩阵X1和矩阵X2进行点积运算其中X1和X2对应维度即X1的第2个维度与X2的第1个维度的元素个数必须保持一致此外矩阵X3是由矩阵X1的行数与矩阵X2的列数构成的。 \n",
"\t点积运算在神经网络中使用非常频繁如图1-7所示的神经网络输入I与权重矩阵W之间的运算就是点积运算。"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![image.png](attachment:image.png)\n",
"<center>图1-7 内积运算可视化示意图</center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.4 数组变形\n",
"在机器学习以及深度学习的任务中,我们通常需要将处理好的数据以模型能接收的格式发送给模型,然后由模型通过一系列运算,最终返回一个处理结果。然而,由于不同模型所接收的输入格式不一样,往往需要先对其进行一系列变形和运算,将数据处理成符合模型要求的格式。最常见的是矩阵或者数组的运算,我们经常会遇到需要把多个向量或矩阵按某轴方向合并,或展平(如在卷积或循环神经网络中,在全连接层之前,需要把矩阵展平)的情况。下面介绍几种常用数据变形方法。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.4.1 更改数组的形状\n",
"修改指定数组的形状是 NumPy 中最常见的操作之一常见的方法有很多表1-3 列出了一些常用函数。\n",
"\n",
"|表1-3 列出了一些常用函数|\n",
"| -----------------------|\n",
"\n",
"|函数\t |描述 |\n",
"| :----------------| :-----------------------------------------------------------------------|\n",
"| arr.reshape\t | 重新将向量arr维度进行改变不修改向量本身 |\n",
"| arr.resize\t | 重新将向量arr维度进行改变修改向量本身 |\n",
"| arr.T\t | 对向量 arr 进行转置 |\n",
"| arr.ravel\t | 对向量 arr 进行展平即将多维数组变成1维数组不会产生原数组的副本 |\n",
"| arr.flatten\t | 对向量 arr 进行展平即将多维数组变成1维数组返回原数组的副本 |\n",
"| arr.squeeze\t | 只能对维数为1的维度降维。对多维数组使用过不会报错但是不会产生任何影响 |\n",
"| arr.transpose\t | 对高维矩阵进行轴对换 |\n",
"\n",
"下面我们来看一些示例: \n",
"1reshape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4 5 6 7 8 9]\n",
"[[0 1 2 3 4]\n",
" [5 6 7 8 9]]\n",
"[[0 1]\n",
" [2 3]\n",
" [4 5]\n",
" [6 7]\n",
" [8 9]]\n",
"[[0 1 2 3 4]\n",
" [5 6 7 8 9]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"arr =np.arange(10)\n",
"print(arr)\n",
"# 将向量 arr 维度变换为2行5列\n",
"print(arr.reshape(2, 5))\n",
"# 指定维度时可以只指定行数或列数, 其他用 -1 代替\n",
"print(arr.reshape(5, -1))\n",
"print(arr.reshape(-1, 5))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"值得注意的是reshape 函数支持只指定行数或列数,剩余的设置为-1即可。所指定的行数或列数一定要能被整除如10不能被3整除例如上面代码如果修改为arr.reshape(3,-1)将报错误。 \n",
"2resize"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4 5 6 7 8 9]\n",
"[[0 1 2 3 4]\n",
" [5 6 7 8 9]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"arr =np.arange(10)\n",
"print(arr)\n",
"# 将向量 arr 维度变换为2行5列\n",
"arr.resize(2, 5)\n",
"print(arr)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3.T转置函数"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 0 1 2 3]\n",
" [ 4 5 6 7]\n",
" [ 8 9 10 11]]\n",
"[[ 0 4 8]\n",
" [ 1 5 9]\n",
" [ 2 6 10]\n",
" [ 3 7 11]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"arr =np.arange(12).reshape(3,4)\n",
"# 向量 arr 为3行4列\n",
"print(arr)\n",
"# 将向量 arr 进行转置为4行3列\n",
"print(arr.T)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4ravel函数 \n",
"ravel 函数接收一个根据C语言格式即按行优先排序或者Fortran语言格式即按列优先排序来进行展平的参数默认情况下是按行优先排序。"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0 1 2]\n",
" [3 4 5]]\n",
"按照列优先,展平\n",
"[0 3 1 4 2 5]\n",
"按照行优先,展平\n",
"[0 1 2 3 4 5]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"arr =np.arange(6).reshape(2, -1)\n",
"print(arr)\n",
"# 按照列优先,展平\n",
"print(\"按照列优先,展平\")\n",
"print(arr.ravel('F'))\n",
"# 按照行优先,展平\n",
"print(\"按照行优先,展平\")\n",
"print(arr.ravel())\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"5flatten(order='C')函数。 \n",
"把矩阵转换为向量展平方式默认是行优先即参数order='C'),这种需求经常出现在卷积网络与全连接层之间。"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[9. 4. 5. 0.]\n",
" [2. 6. 3. 7.]\n",
" [7. 4. 3. 1.]]\n",
"[9. 4. 5. 0. 2. 6. 3. 7. 7. 4. 3. 1.]\n"
]
}
],
"source": [
"import numpy as np\n",
"a =np.floor(10*np.random.random((3,4)))\n",
"print(a)\n",
"print(a.flatten(order='C'))"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Flatten展平运算在神经网络中经常使用一般在网络的后面需要把2维、3维等多维数组转换为一维数组此时就需要用到展平这个操作如图1-8所示。\n",
"![image.png](attachment:image.png)\n",
"<center>图1-8 含flatten运算的神经网络示意图</center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"6squeeze函数。 \n",
"\tsqueeze函数是一个主要用于降维的函数可以把矩阵中含1的维度去掉。"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 1)\n",
"(3,)\n",
"(3, 1, 2, 1)\n",
"(3, 2)\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"arr =np.arange(3).reshape(3, 1)\n",
"print(arr.shape) #(3,1)\n",
"print(arr.squeeze().shape) #(3,)\n",
"arr1 =np.arange(6).reshape(3,1,2,1)\n",
"print(arr1.shape) #(3, 1, 2, 1)\n",
"print(arr1.squeeze().shape) #(3, 2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"7transpose函数 \n",
"\ttranspose函数主要用于对高维矩阵进行轴对换在深度学习中经常用到比如把图像表示颜色的RGB顺序改为GBR的顺序。"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(2, 3, 4)\n",
"(3, 4, 2)\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"arr2 = np.arange(24).reshape(2,3,4)\n",
"print(arr2.shape) #(2, 3, 4)\n",
"print(arr2.transpose(1,2,0).shape) #(3, 4, 2)"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.4.2 合并数组\n",
"合并数组也是最常见的操作之一表1-4列举了常用的用于数组或向量合并的方法。\n",
"\n",
"|表1-4 NumPy 数组合并方法|\n",
"| -----------------------|\n",
"\n",
"|函数\t |描述 |\n",
"| :----------------| :------------------------------------|\n",
"| np.append\t |内占用大 |\n",
"| np.concatenate |没有内存问题 |\n",
"| np.stack\t |沿着新的轴加入一系列数组 |\n",
"| np.hstack\t |堆栈数组垂直顺序(行) |\n",
"| np.vstack\t |堆栈数组垂直顺序(列) |\n",
"| np.dstack\t |堆栈数组按顺序深入(沿第三维) |\n",
"| np.vsplit\t |将数组分解成垂直的多个子数组的列表 |\n",
"|zip([iterable, ...]) |将对象中对应的元素打包成一个个元组构成的zip对象|\n",
"\n",
"[说明] \n",
"①append、concatnate以及stack都有一个 axis 参数用于控制数组合并是按行还是按列NumPy引入了axis的概念axis参数实际上是所讨论索引的数量第一个索引是axis=0第二个索引是axis=1等等。如下图所示在二维数组中如果axis=0说明按列操作如果axis=1说明按行计算。\n",
"![image.png](attachment:image.png)\n",
"②对于append和concatnate待合并的数组必须有相同的行数或列数(满足一个即可)。 \n",
"③stack、hstack、dstack待合并的数组必须具有相同的形状( shape)。 \n",
"\t下面选择一些常用函数进行说明。 \n",
"1append \n",
"合并一维数组\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 2 3 4 5 6]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"a =np.array([1, 2, 3])\n",
"b = np.array([4, 5, 6])\n",
"c = np.append(a, b)\n",
"print(c) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"合并多维数组"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"按行合并后的结果\n",
"[[0 1]\n",
" [2 3]\n",
" [0 1]\n",
" [2 3]]\n",
"合并后数据维度 (4, 2)\n",
"按列合并后的结果\n",
"[[0 1 0 1]\n",
" [2 3 2 3]]\n",
"合并后数据维度 (2, 4)\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"a =np.arange(4).reshape(2, 2)\n",
"b = np.arange(4).reshape(2, 2)\n",
"# 按行合并\n",
"c = np.append(a, b, axis=0)\n",
"print('按行合并后的结果')\n",
"print(c)\n",
"print('合并后数据维度', c.shape)\n",
"# 按列合并\n",
"d = np.append(a, b, axis=1)\n",
"print('按列合并后的结果')\n",
"print(d)\n",
"print('合并后数据维度', d.shape)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2).concatenate \n",
"沿指定轴连接数组或矩阵:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[1 2]\n",
" [3 4]\n",
" [5 6]]\n",
"[[1 2 5]\n",
" [3 4 6]]\n"
]
}
],
"source": [
"import numpy as np\n",
"a =np.array([[1, 2], [3, 4]])\n",
"b = np.array([[5, 6]])\n",
"\n",
"c = np.concatenate((a, b), axis=0)\n",
"print(c)\n",
"d = np.concatenate((a, b.T), axis=1)\n",
"print(d)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3stack \n",
"沿指定轴堆叠数组或矩阵"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[[1 2]\n",
" [3 4]]\n",
"\n",
" [[5 6]\n",
" [7 8]]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"a =np.array([[1, 2], [3, 4]])\n",
"b = np.array([[5, 6], [7, 8]])\n",
"print(np.stack((a, b), axis=0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4)zip \n",
"zip是Python的一个内置函数多用于张量运算中。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 2],[5 6]\n",
"[3 4],[7 8]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"a =np.array([[1, 2], [3, 4]])\n",
"b = np.array([[5, 6], [7, 8]])\n",
"c=c=zip(a,b)\n",
"for i,j in c:\n",
" print(i, end=\",\")\n",
" print(j)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.5 批量处理\n",
"&emsp;&emsp;在深度学习中由于源数据都比较大所以通常需要采用批处理。如利用批量来计算梯度的随机梯度法SGD就是一个典型应用。深度学习的计算一般比较复杂加上数据量一般比较大如果一次处理整个数据往往出现资源瓶颈。为了更有效的计算一般将整个数据集分成小批量。与处理整个数据集的另一个极端是每次处理一条记录这种方法也不科学一次处理一条记录无法充分发挥GPU、Numpy平行处理优势。因此实际使用中往往采用批量处理mini-batch。\n",
"\t如何把大数据拆分成多个批次呢可采用如下步骤 \n",
"1得到数据集 \n",
"2随机打乱数据 \n",
"3定义批大小 \n",
"4批处理数据集 \n",
"\t以下我们通过一个示例来具体说明"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(10000, 2, 3)\n",
"第0批次,该批次的数据之和:5.5780579986508\n",
"第100批次,该批次的数据之和:-47.543774988282856\n",
"第200批次,该批次的数据之和:26.107407146319012\n",
"第300批次,该批次的数据之和:-26.405107565787496\n",
"第400批次,该批次的数据之和:-27.782361443199072\n",
"第500批次,该批次的数据之和:4.237439895458259\n",
"第600批次,该批次的数据之和:3.5975416060320313\n",
"第700批次,该批次的数据之和:-16.569913283732195\n",
"第800批次,该批次的数据之和:23.35629338489166\n",
"第900批次,该批次的数据之和:-0.7764243755135087\n",
"第1000批次,该批次的数据之和:24.021765531685112\n",
"第1100批次,该批次的数据之和:-34.934841176590375\n",
"第1200批次,该批次的数据之和:21.844482577744493\n",
"第1300批次,该批次的数据之和:11.78424017827581\n",
"第1400批次,该批次的数据之和:20.39357133668674\n",
"第1500批次,该批次的数据之和:4.453783059609309\n",
"第1600批次,该批次的数据之和:-35.67947644198051\n",
"第1700批次,该批次的数据之和:11.33629580421406\n",
"第1800批次,该批次的数据之和:10.081223365935935\n",
"第1900批次,该批次的数据之和:5.2707308233175265\n",
"第2000批次,该批次的数据之和:-0.5889700968964533\n",
"第2100批次,该批次的数据之和:18.831083481368776\n",
"第2200批次,该批次的数据之和:4.262182638335309\n",
"第2300批次,该批次的数据之和:0.9839106193011666\n",
"第2400批次,该批次的数据之和:-33.323155048944145\n",
"第2500批次,该批次的数据之和:-19.332412993204912\n",
"第2600批次,该批次的数据之和:11.941681586288183\n",
"第2700批次,该批次的数据之和:14.930043654758325\n",
"第2800批次,该批次的数据之和:-58.689636551732264\n",
"第2900批次,该批次的数据之和:3.6523899050702884\n",
"第3000批次,该批次的数据之和:3.1868217592593595\n",
"第3100批次,该批次的数据之和:-21.507041234175226\n",
"第3200批次,该批次的数据之和:13.362528649333733\n",
"第3300批次,该批次的数据之和:-6.118990626263122\n",
"第3400批次,该批次的数据之和:29.26889888750879\n",
"第3500批次,该批次的数据之和:-22.01047219162482\n",
"第3600批次,该批次的数据之和:38.38454873464405\n",
"第3700批次,该批次的数据之和:-3.124659494885786\n",
"第3800批次,该批次的数据之和:-1.5759678539665565\n",
"第3900批次,该批次的数据之和:-38.177872982755424\n",
"第4000批次,该批次的数据之和:28.169147578112423\n",
"第4100批次,该批次的数据之和:-39.261748570507635\n",
"第4200批次,该批次的数据之和:-9.909984801051639\n",
"第4300批次,该批次的数据之和:1.4401289525672976\n",
"第4400批次,该批次的数据之和:-1.8334628238409358\n",
"第4500批次,该批次的数据之和:1.2555550307092638\n",
"第4600批次,该批次的数据之和:6.429609947443161\n",
"第4700批次,该批次的数据之和:1.8464571275277368\n",
"第4800批次,该批次的数据之和:32.22257860104968\n",
"第4900批次,该批次的数据之和:-1.4812081872065432\n",
"第5000批次,该批次的数据之和:20.01550025091837\n",
"第5100批次,该批次的数据之和:-1.9947982078950375\n",
"第5200批次,该批次的数据之和:37.24283457282345\n",
"第5300批次,该批次的数据之和:32.33540835465283\n",
"第5400批次,该批次的数据之和:3.6177710156570484\n",
"第5500批次,该批次的数据之和:-20.834940723873583\n",
"第5600批次,该批次的数据之和:-49.80186693663253\n",
"第5700批次,该批次的数据之和:-16.20648166776654\n",
"第5800批次,该批次的数据之和:28.628206589792917\n",
"第5900批次,该批次的数据之和:24.394163220487595\n",
"第6000批次,该批次的数据之和:8.920533644533307\n",
"第6100批次,该批次的数据之和:-8.510899259506786\n",
"第6200批次,该批次的数据之和:-14.593328990537092\n",
"第6300批次,该批次的数据之和:-48.36732537478254\n",
"第6400批次,该批次的数据之和:9.14929826233968\n",
"第6500批次,该批次的数据之和:0.824128256425988\n",
"第6600批次,该批次的数据之和:33.271732710204475\n",
"第6700批次,该批次的数据之和:-1.5926774097600394\n",
"第6800批次,该批次的数据之和:37.205042270382094\n",
"第6900批次,该批次的数据之和:-18.395899345068493\n",
"第7000批次,该批次的数据之和:13.894765404696718\n",
"第7100批次,该批次的数据之和:-6.662698714762715\n",
"第7200批次,该批次的数据之和:-46.327018976408624\n",
"第7300批次,该批次的数据之和:10.613086846746636\n",
"第7400批次,该批次的数据之和:2.266957824904031\n",
"第7500批次,该批次的数据之和:44.90546426989246\n",
"第7600批次,该批次的数据之和:-11.243467844509173\n",
"第7700批次,该批次的数据之和:30.715123271217493\n",
"第7800批次,该批次的数据之和:63.31258830354594\n",
"第7900批次,该批次的数据之和:10.62631525912648\n",
"第8000批次,该批次的数据之和:36.068092510342375\n",
"第8100批次,该批次的数据之和:-29.320955953245754\n",
"第8200批次,该批次的数据之和:-12.113696772344225\n",
"第8300批次,该批次的数据之和:-16.093783397914876\n",
"第8400批次,该批次的数据之和:29.220913238332155\n",
"第8500批次,该批次的数据之和:56.66385409126091\n",
"第8600批次,该批次的数据之和:13.530909908298296\n",
"第8700批次,该批次的数据之和:-9.698880758719177\n",
"第8800批次,该批次的数据之和:40.17673238080102\n",
"第8900批次,该批次的数据之和:-34.058600260543116\n",
"第9000批次,该批次的数据之和:-4.190241031917999\n",
"第9100批次,该批次的数据之和:21.596600335939193\n",
"第9200批次,该批次的数据之和:5.229305200671446\n",
"第9300批次,该批次的数据之和:-0.9284549756542226\n",
"第9400批次,该批次的数据之和:-66.64488154600016\n",
"第9500批次,该批次的数据之和:-25.051032459672467\n",
"第9600批次,该批次的数据之和:15.737733342847791\n",
"第9700批次,该批次的数据之和:-6.38370771714213\n",
"第9800批次,该批次的数据之和:3.3092187649904865\n",
"第9900批次,该批次的数据之和:-22.827383390951365\n"
]
}
],
"source": [
"import numpy as np\n",
"#生成10000个形状为2X3的矩阵\n",
"data_train = np.random.randn(10000,2,3)\n",
"#这是一个3维矩阵第一个维度为样本数后两个是数据形状\n",
"print(data_train.shape)\n",
"#(10000,2,3)\n",
"#打乱这10000条数据\n",
"np.random.shuffle(data_train)\n",
"#定义批量大小\n",
"batch_size=100\n",
"#进行批处理\n",
"for i in range(0,len(data_train),batch_size):\n",
" x_batch_sum=np.sum(data_train[i:i+batch_size])\n",
" print(\"第{}批次,该批次的数据之和:{}\".format(i,x_batch_sum))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.6 节省内存\n",
"\n",
"在NumPy操作数据过程中有大量涉及变量、数组的操作尤其在机器学习、深度学习中参数越来越多数据量也越来越大如何有效保存、更新这些参数将直接影响内存的使用。这里我们介绍几种节省内存的简单方法。 \n",
"1. 使用X=X+Y与X += Y的区别 \n",
"\t假设X、Y为向量或矩阵这种操作在机器学习中非常普遍。两个表达式从数学角度来说是完全一样的但对使用内存的开销来说却完全不同。X += Y操作可减少内存开销。 \n",
"\t下面我们用Python的id()函数来说明。id()函数提供了内存中引用对象的确切地址。 运行X = X+Y后我们会发现id(X)指向另一个位置。 这是因为Python首先计算X+Y为结果分配新的内存然后使X指向内存中的这个新位置。\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2233521033984\n",
"2233521033264\n"
]
}
],
"source": [
"Y = np.random.randn(10,2,3)\n",
"X=np.zeros_like(Y)\n",
"print(id(X))\n",
"X=X+Y\n",
"print(id(X))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"X在运行X=X+Y前后id不同说明指向不同内存区域。"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2233521034384\n",
"2233521034384\n"
]
}
],
"source": [
"Y = np.random.randn(10,2,3)\n",
"X=np.zeros_like(Y)\n",
"print(id(X))\n",
"X+=Y\n",
"print(id(X))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"X在运行X+=Y前后id相同说明指向一个内存区域。 \n",
"2. X=X+Y与X[:]=X+Y的区别 \n",
"实现代码如下: "
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2233521034944\n",
"2233521034384\n"
]
}
],
"source": [
"Y = np.random.randn(10,2,3)\n",
"X=np.zeros_like(Y)\n",
"print(id(X))\n",
"X=X+Y\n",
"print(id(X))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"X在运行X=X+Y前后id不同说明指向不同内存区域。"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2233521035584\n",
"2233521035584\n"
]
}
],
"source": [
"Y = np.random.randn(10,2,3)\n",
"X=np.zeros_like(Y)\n",
"print(id(X))\n",
"X[:]=X+Y\n",
"print(id(X))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.7 通用函数\n",
"NumPy提供了两种基本的对象即ndarray和ufunc对象。前面我们介绍了ndarray本节将介绍Numpy的另一个对象通用函数(ufunc)ufunc是universal function的缩写它是一种能对数组的每个元素进行操作的函数。许多ufunc函数都是用c语言级别实现的因此它们的计算速度非常快。此外它们比math模块中函数更灵活。math模块的输入一般是标量但NumPy中函数可以是向量或矩阵而利用向量或矩阵可以避免使用循环语句这点在机器学习、深度学习中非常重要。表1-5为NumPy常用的几个通用函数。\n",
"\n",
"|表1-5 NumPy几个常用通用函数|\n",
"| ----------------------------|\n",
"\n",
"|函数\t |使用方法 |\n",
"| :---------------- | :------------------------|\n",
"| sqrt\t | 计算序列化数据的平方根 |\n",
"| sin,cos \t | 三角函数 |\n",
"| abs\t | 计算序列化数据的绝对值 |\n",
"| dot\t | 矩阵运算 |\n",
"| log,log10,log2\t| 对数函数 |\n",
"| exp\t | 指数函数 |\n",
"| cumsum,cumproduct\t| 累计求和,求积 |\n",
"| sum\t | 对一个序列化数据进行求和 |\n",
"| mean\t | 计算均值 |\n",
"| median\t | 计算中位数 |\n",
"| std\t | 计算标准差 |\n",
"| var\t | 计算方差 |\n",
"| corrcoef\t | 计算相关系数 |\n",
"\n"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"【说明】np.max,np.sum,np.min等函数中都涉及一个有关轴的参数即axis该参数的具体含义可参考图1-9。\n",
"![image.png](attachment:image.png)\n",
"<center>图1-9 可视化参数axis的具体含义</center>\n",
"\n",
"1math与numpy函数的性能比较"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"math.sin:0.2656\n",
"numpy.sin:0.0000\n"
]
}
],
"source": [
"import time\n",
"import math\n",
"import numpy as np\n",
"\n",
"x = [i * 0.001 for i in np.arange(1000000)]\n",
"start = time.process_time()\n",
"for i, t in enumerate(x):\n",
" x[i] = math.sin(t)\n",
"print (\"math.sin:{:.4f}\".format(time.process_time() - start) )\n",
"\n",
"x = [i * 0.001 for i in np.arange(1000000)]\n",
"x = np.array(x)\n",
"start = time.process_time()\n",
"np.sin(x)\n",
"print (\"numpy.sin:{:.4f}\".format(time.process_time() - start) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"由此可见numpy.sin比math.sin相差很大 \n",
"2循环与向量运算比较 \n",
"\t充分使用Python的Numpy库中的内建函数built-in function实现计算的向量化可大大提高运行速度。NumPy库中的内建函数使用了SIMD指令。如下使用的向量化要比使用循环计算速度快得多。如果使用GPU其性能将更强大,不过NumPy不支持GPU。Pytorch支持GPU第5章将介绍Pytorch如何使用GPU来加速算法。\n"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dot = 250069.56223667783\n",
" for loop----- Computation time = 437.5ms\n",
"dot = 250069.56223667995\n",
" verctor version---- Computation time = 0.0ms\n"
]
}
],
"source": [
"import time\n",
"import numpy as np\n",
"\n",
"x1 = np.random.rand(1000000)\n",
"x2 = np.random.rand(1000000)\n",
"##使用循环计算向量点积\n",
"tic = time.process_time()\n",
"dot = 0\n",
"for i in range(len(x1)):\n",
" dot+= x1[i]*x2[i]\n",
"toc = time.process_time()\n",
"print (\"dot = \" + str(dot) + \"\\n for loop----- Computation time = \" + str(1000*(toc - tic)) + \"ms\")\n",
"##使用numpy函数求点积\n",
"tic = time.process_time()\n",
"dot = 0\n",
"dot = np.dot(x1,x2)\n",
"toc = time.process_time()\n",
"print (\"dot = \" + str(dot) + \"\\n verctor version---- Computation time = \" + str(1000*(toc - tic)) + \"ms\")\n"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"从运行结果上来看使用for循环的运行时间大约是向量运算的500倍。因此深度学习算法中一般都使用向量化矩阵运算。 \n",
"**<font color = red>【延伸说明】</font>** \n",
"由于Python列表与NumPy向量的结构不同如下图所示\n",
"![image.png](attachment:image.png)\n",
"对NumPy的操作一般比Python列表快但在末尾添加元素比Python列表慢。\n",
"在末尾添加元素时Python列表复杂度为O(1)而NumPy复杂度为O(N)。"
]
},
{
"attachments": {
"image.png": {
"image/png": 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HP72xT8OlVhKe/mJoH9C6/8IObiiG9qlAdNeyuvRa5/w2UM9Rz3GtgBWwAlbAClgBK2AFzr0CBupzXwUsgBWwAlbAClgBK2AFrMAcBQzUc9Tb7fZrcniEckzH4x0efbRcG3TM63PeVsAKWAErYAWsgBVYswIG6omlA7yyhkcvNk1Mplo0oJ5F93opoFrCTsgKWAErYAWsgBWwAlagqICBuihP90lAug9ggW69Xdr3glF3Ts+eAZSVZy5szMsz1TmF7GcF2ivAyz1DX9wZaw19yNx+ZGyeDm8FrMBpKgAnHJsV+l6G3JryBuoJJaZPtqRvyqZJadY49/maNGzXb+VFGtq6wjKQE4blH3ZWwAosqwBvkdP+WgE1N9Wk39fvLHvVzs0KWIGtKcCNecu+aqgefPaPicJTAWsD9dCS/0I47uioiGyluzvBrcLOnVnSYE16JVdrRryUh89ZAStwVgG19xR26SNou/izEW7O4KF+gIHIzgpYASswVgH1VX3f16/xRIz+T+l09XtMAMI1p7BctUxnY0vqHISnElL4pVlgKo5AWvu5QE18pVWSme8/Es4Dbkkln7MC9RTQzHHaJ9AP6AaX9simNsygNtUpnTlpTM3b8ayAFdiuAuKIvg8pCLrpr6Y4QFpP6OkD1Q+yT8GZsOTDOY637KapteUrnmm7BrN0Jiomq7XOGmipLBGodUemwZW0dMw+HZhJWw2B8yWnhpBLoxTP56yAFZimgNp7bOOkpHbNeTndkNOOu2ZsFLZrH2/Ytz4AdV2j/a2AFairAH2FwLbU98T+pY83uixUPxc5ROxEmmm/pb6SMFt2ZTrb8pU1sl0w3AXUqhiaPaLysKWDrSocFRwnEFa81PyhQK1wsSKnafm3FbACdRRQe1M7jqlyQ01/ENu0wtMnpDM1MW7fsWZ/6EfsrIAVsAJ9Cogx+manNUEgdulLN3eepWkwSATk2PdxHB2ArfxKsB/jrPHYQD2yVHSXlQNqVZhYiVRJ0gpEtkqLis6AzHKNLqe0Sa/k1GgM1CWVfM4K1FFAN9CxzZdS1o303PapfOemU7LV56yAFTgdBegr4IfSTbj6lQjVUQEmAWARbbnfMXw81vsfuckHwg2xL6a3xuMyna3R4iPb1DUg6nFKfLyLqSWgJo4qbt/AOBSovYb6yBXE2Z8rBTQI5G6wJQQzLpyPYdNHngo7dK/+oK/fGJqew1kBK3DaCpRYhCuPfYqO0wk88YXSApLFMPilk4L0c6QlUKe/6noyp7RLfenaS8hAPbKE4vqiOCjGCqjKltsTTk5ArYG2q6IRPqav+Lk9d3/kG/PJhbOfFbAC8xVQ2y0NAgJqLdOgfcZlIFOsUH9goJ6inuNYgfOngHgkxwawCOzAJghW+FQp9T2cJ6xgOccv+KmPJDx9YC4ceSidUl+a2rK23wbqCSUy5k5KlTKtxIJpHhVzrHAc51ysxLnz+CmMB9kuhexvBeoqoEFg6JIPBhO19bRPGGOZ8nVbH6Oaw1qB86uAZpKZVU6dbvYFu2IJ+qqc05N69UNDJgi0HJU0c+ukZYOBOqf4CfsJhrsqhi49gnIcPPFX5RFAq4KmS0aUlioueSqOzrHHT7PTucoaw/rYCliBOgr0rQvM5aIZG/qAqU79R2k95NS0Hc8KWIHTU0DvbKXLMtSHcR5OYROPwBvySxVRHzTmpl5Qn5uAEL/kgD/Ne62/87cfa7V2RXZppokKkgNcKmJuo3JGfypj6qdKzOVGkI7xYhjCqXLrDnNFUtkUK3DSCmggoB1HR1uk/abQK6AeMxDFdOlv1Bfk+p4Y1sdWwApYARQQZ9BfRcfMMX1R3AS+9DPyj3Ho20hHT+vTGWr6JfJLeYS0lGaaHv6pbTHMFo4N1DNKiZlgKl7ubmtGsqOjMmBTUT24jpbOEazAbAU0UNEGo9PgEQcJBhjBsAYhrbEGvoc8XdIgloJ6zNvHVsAKWIFUAU28qe9Jz+u3+jT6qtSpD6O/wtG/ES7Cs/KJ8eNEgOIqbYXf8uw013KxWrpC762AFbACVmCQAgwQDB4RcvUoFX8gWCCs30qYOPixpVCuMNorzWPfxMse762AFdiOAkCtADg3AYcfMK3+jD5JM82co//R7DUAjV8aNvqRF3FivPSpPnBPPqfQpxmot9MWbKkVsAIrVkDAHGd/GFz4zaDDxnFuFlqDCjM1XS6dGeoKZ38rYAWsQJcC6kdSsCU857ipTzf6tvRczo94hMMB4kCy0uI49o3KD5gmrVNwBupTKEVfgxWwAqtQQLMxY4wBuuOsT1dcBig2OytgBazAHAXoc7h5p786pgOkj21Dzes3UNdU02lZAStgBUYqACQzc8MgZ2cFrIAVsALbVMBAvc1ys9VWwApYAStgBayAFbACK1HAQL2SgrAZVsAKWAErYAWsgBWwAttUwEC9zXKz1VbAClgBK2AFrIAVsAIrUcBAvZKCsBlWwApYAStgBayAFbAC21TAQL3NcrPVVsAKWAErYAWsgBWwAitRwEC9koKwGVbAClgBK2AFrIAVsALbVMBAvc1ys9VWwApYAStgBayAFbACK1HAQL2SgrAZVsAKWAErYAWsgBWwAttUwEC9zXKz1VbAClgBK2AFrIAVsAIrUcBAvZKCsBlWwApYAStgBayAFbAC21TAQL3NcrPVVsAKWAErYAWsgBWwAitRwEC9koKwGVbAClgBK2AFrIAVsALbVMBAvc1ys9VWwApYAStgBayAFbACK1HAQL2SgrAZVsAKWAErYAWsgBWwAttUwEC9zXKz1VbAClgBK2AFrIAVsAIrUcBAvZKCsBlWwApYAStgBayAFbAC21TAQL3NcrPVVsAKWAErYAWsgBWwAitRwEC9koKwGVbAClgBK2AFrIAVsALbVMBAvc1ys9VW4CQV+IM/+IPda17zmt0111yz+57v+Z5NbNdee+3uK77iK/bbFVdcsdvK9tKXvnT34he/eHfzzTfvbrvttk1sb3vb23ZvfOMbd3/91399kvXfF7UeBR566KHdt3/7t+++4Ru+YRP9EP3mK17xit2LXvSi3Rd90RftXv7yl+8uu+yyTWz0Rdj8tV/7tavX+rrrrtt98zd/8+6tb33rRZXVQH2RJPawAlbgGArcfffdu+c973m7Sy65xJs1KNaBr/zKrzxGFXWe50SBD33oQ7srr7yyWAfdT7mf5qYrupMF6v/+7//e0Shwn/zkJ3fvf//7N7f94R/+4e7+++/f1Pb3f//3uyeeeGL39NNPb2qLjcLHyytwxx13HAavV77ylbuf+7mfW/2M6U/91E/tXvKSl+ztfu5zn7v7pm/6pt0b3vCGVW/f/d3ffeamBbu3MEP9oz/6o7tLL710r/VznvOc3e/8zu8sX0md47lQ4IEHHthdfvnl+7rGzOlv/MZvrJ4d3ve+9+2+7du+7dCHfuM3fuPuLW95y+q37/qu7zr0R8yo/+RP/uRq+33GpC/+4i8+aEz/n7qTBGrgmUcd3EH+1V/91aEj3tId5a//+q/vPvvZz3pbUIP//d//TduHfzdWgBvfH//xHz90Utdff/3u0UcfbZzr/OTf+973HvoV+pr77rtvfqKNU3jwwQd3L3jBCw5af9mXfVnjHOsk/573vOegNbOGr3rVqw6TJXVycCpW4FkFYrtm6RZwvXbHhOHVV199aNfveMc71m7y3r5bb731YDPL+9bc79O/iynhSJbX5NzJAXXsfGkQVLabbrpp9etytF70da973e6FL3zh7ud//ud3//mf/2mgbgjUjz322O5zn/vcQeP/+7//y7UR+zVSgA6Ueq8bXdrpFhwDlmwG8PQkbM22/9Ef/dGOmV3Z/drXvnbN5h5syw269Otb0PxwET7YhAKxXQOoW6hjAD/tgXbNExyWza3dMYny5je/+dAXcYzfWh2a6ukYbIbWjFs5d1JAHTtfXmpa8x1PrjDi3TGPnLZwd8zSjgiln//853OXtjq/J5988gDS2G+YXraIGKziGsWtzKoA/YLStc+qqER/8Rd/8WAztv/Ij/yITq12nw66PMXQoGugXm2xbdaw2K638pTs3nvvPcyabuUpGUwGm6kPhdnW7OJSRG6yZPtJA3Xa+a79jidXgbZ4dxyhlOUpW4Hp//mf/znA9JbsztWbLfpxo6jHZ1uaVWGg1UCwlT7mB3/wBw82Y/sv//Ivr77K9A26BurVF+FmDKSuxXa9ladkd95556Fdb+Up2Qc+8IEzs+msJlizi0sRNXnCnn70ZIG6r/Ndc4HJti3eHXMTE9d4a/ZI17TG/TPPPLN/YVJ2cwNgoF62pOJTmK3MqqRrFNc+q6ISveqqqw6DLss97rnnHp1a7X7IoGugXm3xbcownpJtce0xLxHrxl6gt3bh43tt9Pv8XqtLb7Li07GTBmoaRFw/tPY7nrQCAaFbvDt+/PHHz8A0M75rdyzpiHZjs2aqtzKzvnaN++yLT2G2MquSrlHcQh9Dv/IlX/Ilh0GXFxF5IXHtbuiga6Bee0mu3760XXOjv3ZHu45rjyPordn2uAaZtstN81pdepPFko/oThao41uXa7/jiQWi43TWaytrSON6aWZ3t/BljHSdt2w2UKs2tt/HpzBbmVVJ1yiueVZFJfiRj3xk/1KzZrDoG5lxWbtLXyYvDboG6rWX5rrti+16K+8qpU/iU9Bbq+JxDfLa32vjJkufS+xainiSQL2lO55cRd/i3THXEWF6Ky/yPfXUU4fZdGwGruUM1FKi3b70+KxdrvNTjmsU1z6roqv9i7/4izNf8mDJxxYc/6VRNwBDBl0D9RZKdZ02xna9lS95pMugtvIlj7gGee3vnAxdinhyQL2lO55cl7LFu+N0hhcw3YKLL02yrCP9koeBum0p9j0+a5v79NTjGsUhgDc9p3ox+W69oJT9D/zAD9RLvFFKPMKeMugaqBsVyIknG9v1Vr7kkS6D2sL37plEEXjSF639nZMxSxF1XexzbjOfzUs73xtuuOHwGaXcha3RL94db2UNKcsj0pnpNWqb2iRYZlkKa6d5ITF1CuM11Kky838PeXw2P5e6KdDH0K8ITNc+q6Kr/+Ef/uGDzdi+lS95aHAaO+gaqFXy3g9RIG3XW1l7PGYZ1BAdlgjDJEr8HCrMs2Y3dimi+qxNA3V6x8Od5tZcvDumMLimtTsBp76KAZhuwfGvz2UznWmX0/UZqLsUmubPUxh9CH8rX/KgPcY3/tc+q6KS+fZv//YDTG/lSx7poDv2RU8DtUrf+z4F0neVtrL2mP5HN/ZbeUqWvtfGOLBWBxfED0IMvcnaPFCnne/a73jSCrTVu+MIpcAp8Ll2xyx0/JIHSz5KzkBdUmfauS0+hUnXKI4FvGlKzYtFv/LlX/7lh0H3+c9//ia+5FFj0DVQz6s75yV2+q7SVtYexy95bOUpWfpeG9qv1c25ydo0UNfofI9ZqHMK7ph2M2OrGV72+irGMW3qy5t13tHuITYbqPtUHXd+i09h0jWKW/mSh54AMIv10pe+dBNPvGoNugbqce3yPIaO7ypt6SkZs9Gamd7KU7L4XhtP+eCetbq5N1mbBer41iUd6JrveHKVJ5312sLdMdcRoRSYTl/ky13rsf34kofWebPn9xBnoB6iUn+YrT6F2eIaxb/5m7/ZPfe5zz0Mul/7tV/bX0ArCFFz0DVQr6BAV2xCbNdbeVcpPonnZnkLT8moAnEN8trfa6txk7VJoI5vXa79jifXr6SzXlt4Mzf9ksdW1hWnX/KIn8XLlU30M1BHNaYdb/UpzBbXKP72b//2AaSZxXrjG984rdAWjhW/5FFj0DVQL1yAG8outmvgZwvvKqVP4rfwlAxd4xrktb/XVmsp4uaAekt3PLl+Zot3x3GGl1nprbx8GGG660seuTKSn4FaSkzbz318Ni3XebGYTd/iGsWf/MmfPAPTt9xyyzwhFojdatA1UC9QeBvLIm3XQ18yO/ZlpsugSvZ3orUAACAASURBVP/Q6Ni2Kn9m0+ML3Gt/r63mUsTNAHXa+QLWW3Px7ngrb+YKKrVmmpcRt+DoQOfarGvfymz8msqlxuOzpa+HPmaLaxS/8zu/8wDTfMnj937v95aWbnR+LQddA/Xo4jjpCFtt1zWXQS1VwEyixP8muOZ/2d5iKeImgDrtfLfyb7hVidO74628mRu/iAGcAphrd+mXPObYbKCeVtq1Hp9Ny31arPSdhi2sUaRf+eqv/uoDTG/lSx5x0OWFsNqfzzJQT2sDpxhrq+269jKoJco2vte29n/Z3mop4uqBOna+LMZf8x1PrtJu9e5YL/FplnfIVzFy17+kHy9Ixpcm+z6L12ebgbpPoYvPx6cwdC7U/7W7La5R/MhHPrJ70YtedIDpF7/4xZvQeolB10C99ha3jH3pu0pbWXssKOM9iLWvPVZJpu+1MQm6VpfeZNX8IITKjn3OHfU/JS7R+eYuupZfWnBbmPXi2lOY3sKXPOJLk2O+5FEqawN1SZ2z59KnMF6jeFafmr/4ksfznve8A0x/zdd8Tc3km6W11KBroG5WhJtJOL6rRH1gLF67A0K39F8EpWd8r23t/7I9vcmq/UGI1QL1Up2vKkXtfVpwW7g7ZrmEZqTZA6ZbcMyey25sHvMlj9L1GahL6lw4t9WnMFtco/jud797xzppfYv2uuuuu1AQKz5actA1UK+4Iixg2m233XZoH1t5V4kn8Sx/ol23WAbVQnYmUeKXPNb+XtsSN1mrBOr41uXa73hyFXWLb+amX/LYyot46Zc8as6mG6hztfus3z/90z8dXkJ54QtfuHv729++4+Zxzdv73ve+3fd+7/ceBt1rr712h9+abcY2PiknkGb/0z/902cLY4W/uNlaetA1UK+wIixgEoD3pje96dBGaONbaNf0mfSdtGnWHr/rXe9adV/EZOev/uqv7v7f//t/B63pi9bcf/7ET/zEwdaWN1mrAmoaRBw01n7Hk+sj4qxXy4LL5T3VT+CoWd6twDT1RTbz9RFm2Gs66bIVPWpe+5C0gKX4T0Qi7Pn4kkMHbi2e1YKBeAlnoF5C5fXl8frXv95t7hL3O6X+tvUHIVYD1Olbl0t1vrW6BeAuvpnbuuBq2S1oFJhyHWt3gDMALZu5hhZO2hio8+qy5k+dF2v/6Ey2sGn98ctf/vJN2IumX/qlX3rQWppvaf+zP/uz+UrUwNdA3UDUDST52te+dt9GeEF3C/0QNuoTc7Tl7/iO71i93epzttTfv+IVr9jXi6/7uq9rXospUzRin3OLvJT4z//8z4c31pnxuuqqq1ZfsdRgAWduBr7v+77vMOD9zM/8zB74gL41b4899tgBSoFTwHHN9sq2+NLk3C955Cq9/AzUUiK/j0DN476tOK1V5AZ4K+6tb33roX/Zis3YqQF4yReyDdRbqiH1bO2DmXo51Usptus1fxlDV3yM9qy8p+410dkFuVPTzcXrq4OLAHVc36IC29L+93//93d80g+bmVnXzOna9wJT7ddub2of675bOgN1WV0DdVmfmmfjwFsz3dZpqR83ULdW2un3wcwaFYrt2kDdpoTOHVDHt3LXvLA9tU2DxZ//+Z/vPvjBD+43vjjBVya2sAlQmfndgr3YGNdNt2l+F1I1UF/QIndkoM6p0sYvDrxtcmiTqvpIA3UbfZ3qBQUM1Be0aHV0jPY891rONVDPFW/J+KpcALXgtOZXJlpfi2amt7BuWloIctG7tVNeXkOdV9pAndelha+BeriqXvIxXKtTCmmgbl+aYp4lb5DnXpWBeq6CC8VX5TJQLyT4brf/9+e6eWmdq4G6rLCBuqxPzbMG6uFqGqiHa3VKIQ3U7UtTzGOgzmvdVwcXWUMdl3zkzVynryqXgXq58hHkeoZ6Oc27cjJQdylT399APVxTA/VwrU4pZB/MrPFaY7umP127E/MYqPMl1VcHDdR53fa+qlwG6oJIlU8ZqCsLOiM5A/UM8UZGjQPvyKhHDa4+cskB2EB91CI/WuZ9MHM0wwoZx3ZtoC4INeOUl3zMEG/JqBosDNTLqW6gXk7rvpwM1H0K1TsfB956qbZPSX2kgbq91uc9BwN1+xpwjPY896oM1HMVXCi+KpeBeiHBvYZ6OaEH5GSgHiBSpSAG6uFCeoZ6uFanFNJA3b40xTxL3iDPvSoD9VwFF4qvymWgXkhwA/VyQg/IyUA9QKRKQQzUw4U0UA/X6pRCGqjbl6aYx0Cd17qvDnoNdV63va8ql4G6IFLlU17yUVnQGckZqGeINzKqgXq4YAbq4VqdUsg+mFnjtcZ2TX+6difmMVDnS6qvDhqo87rtfVW5DNQFkSqfMlBXFnRGcq2A+p577tkx0Nx44437/V133bXjm+m1XMt/PX7//ffv7eYaaro48NZK9xOf+MTu9ttv39uL1mzvfOc7dw8++GCtLPyvx6sp6YT6FOiDmb74ufO0h1e/+tWHekwbqdm2Y7uuDdT8I7prr712b3vu2qb4iXlqATX9Ov27+h/29EnYXst5yUctJRuno8ploG4sdEjeQB3EOPJhC6C+5ZZb9gMAgxhwGgecWqBXG6gFpXHgZSCu6aIONdIFCtR/ccwAFvPgmmo45VFrAB5ik2eoh6h0emFqA7X6Iuow4Ed/pPrMuRoutrkaQB1tlK3sazmlWaM9058rPfpLbKffkR83AzWcgbqGirvdfpCgoNgYMGrOcmGiCr4VUD/55JO7Rx99dL9h+1NPPVVJmWeTIU2+51zzPyXynyJJV3bXTBurDdRVq8CsxGoDNe1UbYrOVY5ZC/wB1hptuDZQMzBgb7Sf45ouDrxz02VmOqcz6cZ8CDfXKZ8aA/BQWwzUQ5U6rXA1gTq94ZRS0b/GLGpsbzWAWnay1+w0bbCWq9meNQGR9pXMWCsf9J7rDNQzFWTQVWWiwsY7zRoFJPNU6C2A+uGHH94/ev3oRz+6e+SRR/bHDNwc13K1gZobAGyUnR//+Mf3x3QUnKvhjgHUjz/+eA3TTy6NmkBNXVR7SmcmGLh0rkb7rQ3UKtg4O5QOEgozdR8H3qlpKF4csOKNC+cjMKTnFH/MXuW2RqB+73vfu7vmmmt2119//e7ee+8dc1kOu0IFagK1YI/6mzrVadrkXBfbdW2g1kRE7hqm2q1rn9ueYQSllfaV8YY/PTfFbgP1FNVCHMF0nNEqDSIh6qhDVYjaQB0BWiAaYZXZ3xquJlAzey6Yfuihhw7mcSx/Zq/nuiWBmtl1ZvCfeOKJuWafZPyaQB2hOe1EI2zXGMTOO1BHaGbQjS6WA+12rlMfOXcAHmrHHXfcsXv+85+/+4Vf+IViFNr25ZdffhjUOa79NK1ogE9WV6AWUEegy/U3NUH1vAJ11Jg+IrrY38Ntc90xgPrSSy/dXXnllRf1KWevdO6VdcSv+a/H42CRzmbprjOdAeswq9dbg0VNoI5gyix1dJq1ZqCrAac1gTraFpemxOupMbtuoI414rjHNYEaiFZ7ys2M6lza+U5R4LwDNZrRh6AzfUB0eppHX1nDqdxaAzUwrIGTPG+99dai+fHGQTbWniEsGuCT1RWoBdS0C9WJ9OYeo9VGCJPrq8Zc2HkFajQCqtGPfXSR4dJzMdzQY/UL1I/W7qqrrjrUHZaepTfpmwPqePfYNVjQEGoUlBpdTaBm9lkzuulSA65H59Jrm1JRSKPWGmrZxRKV1DFQcb7GgHUMoKYcyNfurAJLAnVs12etGP/LQJ3XjDaqPo3jGk7ptQRq+kyWbSivm2++udd0A3WvRJsLsBRQ9938jxHuPAN1TieYRBOf6YRoLvwQv6WAmqdj6oNe9rKX7d8jS+3bHFDrgnKz0LEh1Cgs5VUTqLXumAEtnYXmbgd/tnT2Oi24Ib9rAXW0KzcLHa8pzl4PsTENcwyglk5PP/10as65/m2gPlv8fTNbZ0OP+xUH3nExh4WmjmupXC2YJmf1ka2Amjp49dVXH/K58847B12wgXqQTJsKZKA+W1w1JyGUcuv2rNn/Gnwmm1sDdfp0DI2uu+46ZX9mv1mgpjKlrvaAp8rVCqhT+/ktoAZS5zqBYvpYYmy6Eahz67vjrPvcvJYC6meeeWb3+c9/fj+Dj06eob64ViwJ1II92txc5xnqswrytA592WrCNLmoj2wB1A888MBhHTRlOubFwrFAzc00fcBWt3Ry5mwNOI1fSwG1oI+6Pbe9xBtl+tOabktAzRgrXWmbNV1LoIZtVO+oD6961av2fR5+OTd/9MqlmvjVXEOtDtxAnYic+Wmgzoiy2+2fDAimWRLDsd3FCtQE6vjScG52otSuL7as7GOgvqAPQIC2wDT9QW2ncqsN1Hyhgxd/SJ8XCoHrMW4MUHNzTT+w5S1dPjhGq62EFdh0wczQ6+AGU/UW4E1dTVA1UO/2/Y4mTObeoKRlxe9WQM34x4uHqis8HeurgwbqXAl9wU9Ceob6wlKUrc9QMxOlGw0NoP7KR74R1ARqgR1tKv2nIqVzecvKvgbqZ/XRE7tWME0u6iNrAvU73vGOQ7os95gyszcGqJndjX3Blmap6buw/TxMCvTBTLlXOHtW63hzL+eqTudg+2wq/b/OO1Dr6RiatoBpSqAFUN933307jSPx6VhfHdwsUDNIpC6uoa7xWEENqxVQp4/p4tKK3Frl9Hr7fgsc5y7D6LMrrqFOr6nPxvQ8g5kGt/Tc3N+s71baDEAajAzUeWVrAjU5xJmfOFsa222Nl4nVEdLR1nQCVPoFbK7p4sBbI10BZQ6m0ZiyyD0pGJu3+shaQH3TTTcdYJoXEXM38ENs1PXLPvZdYB6B+n//93+HJL+aMOovDdTjioS6r7oR20H0p73PdbFdd9W/qXnE/nRqGmk8aVKjPccnATmYRpt0ciW1Z8jv2kB99913H56O8SWP+HTs5IC6VIm0RodKUWNgVuWqCdSl9cZABhWPLQLHkEqVC1MLqElbduXWdtNRcL5Gh6EBAvCt6fjOt2Cax6MMotwo4GegzitNeaoN1LhBpY4oPXWkOb+8NcN9WwF1hDTZP9yqcsg48JZD9p+VpjmYJrb6yRrAoPKcOwDTL8YveQDWc1wsK9nY1T8ZqOcovVzcPpgZa4naAfWDsTLeMHOuhovtuqv+TckHvtEsO/bT5ms4tZW57Rk96X+6bNONS42JiZpAHb/kwdOxT37yk2dk7auDm5uhVkFQUPHOkqtWBQO6azhVrppAHb/bnH7JI37ree5ML9dfE6ijbfFLHvF6ps4mxbJqAdQxTeCZNZM4A3VU/uLj2kBNDnT8sZ2qjdX4wL+uoDZQA8/xRl4241err4kDr65j6l62MqDJRu2lPddA/zDXSYs5AzD1LH7JgyUfc52Beq6C64vfBzNTLAboYpugndSYPJAtsV3XAOoI/Wp7cT8XUJXWnPbMtWMHaaGt+h7tBdqcr6F1DaCGBZQOdt1www0XfWOa6+qrg5sDai5KBUJhaVCILz3VmHkhH1WumkBNuv5PiaiQdxF+8yGG+wLOWtbBTDRpR2egjmpcfNwCqJULYE07rTWzonTZ1wZq2Yq9uS3mPfU4DrxT01C8Pnt1DQo/Z68+cuoAzONUHquSDi8h8jJiDWegrqHiutLog5l1WfusNbFd1wDq1tc4tz3LPmbQ1c+U9uI3xZuyFwhTP6Y4JgJVt7j+0nfuFa4rr00CNYUgqKbCxkc3Ne54VCiqXLWBmvQ148s/SomAXWOWV/ajEyAJONZw8d+jY7PWTnMN+hfqc/OpBdTM8LO0Q8s8cvYZqMul1RKoyznPO1sbqOdZMyx2HHiHxVhHKPWRU4Caz+CprKZ8yaOkgIG6pM42z/XBzBqvKrbr8wTUS5bFHKCmTOKXPPqejvXVwU0CtQqLTpNHC2wc17jbUdrsNVi0AGrSB/IAaDZsj0spoh1Tj2sDNXYAqqQru2vBuq6xBlCnX/Lo0tVALdXzewN1XpcWvnHgbZF+qzTVR44Faj5BpbhTv+RRuiYDdUmdbZ7rg5k1XlVs1wbqNiU0FajjlzyGPh3rq4ObBuo2xXMhVXX4rYD6Qk5tjloAdRtLL6Q6F6iBZ81Kc/2l/35ooL6ge+7IQJ1TpY1fHHjb5NAmVfWRY4CaR6qKxwBV86mcrtJALSVOZ98HM2u80tiuDdRtSmgKUMcveYx5OtZXBw3UhTJWp2+gLohU+dQcoGbGXzCtL3mUzDNQl9TZ7b/aojYAoGzFaRkBHe1WXBx4t2Izdqp+DAFq2hsv+ygO5YNfC3dsoOZFVl6a56a+pVN/6c/mtVR5etqxXRuop+tYijkWqNMveYwpFwN1qSR6zqnjN1D3CFXxtAYIwHiMi/HilzxKaRioS+oYqMvq1D0bB966KbdNTX1kH1Dz+an4JQ8GtZbumECtd3p4zweo7nopCxv58gHhpn7mVf2egbplbZqedmzXY8Bteo7zYg5tz/NyqRt7KFAz3iss1znlO/cG6hllp8ploJ4h4sioGiCGAnX6JY8xM14G6nLhMACoDXiGuqzV3LNx4J2b1pLxVT9KQJ1+yYPHra3dsYBan3UFkrtAOuc/9Ws36i8N1K1r1LT0Y7s2UE/TsC+WIBnY7XIsK6vxnXsDdZfCA/w1WBioB4hVKYgGiCFAnX7Jg7hjnIG6rJaBuqxPzbNx4K2Zbuu01Ed2ATVgqyU47HkRaAl3DKCOMM1nXHPgLD9epGcme+rMtDRUf2mgliLr2sd2baBuUzZ9QI3u8elY35c8SlYaqEvq9JzTYGGg7hGq4mkNEH1AnX7JY8q/DDZQlwvOQF3Wp+bZOPDWTLd1Wuojc0CNH2/PE4ZPUy0JFEsDNYDM/0UgX465ZoBZAJ3updvcf2ik/tJA3bqmT0s/tusl6/80a8e9EzE1j9rxSkDN0zFeOqS9Df2SR8k+A3VJnZ5z6vQM1D1CVTytAaIE1GO+5FEyzUBdUsdrqMvq1D0bB966KbdNTX1kCtS33nrrYbkQg1CLL3mUrmxJoGZmmk2OddHoMgSoAe05Tv2lgXqOiu3ixnZtoG6jcxdQ80+idENf6+mYgXpGGWqwMFDPEHFkVA0QXUAdv+TBIDLnX7QbqMuF4xnqsj41z8aBt2a6rdNSHymgpk29+c1vPsA0gx1+S7slgTq9NgN1qkid330wUyeXuqnEdm2grqutUssBNcs61DfVfDrWVwf92TyVSmavAjFQZ8Rp5FUC6nhu6Jc8SmYaqEvqeIa6rE7ds3HgrZty29TURwLUzEJfc801h4GMWepjOQP1sZRvl28fzLTLeXrKsV0bqKfrWIqZAvVNN9106IOoMzWfjvXVQQN1oaQ0WBioCyJVPhWhWUnP+ZKH0sjtDdQ5VS74eYb6ghatj+LA2zqvmumrj/y1X/u13RVXXLEfyHjMqhnrmnmNSWsNQI02zFan66f5zTpr1k/P/U61+ksv+RhTO5YLG9u1gbqN7gJqvqwTv+TR4umYgXpGGWqwMFDPEHFkVA0QWvIBTPNPWvjNxpKPWs5AXVbSQF3Wp+bZOPDWTLd1WuojX/SiF+1hmrWKwOyx3TGBmi938I9dpA22pFAtoJ6rk/pLA/VcJdvEj+3aQN1GYwH1S17ykkOba/WdewP1jDJUh2igniHiyKgaIIBnvuTBQCGYnvIlj1L2BuqSOs8u+XjLW96yn0njBY8/+7M/28SGrX/1V3+1f1FsKzb/7M/+7H7tMfs//uM/3sz2xje+cfe85z1vP5AxQ/2BD3ygXKkWOntMoFbezJil36PWOcYWzk39/rRkVH95HoD6ta997b6ePf/5z99/ipGbt7VvL3zhCw+Q97KXvWz19op5uEFeu7ay7wUveMFBY56OtfzOvYFaPc+EvSqXgXqCeBOjaIAAonkcqj1wXdsZqMuKPvLII/sBn0HfW1sNfvu3f3uTGn/TN33TfjDjxZ+aaxXLNbP/bARX9eNdM4S82Fzrpp12Qn7MQNN/cczXPnDMXAPR8pu73IM01V+eB6DWkiKVp/eX7OuSdXhWh+c+97nNv3O/OqDm7cutbKqoEajpwJgp3cLGIPHYY4/tl0xswV5s5GVDbNYAx0Ax50sepaHXQF1SZ7ev4wLphx56aPepT31qE9sHP/jBPZx++MMf3oS96Iqt0norOmPnn/7pn+5+5Vd+Zfexj32sXJkWPnsMoGZZh75FrcsVYMdH/3O/Pa202Z8noBbM8E86KN8tbG9605sO0MvM6dptFvPccMMNu9tuu20T27d8y7fsNX79618fm0aTY9VB9jm3yEuJP/ZjP3aoVCqwLe3f/e53HwBPoOf9s2uaW+rA2mnWULdyBuqystzgCPIoi624f/u3f9vbzU3AVtwnP/nJg9ZbsRk7VT8+85nPrMrspYEaHTQrHYUAsjUrzZhX478jxvTPI1B3wUzUZS3H8Uaq6wnJWmzFDnHZsV8qHqOJ1lAvUS9WAdRve9vbDgWFQVvZVLmYhRE4AhbMom5hk808WtyCvdioNdM1Hof2NUoDdVkhA3VZn5pnDdQ11dztZwLVf2vfBTQ1l3xwFfRd/KMXfY+aFxRZ7oEfM9jYwzkAXC8rTr16A/VU5ZaJZ6Bur/O5A2oeHahTay9vvRxkc1zy0Wr5QT2rL6RExw5UA45bcRogsLu1M1CXFTZQl/WpedZAXVPNZYGafhYwBpABqAjLuavSbLaAm3FGLy/mwpf81F+ehzXUfbODJZ2Odc5A3V55A3V7javkYKCuIuOoRDRAGKhHydYksIG6iazZRA3UWVkmey655EPLXiYbOyOi+ksD9QwRG0Y1UDcU9wtJG6jba1wlBwN1FRlHJaIBwkA9SrYmgQ3UTWTNJmqgzsoy2XNJoJ5sZIWI6i8N1BXEbJCEgbqBqEmSBupEkLX+NFAvXzIaIAzUy2uf5migThVp99tAXVdbA3VdPdeQmpd8tC8FMY9fSsxr3VcHF/nKh9dQ5wunta/XUJcV9hrqsj4G6rI+Nc8aqGuquewa6rqWj0tNExCeoR6n21KhPUPdXmnPULfXuEoOulvzS4lV5ByUiAYIz1APkqtpIAN1U3nPJG6gPiPH7B/HnKFmImOoGxM2l6b6SwN1Tp3j+xmo25eBgbq9xlVyMFBXkXFUIhogDNSjZGsS2EDdRNZsogbqrCyTPY8J1Hzxg7EDmOoDZr4MQlj2U5z6SwP1FPXaxzFQt9fYQN1e4yo5GKiryDgqEQ0QSwA1370mny19VnCUmDMDG6hnCjgiuoF6hFgDgi4N1Hxnmu9N67vSjB18Fq/PGaj7FLpwvm/96oWQ6zkyULcvCwN1e42r5GCgriLjqEQM1KPkahq4JVA/+eST+xsZ9rVd6/+UyA3YU089VdXsVkDNd/OxV1tVo/2fEg9y8u/EGS8AKM1QC6iBbT6tJwd4A/zMXhuopUr/vgZQS3PKqOQIxz/ioXzY+sJ3pVULqKkv2DHUjQ2vdMU8c15KRDv0Yt/nCKdtSPhcegbqnCor9FPl8hrq5QrHQL2c1n05tQBqAJr/WAdgfPzjHz/86+pHH320z5zB52sDteCfDl8217SXC6sN1ID0ww8/vNcXvT/60Y8etOZfste6kdE3mM/7vx7Xf0AElvn34owd+AFBgDWboFrjCvWJ8/weA0uxIai/9JKPqMrZY4GxyqVPb8pJZUR5Unb8pjxVhmdz6P41Fai5CaNOsMV/Xd+V09jwXenouscCtaCYG0u1Bfy6nOo9+UlfjrlWbgbGOAP1GLWOGFaVy0C9XCFogPCSj+U078qpNlADcQKwRx55ZJ9tzq/LnqH+tYEaWwFp3QhwDWsHagE0UC0Xte76N9wKO3Sv8lwKqLkGlmpRN0uOQVn9t/Zd1zz3X48DDuQBuOH0G1CQA3gEGLKHcwIL9lOc+ksDdbd6AuoIt116U04qH8LLxbhjZlJjvK76pzziPgKy7GHf5caG70pHeY0Faup6BGPSUX1P8+ImhfPAs7RkH28cuJ6h7hhA/aIXvWh3zTXXXGRidwldFHS6x9zP5iE2jYJCiJ1UziI6+FiJuVviznRMASldVa4aQP34448fZomUfm7PgMEMkgYqGiGD4pRHzOg2Z40weQIOQwCCcNgquwEQNZbcdXb5aYAwUHcptJx/baDW7C51BIiRUx3Dn/o/19UGatnDsgnV7zUDNX2N7Ez7jag11zPXKZ8lgDr2DRyX3FJATR8HIAADQBqbZkI1Q42fgEOwzdiC4xzH7Kc4aWKg7lcvat+lt8qOMonMwLF4gPIe6iKLjAHqmH4E1ejfdTw2fExH1zgWqJWG6jPp5ICa9qI8dAOquEPKR2Hjfkmgfs1rXnOw/4orrtgvpYu2rBqoY+GoEEpATeeucMSl8GID4fwYp7SmAnUcgDXwlGyIM0gMfPGxLfHGwgbXPwWoI/jI7hJAAPwKh83xuuMM2RDtNUAsCdQAyFhth1zL1sPUBOpYt9M6Ec9p5nqOducdqCM0p3rGtrkloNYLxPQLHPe5pYA6Z4fAoGus0rhCXI1x7Kc49ZcG6n71VC7o36W3yoYbpNRpKQP7oc5AfVapWAY5jaV/V/mcTe3ZX0sB9Z133nngy5e85CX7CcTUnlUDtYyNdzVdnRRhuyq8/HMFqDxyexXuVKCOaeoRbAmoNcOb3snKnzTGuKlArTziTFcXUJOHYJpjuehPOkOdBoglgZq82J5++umhZp6LcDWB+rHHHsvWEwmpOjS2jit+3J93oGZWmqdc3Bije3SxHOJTghhmzLHKrdUM9TPPPLOj/1AbpX8Y4pYG6tj3CRriWBX7fY0rXIeBekhpPhtm7kuJKhf0zwFbPJ+bhaY8VXZx9rp0BQbqi9VhkhMt2UdHG5G+tN+hbgmgvvnmmw+2YWMXS24CqBFWQsdOKgquJSGEY2F8dOq0OBc7thgmd6w8awB1nPXN5RUBNB0E44zTmJlU0mQgmjoTFWezuoBasJ/TFT82Bvehbkmgn2T/7AAAIABJREFUZlZHA/VUjYZe1xbD1QTqWIdzWg+54Ryq4XkH6pJOaq/pzHUpTumc2ngLoAb4Yxsd0/ctDdSAExM3jDV6Kqrfgir2OI0rHGtsygFeSXedU3/pGWop0r2PwJzTu++8yoryI+wQp7InTjpRNiQ+YSLID4kzNnxMU3Wz1ZKPmFd6rHbTBatpeP1uCdSMVTfccMOhzX7VV33V/pibu5w7GaBWYVAhUrjrayg5YfBT5VoCqOOyiXTgGAK2uWtoDdTMhGlAzUFz301EzmYNEIBuK6dZL+lzHgajKVouCdRT6krXNRmo88ropiZdcpMPPcxX7b82UPO0SO2TfboWvM+6pYEaCGC8wGm80eSPQEwQp3GFsOm5vutKz6u/PA992JIz1CqrqLfKivIzUEdlLhxP0YjYajO0I9r7GNcKqPny0tVXX33gwDvuuGPXVwdPBqhLd2XxhQJ1ckMKTB3fEkBdAooIroQb6jQg5WYEh6TRB/J95+NNwlAbNEC0Auo46zVXnyEabjmMgfps6fXV97Ohx/2q/dm8NHfqOvBbE6bJowVQU+/05AhQnLIUa2mg1liBJoIDjTWCDEGaliASNj2Xllvfb/WXBuo+pS6UC2WlsoixVG5d51VWnDdQR+UuHE/RiD4ETafANDm3AOoHHnhgx0uH2HXppZfu7r777v1FGqi/UNYIw6ZO7kIV6D5SnGMDNRZq4NoSUGtGDNvXANTprJfWZg61rbumnOaZJYFa9XvqY9FYAp6hjmrsdizvQN+xMz9nU8n/UrnVmqHm6ZxgmvbJ06QpbmmgjpAsMNNYI8gQxLE+V8sS03Njr9VAPVwxlQvjusoixo7n+9ZQD21LXvIRFb74WEt10/XUF4fs9qkN1Pfee+/usssu2/Mi+/vuu++QuYH6C1IIjtXJHRQqHCiOgTr/3d2+Gbs1AXU668VMtb4cYKDON4KaQA0cCb6oF9FRFjqXWzoUww45NlBfUElPiYYCwIWYw45UbjWAmnYomB7yJY+ShUsDNeMK4wVOYAZkA2ZaDoJ/6gzUqSLdv/tgpjvms2dULl1ATSiN+TlO0E0T+6HOQN2tVA2YJvWaQB2/5HHllVdetO69rw6euyUfejGku5gvnFHjOjZQxyUfY4CDQZQBaiow9gFz33kN5gy66brwCyqfPdKMC3bXcnHWi4Fas14G6rLCNYE6QnP6lCXCdg3wM1Dv9p/c1DKynKa03bHrknO1pQZQ650GwTR9wFy3NFADxpplE7gBZejDmJODaa7xmECNfXO23Czu3HIrxe+DmVJczqlcSkAd38WKX/KIy0Zzs9tdeRuo88pQdygHtZkYSn1K9Csd1wLq+CUP6lo68YMNfXXwZIA6NgQKJLohDSmG1/GSQF2Czz5wlb3pvjVQ94G+BvS0PFI74+/aQI12Gqg5jm4NQE3HwqCWfuQ+2nms45pAzTV0PbFQPamx3IN8DNS7wz+HysG0bmBy58bWNQ1+U2eo4zsNtNOhN959di4N1NEejTe065xDMwGFxpgu4M7Fj37qL6esoSbPOduYfj3aPPW4D2b60lW5lIA6gnOcfItgPKbdxHhT+zfqkepJ3zVyfmz4mKbyafmVD5Y7kU8OptG261y0Mx7PBWq44M1vfvNBY9JLWUH59dXBkwFqPT6gMFI40SwA58Z0AoRnW2KGmoqkwSltsBFExgw4pMMg1VU5VEm69sSTTbm7NeLRSRAm11ko7phZdQ0Q2D3HpbNeOd3WANTq/MbMeszRZUzc2kBN3rpxpL5Qv6gbqj+5Mhpjr8LWBmrsirZiL5/5w4+thqv5UqLWTKO1bNQ+9jM19FYbnwLU6TsNNWbMVRbHBGo0AZj7IJmyACr6wumacnv1l1OAOpfemv36YKbLdniA/lVLNjSu45frdyk/hdGEB79ZusO5MW4qUAP22BYnCrGB9PBP68zY8F3XoOseC9TYQ5vT8ibSUd2OmqldEo44cYvx9Y5Bl53Rfw5QwzX8C3FdN1/yKLm+OngyQI0IajDpGif5d80YdAkokZcAamzoglP5p4/Ku+yW/xJAHQdojuWi/xjo0AAxB6jTWS/AMOcM1DlVLvi1AGpSp24A0tRn9nx3nTKr5WoDNYCKrV1bDbtrA3WXrdG/ht0MlmxjgZq6RRtnm/olj5L9GrjVh7PP3fSTBnVPtnT1FaW8jnlO/aWBursUBNQC6HSfi0kfFeOlAJuLk/ObC9Sprfqd2iOg1vl0n4bP2Yqf2stYoIatujZuSuTQtCtc9I8Qrrhd+6lA/YEPfCD7JY+ufPA/CaCmMqiggeMIbvHiKQSFo0IRLt7hjSkk0lVac4GamRdBMTZ0zQzhz3k27pzo6DWjV4oXNYjHXD8DxRigjfHjzHhpljnaiM3kp+vg3BinAQK7p7h01qv0yS0DdVnhVkBdznX+2dpAPd+i/hRqAnV/bvVCqJ2PAerYxud8yaN0FQbqkjrbPNcHM2u8qqlAfaxrEfOMBepj2Uu+U4Ca/iF+yYPfQ1xfHVz1DDVQrALO7XN3XXTwsRID4EB1F4SXRFSeU4E6gqUGnrjPLaMAqvUYnLCAOFA6ZQZvKlAzixXtTI9zmnEt8aaBNBgsx7o42I6Nm8569WlmoC4rbKAu61Pz7HkBavpEzQbT/lo5A3UrZY+Xbh/MHM+y7pwji3Q9IemOvfwZMc8pAzXXxreluVa+Nc1M9VDXVwdXDdRDL7JVOFWuqUDdyq6h6U4F6qHptwg3FahjvKGzXgbqcgkaqMv61Dx76kDNOw1qbwA17bWlM1D3qxsfsU85jo/y+3ObH6IPZubnUD8FA3V9TdMUx8xQ33rrrYdJWtZO5yY10/Tj7746aKCOaiXHBupEkAV+RjAeml2c9eJ4qNMAPybO0LSHhmMgo57xNGZtzkC9XImcMlDzpIg1vpqZ7lryVlNtA3W/mjzhnbPx5HJJ1wczS9oyNC8D9VClpocbAtSM8fFLHhxPGff76qCBulCOBuqCOI1OjQHqubNeSwG13hTPzQKpjrE0KXcev6VnglS0Bmop0X5/qkCdvtNQ80sepVIxUJfU2ea5PphZ41UZqNuXSh9QMwutusN4yyz1VKd02OecgTqnyhf8BDte8lEQqfKpoUBdY9ZrKaBmJqdrJkifGdInhnLhlp4JUpEaqKVE+/0pAjX1R7PSLD8rvSBcW+E1ADVfXohfisCmKe/ylLRRf+mvfJRUOt45A3V77UtAzbp1/uMhLMe66blrww3UM8rTQD1DvIlRNUAwEHe5WrNeSwF113Xg7yUfJXWmnfNXPqbpNiWWXlhOv/LBsg7BNO809L0gPCXvUpxjA7Xy58mTnlBpPKl5g6z+0kBdqg3HO2egbq99F1Dfd999k77kUbLYQF1Sp+ecOkDPUPcIVfG0BoguoI6zXgwic2a9DNTlgvMMdVmfmmdPaYY6tmHaGEuzlnYCWvXh7Lu+sgDsC/6p8zWcbpTjci3BFZBdy0lrA3UtReumozIv1b+6Oc5LTe1l7kzuPCvGxc4B9d133z35Sx6l3A3UJXV6zqlyGah7hKp4WgNEDqjjuaFf8iiZZqAuqbPbGajL+tQ8ewpAPfedhpp6HhuoyZ8XjVnCJRc/Ayu/uXv1iQbquUq2iW+gbqNrTDUFav7bodjt6quv3tG31nIG6hlKqlAM1DNEHBlVA0QK1NEfEK7hDNRlFQ3UZX1qnj0FoOYmVzO9S3zJo6T/sYE6Z5vgquYXfdQvGqhzih/fT2UOS3Q9ITm+lRcsEPNscYb6uuuuO/yTF67jhhtumPQljwtqXHxkoL5Yk8E+qlwG6sGSzQ6oAUJA3XLWy0BdLi4DdVmfmme3DNT//u//fgBp2u1SX/Io6b8WoGaGGoBmmQfjCS8p1nTqLw3UNVWtl5aBup6WXSlphlr/+ZB2dvPNN3cFn+VvoJ4hn4F6hngTo2qAYGBmbWPLWS8DdbmQIlADfJ/61Kc2sX3wgx/c/6fPD3/4w5uwF12x9V/+5V/2dm9FZ9n92GOP7YF66S95lGrv2oBaa6oBa7+UWCq57nOvfe1r9zclgBNgs4Xt8ssvPyw/4B+JrN1mMc8P/MAP7G677bZNbFddddVBY+y/8847uyvRzDMG6hkCqnJ5hnqGiCOjCqgZpPWfHlvNeq0BqBlcmcXiE1trc+ijrzh4/2BTLf72b/+2afqtyu/Tn/70HqZpr0t/yaPUXtYC1NHGu+666zDw1/p8nvrL8zBD/YpXvOKgn8Zm7y+xJpc8q8FznvOc3b333hubXPXj1QE1Hd1WNjXWCNQ8zuTLElvYBKSA0RbsxUb+e5FmvADplrNeawDq6i2+YoIRqB966KHNzPZucYaaZROC3i3NUP/Hf/zH7mMf+9iO+rEmt0agRh+NKcB1DXeegFqP9HnRbCsM8aY3velQ5nx5Yu12q36y/ngrM9Tf8i3fstf4ZS97WY0mVUxjFUD9Qz/0Q4dKpQLb0v5d73rXmTWCgJ63NhpEmG79/VoDdbHv2EWgpiy24rb4HeqPfOQjB6Deis7YqZuAmm/S17j+YwM1+bN2mn10GvdqvZh4noBaM9RAzVac11C3L6m4hrp1bqsA6je84Q0HoMagrWzq/H7zN3/zANCABaCxhW3r0N/6+7UG6nL3E9dQG6jLWs09+/GPf/wAp3PTWjK+gJpZ9TW5YwO1xg7+A6pcXPJRa4nXeQJqraE2UKtG1d+r3m7xKx/8R8TWbnVA3fqCa6avyhWBek3rBPuuVUDNMoqtOA0Q2N7aGajLChuoy/rUPLvlr3wA1el/SqypzZS0jg3UzEAzfvASIseAtcaTml/6UH95HtZQ98HMlHrSOo5nqFsrvDt8Km+JG62+OnhJ+8vd7eKSjyXyq5WHOsDf/d3fPcxQG6hrqZtPRwOEgTqvz5K+Burl1DZQ19X62EDN1TALzaw0QM2GTbVeRpRa6i8N1FJkXXsDdfvy0JKPcwPULG4XnLaXt14Osjm+lLgloNZLiZ6hztcJz1DndZGvgVpKtN8bqOtqvAagrntF+dQM1Hld1uJroG5fEgbq9hpXycFAXUXGUYlogPAM9SjZmgQ2UDeRNZuogTory2RPA/Vk6VYbse9x+xoNN1C3LxUDdXuNq+RgoK4i46hElgRqXrQD3MnT7mIFDNQXa9LKx0BdV1kDdV0915Cagbp9KYh5tvhSopd8tK8fs3JQ5fKSj1kyjoq8JFCz7tBA3V08BupubWqfMVDXVdRAXVfPNaRmoG5fCmIeA3Ve6746uMhLiV5DnS+c1r5eQ11W2EBd1sdAXdan5lkDdU01d/sXAAUH2n/oQx/KZsJ7MdxYs1Hnt+Q0AeGXEtdZal7y0b5cvOSjvcZVclBH7BnqKnIOSkQDBINba2egLitsoC7rU/OsgbqmmgbqumquI7W+2cF1WHnWCgP1WT1a/DJQt1C1QZoG6gai9iRpoO4RaMHTLYH6ySef3P+befa1Xev/lMhXc5566qmqZrcCamZfsVdbVaPDf0r0d6gvKMvn8vg2d87hf/vtt1/0HxRzYYf4qb/0DHW/Wmh///3377ch/1iHMArfn3o+xFyg5imzbGA/1Mn2oeEVTswzdclHtHXIJyLHhpedcW+gjmqs+FiVyzPUyxWSBgjPUC+neVdOLYAagObRO4Nb/O+Ajz76aJcZo/1rA7XgnwFCNte0lwusDdSA9MMPP7zXGb0/+tGPHv4T40MPPbSrdSNDObIZqC9UU/0TF2AKR73hmH/owjHjClBdw6m/NFB3q8l6ev7BDrrfeOONh0/46p/upDEpI4W79tprD+EpV86NcVOBmnxUj7Az2kGatLnoCC84pW6JXWKYIceKNxao9Y+MUo2xG/1TNzZ8Gj/+NlBHNVZ8rMploF6ukDRAGKiX07wrp9pADcQJwB555JF9tjm/LnuG+tcGamwFpHUjwDWsHagF0EC1XNS6az2xwg7dqzwN1M8qxsygxg3NggoegDTAB8gAkmo49ZcG6rya8eXUCKGCVcoq/udKlQ/+lBMu55fP7WLfqUAtgMZOOexX3UrrD+eoX7oRUDjFHbpXvDFALYDHZrTCRc1IU22Bc2PD99luoO5T6AvnKRQ6IyqPCpq97vZzyVCxYiUmLpUyFmguXs5Pec4Baq5Bgxu2sTE4P/bYY7vcP4lh0GMGSWEZ+BgUpzxiJm/AdMo/diEudmArGzbgl7MZ7ciDMAoPcEyxWQOEgTpXI5f1qw3U1A3V61iPqCvyp/7PdbWBWvZQx2XnmoGaz0HKzrQNRq2n9AvSQnvlY6B+VhGBGuMWjj5T44ge2QNw+EWQk55j9+ovDdR55XJgqpAqFyBUTjc/nFN5cY5jhee/Xw51kUWG3sTGm4CUW7rsi/ZEqI7+Q451jUOBOtbvtD5HzXLtYUj4ITYbqAeoREHFxsBvKpc6LApehaTk6NxVIThHnBie82Oc0poK1AAmeQLUDGxABCCtQQjAiC7OIDHwEV5pEGcsbHD9Y4GaPHUDAFAz6EabsSMdpMlH18RgHgdtzo1xGiAM1GNUaxO2JlDHuk2dji6e08x1PD/2+LwDdWx/qZ7xpmCrQP3000/vnnnmmWK1iFCifrwLaOjz6G/YqPNTHeMTeTGJo35PAARYRadJIvrNOU79pYE6r6LKnn0KpwLPCNQKT/mkTufgkqFuClCrzpBfujQoQmoE/miProv4Y52ucShQR3tyuig9sdrY8EPsPwZQv+Y1r8kuZRmv+JArTMJM+Wwed4EURq5iC7TTCqNOKo0j/1yBJ6ae+anKMAWoIySkAMogJwCNkEyHj3/a8csf0B3jpgC1AL4E+xGI4gDNQC4XB/V4jTrftdcAYaDuUmg5/5pAHW/KBBvxStQextbxmIaOzztQ09/o6RK6RxfLAZCc61RuS8xQA9H6Z0x9NwPHAGqBDBBFHWfTGJLCXAQLNJzq1F8aqPMKwhGUC2WSloHKRtBKOciPibjUqXwJk+vD0vD8ngLU2Ek88ktnw8VFJRuinTmbSn66/qFATVpoRZ6pZlFP2qPc2PCK17VfEqivu+66Qx1Bq7QfWi1Qx0qRdjhag8MFyekxGn5pJYx3fGlaip/bq3JNAeoIlOmgFh/JqkBooNjGloaPaY2BU9IETJVH7hpTP9mQAjXhBPbxHMeKEwdojuUfATzNL/2tAcJAnSqz/O+aQB3rcK4+6qkIdWauO+9AXdJPbTiduS7FKZ1TG28N1MxKA430C2z8LrmlgTqOP0zg0PdqnIowEW2OcYCMFPhi2K5j9ZcG6i6F8v5Re+keb3I0oxpjqzzhAsIOcVOAupSuJgd1E5ALG9kpd77kJ+YZA9Rd6VGnSW/oRObY8Mp3KaBmDHvZy152AGomilN3gUjTMxV/z5mhpkCo/NFJ+DgTLT/Cp4NyX0OJacdjVa4pQA00aLBJgTLCs2avNTNMnBSaY1oU6lA3Bag14GJHCj6CHma/cBGaI2TLPoVPy0Pnc3sNEEsCNTqx9T1Gztl7yn5LAnW8MZurqYE6r6BuatL+KB96mK/6uJZATR+pvox9H0xj+ZJAjQaMFZo9BGgEbIxLjD+5DSgC3IAu9kMhLZaM+ksDdVSlfEwd0tgex6Y+TogTc0PLqiZQK3/qVMmtAailJTCN3n1ubPiY3hJADRddeeWVh3rDcc6tFqhzxuIXGwMVTK5UibgDVQMi3FCnOFOAupSH4CFCqPxiA1caDCgauGIcne/aoxVgmoJxV3j8gWTCp1AfbVAD6QN9wFt2p+l12aABYkmgJi+uyUB9tlQM1Gf16KvvZ0OP+1X7s3lp7tRv2mJNmCYPte9WQE2/QftkAxrjU7D0GuPvpYAaXYEGAFpQwEQPG78ZewRCjCf4sRGH36WZxng9XcfqLw3UXQqd9Vd5oT11NzqVH+ciWyhMWo7yL+1rAXW8QSvlx7kSC/XF5drZ5sxQoytpDIXpseHTa2gN1Pfdd9/usssu21/T85///P2efzKUc5sDaj12Se/S+iqRKsqxgVrLPZi9jYNDCagpOA1crYE6V0nwExzHAbkPMDQjhu2EHeI0QLQGamBRAzWd7JBZryH2n1KYJYFa9ZuZgLnOM9RnFdQ7G9Tz2k7l1gKoY1/wxBNPjLrhXRKo0yUDjDFRa8FQHHs0XgFxc5w0MlD3q0hd5UanC/T6gDrCscq8L9cYZ2rfJuahHg1xqlswz1gnTpoK1KrrKZ912TE2fC6dlkB999137y699NI9RF9xxRW77/iO7zgdoC6J31eJVFFip5YrnOinOLVmqJltoVGnME2eawZqBgfsjjCNzVsFag1CAmp+212sQE2g1o0k9ShdthSXDmk50cXWDPcxUF/QijaL5hHwLpydf0TabLWBGoBW+xx6Mx6vZimgjnkKyNIxRjObcTZa45WBOipYPp7zr8epo4znXTBNzrQRjflpGXJeTxUIM9TNBWrAlPyGwjR2qW6NsVPXo+ufAtQlPlP6cT82fIwbj1sB9R133HGoD1dfffX+n2/11cHhNSNewcjjKWuo0yzUKaUvHCpcqRLFJR9U8KFOlasGUAsoGODizLRsKQF1XG4xBjjoIBiUpgxIsktfBUghiPN9QK2ZMTqzoTZE2JUNNfcxfeljoM4rXBOoIzSnT1nUNqgnNcDPQP3s0i31KTlNaY/0K3MdZcZWC6jjlzzou6a2zTUBtUAMm+Q0XhmopUj/vg9mulIQuOVgGjaIZaByYeyP7YZj8cDQ2VfsmQrU5CdbcjCNzV2z5IqHvWOdrnEsUGsWPaeN+ohoy9jwMW56XBuo6RuVJnrccMMNB37pq4PjFU+vZsDvuUA95C5NYRCAAoyOyqeKklsbFcPGY8WZC9Q0DmxKZ3hjXppJIly63rgPXGM68Zh85wC1bCKdnNOMe9e1aUBPyyOXlvwi8Mqvxp6BOs56kQ+PSecM2jXsWnMaNYGa6+xaAqR6MvWRaKqhgfrCEq1c29UNTO5cqmXfb9o2Ww2gTr/kQf2b6tYC1HEyJ16LIDvCXDw/9Fj9pZd85BWjbjKO52CaGPjHjxt0sYIm9EirC2RzFkwFasXLwbTqdu4cNiwN1HoZNwfT9DFoFs+NDZ/TNfoJfoHduY4xStCM3TfffPOZJHWuK69VAzWFUapY8Up1F4oIaUWLjWEM3JEW2xygFkSUYJrr4Fo1OKUDndLgfArbUYP0mHSmADWziX0wrbxkM8tYUlc6l4bVbw0Q2F3LcT1ABGmySUMDdVnh2kBNbqpXwDM3ilqbz2+VS9mq/rO1gRq7oq3Ua+o7fmw1XM2XEvVkCK1lo/axn6mht9r4XKBmtlz9Ffu57zQIOtSHs++6YaN/UN8wB+IFYwCNnOAmzk5zTnaNgTOlGffqLw3UUZVnj+PNDPpTPnETW7CPLrIE8SI/pGwR4+WOlUep/qXx4uxttJfjaBttT442k54nT+AV/6H1TPVy6Ay12hk3JqmtnNONo1YWjA2v6yvtawE1/UP8ksedd955UbabBmp1RrlKrLucWKm406RCxDtOFJF/7OguUirjoco1FagFwjmYZjDD9vjNaQoUv7Tjl3/6qDxj8hkvDVBjB31gATuInzquKdqhayR8zIdj/LrSSdPVbw0QtYCagVk6kGZ8zG2glur5fQugJifKA5CmHrGnDQA1tVxtoAZQsbVrq2F3baDusjX617BbbXwOUNMXCmhpkzXqggZu9eHs035V198KqPXUlPGLOg8oAWcCJmya69RfGqgvVpK6yZjft+X4Ajik/BSXchsKpdGSqUCtfEv7mE/fteauMcbXsdrLUKAm3ZKNOod9uLHhZVdpXwOoH3jggcOXPPiix7333pvNcrNAHTuj9Mqo7Cr4eI5Ckz8NgE5M6eCvQo1xSsdKawpQkzf55WAaqBO0RggVZBMPUKWj14wefmNnlLCBgSrmUbpezik/4qZO9jEoy2GjroU9Luen8H17DRA1gBqdNVBzPemsl4G6XBqtgLqc6/yztYF6vkX9KdQE6v7c6oWgX2KbCtSxvfMUqdanK48J1IwbgJTGoKg2WjFrx7g0BdBiWhxLPwN1qsw6fk8B6mNaLuYZCtTHtFV5zwXq9773vWe+5AFcd7nNArUKtrTn7id1dFixEjM7TeeVA8Q0bvpbeU8BaqBTg01pn+YJtOoxOPGYVQFygdSxbixQx1nlOJOlY10HM3bRYZuuV3BNWMKNtVsDxFygRkfBNAN1zg4DdSzFi48N1Bdr0srnPAJ1fKdhzE3/kDI4BlDT37LVAOUh10gY9ZcG6qGKLRsuskjXE5JlLSrnJuY5L0D9jne84zAJqy95lBTaLFCXLmqpc6pcU4B6KRtL+YwFaqCTga1vi8smYv74K270H3OsAWIOUMc0St+vNVCXS8ZAXdan5tnzBNTplzzGPnkbovsxgHqIXbXDqK8zUNdWtk56Buo6OpZSmTpDfdNNNx1g+vrrrx/0JN9AXSqJnnPnDah75FjktAaIqUAdZ71Iq+QM1CV1djsDdVmfmmfPC1Bz0652RxunjrVwBuoWqh43zT6YOa51+dwN1HldavqOBWqW0wLQ4jvAeqjrq4Pz34oYYMncz+YNyKJJEAl+Xmaom4g4MtGpQD1l1ksDex94j7yEkwluoF6uKM8DUMcXhHl6lr7TUFNtA3VNNdeRVh/MrMPKs1YYqM/q0eLXGKBm2Q1LO8R2LPkY4/rqoIG6oKZEN1AXRKp8agpQMzALjpn16lqSkpqqOAbqVJlnfxuo87q08D11oKYu0TbZaHe5dxpq6mqgrqnmOtLqg5l1WHnWCgP1WT1a/BoK1LxsePnll+9hmn8nzsuIY11fHTRQFxQ1UBfEaXRqLFADz1orPnbWy0BdLkQDdVmfmmdPGajTF4RrfcmjpL+BuqTONs/1wcwar8pA3b5UhgA1n8EDomE6oLr0JY+SxX110EBdUM9AXRCn0akxQB0H6imzXgbqciEaqMti/cSAAAAgAElEQVT61Dx7qkDNS8qameb9hqWcgXoppZfLpw9mlrNkeE4G6uFaTQ3ZB9T8gxaxHMs95nxtpa8OGqgLpahC8JKPgkiVTw0F6hiu9CWPknkG6pI6fimxrE7ds6cG1Ok7DbTXJZ2Bekm1l8mrD2aWsWJcLgbqcXpNCV0Cav51uDiOFxF5IXGO66uDBuqCuioIA3VBpMqnIih3JR2/5MEM2FRnoC4r5xnqsj41z54SUKdf8mjxWbw+7Q3UfQpt73wfzKzxigzU7UslB9RwwQ033HCA6TFf8ihZ3FcHDdQF9QzUBXEanSoBde1ZLwN1uRAN1GV9ap49FaBOv+Qx9AXhmlqSloG6tqLHT68PZo5v4cUWGKgv1qS2TwrU9KXxSx533HFHtSz76qCBuiC1gbogTqNTXUCdznoBe3OdgbqsoIG6rE/Ns6cA1NQXrZembbX8LF6f9lOBmtl07N7KpjXq6H3qrg9m1nj9Bur2pRKBmpcNr7jiiv3MNC8h3n333VUN6KuDBuqC3AbqgjiNTuWAOp31qjVQG6jLhWigLutT8+zWgVogzf7xxx/fLfElj5L+Y4AaW6P9Wzw2UJdqw/HOGajbay+g/tZv/dbdZZddtodp9vfdd1/1zA3UMyQ1UM8Qb2LUFKjTWa+a3681UJcLyUBd1qfm2a0C9b/+67/uHn744QOQLvklj5L+Y4CadOh3sH2r2zHWqZf0b3FOMPP1X//1O/4hxxa2a6655rCO95d+6ZdWb7OY5z3veU+LImySpoBatl955ZWzvuRRMlJ1kH3OeYY6p8oX/FRAfimxIFLlUxGo42fxWsx6GajLhYf+Dz74oLcFNPiHf/iHTeocYZq2uxY3FqjXYrft6FbgVa961QFONTZ7f4k1ueSCBoDu3C95dNfA3c5AXVKn55waq4G6R6iKpwXU+mctPH6d8yWPkmkG6pI6Zz+bZ7Bue2Pxj//4j5sE6v/6r//aPfbYY7tPf/rT5cq08FkD9cKCL5CdXjTjcT5gs4Xtla985QF4ma1eu81ini3uX/7ylzdjBVXvVQD12972tkOlojFsZVOl+pM/+ZP9I00gjw0Q28LGQLc1myNIA9MtH2UaqNVN5Pde8pHXpYXvVpd86EbrM5/5TAtZJqdpoJ4s3Woj9sHMGg33Gur2paIlH9SP1q6vDi6y5OPHfuzHDkAtSN3S/rd+67cOawS3+MLKVm0G6Fo6A3VZXQN1WZ+aZw3UNdUc99m8ujk7tVYK9MFMq3znpGugnqPesLjnDqhvu+22A1Azc7CVTdAfl3wAGVv5pJJAmvXHLKXYwsZLQcysY3trJ31ag3vr62iVvoG6lbIXp2ugvliTOT6eoZ6j3jrjGqjbl4uYZ4svJZ6bGeoI1O2rRL0cVLkiUNf8ykQ9S/MpaflEqzXI+Vzn+WoNtYF6no41Yhuoa6g4LA0D9TCdhoYyUA9VajvhDNTty0rMY6DOa91XBxdZ8mGgzhdOa18DdVlhz1CX9TFQl/WpedZAXVNNL/moq+Y6UuuDmXVYedYKL/k4q0eLX+d6yUcLQVulqbs1z1C3UvjidD1DfbEmx/IxUC+nvIG6rtaeoa6r5xpSM1C3LwUxj2eo81r31UHPUOd12/uqchmoCyJVPmWgrizojOQM1DPEGxnVQD1SsN1u94EPfGDH08/c9pa3vOXw3o768Z/7uZ/LhiU++tutW4E+mFmj9Z6hbl8qnqFur3GVHNQRG6iryDkoEQP1IJkWCWSgXkTmfSYG6vFao9mll156ETir3x66v/zyy5t/v3b81TlGqoCBOlWk/m+1Gc9Q57Xtq4Oeoc7rtvdV5TJQF0SqfMpAXVnQGckZqGeINzKqgXqkYF8I/uY3v3k2UN96663TMnesRRXog5lFjRmYmWeoBwo1I5hnqGeIt2RUA/WSaj+bl4F6ec27cjRQdylT399APU3Te++9dzZQs3TEbv0KGKjbl5GYxzPUea376qBnqPO67X1VuTxDXRCp8ikDdWVBZyRnoJ4h3sioBuqRgoXgV1xxxWSoZoC024YCfTCzxqvwDHX7UvEMdXuNq+RgoK4i46hEDNSj5GoauBVQ8znHhx56aPfxj398v+cf+dT8vvu//du/7fiX2ORR2/FNd+zmGmq6FkD91FNP7R555JG9vdjM9uijj+6efPLJaqav4V+Px8+yqs8eut/STFy1QttoQlOBmrZ611137W688cbD9s53vnN3//33dyrBuVtuueVM+E984hOd4btOzAHq1Abs4Tr6+h7O33777Xvbu+zq8le7Gdsu0EZ5ojPXjcZdmuXKhPh8nWesM1CPVexI4VW5PEO9XAEYqJfTui+nFkD98MMP72H3Qx/60P5FMKBXUFYL9GoDtaAUm2UrYFrT1QZqBizZyjH/LTVqzTXVcMrjM5/5TI3kJqVBuaivHrPnhcYt/dOrSeKcUKQpQE39VJ0QRAOm0S+V6J577jmcB/CIp/CcG+OmArVsvPbaa/eQSb6vfvWr93awT0GV69QNg2xlP9Yp7higjnpxjGbYorRSSM6VCTCt8FzzGGegHqEWFYe7Mio1G4WTVqY0OQpM4SngvvBpfP1WAc8BambeGNAYgNk47gMHzsfwzDRNceTFPy+ZOmgQT9uQ/LFzTPhcmgbqnCrH8asN1NRp2iZbrJPMnOIHGNWYqa4N1LRH7I32c1zT1QRq2mFOZ+yNUD21X4nXrXyOCdTYc/311x8GZPXbffubbropXoqPV67AFKAW0AJ40QlYqSPUYTlmhVVvYAg5juUfw+t81175E5f+bYgjfeUVZ9HhGPmTbnSM9YRlE3gTdqxT+mOAWnGiXuTbZYf80/BwntKC24Y6A/VApXTXQgEgfrzrSQtDSaqhcJej+BQSx2OdCncqUFPJNeAwI6TZOfwY2HLwoDAf/ehH949rY/yx9k8F6ggOgh3s4Dg3CHMdCofdsplryV1j6ToM1CV1lj1XE6ipB6oX1JHomD3VOersXFcbqGUPUC071wzULKGRnfHGheuIfVJ6Ttc5Zq98jg3Ud99992EwVr/dt7/vvvvGXKrDHlmBOUBNXYgugnOE1sgYsS/iWPUJxhjq5gJ1yjmyL71BiPYoTHrNMUzXsa5xClCnNmG70lN+9BfyS68t3jCk5xQ/tzdQ51RJ/OJjhFixYyGljxIiQFNwuFIBJlle9FMFPwWo4ywRwCAXB+X0sSu/NUBpFpu9/MYO4ug2doZaMB1nC7kWfmNH9OeaACVBtEAp56fr79sbqPsUWu58TaCO0JzW4wjb3GjOdecdqGn36jO40Y0uloP6mHh+7LHyWQqoqZNPPPHEjn109Kt8T1p9dt/+6quvjtF9vAEFpgA1bQFgpp5GF/lCT7AJq3qTwiFxmaTT+ZhW6XgKUJMe9mI3NkWn2d0S1C8N1OiHrdJR9mpyE5vlIjSjZXRRf2arh7pjAPVLXvKSHfUxdWevKD1b6Xd8aWRokhGcY2OIose7mFhQaWVTwVKAaQUt2aPGMwWoIzgzYxSdADQOdhHAmdmNTrPW6AB8DHVc61ig1kxz+niKtMifLc5sCcBT/9L1l+w3UJfUWfZcTaDuqie6ItUt9nPdeQdq9NMylbS/UF+Stu+pmqvclgDq2DfEPki233zzzQfgUd/dtX/HO96haN5vRIEpQJ27NOBP9SIuLYj+kS2URoTjof1UjDOnzTH+imMA+xLHLA3U0ifu4/KNVKsuAM/d5MQ0u46XBOrXvOY1h7qT+4dQqwVqKgyVmi1WHo7VGOJdDOHkn85cx4KKDairgOSv9KYANWkA0oBEOhMkoI6zcRE44ow26XDNGriiFrKza0/YsUBNHKA62kb6EZDjYCa7cp2FzmnmusvO6B8Hzejf4hht2MgzLaMW+W0tzSWBWjdyaec7RTMDdV416rjaZK36rvRaAzV9jtorM9Q598ADDxzGAPXduT0vI7Jm3W5bCswFakBTM7zUi7Sv6QPqyBiEHeLmAjW8EgE5nSzM2RDD586X/NRexiz5UHroGfPuA3/FYw93qGzGMBpxlwLqO++889C/0Ifkvl+/WqCOYsfjrru0WJApdMaGMqRCKj9VrqlArXTiHts0CMVBLQJFOqsUYTadvY5pp8fkNRao0zT0G8DG7gjHcYDO2VW6JqWb7o8B1Bqon3766dScc/3bQH22+GM75Aa4pqv5UmLOLvoU3cjHficXdoyf+rJWQP3MM8/sl3iojdI/lNw111xzGPTUf6d7/rui3fYUmAvUcACTbXFpKJAsFzkh+uv8MYBas7lMHopxAFXaXZdTOOr9WKe2MgWo4Q00BIjFaaSXTnDmbFL4sTBNWksAdfr0izLIufGK51Lp8Zuy5CMmicg0At3BULFTaO6rRKoohBvqFGcuUDMQMwBrQANO05f7Inzm7NPARbihbi5QYzdpyDagOcJ+H2DENeGEHeKOBdRds15DbD7VMEsCtdpGaaAYqrNnqM8qRV+Dvmw1YZpc1C+1AGr6ms9//vOHmekhtsdZJPXf6Z7/rmi3PQXmAnW8Yuqt6oWedPcBdQRxwg5xc2eo0zyUHiyUMpDC9rGQwuX20mQKUKfplZZ9KCzXIJgeAt6KF/ctgRpuueGGGw515Su+4iv2x9TFnNsMUAPRqihUJjUCXZTOUSFyThXlmECtWV4aM7AZ4VTQ2gUUGriWBGryiqCT2twH1HEZy5qAmlkvltVo1sswnWsxu/2LX6p36TKkfIxu3/jlidxAoHzG1O+u3AzUF5TRUyTacexvLoSYd6Ryqw3UPC2intBG2acTEF1W08/wOFb9fbrnvyrabVOBmkCNAmIGeAJHXVZ9yT3JVnjCDHUCYOLklkUOTUfhIvR3zeZOsVPp6/prADVpKr2cnrRrZnoJg/ZTXSug5qkhLy/rGm699db9i4j83jRQR6FjpY+PZfoqkUQh3FCnOHNnqGN+DGqC1AgPHGtwiuF1rHMxjs517TUgDYXZrnSwWS8zYYcGty0CNdcSZ736HiF3aXIe/GvOUAvsqD/cmEVXOhfDDT02UD+rlNpnK5gmF/VLNYGa/kU3u7TVsUuxNMCq/457npbabVOBKUCtibgc0OWYQXUl90i/dK5L0SlATZsiHvalM+ERqCP/xPxz1xXPl451jUOBGsZAW/JMJznJR+lxPjqWstSAadJUe++C3Jjv0GPex+DmG/u5QZce7HkZUb/T9IbfaqUxR/yeu+QjzSo+eqFAcbESyU/xYiUk7lCnylATqMk7frpKM38RqNOZJA2MORgpXUstoFYe3GFjg15YjHbl1pTGGXlBuNLq2rdc8jF11qvL1lP3rwnUaNVVx+OTjKH1pKS9gfpCH5ODaTSmLNJ+sqRp17naQM3NlWCavpGnSWMdj47Vd6d7v4w4Vs31hJ8C1LH80/quJaQRnoFUxYkwGxmia2Y4p9QUoI42pNBM3rKva4lEZKGcTSU/pd0FjGncqEsOmpVe5K74RTb6j9ShWQyfnk9/1wZqloRddtlle53Zd+mc2sHv1QI1olOZuOtJG0KscKr0OT9dcKyEYxqDKsMUoAaK9ZWPFBJyIBqhgvPRcf0auFItYrj0mLAMTml6abj4G7sJn9pMmAhE/Cas7OJc6jQTn2s0aVj9bgXUwKEG6imzXrLvPO1rA3VuJjrnN1fjVkAdb4TTWfa5Ntd8KVGa5mAaO/W0aUy/0HV9av81Zqhj25+7DOvKK688gIf6cf6bot12FZgC1ILLCM0owKyq6oUYAn/GTM2cKk7Ob6iKU4A6QmqEOdqabE7hNdoj+wk7hhdIQ+kPBWrSV5wIwVGzaEf0z3GBWC29kYjXlx7XBOr4DgYz1LkveaT5x9+rBWo1BAojViqMp+BUiIA3Lt71pI93YuMZU8GUxxSgjoCcDr5xYJY9AKwGp/SLGRoAOZ/OXsfCTI9JeyxQy4ZcXilQk1/0i7ZF2E6vJ7Uz/o6DavSfc1xj1mtO/luNWxuo0YGy0JOOWHfSb7XP0aw2UNN+o61qI/ix1XA1gVq2AtSyUXtpn2vfU65DWswB6rFf8hhi5x133HEYI9SP898U7barwBSgZgzU+M+MdOQKjiNMSxniKFyEU7hD47XC9u2nADVpwjyaQceWaAewmdpBOySc4qjO65qHTiQq3lCgxlblTVzslHb8RnsxGmE18Sm7CKstXmPKfCWdawF1/JIHXwvKPXUv2cG51QK1GgGFEh2Fp0KnskYXQZtwuBh+zF0PcZXPFKCmwpM3W5wJAjQ1c8vgFiGUgVtxAA+cZpvwH1vA2DAVqLExumhHvEHg2mRztC/eUORmu2Pa8bg2UGOfZqbnznpFO8/DcQuglm7UJ8pG9Vz+Nfa1gVq2Ym9uq2FzTaDus1fXUMNutf2pQE3/xwSD2mit+oCe8eXE3D9hqHH9TmM5BaYAtaxjLASetcm/tAcEx4TPpTUVqJUW7Us2RDDVee3T61Mc7UtxlQZ7Mc8YoFb8qBd251wMI9tye65nqJsL1PSHfEpT184xflPcWVqdksKAOFPWUCOo7nTYA8MRsjnOia4w3O1EwB4L01yWBJ4C1MQXIAPOACa/NUPEjFFu8NBsNECr+FTOCKsDJN8HQZ+xQE0cDZIcU7HiFxqwO94EkFGMw+AYYZpzY1wtoE6/5EG6duMUaAnU4ywZF7o2UI/LfVromkA9zYJpsdRXTAHq+E4D/dSYG+8h1sbPXTH7ZLdtBeYA9bGufC5QL223mGcKUC9tq/KbA9SwSvx2PV/ymONWC9S6KDpsYFgbjwL67rZiHB519IVXXulelWsqUJMeg4TWUlN4AGYOpGPenCeswk8daMhrLFDLZmBej4nZY0vpro1z3AwoDuGn2F0DqAH++CWPPr2j9j6+oICB+oIWrY/OG1DTN2hWmn5q7Jc8hpTHe9/73sOkCG/t221bAQN1+/IT85wHoGZ9dO5LHnNUXj1Qz7m4uXFVueYA9Vwb5sSfCtRz8pwbdy5Qx1kvrn8K1M+9hlOJb6BeriTPE1BzgyuY5olW+sSrpuos9WAGym77Chio25ehmOfUgZqJ2alf8iiVgoG6oI4ql4G6IFLlU3OAGgDUQO0vecwvGAP1fA2HpnBegDq2b95pmPJZvKGaEo5HuLy5b7d9BQzU7ctQzHPKQM216f0KZqhrPr0yUBfqqCqXgbogUuVTccAdk3SMx6xX64F6jG1bDWugXq7kzgNQA9C64aW9LuF4Z6W0VG0JG5xHHQUM1HV0LKUi5jlVoOYGW9fIf0Gk363pDNQFNSW8gbogUuVTEYyHJs2AqYHaX/IYqlp/OAN1v0a1QpwyUKcvCPudhlq15nylY6BuX95inlMDahghfsmDF5Zb3GgbqAt1VJXLQF0QqfKpMUDNQH2MWa/Kl7za5AzUyxXNqQI17zTEF4SpU3ZWYIoCBuopqo2LI+Y5JaDmAwmqO1xfyy/+GKgL9U2Vy0BdEKnyqaFA7S95VBY+k5yBOiNKI69TBGpeCNaL0a2+5NGoOJzsChUQFLHfivNn89qXVOmzeSz5iv81tfX7FAbqQnkbqAviNDo1BKj9JY9G4ifJGqgTQRr+PDWgjl/yYIa65Zc8GhaLk16RAgbq9oUh5jmFGer77rvvzJc87r333uYCGqgLEqtyeYa6IFLlU31ADeRpvbRnvSqLnyRnoE4EafjzlIA6tuElvuTRsFic9IoUMFC3Lwwxz9aB+u677272JY9SKRioC+qochmoCyJVPhUH4zTpeK7192vTvM/jbwP1cqV+KkAdXxBu8dLPciXinNamgIG6fYmIebYM1HfccUfTL3mUSsFAXVBHlctAXRCp8qkIzTHp6O9Zr6hMu2MDdTtt05RPAai5ydXTI9qrnRWoqYCBuqaa+bTEPFsE6uuuu26n9dRcR6sveeSVe9bXQF1QR5XLQF0QqfKpCM4k7S95VBZ4RHIG6hFizQy6ZaD+93//9wNIA9TUGzsrUFsBA3VtRS9OT8yzRaDWfz7kGlp+yeNi1S74GKgvaHHRkSqXgfoiaZp5RKDmRaY46+Xv1zaTPZtwBOqHHnpo96lPfWoT2wc/+MHdgw8+uPvwhz+8CXvRFVuxmW0rOsvuxx57bA/Ufqch24zsWUkBATXgxPEWtle+8pWH5QfXXHPN6m0W8zC7e9ttt21iu+qqqw4aY3/rL3mUqrOBuqCOKpeBuiBS5VMCagZpfXKLWS8+wWW3rALc0Pzrv/7rAfQEfN4/C741dfjLv/zLTer86U9/+jA77S95LNs+z1tu8R9zaGz2/pIzMHme9XjBC16wW+JLHqV2tzhQv//9799tZVPljEDNrB2fbdvCpvWMrDnegr3YGF9qwn7PepWab/tzPCHY0owptj788MO7j33sY/v9lmynn/m7v/u7TekNULMZptu3xfOeA8uimH3cysyp7PyhH/qhHd+j1u8173/qp35q94Y3vGH3+te/fve6171u9/a3v331dmPj93//9+/++q//+uhNZBGgjm9dClK3tL/nnnsOszCCVO8/20QTPT5GX3/J4+j9gw2wAlbAClgBK2AFBiiwCFBzZ3n99devfv1Qbk0WdmM/M6fM9G5p2zL0888geCHRzgpYAStgBayAFbACa1dgEaBeuwi2zwpYAStgBayAFbACVsAKTFXAQD1VOcezAlbAClgBK2AFrIAVsAK73c5A7WpgBayAFbACVsAKWAErYAVmKGCgniGeo1oBK2AFrIAVsAJWwApYAQO164AVsAJWwApYAStgBayAFZihgIF6hniOagWsgBWwAlbAClgBK2AFDNSuA1bAClgBK2AFrIAVsAJWYIYCBuoZ4jmqFbACVsAKWAErYAWsgBUwULsOWAErYAWsgBWwAlbACliBGQoYqGeI56hWwApYAStgBayAFbACVmBxoH766ad3/FvpLf9bbNv+2c7y+9znPrd78skn3bKsgBWwAlbAClgBK3BuFFgcqP/7v/+7E8YMqt2gujVtzk0L8oVaAStgBayAFbAC516BowH1448/vmO22tvpaBBvls59y7IAVsAKWAErYAWswLlR4GhA/cQTTxxF5E984hPV8mV5w1A3JuzQNHPhyGepvNL8/+d//ufw9CE9599WwApYAStgBayAFThVBc4VUN9zzz27Sy65ZPfWt761FzoJ++CDDxbL/Z3vfOc+vdtvv70YjpM33njj7tWvfvXu/e9/f2/YvgDYxjXEtGQre65xiE19+Yw9b6Aeq5jDWwErYAWsgBWwAqegwLkB6vvvv38PmoJNYLhru+WWW/YADLQKVFXYQOxdd9219xdQs+9zADV5Y0fqmDXHn23IDDpgTlrKV9d27bXX7m8UOIftSzsD9dKKOz8rYAWsgBWwAlZgDQqcC6DWrC3AmQJyWggAbWnJBKAKsALVKVADtopLPpzHD5cDasLIX3vSBpi77NQsO9cip7gCbG4ISGcInCuNGnsDdQ0VnYYVsAJWwApYASuwNQVOHqgBU83YAp7AKsshgM90w5+wbALhWKAAKudIg7gCWfbEZQ9wA9Vx1pg0FFbpEkZ5aekGfgJ28sg5/KN9ygc/wbzsXHqW2kCdKzH7WQErYAWsgBWwAqeuwEkDNbPIgKwgNoXRtHAjnKbn+A1EA66aPdZv9nKkAdAqLfLHpUCt8zE9wkV/pak910N4ZqDllC4z19Hp5iCGjedbHBuoW6jqNK2AFbACVsAKWIG1K3DSQJ0ueQBGBaRAcLppqQRhUkdawCuzvoonmGWPX5yl1tIMzuEUFmDGaTYaf/nh3wXUcUYb+yK052aiCc+yEMJyPtVib0TlPwbqyoI6OStgBayAFbACVmATClxMjo3N1reKj/HZPOCSLQJsvNwumI1h4jEQTXrsU6e0uoA6Da/fShM4j450BOXsAWZm3PUiYgyrYyAamNZ1p7PYCldrb6CupaTTsQJWwApYAStgBbakwLkEaiAUcE03zVB3rV+mYAFZOcEvezktB5kC1FrvLWBWmsA1Nsc0BdgsA8Fu/dY1CaTxJ91ot9KtvTdQ11bU6VkBK2AFrIAVsAJbUOBcATXgqWUQgGbO9S2NYLaXuIAr+/hbaQO5EX7JR2HxzznBNDZGhz0ANUCsNAH+CPHyJ3+5vvwUrubeQF1TTadlBayAFbACVsAKbEWBcwXUglYgmBlczeZqLwhln5vRxU8ATQETj9+CW8UHcAW5+OHiubRyaL11uswjDZemqfOyg2uSK+WnMLX3Buraijo9K2AFrIAVsAJWYAsKnBugBoaZ2QU6tYQiQnNc7gF451wKtALZHFAzsxzhuwtwBdNxfTN2kVe0D3vS/GWjbGdmXK4rP51vsTdQt1DVaVoBK2AFrIAVsAJrV+BcADVgynIIwJNj/cYP8BV8sk8hNhZgCskloCYe8K5vTCsPoFguB9Ockz/5RdcF1IA7Wwyfyy+m1eLYQN1CVadpBayAFbACVsAKrF2BkwdqZpuBS4GtCgRwFoiyj7O7CpPbE5b0cAJqwFzHnM9BeQq42KO0AGVt8udc6nJAjd2Ejcs9iIcfG3GWcgbqpZR2PlbAClgBK2AFrMCaFLiY2hpbt/Rn83LLN5gBZvkHwKnlEnrRLxc+SgK4Cr4F0exJk7TiLHGMlwI14fHr2kgrdSlQYyvXoJl2wXO8WUjTaPnbQN1SXadtBayAFbACVsAKrFWBkwdqhAcwmfkFUrWOGqCV4zyQDJhqZhfQBZ6B5S5IjkCttOJeeSpN9rnZ6xindCygxk7S1k2A0sQPm5Vf30uOpbymnDNQT1HNcayAFbACVsAKWIGtK3DSQA00A8qaQe6bfaYwgVPAlThspTikT5gu4FblID3gti+cwnftsYV0uDEgb4F0Gh6wnptXmuaQ3wbqISo5jBWwAlbAClgBK3BqCpw0UJ9aYa39egzUay8h22cFrIAVsAJWwAq0UMBA3ULVc5qmgfqcFrwv2wpYAStgBazAOTftrdoAABRySURBVFfAQH3OK0DNyzdQ11TTaVkBK2AFrIAVsAJbUcBAvZWS2oCdBuoNFJJNtAJWwApYAStgBaorcDSg/vznP78DwLydjgZPPPHE7rOf/ex+q15TnaAVsAJWwApYAStgBVaqwOJA/eSTTx6gS/Dl/bMQeko6rLS+2ywrYAWsgBWwAlbAClRXYHGgfuaZZzwrfeIz808//XT1iuoErYAVsAJWwApYASuwVgUWB+q1CmG7rIAVsAJWwApYAStgBazAFAUM1FNUcxwrYAWsgBWwAlbAClgBK/AFBQzUrgpWwApYAStgBayAFbACVmCGAgbqGeI5qhWwAlbAClgBK/D/2ztfHkmqLg6vRMI3IMEgEXwAHEgcfARwSIIBgyAIglocCQYUKIJAIkhQJAgUQWLwyH7zzMuPPXv2VlV3T09Ndc1zk6Kq7j33/Hlu9dxf184uEpCABBTUPgMSkIAEJCABCUhAAhK4BQEF9S3gXdvUL7/88vDOO+8cvvvuu8M///xzbembrwQkIAEJSEACEtgkAQX1JpflbpL68MMPD48ePfrveOONNw6fffbZ4ffff7+bgHqVgAQkIAEJSEACD4CAgvoBLHJK7IK6iusXX3zRt9cB5VkCEpCABCQgAQmcQEBBfQKsazedE9RVXHPt2+trX23zl4AEJCABCUhgLQIK6rVIbyDOKYK6CmzfXm9g8UxBAhKQgAQkIIHNElBQb3ZpLp/YuYK6iuu8vX78+PHhzz//vHySepSABCQgAQlIQAJXRuBeBfUPP/xwePvttw+vvfaaxwoMeNPcxfFt719++eXDe++9d2AtbRKQgAQkIAEJSOAhErg3Qc0/3XZbMef8J/9ixxZYPPfcc4c333zz4Nvrh/ijxJolIAEJSEACD5fAvQnq999/X0Fd/gm7LQjiS+XwyiuvHFjfv/766+F+sqxcAhKQgAQkIIEHQ+DeBDVii39J4lIiTj/397b6+eefv/nVHf7HMYroB/Ozw0IlIAEJSEACEviXwL0JaldgfQKX+kuJfHnJW+iff/55/UKMKAEJSEACEpCABDZEQEG9ocW461RuI6h9C33Xq6N/CUhAAhKQgASulYCC+lpX7oy8TxXUvoU+A7JTJCABCUhAAhJ4cAQU1A9oyZcEtW+hH9DDYKkSkIAEJCABCVyMgIL6Yii372gkqH0Lvf11M0MJSEACEpCABLZNQEG97fW5aHYIat9CXxSpziQgAQlIQAISkMBBQf2AHgL/SbsHtNiWKgEJSEACEpDAagQU1KuhNpAEJCABCUhAAhKQwB4JKKj3uKrWJAEJSEACEpCABCSwGgEF9WqoDSQBCUhAAhKQgAQksEcCCuo9rqo1SUACEpCABCQgAQmsRkBBvRpqA0lAAhKQgAQkIAEJ7JGAgnqPq2pNEpCABCQgAQlIQAKrEVBQr4baQBKQgAQkIAEJSEACeySgoN7jqlqTBCQgAQlIQAISkMBqBBTUq6E2kAQkIAEJSEACEpDAHgkoqPe4qtYkAQlIQAISkIAEJLAaAQX1aqgNJAEJSEACEpCABCSwRwIK6j2uqjVJQAISkIAEJCABCaxGQEG9GmoDSUACEpCABCQgAQnskYCCeo+rak0SkIAEJCABCUhAAqsRUFCvhtpAEpCABCQgAQlIQAJ7JKCg3uOqWpMEJCABCUhAAhKQwGoEFNSroTaQBCQgAQlIQAISkMAeCSio97iq1iQBCUhAAhKQgAQksBoBBfVqqA0kAQlIQAISkIAEJLBHAgrqPa6qNUlAAhKQgAQkIAEJrEZAQb0aagNJQAISkIAEJCABCeyRgIJ6j6tqTRKQgAQkIAEJSEACqxFQUK+G2kASkIAEJCABCUhAAnskoKDe46pakwQkIAEJSEACEpDAagQU1KuhNpAEJCABCUhAAhKQwB4JKKj3uKrWJAEJSEACEpCABCSwGgEF9WqoDSQBCUhAAhKQgAQksEcCCuo9rqo1SUACEpCABCQgAQmsRkBBvRpqA0lAAhKQgAQkIAEJ7JGAgnqPq2pNEpCABCQgAQlIQAKrEVBQr4baQBKQgAQkIAEJSEACeySgoN7jqlqTBCQgAQlIQAISkMBqBBTUq6E2kAQkIAEJSEACEpDAHgkoqPe4qtYkAQlIQAISkIAEJLAaAQX1aqgNJAEJSEACEpCABCSwRwIK6j2u6h3V9Pfff9+RZ91KQAJbJeDnfqsrY14SkMCWCCiot7QaG8/lk08+Obz77rsHzqcer7/++uHXX3/deIWmdy6Bt9566+z1/emnnw7HzEfYff311ze2PIdL7dVXXz18//33T5kticOl8aec/XszN+eLL764+azM2Yx8jvrwwefoHF9w4zN7TmNtPvjgg5M/88xh7jn5npOncyQgAQncJwEF9X3Sv7LYEdE1bUQym/wff/xRu5+5fvTo0Y0YembAjl0QQLC98MILi8/BqFgENc9HFV70IYZ55hBlL7300gGBjEhDTDNW7Ud+8Ymf2vA39aWQONQw+uI3JyqZMyVW6SfvqRbBjd3SQQ7UNOdvKg79MCRebZ1PHcs1n+9uhx/WYm4NmEO+Sz8bEsezBCQggWsmoKC+5tVbOfds+DUsm+pog+8b7UjcVD9eb59AX9OeMcKyvxHGBoGK4J5qEV4ZJw72VdhWUYcgRlwutdEzRyx8jdqc+K3x+9wah9yrgMTnVDz8VNvu99z7KZGOoK5fJvjskjt9c21Ue77c1Hn9+ejrWm29loAEJLA3Agrqva3oHdbTBTUbKCIKcZMxzhHZVSxU0XFMivjGF/4v0RB6SzlEAGDHgWjoIiG5xKaeM7bXM+uBuKprXa+rWKv9rCGcpkR1uMOtPjPEypyIOtYDYVjF9hRvYuK7+uUeX+mr8VLfzWD7T+K37pvbGocO7vPFYs7nyNcl+uozi7gOw/iGAQxr7RkbnXvtWS8+53Wd+TnAM5D4sRv5tE8CEpDA3ggoqPe2ondYTzbPhOCeTTXiIf1swP0NYhcdsR2d8Ydv5nDctrHBR9Sxyc81bBEhid3rqHOPEenV/tqvYRcxettaEMR5nhBh8OaedYI/Db7hH1GHTQQiPiLesOc6PjnjE995E8u8WkMEX8Q5c6bqS3ziMI8vW5lHHPrSuE+b8xmbuzzDhHySK7Fg2j+zjIdrz6fWzhj31FUFOXHq2mEXvt3f0v0vv/xy+PHHH5fMHJeABCSwKQJPfvJvKi2T2SIBNlEOGpspYoVGX4QNYmj0ZreLjpuJC/9h467iZMF8chg/iIhTcogIYw7XU+0S+U353lo/AgmWl2oRZFV4dVEMe56v/LoCz1aeQwRcf9aqcBytd62hxqUm/E7VRz/2NM7ETetx6jMx5zPzzznjN5855nduYcQZduHImc9CHec6XzhHorrWjhDPF576ucBnfh6kns43/TnX/NPH+dtvvz08fvy4dnktAQlIYPMEFNSbX6LtJJhNmIzYTLMhcmYzRcywMVdRk+y76Ej/3JmNvIqTOdupMTb/5H1KDsxhLnM4RkKDmLfNbyrvLfYjkKYE523y7cIrzxU+80xFFI6eranYo/WuNfS4rPlUfVVUVh/E7nHqMzHyiSjNM3nOOV8Op75MVH5TbE7pT+34rSIaDnxGOHou+O98a0zeQH/66af//QypYwrqSsNrCUjgWggoqK9lpTaQZzZ/3iz2TTubPJvoqHXRMbLpfWzkVZz08aV7xFfeJJL7KTlgTy0IaebNfVFIHskXe+ancZ8jfGCIDUKRPg5yxQ4/4YuAydvDKmaYj5DJfEQa15kf4Zm6E59zGjFH/RnvZ+zJ7dIteeCXupM716mPuNjxxY26j2nUxpzaag01Ljawmqov8bGrPrjvcSrjkU/qytv5mlu9Jh5zz2n4znx8zB3w7b/+0WOm9qxLxrM+PJ9c99b5Zhwx/fHHHx9+++23dD11VlA/hcMbCUjgSgg82V2vJGHTvD8C2ZhrBmykiGk2Zs5sviOx0EVH9TF1ja8qTqbspvprLuR+Sg7YIwhoCFnmUmMXDj0/xB59zE9jTmqJT0RMBDQiMfESiz6u8cec2Eb8cM6XGOzwj4/Y1VyT00j44KfaJufRmTyIc+mG36wNtdDCLH8yQNywgw33jI2eteQXn9zHrtZQr7GB31R9NX6fV+Pgh/u0OZ+x4Zz80kc85p7bag5zPrDrz3S3r7VnLF9WGeOZY926Hzj1PJbENP4V1KHsWQISuCYCT37yX1PW5novBNjg6yYfMVY3U8bZRBF7VfDQxwZ7SmOz7hvysfPJKWKMOcnr2Bywr7YRr+RUW88vIqJymoqfnCKS4xeBi98qUEZ+Mx+BWVtEdX2Tm/y7cMNHtat++jU59Pq7zTn31E+9YUbd5FvfiPZ7bPmCwDmc8MN9Dnzmywq2XNcasIcVNcGFeVP10c9cWvXBPXEylvsbwwWRHhvO5JcvE9wTj3xoPMeVxU3nwn/CMyymztgttVo7tvjiGc1zk/UKY7jSB5PqHzH90Ucf3bwR5y8eTh1fffWVv0O9tCiOS0ACmyOw/NN0cymb0H0RyKbMhskmG5HDZs9YRAXiBPHCZopgQRBwnfFj8ydG3ZCPnUcccquN/E7JodaDHwRChGoVsD2/iAjm1zaKP+pjzqjukd+p+awPeVUGrAl9NXdqOvbtNHmxjuR2yYYoyxcI/PIskSNxEJjUyFGvuUe81S9MzKWe+oWBersQzbOLPX7ynJ4iqJlXORCH9UnjPq3bpr+e8/kgtzT8Mzetf0FM/9S55jBlQ/8xduRCbuTJZwBmsKaP9QtjGGCLT5498q/+EcoI6s8///xGMPMXD6eOb775Zi5txyQgAQlsjsCTn/ybS82EtkaADTJvpqpwIU82VTZbxtOwYeOlsbFW0RGbuXM25zmbPkY88kjcjGdzPzYH7Lst9SDkqCVirgoGYjGHPubXNoo/6mPOqO6R36n51E4O+Kkt4jECiBroO7YRr75FPXbeyA4xxrPCWnFNvuQd5uROvDTuM0Zf7DM+OmPTGwKQeDRq5z52cOnPTebX+J0D83tumYdtX4eMcSYeHDrXXj+2sKpMqp9+TU7YLh3Y9c9y90UuHDwvnQ8s82Y68/J85ZlNP2dENYK6+6k2XktAAhK4RgLP7jjXWIU5r0Igm/NcsC4MYttFR/rnzmzizBs1+vuR/Hr/6H7ks/bhq4qkjCEW4i/XGeMcEcH82rhnXvU56mPOqO6R36n5+CAWfmpDONV+hNySmKrzWdteVx0/5RohFjGf2up8cq+xuK/sqGOusTbUh48I6G7P+GgNux33NT7CNl+oGOsca27E7+tQ/TM++gLY62dOvtCFW/VTr7HrNqzdaK2JvyRua+01Tq6Zj5/eRuuKjaK6k/JeAhLYA4H5XWkPFVrDxQiwafaNkzd86WcDHW3aJIDIqILomKTYyKs4qXMSs57xz1H7ch1fCA36lho2U/kipsgrb6urL+Yw1mNw3xmM+vCVXJf8Ts1nDYg1+nJD/RkjzikN+ykmp/jptmFW+4nFQY0ciNasXequ9v2aNcqvvCBYu8AkJj5p8Kht9AzznCMcw5b5seuCtHIl13pf4yDmeYY495bae3+ePfxOtfij5gj/xMp95lLDnC/syKWuewQ08+DCWGfAPPo728RVVIeEZwlIYC8Ent5J9lKVddwJATbQ0ebLZspGzcbLBsq5b7D01035mATj7xjbJRvyPiUH7Lv4qDEQq/jj6I2+LuAQdz3+VE6juiNOKv/M729gyZtYEXw1vwhCxvu8atevWU/E31201FZ9w6DWyn19fsh/rmGf+qiZ3Ot8xrO+3RcicaqRU9aWM8eIc+ZjT6ze4InQrzlVG+bU+vvY3PpmXs2V+dzXNYzwhgO55L7G4ppcRnlSN6z4YkI+/Qscczrb6pt/zaP/nKjjXktAAhK4JgLzu9I1VWKud06ADTmb9VQwNtGRUGBjHW3KU37YaLNRT230U3NH/eR9bA7ERkTkDefIH30RyX2cvBEuCBVEHUIjApw5EXqZXwVcrbsKtYhk8ooISU2VN4yJ3cVNzRERmLeztX/umpwjJOfszhkbCa8uKLuomxNqPC/Y1warPEfwrrVUX9hMPeOMwTb88Y8f5tc17HF7LpkXQV/tc93rTz/n8KrPR8bJPblwXWsh7/pc1Gvq6LXFZ2ef/nqmFubXljxrn9cSkIAE9kpAQb3Xlb2Dutics9Fnsz72fKyYJW18Yl+PkSg5pcT4ZJOfa7GrsafmIFAQs70hvPJlANGMHX6pIWK6+uc6oqX3Z17vJ2ZyRQwlHucIqp5X7pm3ZBPbnIlRhWT6L3EeCS94cJArB3WRQ+7hMdWYF/Hcbag7a5IxfKU2hCGxch8b7ukf+SUvfETgVhvGyKc2aqg2jHFPP/E58Mf9VMtzVMczL76ZX0VzteW6vpWmPgTx6Fkn/8oev8cc4dLjei8BCUhgjwSmd6U9VmtNtyKQTfQcJwiE0WZ9ji/n/J8A63EO15FgnGOaP9qfszlnDAGIWEPYkVNt9FPfVKPuUUNARlDWcWpASI++SORPCvDJQewqqPFHXwRz9ct1xGji8pyTR/zNidrqC//Eybz4qzZz1zCssRDdiOT462fGWIO0kUhnjJzO+ewyh5g2CUhAAg+BgD/tHsIqX6hGxMjUprsUAnFURcqSvePLBM4R1Kwhbw5PaSMResr8OVueCQRbF4/kOCfiEIL9eSLP7ofY9HN0+7m8Moa/Y+ofiW3yp7ZT4/IFowrd5HJfZ9ZiVN9SPrDbUh1L+TouAQlI4DYEFNS3oedcCdwjgbxZXRJ8eeuJUOOt5KkC7x5LNLQEJCABCUjgKggoqK9imUxSAk8T6H98j2ieavn1g9Gb4Kk59ktAAhKQgAQkcDwBBfXxrLSUgAQkIAEJSEACEpDAMwQU1M8gsUMCEpCABCQgAQlIQALHE1BQH89KSwlIQAISkIAEJCABCTxDQEH9DBI7JCABCUhAAhKQgAQkcDyB/wEDsDl4yzwqUAAAAABJRU5ErkJggg=="
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.8 广播机制\n",
"Numpy的Universal functions 中要求输入的数组shape是一致的当数组的shape不相等的时候则会使用广播机制。不过调整数组使得shape一样需满足一定规则否则将出错。这些规则可归结为以下四条 \n",
"1让所有输入数组都向其中shape最长的数组看齐shape中不足的部分都通过在前面加1补齐\n",
"如a2x3x2 b3x2则b向a看齐在b的前面加1变为1x3x2 \n",
"2输出数组的shape是输入数组shape的各个轴上的最大值 \n",
"3如果输入数组的某个轴和输出数组的对应轴的长度相同或者其长度为1时这个数组能够用来计算否则出错 \n",
"4当输入数组的某个轴的长度为1时沿着此轴运算时都用或复制此轴上的第一组值。 \n",
"\t广播在整个NumPy中用于决定如何处理形状迥异的数组涉及算术运算包括(+-*/…)。这些规则说的很严谨,但不直观,下面我们结合图形与代码进一步说明: \n",
"目的A+B\n",
"其中A为4x1矩阵B为一维向量 (3,) \n",
"要相加,需要做如下处理: \n",
"1根据规则1B需要向看齐把B变为1,3 \n",
"2根据规则2输出的结果为各个轴上的最大值即输出结果应该为4,3矩阵 \n",
"那么A如何由4,1变为4,3矩阵B如何由1,3变为4,3矩阵 \n",
"3根据规则4用此轴上的第一组值要主要区分是哪个轴进行复制但在实际处理中不是真正复制否则太耗内存而是采用其它对象如ogrid对象进行网格处理即可详细处理如图1-4所示。\n",
"![image.png](attachment:image.png)\n",
"代码实现"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"A矩阵的形状:(4, 1),B矩阵的形状:(3,)\n",
"C矩阵的形状:(4, 3)\n",
"[[ 0 1 2]\n",
" [10 11 12]\n",
" [20 21 22]\n",
" [30 31 32]]\n"
]
}
],
"source": [
"import numpy as np\n",
"A = np.arange(0, 40,10).reshape(4, 1)\n",
"B = np.arange(0, 3)\n",
"print(\"A矩阵的形状:{},B矩阵的形状:{}\".format(A.shape,B.shape))\n",
"C=A+B\n",
"print(\"C矩阵的形状:{}\".format(C.shape))\n",
"print(C)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"name": "ipython",
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"file_extension": ".py",
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"name": "python",
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