标量(0D 张量)
仅包含一个数字的张量叫作标量(scalar,也叫标量张量、零维张量、0D 张量)。在Numpy
中,一个float32 或float64 的数字就是一个标量张量(或标量数组)。你可以用ndim 属性
来查看一个Numpy 张量的轴的个数。标量张量有0 个轴(ndim == 0)。张量轴的个数也叫作
阶(rank)。下面是一个Numpy 标量。
>>> import numpy as np
>>> x = np.array(12)
>>> x
array(12)
>>> x.ndim
0
向量(1D 张量)
数字组成的数组叫作向量(vector)或一维张量(1D 张量)。一维张量只有一个轴。下面是
一个Numpy 向量。
>>> x = np.array([12, 3, 6, 14, 7])
>>> x
array([12, 3, 6, 14, 7])
>>> x.ndim
1
矩阵(2D 张量)
向量组成的数组叫作矩阵(matrix)或二维张量(2D 张量)。矩阵有2 个轴(通常叫作行和
列)。你可以将矩阵直观地理解为数字组成的矩形网格。下面是一个Numpy 矩阵。
>>> x = np.array([[5, 78, 2, 34, 0],
[6, 79, 3, 35, 1],
[7, 80, 4, 36, 2]])
>>> x.ndim
2
第一个轴上的元素叫作行(row),第二个轴上的元素叫作列(column)。在上面的例子中,
[5, 78, 2, 34, 0] 是x 的第一行,[5, 6, 7] 是第一列。
 
 
3D 张量与更高维张量
将多个矩阵组合成一个新的数组,可以得到一个3D 张量,你可以将其直观地理解为数字
组成的立方体。下面是一个Numpy 的3D 张量。
>>> x = np.array([[[5, 78, 2, 34, 0],
[6, 79, 3, 35, 1],
[7, 80, 4, 36, 2]],
[[5, 78, 2, 34, 0],
[6, 79, 3, 35, 1],
[7, 80, 4, 36, 2]],
[[5, 78, 2, 34, 0],
[6, 79, 3, 35, 1],
[7, 80, 4, 36, 2]]])
>>> x.ndim
3
关键属性
张量是由以下三个关键属性来定义的。
轴的个数(阶)。例如,3D 张量有 3 个轴,矩阵有 2 个轴。这在 Numpy 等 Python 库中
也叫张量的ndim。
形状。这是一个整数元组,表示张量沿每个轴的维度大小(元素个数)。例如,前面矩
阵示例的形状为(3, 5),3D 张量示例的形状为(3, 3, 5)。向量的形状只包含一个
元素,比如(5,),而标量的形状为空,即()。
数据类型(在 Python 库中通常叫作 dtype)。这是张量中所包含数据的类型,例如,张
量的类型可以是float32、uint8、float64 等。在极少数情况下,你可能会遇到字符
(char)张量。注意,Numpy(以及大多数其他库)中不存在字符串张量,因为张量存
储在预先分配的连续内存段中,而字符串的长度是可变的,无法用这种方式存储。
 
 
以MNIST 例子说明
张量train_images 的轴的个数,即ndim 属性
>>> print(train_images.ndim)
3
下面是它的形状
>>> print(train_images.shape)
(60000, 28, 28)
下面是它的数据类型,即dtype 属性
>>> print(train_images.dtype)
uint8
 
所以,这里train_images 是一个由8 位整数组成的3D 张量。更确切地说,它是60 000
个矩阵组成的数组,每个矩阵由28×28 个整数组成。每个这样的矩阵都是一张灰度图像,元素
取值范围为0~255。
 
 
在Numpy 中操作张量
选择张量的特定元素叫作张量切片(tensor slicing)
 
选择第10~100 个数字(不包括第100 个),并将其放在形状为(90, 28,28) 的数组中。
>>> my_slice = train_images[10:100]
>>> print(my_slice.shape)
(90, 28, 28)
它等同于下面这个更复杂的写法,给出了切片沿着每个张量轴的起始索引和结束索引。
注意,: 等同于选择整个轴。
>>> my_slice = train_images[10:100, :, :]     #等同于前面的例子
>>> my_slice.shape
(90, 28, 28)
 
>>> my_slice = train_images[10:100, 0:28, 0:28]     #也等同于前面的例子
>>> my_slice.shape
(90, 28, 28)
 
一般来说,你可以沿着每个张量轴在任意两个索引之间进行选择。例如,你可以在所有图
像的右下角选出14 像素×14 像素的区域:
my_slice = train_images[:, 14:, 14:]
 
也可以使用负数索引。与Python 列表中的负数索引类似,它表示与当前轴终点的相对位置。
你可以在图像中心裁剪出14 像素×14 像素的区域:
my_slice = train_images[:, 7:-7, 7:-7]
 
 
现实世界中的数据张量
向量数据:2D 张量,形状为 (samples, features)
时间序列数据或序列数据:3D 张量,形状为 (samples, timesteps, features)
图像:4D张量,形状为(samples, height, width, channels)或(samples, channels, height, width)
视频:5D张量,形状为(samples, frames, height, width, channels)或(samples, frames, channels, height, width)
 
 
广播
如果将两个形状不同的张量相加,会发生
什么?
如果没有歧义的话,较小的张量会被广播(broadcast),以匹配较大张量的形状。广播包含
以下两步。
(1) 向较小的张量添加轴(叫作广播轴),使其ndim 与较大的张量相同。
(2) 将较小的张量沿着新轴重复,使其形状与较大的张量相同。
 
 
 
张量点积
在Numpy 和Keras 中,都是用标准的dot 运算符来实现点积。
import numpy as np
z = np.dot(x, y)
 
对于两个矩阵x 和y,当且仅当x.shape[1] == y.shape[0] 时,你才可以对它们做点积dot(x, y))。
得到的结果是一个形状为(x.shape[0], y.shape[1]) 的矩阵,其元素为x的行与y 的列之间的点积。
其简单实现如下。
def naive_matrix_dot(x, y):
assert len(x.shape) == 2
assert len(y.shape) == 2
assert x.shape[1] == y.shape[0]
z = np.zeros((x.shape[0], y.shape[1]))
for i in range(x.shape[0]):
for j in range(y.shape[1]):
row_x = x[i, :]
column_y = y[:, j]
z[i, j] = naive_vector_dot(row_x, column_y)
return z
 
为了便于理解点积的形状匹配,可以利用可视化来帮助理解。
 
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2tVVo8b4earkS+y1rqvFVrJBML2aVeK2lC+uQ7tksFec/pvfbRv1EukodYAGzEwngRDIbHtWjLXn345lYtKtiVcqFgO6v6LQ+qqOa0wnMhGBF3vySvb6SpcFq1WwrDXvlHjrWqbPzGue3w9HV4VePtcCImIH/7u3q24AUrFC4HlyB9EQuAjVgYV8yGeJ6ybntW9RdS7fX5NYP2LgROq2ZNnjbXdQ4IiFTU175fT+cVqfJYt7ME6YxYAGzEwrjh15kD25S36uf6Q+kjyit+X2dSdssbvnehTz7vL7VwxRv6Z+r2TVDA16SdRU9p57GvUz5qMDTEAmAjFsaF3uAx9MIFL6qhu9faqp1VQ8kKFVY2yTcmWzXr/k96VX/4izG6v7C9C9+cUNVDS7W90ed8ZqTidxgiyAqFylUrtPVA2N4PX4vq6lo02keO5CEWABuxkPHMMfR3tDmvWLXhx9D9bard5NHm2rawiXkj0/tZlZbc8C3rj2mqllS1WOkwFszehQW6P3e+ZhUfUHcqv1T3n9J7W5/Qs++dGviz7Ki2IqRaHc6HSD/EAmAjFjKZ33q161nef4rktdMRw05FDJ5SObpX1YEz72trzhRlTVww8JX1KPW1VGjB5Me173Qqn1Hgt5rgUWUFT+mM2FuxNEfTiIW0RiwANmIBKapHrVWFumv7UXHyIZKFWABsxAJSUqCrRkXfTe2zNpD5iAXARiwgZfgbK5xd+Pn9V3L0jHbiITAKxAJgIxYAwAWxANiIBQBwQSwANmIBAFwQC4CNWAAAF8QCYCMWAMAFsQDYiAUAcEEsADZiAQBcEAuAjVgAABfEAmAjFgDABbEA2IgFAHBBLAA2YgEAXBALgI1YAAAXxAJgIxYAwAWxANiIBQBwQSwANmIBAFwQC4CNWAAAF8QCYCMWAMAFsQDYiAUAcEEsADZiAQBcEAuAjVgAABfEAmAjFgDABbEA2IgFAHBBLAA2YgEAXBALgI1YAAAXxAJgIxYAwAWxANiIBQBwQSwANmIBAFwQC4CNWAAAF8QCYCMWAMAFsQDYiAUAcEEsADZiAQBcEAuAjVgAABfEwjjTe1yVix9UUembajzjdxYaF9W0fakWrvuV9h5pV/hnhsXfoaamjij/vl1vbyzURuvrNp3vdZalFmIBAKI4e/YssTDedNdp0+Qpuq/kA3X5A85CS+Bz7XnoZmXdtkF7P7ugsM8MFOhWS91ftK+6OsrYq4qNCzRp4jwVvXFcPc4/sbVpn2eqbt5Up27XO08uYgEAojh48KDmzM52PhoZYiGdBHSx4QXN+N7PdehCxKv7YETcoHnbj+qKs+j6rPur36qbJ0zT8vJG+QZEwBW11fxcm0p3aX9Lt3VLOxamlXpHvtcizogFAGnGXrFm3WStXG8tlTdOa9eNP9moX7/8svPRyBAL6eCimipL9Nt33te+LQ8qr/RtHfE26K8lq1W4/UO1+wO67C3THRPuVXH1f8vr9TrD3OYRFZUfVEf4Xoh+53WoJEdZ3/uFvJciP+9XR/Wjypq8VvtOX7Y+JhbGGrEAwOb3qmxmfGLBHHowK8fRHIIwiIV04JO31Nqo52xSZf8hgz+qzPMdZc0uVl3XV9bnczV3y5tWRIRCwYy/qSx3iibNfkp/PWk2+BEuNqjk299RYfUXzmGLXn1z/oITA04s3BL6+yUWxhqxAMAWp1i4dOmSFuXlaVvJNmfJyBEL6cCJBU+1Opwl4cvaz72nzfeWqP5c5MTDWBt4v7pq1unGiXkq/sObdoC8+Rutnz1Ly8s+ULufWIg3YgGALQ6xYELhkdWrg3MVzP+PFrGQDN+oqeIJLcuZpkkzc5W/pVadzmfMRryztkT5ubM06ZYcLfNUqMkfKxbe0JHqZ/Xv9V1RJjXG2MBfbVZl3v3atLu+f0/EkZoS3TPhBs1Zt1ctvsvEQpwRCwBswVh4UQ1tDdq5cZGyc5ZoZX6utaFfruI9H0dMKLs+c/ZDKBROnTrlLB0dYiF5+lqrtHjeDjVdifxD8Klp+xItrvpEfc7HrrEwb5Ee+/VhXQh065PDxwaeIeG6ge/Vubotumv9O+rqv3loT0Oh9pw0UyTZsxBvxAIAm4mF2+7UPfklqmkNO53N36kj5Wu0qOzwkILBRILZTWwiwcTCWIWCQSwk01nVb3lQRTWnB+wVCEbE3S/J67NToT8MZnpUXFqqsuAo0frcqWEBcVntNRs1I2ej9jR/7dxf9A184MJh/aLwJR38+G39+/pfquZEtwKB06pZ8x3duKbGCQhiId6IBQA2Ewu35Gp7o89ZEKbvE1Utyldly8Cz2Q0TAyYO/vDqq8EzHsxK0ISCWTbWiIXkGrR3IbjRztPmus6wgIh1GCJs2eUGldz0LU36/stqNGc3BD5VVd6UgRv4wHk1/q5Ur58wf5NmD0ausm59Qn/6+++0eOIClXm77dsRC3FHLACwxZyzcFVtu4u0srrN+fgac/0EEwkmEMwK0AxziqTZwzDW4r2CNfcfbaM/0pFuG4TrC9+70Cef95dauOIN/TO0UyFoiLHgxEHWbc+q/oJ1B8FYnawFFcedwxnWTTqO6N3+PQ+96qpZq0kTv6P5//od3VhQrfb+QiEW4o1YAGAzK+s7tunQ5WuvEa9xj4VwJhD2798fPPvBrAzHeu8CsZB8/XsXvjmhqoeWRtkTNcRYsDb+vrbjajnjnCYZjIWpsf/G/F1qrtmmhZMLVPVZ+IRZYiHeiAUAtuDK+i5trf9qwDHpIH+Lqn74iKpao5z/7sKEglkhmlMmx+JMCINYSAVm78IC3Z87X7OKD0S5nPJQYyFCR7VWTpiuNTXtzoLBzPyFsu/PVeHuT6x8DUcsxBuxAMBmYuG2OzV/8Qbt9Hb2r2QDvk9VW/q4iiqarFX+8Jj5DObwxGiv3BhCLKSGvpYKLZj8uPadjnaxZicMgqdSerQyOFZo4czJMWKhV2drN2rKhDyVN0cPy4CvSTtX3aflZR+FnRURElBPy9/0+7eOOZNwiYWxRiwA4559rrwnP1fZt76ohvZ/aG/Jw9ZGPje4bM73ClVWc3zYp06GhK7eaA5PjBaxkAp61FpVqLtc39chxp6Fh3arLfR31NOqj/bX21dxbNir4runaNK9r+jYoFMzA/J3HdYrBT/Uht1DPYWXWBhrxAKAuAudSjnawxHEQvIFumpU9F1nUmJU3TpUMi8iFi6rra5CO2pOhL07ZK98JxtUte6u4M9p0uy1qjoWmszoCFxQa+0r2lqyS++Hn87rItBRr1e2bNbmLU9o4S1ZxMIYIhYAxJ2JhLE4nZJYSA5/Y4VzOCG//0qOHs9aVTZ+49winBUBLQ36aAgbdyPg+0yHDn8RfY+B/yt9fso3pPu55hsdK1+q6Xdv1J7gKZepiVgAgCjMdRjMWRKjQSwgUxALABCFmexoVpCjuf4CsYBMQSwAgAuzghzN21QTC8gUxAIAuCAWABuxAAAuiAXARiwAgAtiAbARCwDgglgAbMQCALggFgAbsQAALogFwEYsAIALYgGwEQsA4IJYAGzEAgC4IBYAG7EAAC6IBcBGLACAC2IBsBELAOCCWABsxAIAuCAWABuxAAAuiAXARiwAgAtiAbARCwDgglgAbMQCALggFgAbsQAALogFwEYsAIALYgGwEQsA4IJYAGzEAgC4IBYAG7EAAC6IBcBGLACAC2IBsBELAOCCWABsxAIAuCAWABuxAAAuiAXARiwAgAtiAbARCwDgglgAbMQCALggFgAbsQAALogFwEYsAIALYgGwEQsA4IJYAGzEAgC4IBYAG7EAAC6IBcBGLACAC2IBsBELAOCCWABsxAIAuCAWABuxAAAuiAXARiwAgAtiAbARCwDgglgAbMQCALggFgAbsQAALogFwEYsAIALYgGwEQsA4IJYAGzEAgC4IBYAG7EAAC6IBcBGLACAC2IBsBELAOCCWABsxAIAuCAWABuxAAAuiAXARiwAgAtiAbARCwDgglgAbMQCALggFgAbsQAALogFwEYsAIALYgGwEQsA4IJYAGzEAgC4IBYAG7EAAC6IBcBGLACAC2IBsBELAOCCWABsxAIAuCAWABuxAAAuiAXARiwAgAtiAbARCwDgglgAbMQCALggFgAbsQAALogFwEYsAInUUa2VE7I09ZabNb3UK7+zGKmJWABsxAKQBH5vqbKJhZRHLAA2YgFIAmIhPRALgI1YAJKAWEgPxAJgIxaAJLBjoV5tDbu0KXeu5i/Nl8f675ylW7W3+WsFnNshuYgFwEYsAElgYuH2f10gT3GNWn29ztKA/F2H9coqj8q85wiGFEAsADZiAUgCEwvT/mWHmq4MToK+1iotXlChlj5nAZKGWABsxAKQBDHnLAQ+156H1mpfBzMako1YAGzEApAEJhZmlTTosvPxAMRCyiAWABuxACRB8DDEt59TfXdovkJIQP7W17RicZVaOQyRdMQCYCMWgCSwJzjeqyVFu+TtCu1f6JWvtVZlBRtUeazbWYZkIhYAG7EAJNRp1W4plCd3lqaXfqT2xj+p5KF5mpO7Injq5NxVZao50c2ZECmCWABsxAIAuCAWABuxAAAuiAXARiwAgAtiAbARCwDgglgAbMQCALggFgAbsQAALogFwEYsAEm0rWSb9u/f73yEVEMsADZiAUiijT/ZqH3V1c5HSDXEAmAjFoAkMk9AEwxITeb3QywAxAKQNKdOnQo+AefMznaWINWY3w+xABALQNL8+uWXtSgvL/gkPHjwoLMUqcT8bogFgFgAkuLs2bPBPQpmcqOZ5PjI6tXOZ5BKiAXARiwASWDmKZi9CoYJB/NEZKJj6jFBN5q9PsQCMgWxACSYOfxgnnhmzkKI2cNglnE4IrWM9myVeK9gzf1H2+iPdKTbBgGJk25/G8QC0talS5f6QyFaFIQ+x3UXUof5nYzmbJV4r2DN/Ufb6I90pNsGAYmTbn8bxALSkokDc9jB7NY+evSos3Qw8yrWPCnNBmo0x8oxNszvzfw+TOiNRLxXsOb+o230RzrSbYOAxEm3vw1iYYTMcXGz8WEkZpiNjNnwm1emJhDME838/1A2OubwhIkF829MYPzh1VeD92UiI9rXYsRnhH5X5vc30kMR8V7BmvuPttEf6Ui3DQISJ93+NoiFYTCBYFZyodPzGIkdZoMfupyz+V0Ml4kG8/sz92POloj2NRjxHebn/oL1OzT/Hz7HZKjMv4snc//RNvojHfF+vEhf6fa3QSwMkdlAmVdEZphXpiNZ0QHjmdmTE9ozdMtNN2nZ0qXDPhxBLCBTEAsZKDRRzrwqHemxVgA2s1fo3599NvicevCBB4a1lyjeK1hz/9E2+iMd6bZBQOKk298GsXAdoVdC5pgrgLHz5ptvBleYt0//v0M+Y4VYQKYgFjKI2ZNgfqGEAhAfu994I/gcMyN0iC808TTaXrx4r2DN/Ufb6I90xPvxIn2l298GseDC7Bo1K6+RztoGMDRmwqknPz+4dyF84mm05168V7Dm/qNt9Ec60m2DgMRJt78NYsGFeYUTunwwgPgxYW5WnJHXy4g2l4FYQKYgFjKECQX2KgCJYfYumPlB10MsIFMQCxnAnBZpfpGcHgkkRujU5OshFpApiIUMYCZX8SQHEmeoz7l4Py/N/Ufb6I90sB6Bm3T72yAWojCHH5ivACROaN7C9c48IhaQKYgFAIgTYgGZglgAgDghFpApiAUAiBNiAZmCWACAOCEWkCmIBQCIE7OCZTAyZaQTYgEAAMRELFiiFR+DwUitYfxqx2/iOvZ/+krU5aMZ8bhPRmaMdEIsWEIrIgCpKTwW4sls2MdaPO4T6Y9YSBHm7W0PHjwYvN68ue68eWMoN8QCkNqIBWQaYiHJTCSYMDArFzNMKJgrMppwcEMsAKmNWECmIRaSyFwq1rwZjRkmDkw4DAWxAKS2RMVCPO4/3TYKSAxiIUlMHJgVyraSbUOOhBBiAUhtxAIyDbGQBKG3lB7K++FHQywAqY1YQKYhFpLAvEOkmZswUsQCkNqIBWQaYiHBQocfzFvcjhSxAKQ2YgGZhlhIMLNXYaSHH0KIBSC1EQvINMRCApm9CWYlYuYsjAaxAKS2RMUCp04iUYiFBAodghgtYgFIbcQCMg2xkEDmYkujmdgYQiwAqY1YQKYhFhKIWADGB2IhXfnkLc1R1sSbNe2mNdrX4XeWg1hIIGIhGp6cyDyJioV43H+6bRTio037POtYH4UhFhKIWIiFJycyB7GQ7lgfRSIWEohYiIUnJzIHsZDuWB9FIhYSiFiIhScnMgexMAp+r8punaWF+R6t9FwbntxZmnTTOtV0jnQdEZC//UPtWLNA2TlLtHJpjqbfvVU1zf+lEs9utQWcmwXZ66PqEx+rpqxI9+U8KI9niebPflj/ceC0+pxbBfnbdWTPr7Qhd7omzcy1bzfzfq0vP6gOf+hOT6t2S2Hwe5heWq+2hl3alDtX85fmW8vmas5D2/TWiW7rEQ4U8B0Pfv17Zs7XMk++luXcqXvWvKSaKLeNN2IhgVIxFvyNFVqZn6vsiZOVnVukysZv+pcHn5wTzZN2bf/y4eHJifGJWBgFEwszS+UNbwJfkypXrdDT750auC4Yjsv/0Pa71+r1Ty9cey4HunW8crWmeKrV4SyymfXRDE3PfUqVDe0KPZRAV42Kbnpadd1hj6KvU00fNutM/7rHEjgnb5lHRTWnBqw3/N5S3f6vC+QprlGrr9dZaq0nuw7rlVUelXnP9d8+YH3PO4t+rFeOdPZ/fbfb9gt0qr7kB5o2YboWlnyoM4NuMHLEQgKl7p6FXvmOvarHCn6lA+2XrY/NRv4DlRX8WDuPfT34D3KoeHJinEpULGTk2RB9HfLWeNUResr7T+m9rU/oWSsUwvth2DqqtfKhyBcpFrOeWvDSwDgJro+KtKftqvNxiP2iZih7QM26J7vUO+Axm2XT/mWHmq4MXlH0tVZp8YIKtQS/7x61VBRa67PTg9c5loG3DdP7scrn3RD8+8uaV67m0CpvDBALCZTahyFMMOxSYd5WVX+4V8V5j48uFAyenBiniIUx0meFwk9XqKCiST5n0YiZ+3r6UW0o/4vqG9vki7lyc1vvRFnu75T3tWItmz03eOgkuEfWrA+sMS3K+ihyHdUv8Ln2PLTWuW/zdbKDe0LDD8X0D7M3+NaIvS+OgK9VH9U26J/9L47GBrGQQKk/Z6FPF+qf1e0T5qm4fuRvdNWPJyfGKWJhDAS+1rHKp/RYpRUKMdcdw+D/Uk1v79L2LetU0P+8ztPmPR9HfI2hro/Oy1uar4Lyw+oK39NpcXvxMqukQWb/7SCD1kceVbb02J9LAcRCAqV6LATOvK+tDzyisld/roIHtunAmShbxuHiyYlxiFgYrW4dqyhSXvH7YYf2utVSV68WX+TuPVvA94UO13t1Mmq09+q8d692NnwZ5VDiadWsWaQyb/i+iyGuj8z8iju26dDlyHvtVXfdz3RHlPXRtG8/p/ruyMcYkL/1Na0oqFZ78K78aq9+XHdtP6orwc8PXeyfw8gRCwmUyrEQPF5fsELbGs5af7bWH3rDi7q/YJeOxfiD48lpi9eTE+krUbEQj/tP/kbhstrfe0GFW99V+4AXBG7rCEtvi6oWTw3+3G9cXKXPojwVg+uCnOdV1xH+0sHMSWrQjlXrtKc1fPkQ10eBU9a6LF/b6jv61zsB32eq++0m/dtD9+r2KOujGT/4kR5fv0vertDX65WvtVZlBRtUdeKis8xy5biqHl6uzdXHB76w8nepue4NlT33ploiD68O4ecwUsRCAqVsLPjbVLvJo821bWF/2NYTtrZYiza9E/GEdfDktMXxyYn0FXqOEgsjYOY6TZgW5ZDgEs2/xeUqr4FOHSheoEkTpmj+gL0RIX3Wi4ktWrBxh8o35mnaLTla5lmhhTOnas6qsgFnOwXPEAt+renWY3hYKyuaguuU6MvtCdA71z2o+bkr7DOtlj5jvUhqV4+17pkePFvr2tlkZn2UXXpY5068rbJVOZrj/Ju5EY+hn79dhyo3W48zdHbWdGudaq2rd1Tr0Enf4Ntf9+cwcsRCAqVeLHyjpoq19jF/c4rkwyWqDZ3D3Fmr4odDp1Qu73/C9OPJaYvjkxPpi1hANPb6aOALmnRBLCRQ6k9wzDzp/ORE+iIWEA2xkDjEgoVYGDpiAclALGCgaxeJuzG499McVilUce1p5/Opj1hIIGIhkdL/yYn0lahYyOhTJ5FSiIUEIhaA8YFYQKYhFhKIWADGB2IBmYZYSCBiARgfiAVkGmIhgYgFYHxIVCzE4/7TbaOAxCAWEohYAMYHYgGZhlhIIGIBGB+IBWQaYiGBiAVgfCAWkqVPPu9Lum9Njboy4WqqwffRWaEy73lnQfIQCwmUmbGQqk9O854SU5V101RNc3lr6ahS6MmJ9EUsJEnfJ6patETbG8PfpC6dBXSlcYfuWlSl1uhvtpkwxEICZWQspPqT07xL5cxhxEIKPTmRvtI5FtL3bAj7uTvv3gq1ZNJzt++4Ku9dlPR1LLGQQJkXC2nw5Bx2LFhS5MmJ9JWoWODUyXA+eUvv1/Ldnw9+w7e0dlVtuws0LcmXrScWEijzYiENnpwjiYUUeXIifRELSRCM/CUqb77kLIjgb9eRPb/ShtzpmhS8BPwSzZ95v9aXH1RHtLfhj5OA71PVbn9c9/S/s+0MzfE8p9+XFGhhxXFFe93V21yuu5L8ooxYSKCMi4V0eHIGY+FFNbQ1aOfGRcrOWaKV+bmaM3u5ivd8LJ/Lw0iFJyfSF7GQBN112nTTU6o91+ssiNDXqaYPm3UmfN0TOCdvmUdFNacS84LH16TKNY+rrPbTsHWP/bb7r6y6Syur25xlEc7Vav1NT6uuO3krJGIhgTIuFtLhyWli4bY7dU9+iWpaL1z7mv5OHSlfo0Vlh6MHQwo8OZG+EhUL8bj/dNso9Ouo1spbhrsX0awiEvXOtJfVWrVaS6o+ibL3oM9anW5x3bMQXI/d8qj2dSRvXyexkEAZFwsp/+S0BJ9kudHnHwQnZ+arsqXHWRAmBZ6cSF/EQhJcb31kvUDwvlasZbPnamG+J/iOtJOs35P5XSXmkKM5Q6tIe9quOh8PA7EwbMSCJW1iIelPTot5krnOWTBzE4qi7/ojFjAKxEISxHzOnpe3NF8F5YfVFXEINHEvXkwseKK/OLmeEb4wG0vEQgJlXCyk/JPTYh7jHdt06HK0Yw0xYiEFnpxIX8RCMnSq9skF2lR3xvk4jOt6oFfddT/THa7roz75Wj6w1t1/Vn3rRWfZSPWopWK55m0/qivOkqExhyie1tQna3XOWZIMxEICZVwspPyT0xIMmru0tf6rwXMk/C2q+uEjqmq97CwISY0nJ9IXsZAMvTpX+5SmbqxTt7OkX+CUatbka1t9R/96J+D7THW/3aR/e+he3e66PjLruBnKmrhG+9rH4JWDmeBYUKiSdyInOB7VvtJHtGRHtJA4o7qNC7S+ttP5ODmIhQTKvFhIgyeniYXb7tT8xRu009sZ9lg+VW3p4yqqaNLg2Qyp8eRE+iIWkuTCARV/d71quiLXHfYZBzvXPaj5uSvkyZ2rOUuf0c6GdvV4SzU9eLbWWlU2fuPc3mEmcU/O0u1bDuiCs2i0zLpnf/mPtbD/1Mk7dc+aX6i64Yuok60DXTUq+u6zqr+Q3MnWxEIC/frll7WtZJvz0cilTixYUvbJ6VdnbYk8+bnKvvVFNbT/Q3tLHtac2dbXNadOfq9QZTXHU/rJifSVqFjg1MlI5oyDH+muYe/qj8bewzhlgssE6YTwqWn7Ei2OegZFYhELCfTI6tXBvQujlVKxwJMTGIRYSCJzfZf9TfoqyguB4TF7GGfpxmS+703gjJr2exN60Sg3xEKCnD17NrgCaWlpcZaMXGrFgoUnJzAAsYBMQywkyB9efVWL8vKcj0Yn5WIBwACJioV43H+6bRSQGMRCApw6dSq48ti/f7+zZHSIBSC1EQvINMRCnF26dCk4V8GMsUIsAKmNWECmGcexEJC/44j2bt+ghbdMUXbuCq1cOl/Zd6/XKw3tLqf1DU8oFObMzg7uXRgrxAKQ2ogFZJpxHAtSX0eTPmzuGhAGAd9hlT3wlGpGeZlfM5HRzFEY61AwiAUgtRELyDTjOhai88lb6lGZd/in7pk9CUePHg1eeMmsLMx/zbKxRiwAqY1YQKYZx7FgLhp0RK9vWW5fqMezQgtnTg4+ybMm5Aw5FkwMmCgwexDsf/ut4KGHsThF0g2xAKS2RMUCp04iUcZvLAQPN6zRK0euXQLYNvw9C+YsB3OxJXN1xlA0mP8311aIB2IBSG3EAjLNuI0F886Hs0oaFPkWQgp0qW7TD0d0GCLEHIow8xXMCuPgwYPO0rFDLACpjVhAphm3sRDo+KuKHnhR9V2hXOiVr7VOv123Wsv//9xRxUKI2dtgVhrmPSHGErEApLZExUI87j/dNgpIjHEbC+Y9DbqO7NKG78/XwvwVWjh7npY986oOdXwlb+l99qmUngo1jfIcSrNnwaw4xnIPA7EApDZiAZlmHMdC4phLPZu5DGM1h4FYAFIbsYBMQywkiJnDMFaHI4gFILURC8g0xEKChA5HjMV1F4gFILURC8g0xEICmRXIWMxdIBaA1EYsINMQCwlkLt5k5i+MFrEApLZExQKQKMRCAplTKU0wjBaxAKQ2YgGZhlhIIGIBGB+IBWQaYiGBxjIWGAxGag/DrGAjh7lCYmhE+7wZ4bdxu50R7euOxQAihf7m0gWxYDFP5nu3/TeDwUjREdrgxnsFa75OZFiMdhALiIZYSCBigcEYH4NYQKYhFhKIWGAwxscgFpBpiIUEIhYYjPExiAVkGmIhgYgFBmN8DGIBmYZYSCBigcEYH4NYQKYhFhKIWGAwxscgFpBpiIUEIhYYjPExiAVkGmIhgYgFBmN8DGIBmYZYSCBigcEYH4NYQKYhFhKIWGAwxscgFpBpiIUEIhYYjPExiIXradM+T7bmL83XSk+himtPO8uj6KjWygk5KvP6nAXJ4pO3NEdZnmp1OEsGOq3aLYXW95OvZTnZWlnd5izPDMRCAhELDMb4GMTC9ZhYWKd9HX7n4xjSJhZC/NZDXkcsJBmxYCEWGIzUHsTC9QwjFtIOsZAKiAULscBgpPYgFq6HWEg3xEICEQsMxvgY4ycWzK75+5Sdu0IrPZ5rIz9X2RNnaE3NKed2ka4XC3511pbIE7y/FVo4877EH4bwN6nSY+ZUhH1fS3M0jcMQaYFYsBALDEZqj/EVC56IDXm3jlUUadFP96u9z1k0yHD2LET7Gkli5k8QC2mBWLAQCwxGao/xEwtX1OGtk7fjivPxZbW/94IKt76rdn/AWRYNsZBuiIUEIhYYjPExxk8shLtihcJzWrRql475XHcpOIiFdEMsJNBYxgKDwUjtYZgVbOQI3zBH+7wZQ7mNEe3rjsUYvl75jr2qx4petUKh11kWC7GQbkJ/c+mCWLCM7MkMIFFCz9F0W8GOTJ8VCrtU8MA2HTgT2vhby1rqVdfS7XwcKU6x4GtRnbWe/VP95wodGBlTxELaIBYsxAKQ2sZPLATkb39Xzxa8oPfaLzvLjOttMOMRC706V/uUbpwwTQXVJ61HFgfEQtogFizEQhroPa7KxQ+qqPRNNfa/2jIuqmn7Ui1c9yvtPdJurVaur691r36yda8au8JXxkhl4ycWzEZ/mqblLLE2omGnGF73ksfXiYUBpy2aUyenhp2eaS2vaIry3Dmjuo2zlHXbs6q/cL05EyNELKQNYsFCLKSB7jptmjxF95V8oK7wWeGBz7XnoZutFdoG7f3swvVf/QS+VN2mucqaOEt5xbVqj/oPLql1d5Fuv/v5iFd3SJbxEwsjNZw9C0MUfM7doHnbj8bnEISlr6VCuU/W6pzzcXTEQiogFizEQqoL6GLDC5rxvZ/r0IWIyV7DWqH16lz985oz8X5tfe+UtQoK6FLzW/pFaanK3MZrXp2Ly/5XDAexcD0mFob4RlJD0mc9tZ7WlBvWqaZrDAMknP+03iteqsdqTrtEPm8klUqIBQuxkKouqqmyRL99533t2/Kg8krf1hFvg/5aslqF2z8Mnnd+2VumOybcq+Lq/5bX63WGuc0jKio/qI7+vRDmWHCNNnw71wkFpBNiIQN0/lVrbpriHP5YovkzF2nzno/lG6cxTiwkELGQ6cxErBxl5WxSpfW7Nr/vfdV/VJnnO8qaXay6rq+sz+dq7pY3rYgIhYIZf1NZ7hRNmv2U/nrSPowQ8DXq90WbVHXsawWufqq3XihXbesQDlsgJRALyDTEQgIRC5nOiYUBE6CuLWs/954231ui+nOR56GbXbJTNa3U6+xBuKDmt2vkDU5o7NW5umd0u/U7n/S9F9RwnYlbgW++1tcxr5yHRCAWkGmIhQQiFtJQcFb2ci2cOVmTZt4vT2gWtlmef7+yJ05Wdu5yZ3Z2rFh4Q0eqn9W/13dF2TsQGQtheppU/sDNmvTAb9R4vYvd+Fu1b022pq/6vY5w5kRSEQvINMRCAhEL6Svga9LOosdVdsCZP+A/pQNlj+uxyqawY5gxYmHeIj3268O6EOjWJ4ePDTxDwjUWLumzqgLdOGG6CqtbdLLuP6NOanzxyVzrNjO0bOMLzrIy/abupOJ08hiGgFhApiEWEohYSG/BYCh4WMVv7lf1lodVOCAUDCcMZnpU3L8xL9H63KlhAXFZ7TUbNSNno/Y0f+3sZYgWCwH1nNil5TeYy+8WaE/bVWf5YH5vqaZNeHRsT0PDqBALyDTEQgIRCxngwgEV33aDbt9yQBecRdfEOgwRtuxyg0pu+pYmff9lNV6yciHwqarypgyIhYDPqx0/fEKv/Ha9pl4nBIiF1EMsINMQCwlkYuGR1audj0aOWEiSQKcOFK9QQenvVLZqhbYe6IyYfzDEWHDioP9Kc36vym6ZrAUVx+1DB/427d/2fPBMiKGEALGQeogFZBpiIYFaWlqCK5FLly45S0aGWEiCwNc6Vlmk+0sOqtvsDOg+qG0LirTTnNro3GTIsWDeoa/tuFrOOJMQg7Ew1bmIi7nwUr0+cq7ESCykJ2IBmYZYSCATCWYlcvDgQWfJyBALiXZZ7bXFWrTpneCFlWzmoknvaHNesWr7L7E81FiIYK43P2G61tS0OwuuIRbSE7GATEMsJNi2km2jnrdALCSOv7FCK/NznVMkPWGXpTWXdvU4p1TmyuOpUJPfCYNbcrSs/w11zJvgTI4RC706W7tRUybkqbx58B4nYiE9EQvINMRCgoUORRw9etRZMnzEQqqKsWfhod1qC+2U6GnVR/vr7as4NuxV8d1TNOneV3TsysAZEAaxkJ6IBWQaYiEJ/vDqq5ozO1unTp1ylgwPsZCqunWoZF5ELFxWW12FdtScUI+zJDhn4WSDqtbdFfxdTpq91r6ss/PZcK4hEGjXgZc2q+iRH8mTO0uTiIWUQiwg0xALSWDmLpizIkYaDMRCqrIioKVBHw3xPRwCvs906PAXMd+Yprdxu2bd+jPVDbpEtBHQ1ROVWnRDtpaXHVDXUL4oEoJYQKYhFpIkPBiGO+GRWABSG7GATEMsJJEJBnNIwqxYFuXlBaPh7NmzzmfdEQtAaiMWkGmIhRRgAuHXL78c3MtgVjJmmIhwQywAqY1YQKYhFlKMOVvC7GGIdWgiFBQMBiN1h2FWsAxGpox0kvGxAAAARodYAAAAMRELAAAgJmIBAADERCwAAICYiAUAABATsQAAAGIiFgAAQEzEAgAAiIlYAAAAMRELAAAgJmIBAADERCwAAICYiAUAABATsQAAAGIiFgAAQEzEAgAAiIlYAAAAMRELAFJYQP5vvlFPwPlwpAK98veO9k6A8YtYQBx9rea6w2rr6XM+HiprA3HyPe1667h842L9Hsef08UGla34qXbWfzH6Da719a5+/t/6ryNfyOdP1C/mjOo23quFm16Xt+uys2wEOt7SmtwN2vHWUXWN+rFf1fnWBu0/dFp+ZwmQ6YgFxFGb9nmmatLMXHk8Hq0c8lihhTMnK2vCDC3fcVjnMj4Y4vVz6tXZ2o2aMvF+FVf/r84MdSPp/0qfn/JZaRCpRy0VS5U18T799L3TEZ/v0+WeK1H+jdGjk/vf0J9PdId9/qKaKotV9uYHOuL1yus9ooY3n9OKotd0zNfr3MbSXadNk7+lSQ/8Ug2jioVqrZxwg7LXvK7m8PsfqkCPznzi1Xu7t2vT0mxNmvAtZd3gUeWJVtVvf0GVdR+rraNDHeHj5CHt3PScdjd+RVQg7RELiCN7Izit1DtwZXnlqLb/y1TdU/KRSwj4rXX7o9ZG8EGVec+5bIAySZx+Tn2fqGrRVN2+rlon2s0G7HMdeW2Hft9wUl0Nv1VR1ADxyJM7S5NuLdKe1kvOHTkCJ7Vv1Xc0t/SIIj5jMd/DnVr45HMqKy0dOF7cqGW3Zinr1odVduCU8z365C3NUVbOJlVWV2tfdaWKc2+2QuROFb5xwnrtbvRZrfC0pkyYq811Xw78/gLn5N1Vqbr2IQZEMBamamV1m7MgTKBTH+3688BICbqsDu9fVFGyVsuXLtfKpTmaNuE7Wrn9bzrU2GLFwZc63/NF8HeXNXG+1jz/4sDve4tH2ROyNM0KnUPnRhAoQAohFhBH0TaCvTpX94xun/2MavtX9L264K3Sf+z52NmdHtoIPqp9HUN5Tdatlndf0krrFWiWecU32aOyaq86hrtX39J3ulqrQ/cTGvdWqGUE9zV08fg5BXTJ+wvNnelRsbPxevHJXN1o9kJse1cnL55X51c91q3OqX7LnbrxyVrr/4xLai7PU9YDlWqJ2BMR6KpR0eQV1qvpi84Sv7pqS/R4ZZP1eOzvYcqa3ToeDJPoo/O8+ZqGEwueanWYDy82qOTbU7Xo13v15kuhDW6J1udaG+IJd2rllp9f2whbo3TjUk03v5tbH1XVCV/wHmMKxsJkzd/4eytMTJxcG7tLf2TdV5amr9oVEQx96jl/7tohl+B95FhhFv717O+7//sIF7z9LG2qO+MsANIXsYA4irIRvPQ/2v79mzUtZ8m1V7PBV2xmwxx6BTmcWDhvbXRy7Y36gGFtGH767jCDwRwfnxVxP4lY2cfh5xSwXvEWLNLW+i574xz4UnWbC7T1vdAre0ffcVXeO0tFNc5hheDeg2m6eUu9Qklgu6r26iLdOHGWFuY7j8ezRPNvybK+/hTdt32v/jAoeGIJj4WA1QovaMZtz6ju3CWd7zgdDIv2xgotnzhdBVVH1R4RHdeGeXU/hF9ycMM9RQtL/yZv8LBHtHFULWdi7KkIj4XARZ3/+oq18Hqx4LI3A0gzxALiKHIj6NOx8nwtePYFbfnxWzoZfMXm04kKj2689RFV9h/bHXosmD0Bawpf0rst3c6SbrVUP635wY3qUlW29DjLr6+vpUILN9ZZ95BoY/1zsvdKzFrzlk4H/631cf2v9NPqVutf+NVV/0ftCk547NWFhp9r3vd/qQMnjqulrV3tH1ep4IYZWl/bad9VyNVmVS5eo6rPLjkbwcjbRAmemMJjwaem7Uu0qKLZOfxgXNHJ3YWadNuzqr/gl6/pv7S37n/VMexJoI6x2HD3x0K3Lhz5pRZ8/3m91/4JsYBxgVhAHIVvQHrla/ydHtv6rtr9F/VZ1XqtrjysE39/XvfckKttDWfsV7ZBQ42FHrXs+r3quiM3IM5EvAmTtaDiuIa0eemzXokXfsf6N9/RytI/6i/ejqH9uzExtj+nwIUG/eKH8zXL7Fpf+oQ2PvKgsidOVnbuiv69AZPuflH//cVBlS16XDuPnZff94WO7H5a90z8VvBzDQOOsZuo+JWeqHLmEvRvNAfvjp+6pVanBrzyP6WWd17ST393OOIshLBYMHMzfvBLeS+FfT44X2OaExCh7/MOFe7+JCwo3ATU03ZCn5wPu6Xbhtt/Wofedzmb5Oqn2rd5rTaVmLkIL6rk0fmaZN3HwidLrh0SeW23fptPLCDzEQuIo2sbwatd9frNjvetDaCzVr76scq/b2by52hzbZu1OQg39D0L0YUmxg31EEKffN6XnL0RoWGOb1erxZeIZBjDn1PgjA79rkJ1J+tVdouzQfd7r/1/8GvdoaW/el2/X/9jbXvjA7Wc6VHA97Fq3nhDVbv2q/lcxOb46nG9/sJfnT0clhixcGPuOr0YNregf97BxPtU0nDWua0RFgu+w/rF+vD5As58jckbVXvWLBvu34Nz+1uXatOLzuMITja8Qdmen4U9ttA8jjtUEJx34fzzqLqtx7vAegx5Km8On95pf9/EAjIdsYA4Cm0Ej6jnq059FdrYBMyhgp/pntvytPIHd2j6Qy9o34Bz90cbC86ehZyX5B3Wxt6KhpYPtK9iU384TCms1um498IY/px62vXPzssDA2FQLEzXnHWvq7HrlOo2Zmv6unfU1W42bGbuwf8MPtPBf0Hnv7m2p6G3uVx3TSjQnjYrKvzt+p+PPumf4Dj4METERMZ+A+csXP3sda1evVutV63vzRzyyJsWdtZF5PfZK1/zu/pb89dhe1nCObf//zar5vP2sL0cg8ep2i2aGjXEIgQnYJr5GTO0vKRa3vaLztcmFjA+EAuIo8EbkIDvU9WW5mvuA8+ppvUb6+NP9HbJEk0zp5jd/ahKKv6qj459pmNVhSOPheAhhRytrv5ixIcS+joO6pcec1giORMcR/1zCgaCc+ghPzfiMMQ0ewPW+7HK5+Vpe6MVEeF7CyJOJQycb9b+sLMH/lTq0ZQJ92lTxV7nTII7tHLHLpX94OYRxoJxXodKHtSKP7yvd4sXROzu/7mKPXda32forIifaeXMG5Q18f7BEzaDnFi4pVTe6/z5+L2l1s/0en9nfnXVrNONwYD8oUr/8xndc8M8FVX9b38kZVkxtiw0EXXAhFRiAZmBWEAchW8EL6urca+2/vARbas+qi/b/65nC57XW+ZCPYEL+mfdb7Vm9mRNylmv8poP9N725SOMBfuQwoIx2CMQOo1yStwnPcbh5xT4XHseut9lz8Ks4AbMTOi8P3QhqOCGLRQUZmP3IxXtaLCv72CO67/1N9UfMWcMHNGH5QXWhvMHKqs9HHYmwX5tH1UsOIeO5r2shua/6BfldWrt3wNwSk0V+db3ma/KxlMD9gxcOxUz3BjHQnBPx10qfHSpbja3bf/SCpv7rMfzsKpaP7VjgT0LyHDEAuLI2Qg+90fV/rpUO95sUGv/pDPnVLxbN6im3V4W6DmjzzvMlQOj7F4fKt9hlXm2Dzr8YDaMC/rnI4TG9c6WcA5nJOo6C2P6czL3mRsjFo6rufwZlR8zyyxR5yFE43zNyU9HTCx1vochx4J9murUkgYrj4xenat9SjdG3cAP9+/hqtp2F4xRLJj5E1s0b021Whte7L9toL1W/755r1p6zqmp5i3Vt14YHC09rfpo/z/UPtIzOIAUQiwgjtw2ILZAe7UKbru2EbxmhLHg+1iVG0tV12HOfx8oLWJhLH9O1zsM8Wa9tSE7YX2HjgGxYOYEHNShqFdH7LZeVc9T1sQF2vzmxzrXP3/C/h4GX7LauST1oA238z0/X6Nms2fiyDva/tA0TVpUpdZBP+to3+dltde9oT8dizZvwQmUAdeEiD6CV6uM9Xdmrnex6CntO9kTIywCutS4W78MvUfH1RPa+8LuKFeEBNIXsYD4CW6wvhW2EezV+eb3tK+mToe8TcHz+mPuRh5OLPSdVt2WEu07PTgURs7EQuGo5j4MSTx+TuF7E6LsWfBsr9LOsLMC7LMFnHkCzuWZJ929TQe6Iu43eBGnKZrx/J/1QdlS3bNut/NeC27Bc1FNFeu1fsdBdQ34Bpzbv/iBTnrf0Oa7p1gb93la/pOtKg1/XMEROWfBWtZ/CelCvdJ4NuJn48TCEPYs9Db+Tp5N1WqJ+i5bF63f/1o9Vdtu3b+z5yPazzp4mMJcqjp0aqsVW8d2qTCvRO8N9XLUQIojFhA/gzaCZhd6lz7x/l27S4t0j7n638RsLdv4n6ofsFIdZiwEQ2GLKo9HzCzo69Dh7bv0waDrMAyRyyGNMRePn1NXjdZMfkq15noJUWJh5ZvHdOqTz69dGbGxQssmzFVx7WdhcwK+inh3yYCuNO7QvAkLrPuyftY9TSp/4Gbnugyfu8SCm/C4sDauLQ36yOzK7/laX/ki72E4fw8B9Zz6Qp9/0azmtnPqajqkprBTQQNnGvXBgLMoLqi5ploftYXObggxZ2i8oZ+8dFgXgp9wewyX9FlVgW4cNNnystprNmrG7LWqirr3A0gvxALiJ8pGMFyg57S81S9ouXkV+2iNupzlw9o4mFD4qZlsFnmIwR5DmpzonD2xsrS2/7oKfR2H9WppedRDGmNuzH9OAV2s36ppBdVqN1upaLEQOeluKHMWAm2qKcrW7evfcfYShM4SMJP46kcRC9cznFg4r0OlFf17FMz7WTx2r7nSohNZUS57HTj3kbblFais7vMBb+Md6PlG38Q8nddcQOs3yrvB5ayMQLtq19859PevAFIYsYD4cTaCg6/qFz7addL7ln5ffUQn+5eFZr9fb+MQ7b0cwsdQT3sMv0S0NcwbUf3pgwRdkMky5j8ncxriimvv1Gj2MkwcbSyYV8qbNC/izZaCby71bfMOlSdibvwDvmP68+sfXbvYVFxiwewNeE0rbgs//NCp2ifv0PQC5xoO5jbNr+i+/kMGRkA9x36nvImxLs4U+RgC8re/o83ff1SvHOl0+R6sr3WiUovMVTHzKtUS/PpAeiIWED/ORvDmJ6t0uP8Uu6GMw6ot/cEQNg4ZYox/ToH2t/T4Y9XXrrjoa9Te3/1VDQ01qtz+jFbOnKE1Ne3250JixoI5Bl+lH69/PcqkPb++8V3UuYYXg5eKHnwFRzNe0KalM6zHOUXzrzvHIZqhxILZeL+rrXdP0aRVzh6VoNBkx7Wq6XIee/BS0jdE7HUKXaHROcQySPhjuKKek7XaVvSi3o52FkS4gBUr6+5Q1g3OISEgTRELiB+zEZy5RC/Ud8ZeoQ7SZ23fqvXKniPqGHDMPEON5c8p0KH3X3pl8MTEoCs6Wb1Fj5W9rZaIjX5v43bNsjaU2xsHvtekEeg4qD/WhJ/5MFjAd1z7tj6rnUc+D9sbEm2E5kGYWJih+yuOWylyPc6GOnyDHyn4Lp1TrI35LD1W0xb2c7yskzXb9OPyw/Y1I4LOyVteqtcHzCUI6LK3THdMXKLyY984y8LZj2HS3S/pyBcNer3yff1zUDhFE1BPy9/1p4b2IUQRkLqIBcRRr/zjYWM/amP5c/Krp2f4m6WA77Q+aetO4Abtsr461TVgjoA7a4PbekQftZyL8fgu60xzgz5qah/ifUbhP6NPPjnj8jUC8p/v0ldcMwHjFLEAAABiIhYAAEBMxAIAAIiJWAAAADERCwAAICZiAQAAxEQsAACAmIgFAAAQE7EAAABiIhYAAEBMxAIAAIiJWAAAADERCwAAICZiAQAAxEQsAACAmIgFAAAQE7EAAABiIhYAAEBMxAIAAIiJWAAAADERCwAAICZiAQAAxEQsAACAmIgFAAAQE7EAAABiIhYAAEBMxAIAAIiJWAAAADERCwAAICZiAQAAxCD9P0KQiBaVTDxlAAAAAElFTkSuQmCC" alt="" width="399" />
 
 
张量变形(tensor reshaping)
张量变形是指改变张量的行和列,以得到想要的形状。变形后的张量的元素总个数与初始
张量相同。简单的例子可以帮助我们理解张量变形。
>>> x = np.array([[0., 1.],
[2., 3.],
[4., 5.]])
>>> print(x.shape)
(3, 2) >>> x = x.reshape((6, 1))
>>> x
array([[ 0.],
[ 1.],
[ 2.],
[ 3.],
[ 4.],
[ 5.]]) >>> x = x.reshape((2, 3))
>>> x
array([[ 0., 1., 2.],
[ 3., 4., 5.]])
经常遇到的一种特殊的张量变形是转置(transposition)。对矩阵做转置是指将行和列互换,使x[i, :] 变为x[:, i]。
>>> x = np.zeros((300, 20))
>>> x = np.transpose(x)
>>> print(x.shape)
(20, 300)
深度学习的几何解释
前面讲过,神经网络完全由一系列张量运算组成,而这些张量运算都只是输入数据的几何
变换。因此,你可以将神经网络解释为高维空间中非常复杂的几何变换,这种变换可以通过许
多简单的步骤来实现。
对于三维的情况,下面这个思维图像是很有用的。想象有两张彩纸:一张红色,一张蓝色。
 
将其中一张纸放在另一张上。现在将两张纸一起揉成小球。这个皱巴巴的纸球就是你的输入数
据,每张纸对应于分类问题中的一个类别。神经网络(或者任何机器学习模型)要做的就是找
到可以让纸球恢复平整的变换,从而能够再次让两个类别明确可分。通过深度学习,这一过程
可以用三维空间中一系列简单的变换来实现,比如你用手指对纸球做的变换,每次做一个动作,
如图2-9 所示。
 
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" 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