diff --git "a/NumDetect.ipynb" "b/NumDetect.ipynb" new file mode 100644--- /dev/null +++ "b/NumDetect.ipynb" @@ -0,0 +1,2011 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "751e0eee-637e-480e-b3d2-0e4d4bc28382", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import scipy.special as ssp\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1db7a270-db9b-4647-9ef4-7e012208fdb2", + "metadata": {}, + "outputs": [], + "source": [ + "input_nodes=784 # 输入层节点数\n", + "hide_nodes=200 # 隐藏层节点数,理论上越高越好,但是高到一定程度就到顶了(默认:200)\n", + "out_nodes=10 # 输出层节点数\n", + "learningrate = 0.1 #学习率" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f31afd6c-bb89-4145-9520-a4e35ebc04f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[ 0., 1., 7., ..., 13., 0., 0.],\n", + " [ 0., 0., 5., ..., 12., 1., 0.],\n", + " [ 0., 0., 4., ..., 6., 0., 0.],\n", + " ...,\n", + " [ 0., 0., 7., ..., 8., 0., 0.],\n", + " [ 0., 0., 6., ..., 10., 0., 0.],\n", + " [ 0., 1., 6., ..., 4., 0., 0.]]),\n", + " array([-0.31706046, -0.25531538, -0.19357031, -0.13182523, -0.07008016,\n", + " -0.00833508, 0.05340999, 0.11515507, 0.17690014, 0.23864522,\n", + " 0.30039029]),\n", + " )" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wih = np.random.normal(0.0, pow(hide_nodes, -0.5), (hide_nodes, input_nodes)) #矩阵大小为隐藏层节点数×输入层节点数\n", + "#np.random.normal()的意思是一个正态分布,normal这里是正态的意思\n", + "plt.hist(wih)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0d0c7d96-bb02-4f44-b9e3-7c10825157c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize weight matrix wih\n", + "plt.imshow(wih, cmap='coolwarm', aspect='auto')\n", + "#plt.imshow(wih, cmap='hot', aspect='auto')\n", + "plt.xlabel('Input Node')\n", + "plt.ylabel('Hidden Node')\n", + "plt.title('Weight Matrix (Hidden to input)')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ac3c464d-6c1c-49a8-bd61-5d2046afd0a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " [0., 0., 0., ..., 0., 0., 0.],\n", + " ...,\n", + " [0., 0., 2., ..., 0., 0., 0.],\n", + " [1., 0., 1., ..., 0., 0., 0.],\n", + " [0., 1., 0., ..., 0., 0., 0.]]),\n", + " array([-2.41392316e-01, -1.93074206e-01, -1.44756096e-01, -9.64379862e-02,\n", + " -4.81198762e-02, 1.98233858e-04, 4.85163439e-02, 9.68344539e-02,\n", + " 1.45152564e-01, 1.93470674e-01, 2.41788784e-01]),\n", + " )" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "who = np.random.normal(0.0, pow(hide_nodes, -0.5), (out_nodes, hide_nodes)) #矩阵大小为输出层节点数×隐藏层节点数\n", + "plt.hist(who)\n", + "#同上" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "41626492-0f48-4fe6-950d-2ac0eb2e79f1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize weight matrix who\n", + "plt.imshow(who, cmap='coolwarm', aspect='auto')\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Hidden Node')\n", + "plt.title('Weight Matrix (Hidden to Output)')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "b2c5d3b5-9c17-4880-abe6-4d0b9a950387", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#linspace 参考:https://blog.csdn.net/neweastsun/article/details/99676029\n", + "x = np.linspace(start=-6, stop=6, num=121) #从-6到6范围内创建121个距离相近的数字,从而生成x数组用于代入后面的y\n", + "'''\n", + "e.g.\n", + "x = np.linspace(start = 0, stop = 100, num = 5) ##从0到100范围内创建5个距离相近的数字\n", + "print(x)\n", + "OUT:[ 0. 25. 50. 75. 100.]\n", + "\n", + "#lambda示例\n", + "#lambda arg1,arg2,arg3… :<表达式>\n", + "func=lambda x : x+1 #func=x+1 \n", + "print(func(2)) #func=2+1=3\n", + "func=lambda x,y : x+y #func=x+y\n", + "print(func(1,2)) #func=1+2=3\n", + "'''\n", + "activation_function = lambda x: ssp.expit(x) #logistic sigmoid函数,定义为expit(x)= 1 /(1 + exp(-x))\n", + "y = activation_function(x)\n", + "plt.plot(x, y)\n", + "plt.xlabel('x')\n", + "plt.title('logistic sigmoid(x)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9e171ac8-f6f1-4e98-aa07-02c4452c8324", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "总数据量: 60000\n", + "第1条数据: 5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,18,18,18,126,136,175,26,166,255,247,127,0,0,0,0,0,0,0,0,0,0,0,0,30,36,94,154,170,253,253,253,253,253,225,172,253,242,195,64,0,0,0,0,0,0,0,0,0,0,0,49,238,253,253,253,253,253,253,253,253,251,93,82,82,56,39,0,0,0,0,0,0,0,0,0,0,0,0,18,219,253,253,253,253,253,198,182,247,241,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,80,156,107,253,253,205,11,0,43,154,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,14,1,154,253,90,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,139,253,190,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,190,253,70,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,35,241,225,160,108,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,81,240,253,253,119,25,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,45,186,253,253,150,27,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,16,93,252,253,187,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,249,253,249,64,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,46,130,183,253,253,207,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,39,148,229,253,253,253,250,182,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,24,114,221,253,253,253,253,201,78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,23,66,213,253,253,253,253,198,81,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,18,171,219,253,253,253,253,195,80,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,55,172,226,253,253,253,253,244,133,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,136,253,253,253,212,135,132,16,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0\n", + "\n", + "第1条数据表示的数字: 5\n", + "第1条数据的28x28矩阵数据: ,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,18,18,18,126,136,175,26,166,255,247,127,0,0,0,0,0,0,0,0,0,0,0,0,30,36,94,154,170,253,253,253,253,253,225,172,253,242,195,64,0,0,0,0,0,0,0,0,0,0,0,49,238,253,253,253,253,253,253,253,253,251,93,82,82,56,39,0,0,0,0,0,0,0,0,0,0,0,0,18,219,253,253,253,253,253,198,182,247,241,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,80,156,107,253,253,205,11,0,43,154,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,14,1,154,253,90,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,139,253,190,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,190,253,70,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,35,241,225,160,108,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,81,240,253,253,119,25,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,45,186,253,253,150,27,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,16,93,252,253,187,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,249,253,249,64,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,46,130,183,253,253,207,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,39,148,229,253,253,253,250,182,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,24,114,221,253,253,253,253,201,78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,23,66,213,253,253,253,253,198,81,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,18,171,219,253,253,253,253,195,80,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,55,172,226,253,253,253,253,244,133,11,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,136,253,253,253,212,135,132,16,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0\n", + "\n" + ] + } + ], + "source": [ + "#数据集分为训练集和测试集,训练集有60000条数据,测试集有10000条数据,\n", + "#每一条数据都是由785个数字组成,数值大小在0~255之间,第一个数字代表该条数据所表示的数字,\n", + "#后面的784个数字可以形成28×28的矩阵(28x28=784),每一个数值都对应该位置的像素点的像素值灰度大小,由此形成了一幅像素为28×28的图片。\n", + "\n", + "#这里是训练集\n", + "\n", + "test_data_file = open(\"mnist_train.csv\", 'r')\n", + "test_data_list = test_data_file.readlines()\n", + "test_data_file.close()\n", + "print(\"总数据量:\",len(test_data_list))\n", + "print(\"第1条数据:\",test_data_list[0])\n", + "print(\"第1条数据表示的数字:\",test_data_list[0][0])\n", + "print(\"第1条数据的28x28矩阵数据:\",test_data_list[0][1:])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "85a2b6b6-fdc4-4a0a-b255-1540f7496f2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_values = test_data_list[0].split(',') # split()函数将第1条数据进行拆分,以‘,’为分界点进行拆分\n", + "image_array = np.asfarray(all_values[1:]).reshape((28,28)) # asfarray()函数将all_values中的后784个数字进行重新排列\n", + "# reshape()函数可以对数组进行整型,使其成为28×28的二维数组,asfarry()函数可以使其成为矩阵。\n", + "plt.imshow(image_array, interpolation = 'nearest') # imshow()函数可以将28×28的矩阵中的数值当做像素值,使其形成图片" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "27423603-610e-434e-a378-4e387dab9b58", + "metadata": {}, + "outputs": [], + "source": [ + "#接下去是第1层和最后1层的逻辑" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "55933e80-156f-4c54-8ecd-e4695201a0b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.02164706 0.07988235 0.07988235 0.07988235\n", + " 0.49917647 0.538 0.68941176 0.11094118 0.65447059 1.\n", + " 0.96894118 0.50305882 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.12647059 0.14976471 0.37494118 0.60788235\n", + " 0.67 0.99223529 0.99223529 0.99223529 0.99223529 0.99223529\n", + " 0.88352941 0.67776471 0.99223529 0.94952941 0.76705882 0.25847059\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.20023529\n", + " 0.934 0.99223529 0.99223529 0.99223529 0.99223529 0.99223529\n", + " 0.99223529 0.99223529 0.99223529 0.98447059 0.37105882 0.32835294\n", + " 0.32835294 0.22741176 0.16141176 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.07988235 0.86023529 0.99223529\n", + " 0.99223529 0.99223529 0.99223529 0.99223529 0.77870588 0.71658824\n", + " 0.96894118 0.94564706 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.32058824 0.61564706 0.42541176 0.99223529\n", + " 0.99223529 0.80588235 0.05270588 0.01 0.17694118 0.60788235\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.06435294 0.01388235 0.60788235 0.99223529 0.35941176\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.54964706 0.99223529 0.74764706 0.01776471 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.05270588\n", + " 0.74764706 0.99223529 0.28176471 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.14588235 0.94564706\n", + " 0.88352941 0.63117647 0.42929412 0.01388235 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.32447059 0.94176471 0.99223529\n", + " 0.99223529 0.472 0.10705882 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.18470588 0.73211765 0.99223529 0.99223529\n", + " 0.59235294 0.11482353 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.07211765 0.37105882 0.98835294 0.99223529 0.736\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.97670588 0.99223529 0.97670588 0.25847059 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.18858824 0.51470588 0.72047059 0.99223529\n", + " 0.99223529 0.81364706 0.01776471 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.16141176 0.58458824\n", + " 0.89905882 0.99223529 0.99223529 0.99223529 0.98058824 0.71658824\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.10317647 0.45258824 0.868 0.99223529 0.99223529 0.99223529\n", + " 0.99223529 0.79035294 0.31282353 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.09929412 0.26623529 0.83694118 0.99223529\n", + " 0.99223529 0.99223529 0.99223529 0.77870588 0.32447059 0.01776471\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.07988235 0.67388235\n", + " 0.86023529 0.99223529 0.99223529 0.99223529 0.99223529 0.76705882\n", + " 0.32058824 0.04494118 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.22352941 0.67776471 0.88741176 0.99223529 0.99223529 0.99223529\n", + " 0.99223529 0.95729412 0.52635294 0.05270588 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.538 0.99223529\n", + " 0.99223529 0.99223529 0.83305882 0.53411765 0.52247059 0.07211765\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 0.01 0.01\n", + " 0.01 0.01 0.01 0.01 ]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 对输入的数据进行处理,取后784个数据除以255,再乘以0.99,最后加上0。01,是所有的数据都在0.01到1.00之间\n", + "inputs = (np.asfarray(all_values[1:]) / 255.0 * 0.99) + 0.01 #输入层,784个输入\n", + "# 建立准确输出结果矩阵,对应的位置标签数值为0.99,其他位置为0.01\n", + "#最终实现将0~255转换为0~1的浮点数\n", + "#可视化中间输出\n", + "print(inputs)\n", + "middle_layer_fig = np.asfarray((inputs-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((28,28))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest') " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "5053036f-399a-4683-b14c-39dfae521bd3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "[0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "targets = np.zeros(out_nodes) + 0.01 \n", + "#输出层,10个数字,10个输出,0~1的概率范围\n", + "#输出层是1个list,由10个��字组成,第一个数字代表0的概率,依次类推,第10个数字代表9的概率\n", + "#这里是输出的[理想结果]\n", + "# all_values[0] is the target label for this record\n", + "#可视化中间输出\n", + "print(len(targets))\n", + "print(targets)\n", + "middle_layer_fig = np.asfarray((targets-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((1,10))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest') " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "46643f04-e1ce-45dc-9b9b-b234140988a9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.01 0.01 0.01 0.01 0.01 0.99 0.01 0.01 0.01 0.01]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#print(\"第1行数据:\",all_values)\n", + "#print(\"第1行数据所表示的数字:\",all_values[0])\n", + "targets[int(all_values[0])] = 0.99 \n", + "#将数据集的数据表示的数字在其指定的输出层的概率位置上的概率置0.99\n", + "#这里是第1行数据,对应的是数组5,因此按照其在输出层的表示的概率位置,应当将第6个数字改为0.99\n", + "#可视化中间输出\n", + "print(targets)\n", + "middle_layer_fig = np.asfarray((targets-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((1,10))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest') " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "dbb81997-5a09-4966-9b74-e28001e0d305", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01]\n", + "[0.01 0.01 0.01 0.01 0.01 0.99 0.01 0.01 0.01 0.01]\n" + ] + } + ], + "source": [ + "#对比\n", + "targets = np.zeros(out_nodes) + 0.01 \n", + "print(targets)\n", + "targets[int(all_values[0])] = 0.99 \n", + "print(targets)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "65177177-4e29-41d6-b5b2-d11d8828896a", + "metadata": {}, + "outputs": [], + "source": [ + "#接下去是训练逻辑,训练的目标就是让输入的数据的概率尽可能接近理想结果" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "065fdd12-b55d-46e7-8d3c-ee812e6a4474", + "metadata": {}, + "outputs": [], + "source": [ + "# 将导入的输入列表数据和正确的输出结果转换成二维矩阵\n", + "INPUT = np.array(inputs, ndmin = 2).T # array函数是矩阵生成函数,将输入的inputs转换成二维矩阵,ndmin=2表示二维矩阵\n", + "TARGETS = np.array(targets, ndmin = 2).T # .T表示矩阵的转置,生成后的矩阵的转置矩阵送入变量targets\n", + "#print(INPUT)\n", + "#print(TARGETS)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "12f22e65-418c-46c0-90f3-f3c955c08a0b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.62742592 0.77746089 -0.68135349 -0.22043294 -0.56110099 -0.71422988\n", + " 0.88219265 1.28689731 0.59035343 0.30161286 0.02862082 0.95778623\n", + " 0.71702757 0.31219352 -0.19603236 -0.28651111 0.67706301 0.61026297\n", + " 0.61539435 0.19152953 -0.32365858 0.1597388 0.60678042 -0.10563369\n", + " -0.80571966 -0.30963654 0.76215342 -0.26615336 -0.14580916 -0.23062058\n", + " 0.15640816 -0.11570625 -0.35688729 0.5255774 -0.76989707 -0.53404874\n", + " 0.64712862 -0.19306028 0.03668149 0.29978147 -0.1207234 -1.40695141\n", + " 0.31282916 0.09409082 -0.15739274 -0.23741574 -1.15404387 0.3090253\n", + " 1.15288363 0.75146675 0.02923698 0.82094591 0.55265504 -0.1336943\n", + " 0.84995026 -0.45787535 0.2773476 -0.05990327 -0.62733937 -0.12077553\n", + " 0.59981384 0.16878511 1.18606195 -0.3032395 0.38946519 -0.15965825\n", + " 0.68981751 -1.0182492 0.5055957 -0.7567347 -0.2934566 -0.85105809\n", + " 0.64920205 -0.3046666 0.31899522 0.65911153 -0.22932595 1.26614823\n", + " 1.65772871 0.39931287 0.41847866 0.95846272 -0.30596792 -0.07108419\n", + " -0.89959209 -0.47251616 -0.8172428 -0.29926791 0.24705723 -1.79163385\n", + " -0.33032977 0.51708544 -0.30351864 0.49243548 -0.98569002 0.33550751\n", + " 0.0935429 -0.16581545 0.69568147 -0.2524467 -0.75602913 1.08874368\n", + " -0.05190834 -0.38076536 -0.60823775 -0.39582545 -0.83683927 0.5720731\n", + " 0.74422352 0.37219823 -1.96450246 0.57453844 0.26048988 0.83146491\n", + " -0.71103341 0.33352139 0.58827629 -0.58947407 -0.28487183 -1.37387375\n", + " 0.00536844 -0.7141791 -0.37795838 0.65619168 0.95827002 0.25154255\n", + " -0.90980211 -0.613698 0.30890659 0.08986952 -0.19008482 -0.66599644\n", + " 0.58262412 0.91275236 0.03004328 0.79274994 1.20650464 -0.46682413\n", + " -0.11618488 0.43885978 -1.05163744 0.8610139 -0.26099711 1.12307382\n", + " -0.64361754 0.19956429 0.9591172 -0.26065414 0.19888253 -0.00974205\n", + " -1.03853689 -0.33273005 -0.57392722 0.61132571 1.20237455 -0.50710674\n", + " -1.23664482 0.5142537 0.59238923 -0.23518714 -0.64625914 -0.54046737\n", + " 0.15544505 0.92244556 0.80394616 -1.43334967 -0.19546825 0.17852735\n", + " -0.60552713 -0.43082116 0.42614305 -0.64073593 0.17241542 0.87389867\n", + " 1.27058005 -0.35445537 -0.32994015 -0.14561857 0.8867467 1.23957556\n", + " -1.20163222 0.649803 -0.69878439 0.27327791 0.56206695 1.23936938\n", + " 0.04533138 0.83444134 0.10276866 -0.82010585 -0.77823794 -0.96378706\n", + " -0.83872594 0.34268556 -0.79586307 -0.5249258 1.30454934 -1.70191296\n", + " 1.57881952 0.67443896]]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 进行前向传播\n", + "# 利用导入的数据计算进入隐藏层的数据\n", + "hidden_inputs = np.dot(wih, INPUT) # dot()函数是指两个矩阵做点乘\n", + "#可视化中间输出\n", + "print(hidden_inputs.T)\n", + "# Visualize hidden layer activations\n", + "#hidden_inputs = hidden_inputs.reshape((20, 10))\n", + "plt.imshow(hidden_inputs.T, cmap='hot', aspect='auto')\n", + "plt.xlabel('Hidden Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Hidden Layer Activations')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "cdacfb61-1cf0-48af-a01c-7a5a48e24c9d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.65190557 0.68513262 0.33595928 0.44511383 0.36329275 0.32866487\n", + " 0.70727639 0.78362156 0.64344624 0.57483675 0.50715472 0.72267835\n", + " 0.67195213 0.57742058 0.45114825 0.42885822 0.66308288 0.64800079\n", + " 0.64917034 0.54773654 0.41978438 0.53985 0.64720602 0.47361611\n", + " 0.30880336 0.42320346 0.68182108 0.43385168 0.46361216 0.44259904\n", + " 0.53902252 0.47110567 0.41171327 0.62845102 0.31650137 0.36957308\n", + " 0.65636311 0.45188428 0.50916935 0.57438909 0.46985575 0.19671535\n", + " 0.57757568 0.52350537 0.46073284 0.4409233 0.23975123 0.57664733\n", + " 0.76003723 0.67949821 0.50730873 0.69443709 0.63475136 0.46662612\n", + " 0.70055671 0.38748997 0.56889583 0.48502866 0.34811407 0.46984277\n", + " 0.64561372 0.54209639 0.76603601 0.42476575 0.59615395 0.46017001\n", + " 0.66592633 0.26536858 0.62377344 0.31935562 0.42715785 0.29921095\n", + " 0.65683062 0.42441709 0.57907936 0.65906078 0.44291845 0.78008268\n", + " 0.83993287 0.59852256 0.60311915 0.72281391 0.42409923 0.48223643\n", + " 0.28913433 0.38402087 0.30634925 0.42573646 0.56145205 0.14287253\n", + " 0.41816039 0.62646599 0.42469755 0.62068 0.27176422 0.58309883\n", + " 0.52336869 0.45864086 0.6672296 0.43722137 0.319509 0.74814507\n", + " 0.48702583 0.40594231 0.35246129 0.40231573 0.30220089 0.6392414\n", + " 0.67791873 0.59199004 0.1229806 0.63980974 0.56475671 0.69666459\n", + " 0.32937053 0.58261594 0.64296955 0.35675554 0.42925979 0.20199471\n", + " 0.50134211 0.32867607 0.40661941 0.65840438 0.7227753 0.56255614\n", + " 0.28704033 0.3512161 0.57661835 0.52245227 0.45262137 0.33939388\n", + " 0.64167099 0.71356305 0.50751026 0.68842149 0.7696799 0.3853682\n", + " 0.47098641 0.6079873 0.25891079 0.70287244 0.43511861 0.75455843\n", + " 0.34442925 0.54972615 0.72294502 0.43520291 0.54955739 0.49756451\n", + " 0.2614324 0.41757651 0.36033113 0.64824315 0.76894693 0.37587202\n", + " 0.22502054 0.62580311 0.64391316 0.44147274 0.34383303 0.36807887\n", + " 0.5387832 0.71554014 0.69081797 0.1925773 0.45128794 0.54451367\n", + " 0.35308019 0.39393026 0.60495229 0.3450802 0.54299739 0.70555628\n", + " 0.78084203 0.41230242 0.41825519 0.46365955 0.70821835 0.77549013\n", + " 0.23118498 0.65696607 0.3320818 0.56789745 0.63693066 0.77545423\n", + " 0.5113309 0.69729321 0.52566958 0.30574119 0.31469978 0.2761206\n", + " 0.30180318 0.58484273 0.31091114 0.37170114 0.78659963 0.15421559\n", + " 0.82903727 0.6624964 ]]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 利用激活函数sigmoid计算隐藏层输出的数据\n", + "hidden_outputs = activation_function(hidden_inputs)\n", + "#可视化中间输出\n", + "print(hidden_outputs.T)\n", + "# Visualize hidden layer activations\n", + "plt.imshow(hidden_outputs.T, cmap='hot', aspect='auto')\n", + "plt.xlabel('Hidden Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Hidden Layer Activations')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b6d95496-12bd-460e-9eb7-f74e75390e36", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.11497729 -0.12837015 1.50840729 -0.38858294 0.60139097 -0.57608214\n", + " -0.73746407 -0.43590913 -0.40828794 -0.77577995]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAABiCAYAAACYjTPfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAOlklEQVR4nO3df0xV9ePH8df1KhdsiBMGwhTEz1IJ9KteSkHRTRuJ6bKcaT9Q54/G1BSZLZGa5VKWlblScJja0lz8oS1dpvLNQE1IQ0xXhG6pkIMQtavWvleB8/2j74fv2EWFj1wOh/t8bGfzvHkf7uvuXPPV+557j80wDEMAAAAW0c3sAAAAAG1BeQEAAJZCeQEAAJZCeQEAAJZCeQEAAJZCeQEAAJZCeQEAAJZCeQEAAJZCeQEAAJZCeQEAAJbi1fJy48YNpaamKigoSEFBQUpNTdWff/5532Pmzp0rm83WbBs9erQ3YwIAAAvp7s1f/uKLL+r333/XwYMHJUmvvPKKUlNTtX///vseN2nSJO3YsaNp38/Pz5sxAQCAhXitvJSXl+vgwYMqKSnRqFGjJElbt25VQkKCKioqNHjw4Hse63A41LdvX29FAwAAFua18lJcXKygoKCm4iJJo0ePVlBQkE6cOHHf8lJYWKjQ0FD17t1b48eP19q1axUaGtriXLfbLbfb3bTf2Nio69evKzg4WDabrf2eEAAA8BrDMHTr1i1FRESoW7f7X9XitfJSU1PTYuEIDQ1VTU3NPY9LSUnRjBkzFBUVpYsXL+rNN9/UhAkTVFpaKofD4TE/Oztbb7/9drtmBwAA5qiqqlK/fv3uO6fN5eWtt956YFk4deqUJLW48mEYxn1XRGbOnNn057i4OMXHxysqKkpff/21nnvuOY/5mZmZysjIaNp3uVyKjIzUfz37huw9/B/4fDorm2F2gvbx32u3mx2hXUx7+QWzIzy0yjSzE7SPf711w+wID62h+qrZEdpH3L/MTtAujG5dYJW+9BezEzy0et3VcR1QYGDgA+e2ubwsWbJEs2bNuu+cAQMG6OzZs/rjjz88fnb16lWFhYW1+vHCw8MVFRWlCxcutPhzh8PR4oqMvYe/7H4WLi+NZidoH70Cu8an8bt3t+5r6d+69TQ7Qfvo3s3z77vV2Gw9zI7QPuzWPxeSZNi7wH+nusJr6v/+p701l3y0ubyEhIQoJCTkgfMSEhLkcrl08uRJPfHEE5KkH374QS6XS4mJia1+vGvXrqmqqkrh4eFtjQoAALogr9XNmJgYTZo0SQsXLlRJSYlKSkq0cOFCTZkypdnFukOGDNGXX34pSbp9+7ZWrFih4uJiXbp0SYWFhZo6dapCQkL07LPPeisqAACwEK+ulX3++ecaOnSokpOTlZycrGHDhmnnzp3N5lRUVMjlckmS7Ha7zp07p2eeeUaDBg3SnDlzNGjQIBUXF7fqPTAAAND1efVL6vr06aNdu3bdd45h/P+VqQEBATp06JA3IwEAAIvrAlcpAQAAX0J5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAlkJ5AQAAltIh5SUnJ0fR0dHy9/eX0+nUsWPH7ju/qKhITqdT/v7+GjhwoLZs2dIRMQEAgAV4vbzk5+crPT1dWVlZKisrU1JSklJSUlRZWdni/IsXL2ry5MlKSkpSWVmZVq1apaVLl2rPnj3ejgoAACzA6+Vlw4YNmj9/vhYsWKCYmBht3LhR/fv3V25ubovzt2zZosjISG3cuFExMTFasGCB5s2bp/fff7/F+W63Wzdv3my2AQCArsur5eXOnTsqLS1VcnJys/Hk5GSdOHGixWOKi4s95j/11FP68ccfdffuXY/52dnZCgoKatr69+/ffk8AAAB0Ol4tL3V1dWpoaFBYWFiz8bCwMNXU1LR4TE1NTYvz6+vrVVdX5zE/MzNTLperaauqqmq/JwAAADqd7h3xIDabrdm+YRgeYw+a39K4JDkcDjkcjnZICQAArMCrKy8hISGy2+0eqyy1tbUeqyv/1rdv3xbnd+/eXcHBwV7LCgAArMGr5cXPz09Op1MFBQXNxgsKCpSYmNjiMQkJCR7zDx8+rPj4ePXo0cNrWQEAgDV4/dNGGRkZ+uSTT7R9+3aVl5dr+fLlqqysVFpamqR/rlmZPXt20/y0tDRdvnxZGRkZKi8v1/bt27Vt2zatWLHC21EBAIAFeP2al5kzZ+ratWtas2aNqqurFRcXpwMHDigqKkqSVF1d3ew7X6Kjo3XgwAEtX75cmzdvVkREhD766CNNnz7d21EBAIAFdMgFu4sWLdKiRYta/Nmnn37qMTZ+/HidPn3ay6kAAIAVcW8jAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKR1SXnJychQdHS1/f385nU4dO3bsnnMLCwtls9k8tl9//bUjogIAgE7O6+UlPz9f6enpysrKUllZmZKSkpSSkqLKysr7HldRUaHq6uqm7dFHH/V2VAAAYAHdvf0AGzZs0Pz587VgwQJJ0saNG3Xo0CHl5uYqOzv7nseFhoaqd+/eD/z9brdbbre7ad/lckmSGu7+z8MFN5nNMDtB+7h5q9HsCO2ivt7arydJavzb7ATto77R/eBJnVyDcdfsCO2jwfrnQpIMw2Z2hIfXBV5T9frnORhGK/4BNLzI7XYbdrvd2Lt3b7PxpUuXGuPGjWvxmO+++86QZAwYMMDo27evMWHCBOPIkSP3fIzVq1cbktjY2NjY2Ni6wFZVVfXAfuHVlZe6ujo1NDQoLCys2XhYWJhqampaPCY8PFx5eXlyOp1yu93auXOnJk6cqMLCQo0bN85jfmZmpjIyMpr2Gxsbdf36dQUHB8tm806bvnnzpvr376+qqir16tXLK4+B1uFcdC6cj86Dc9F5cC5axzAM3bp1SxEREQ+c6/W3jSR5lAjDMO5ZLAYPHqzBgwc37SckJKiqqkrvv/9+i+XF4XDI4XA0G2vN203toVevXrwQOwnORefC+eg8OBedB+fiwYKCglo1z6sX7IaEhMhut3usstTW1nqsxtzP6NGjdeHChfaOBwAALMir5cXPz09Op1MFBQXNxgsKCpSYmNjq31NWVqbw8PD2jgcAACzI628bZWRkKDU1VfHx8UpISFBeXp4qKyuVlpYm6Z9rVq5cuaLPPvtM0j+fRhowYIBiY2N1584d7dq1S3v27NGePXu8HbXVHA6HVq9e7fF2FToe56Jz4Xx0HpyLzoNz0f5shtGazyQ9nJycHK1fv17V1dWKi4vThx9+2HT9yty5c3Xp0iUVFhZKktavX6+8vDxduXJFAQEBio2NVWZmpiZPnuztmAAAwAI6pLwAAAC0F+5tBAAALIXyAgAALIXyAgAALIXyAgAALIXy8h/IyclRdHS0/P395XQ6dezYMbMj+Zzs7Gw9/vjjCgwMVGhoqKZNm6aKigqzY0H/nBubzab09HSzo/ikK1eu6OWXX1ZwcLB69uyp4cOHq7S01OxYPqm+vl5vvPGGoqOjFRAQoIEDB2rNmjVqbOwaN6w1E+WljfLz85Wenq6srCyVlZUpKSlJKSkpqqysNDuaTykqKtLixYtVUlKigoIC1dfXKzk5WX/99ZfZ0XzaqVOnlJeXp2HDhpkdxSfduHFDY8aMUY8ePfTNN9/ol19+0QcffNBht0xBc++++662bNmiTZs2qby8XOvXr9d7772njz/+2OxolsdHpdto1KhRGjlypHJzc5vGYmJiNG3aNGVnZ5uYzLddvXpVoaGhKioqavEeWPC+27dva+TIkcrJydE777yj4cOHa+PGjWbH8ikrV67U999/z2pwJzFlyhSFhYVp27ZtTWPTp09Xz549tXPnThOTWR8rL21w584dlZaWKjk5udl4cnKyTpw4YVIqSJLL5ZIk9enTx+Qkvmvx4sV6+umn9eSTT5odxWft27dP8fHxmjFjhkJDQzVixAht3brV7Fg+a+zYsfr22291/vx5SdJPP/2k48eP86Wr7aBD7irdVdTV1amhocHjppJhYWEeN59ExzEMQxkZGRo7dqzi4uLMjuOTvvjiC50+fVqnTp0yO4pP++2335Sbm6uMjAytWrVKJ0+e1NKlS+VwODR79myz4/mc119/XS6XS0OGDJHdbldDQ4PWrl2rF154wexolkd5+Q/YbLZm+4ZheIyh4yxZskRnz57V8ePHzY7ik6qqqrRs2TIdPnxY/v7+ZsfxaY2NjYqPj9e6deskSSNGjNDPP/+s3NxcyosJ8vPztWvXLu3evVuxsbE6c+aM0tPTFRERoTlz5pgdz9IoL20QEhIiu93uscpSW1vrsRqDjvHqq69q3759Onr0qPr162d2HJ9UWlqq2tpaOZ3OprGGhgYdPXpUmzZtktvtlt1uNzGh7wgPD9djjz3WbCwmJqZT3djWl7z22mtauXKlZs2aJUkaOnSoLl++rOzsbMrLQ+Kalzbw8/OT0+lUQUFBs/GCggIlJiaalMo3GYahJUuWaO/evTpy5Iiio6PNjuSzJk6cqHPnzunMmTNNW3x8vF566SWdOXOG4tKBxowZ4/GVAefPn1dUVJRJiXzb33//rW7dmv8za7fb+ah0O2DlpY0yMjKUmpqq+Ph4JSQkKC8vT5WVlUpLSzM7mk9ZvHixdu/era+++kqBgYFNq2FBQUEKCAgwOZ1vCQwM9LjW6JFHHlFwcDDXIHWw5cuXKzExUevWrdPzzz+vkydPKi8vT3l5eWZH80lTp07V2rVrFRkZqdjYWJWVlWnDhg2aN2+e2dGsz0Cbbd682YiKijL8/PyMkSNHGkVFRWZH8jmSWtx27NhhdjQYhjF+/Hhj2bJlZsfwSfv37zfi4uIMh8NhDBkyxMjLyzM7ks+6efOmsWzZMiMyMtLw9/c3Bg4caGRlZRlut9vsaJbH97wAAABL4ZoXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKZQXAABgKf8LSYhF5D5yyTEAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 利用隐藏层输出的数据计算导入输出层的数据\n", + "final_inputs = np.dot(who, hidden_outputs) # dot()函数是指两个矩阵做点乘\n", + "#可视化中间输出\n", + "print(final_inputs.T)\n", + "middle_layer_fig = np.asfarray((final_inputs-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((1,10))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "2da4cefd-f592-4194-bf87-df131c963b11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Or visualize final outputs as a heatmap\n", + "plt.imshow(final_inputs, cmap='hot', aspect='auto')\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Final Layer Inputs')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "f2032110-9026-4812-ae88-7767e0bc058d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize final layer inputs\n", + "plt.bar(range(out_nodes), final_inputs.flatten())\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Input Value')\n", + "plt.title('Final Layer Inputs')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1501d623-936d-4d3e-ad27-8a9bfb7ccb8c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.4712873 0.46795146 0.81882505 0.40405848 0.64597447 0.35983459\n", + " 0.32355893 0.39271617 0.39932271 0.31523012]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 利用激活函数sigmoid计算输出层的输出结果\n", + "final_outputs = activation_function(final_inputs)\n", + "# 前向传播结束\n", + "\n", + "#可视化中间输出\n", + "print(final_outputs.T)\n", + "middle_layer_fig = np.asfarray((final_outputs-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((1,10))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest') " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "ca77dac8-8bd0-44ef-9826-76ea420dee19", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Or visualize final outputs as a heatmap\n", + "plt.imshow(final_outputs, cmap='hot', aspect='auto')\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Final Layer Outputs')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "465b0cb7-8e4d-4f3b-847f-d210b2942b6c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize final layer outputs (sigmoid)\n", + "plt.bar(range(out_nodes), final_outputs.flatten())\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Output Value')\n", + "plt.title('Final Layer Outputs')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "6b306aec-53c9-4580-8d53-09e1542b9fd2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.4612873 -0.45795146 -0.80882505 -0.39405848 -0.63597447 0.63016541\n", + " -0.31355893 -0.38271617 -0.38932271 -0.30523012]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 进行反向传播\n", + "# 计算前向传播得到的输出结果与正确值之间的误差\n", + "output_errors = TARGETS - final_outputs\n", + "\n", + "#可视化中间输出\n", + "print(output_errors.T)\n", + "middle_layer_fig = np.asfarray((output_errors-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((1,10))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest') " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "507db4b9-4d35-4a63-82f5-75914f7c8968", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize output errors as a bar chart\n", + "plt.bar(range(out_nodes), output_errors.flatten())\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Error Value')\n", + "plt.title('Output Errors')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "94638011-c3ae-4711-a5a1-9bc8f2b9c271", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Or visualize output errors as a scatter plot\n", + "plt.scatter(range(out_nodes), output_errors.flatten())\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Error Value')\n", + "plt.title('Output Errors')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c346b151-d7c7-424e-9562-86e681b450a0", + "metadata": {}, + "outputs": [], + "source": [ + "# 隐藏层的误差是由输出层的误差通过两个层之间的权重矩阵进行分配的,在隐藏层重新结合" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "36626730-63a1-4bed-af79-844c46b91212", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.00760516 0.1244399 0.00961455 -0.02305118 0.10083668 -0.03422237\n", + " -0.0597816 -0.20113576 -0.12875934 -0.06072146 0.15568764 -0.02623229\n", + " -0.08263598 -0.16744453 0.21814333 0.04038457 0.046955 0.10834688\n", + " -0.06639181 0.02060788 -0.12282559 -0.11042752 0.05394971 0.03838095\n", + " 0.02436151 -0.00545735 0.07632781 -0.21073484 -0.00935069 0.13582302\n", + " 0.18091287 0.22091301 -0.10329392 -0.02316549 -0.15546451 -0.00239208\n", + " -0.09860012 0.17315694 0.06507147 0.08199764 0.01285515 0.07233263\n", + " 0.05602818 -0.15197788 -0.01979846 0.1134661 0.01572567 -0.09217819\n", + " -0.34263701 -0.08930606 0.15323652 -0.08043624 -0.06424864 -0.11061822\n", + " -0.06914468 -0.09524854 -0.08258073 -0.09642535 -0.0933724 0.00386937\n", + " 0.35118941 0.11679446 0.02932927 0.09002772 -0.06962973 -0.07545577\n", + " 0.13530685 0.10858556 0.13900306 0.06380169 0.01520522 0.02848804\n", + " -0.03701204 -0.19731726 -0.03857571 -0.1762296 0.04590791 0.0366466\n", + " 0.14929734 0.23901074 -0.18072353 0.06672827 0.0541957 -0.14703699\n", + " 0.04776693 0.01506711 -0.03192956 0.10694774 -0.24358451 0.13213566\n", + " 0.13741641 0.17729418 -0.01979384 -0.10966717 -0.04799628 0.06538788\n", + " -0.12775555 0.09556283 0.07958175 -0.09910709 -0.07515611 0.27782104\n", + " 0.04658909 -0.04712949 -0.00856647 -0.10194729 -0.15190564 -0.2279152\n", + " -0.16589809 0.11301447 0.18831225 -0.05325612 -0.0660295 0.00754496\n", + " -0.05595631 -0.04856895 0.03618685 0.02974933 0.01597346 0.03853\n", + " 0.14708616 -0.11346342 -0.14582974 -0.26041905 0.05561788 -0.06195686\n", + " -0.26397196 0.15751492 0.21796186 -0.18926754 -0.02634956 -0.06949768\n", + " -0.13040288 -0.05860799 0.04291566 -0.15768325 -0.07819317 -0.05643446\n", + " -0.23053481 0.1535652 0.13087674 -0.36283764 0.20457447 -0.08246125\n", + " 0.02579656 0.11466859 0.08401369 -0.11503903 0.1625608 -0.0457988\n", + " 0.08026075 0.08977813 0.07280264 0.03895688 -0.06098736 -0.01933107\n", + " -0.01588654 -0.05099328 -0.00505321 -0.06032627 0.12647957 -0.06787974\n", + " 0.08069766 0.01992597 0.11266888 0.07123747 -0.08155226 -0.03711043\n", + " -0.07852558 0.17397889 -0.13544898 0.11922217 0.05211415 -0.10289452\n", + " 0.09317512 -0.19584715 -0.20462423 0.15928101 -0.0284641 -0.17856717\n", + " 0.08342389 0.01025486 -0.17929013 -0.07365918 -0.32167176 -0.11797746\n", + " 0.17234843 -0.10485364 -0.01811432 0.10964224 0.03693843 0.074997\n", + " 0.03933781 0.08242885 0.12290492 -0.1135116 0.01752782 -0.07288777\n", + " 0.18342801 0.14210871]]\n" + ] + } + ], + "source": [ + "hidden_errors = np.dot(who.T, output_errors) # 隐藏层与输出层之间的权重矩阵的转置与前向传播的误差矩阵的点乘\n", + "#可视化中间输出\n", + "print(hidden_errors.T)\n", + "#middle_layer_fig = np.asfarray((hidden_errors-0.01)/0.99*255.0 ) \n", + "#middle_layer_fig = np.asfarray(middle_layer_fig).reshape((20,10))\n", + "#plt.imshow(middle_layer_fig, interpolation = 'nearest') " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "0e186352-3077-495b-9be1-bdf1b0c5fe95", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize hidden errors as a bar chart\n", + "plt.bar(range(hide_nodes), hidden_errors.flatten())\n", + "plt.xlabel('Hidden Node')\n", + "plt.ylabel('Error Value')\n", + "plt.title('Hidden Errors')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "453d91a9-2803-4b4a-a66b-f93de3fce2b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Or visualize hidden errors as a scatter plot\n", + "plt.scatter(range(hide_nodes), hidden_errors.flatten())\n", + "plt.xlabel('Hidden Node')\n", + "plt.ylabel('Error Value')\n", + "plt.title('Hidden Errors')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "cbabc452-0f41-477b-a8be-9bc99378f794", + "metadata": {}, + "outputs": [], + "source": [ + "# 对隐藏层与输出层之间的权重矩阵进行更新迭代\n", + "who += learningrate * np.dot((output_errors * final_outputs * (1.0 - final_outputs)),np.transpose(hidden_outputs))\n", + "# 对输入层与隐藏层之间的权重矩阵进行更新迭代\n", + "wih += learningrate * np.dot((hidden_errors * hidden_outputs * (1.0 - hidden_outputs)), np.transpose(INPUT))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "48140eb5-b129-4c52-8d6c-25fceee2ffa5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.06470563 0.00860869 0.03706958 ... -0.07245673 -0.09482279\n", + " 0.07720373]\n", + " [ 0.09600831 -0.06567842 -0.13673136 ... 0.01675536 0.14206223\n", + " 0.03304758]\n", + " [ 0.03498046 -0.02797632 -0.02082725 ... 0.09524795 0.03684833\n", + " 0.02350262]\n", + " ...\n", + " [-0.07221947 0.11123959 -0.01464175 ... -0.05566633 0.09706155\n", + " 0.03306409]\n", + " [-0.07071521 0.0162904 0.04383193 ... 0.03142195 0.07375656\n", + " 0.04643288]\n", + " [ 0.11010373 -0.15243087 -0.00982105 ... 0.09385473 0.03970068\n", + " -0.07477574]]\n", + "[[-0.06024262 -0.070733 -0.05731835 ... 0.05767553 -0.04859921\n", + " -0.09257545]\n", + " [-0.04200404 -0.10040945 0.05782651 ... 0.01853338 -0.00149259\n", + " -0.06632205]\n", + " [ 0.0415524 -0.08387879 -0.09120586 ... 0.08379909 -0.14920489\n", + " -0.03743324]\n", + " ...\n", + " [ 0.0579135 -0.03471868 -0.0280975 ... -0.10427744 -0.22605641\n", + " -0.1542508 ]\n", + " [ 0.06272237 -0.07101399 -0.03302829 ... 0.01981257 0.06899284\n", + " -0.06444205]\n", + " [-0.01793548 -0.00729261 0.01762964 ... -0.14145688 -0.0044156\n", + " -0.07737687]]\n" + ] + } + ], + "source": [ + "#第一次迭代训练结束\n", + "print(wih)\n", + "print(who)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "97d781a6-2335-4e9a-aa4a-c842a4dc4cbc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.06470563 0.00860869 0.03706958 ... -0.07245673 -0.09482279\n", + " 0.07720373]\n", + " [ 0.09600831 -0.06567842 -0.13673136 ... 0.01675536 0.14206223\n", + " 0.03304758]\n", + " [ 0.03498046 -0.02797632 -0.02082725 ... 0.09524795 0.03684833\n", + " 0.02350262]\n", + " ...\n", + " [-0.07221947 0.11123959 -0.01464175 ... -0.05566633 0.09706155\n", + " 0.03306409]\n", + " [-0.07071521 0.0162904 0.04383193 ... 0.03142195 0.07375656\n", + " 0.04643288]\n", + " [ 0.11010373 -0.15243087 -0.00982105 ... 0.09385473 0.03970068\n", + " -0.07477574]]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(wih)\n", + "# Visualize weight matrix wih\n", + "plt.imshow(wih, cmap='coolwarm', aspect='auto')\n", + "plt.xlabel('Input Node')\n", + "plt.ylabel('Hidden Node')\n", + "plt.title('Weight Matrix (Hidden to input)')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "b00483e9-f7a5-43e6-840e-31c289a1aaf9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-0.06024262 -0.070733 -0.05731835 ... 0.05767553 -0.04859921\n", + " -0.09257545]\n", + " [-0.04200404 -0.10040945 0.05782651 ... 0.01853338 -0.00149259\n", + " -0.06632205]\n", + " [ 0.0415524 -0.08387879 -0.09120586 ... 0.08379909 -0.14920489\n", + " -0.03743324]\n", + " ...\n", + " [ 0.0579135 -0.03471868 -0.0280975 ... -0.10427744 -0.22605641\n", + " -0.1542508 ]\n", + " [ 0.06272237 -0.07101399 -0.03302829 ... 0.01981257 0.06899284\n", + " -0.06444205]\n", + " [-0.01793548 -0.00729261 0.01762964 ... -0.14145688 -0.0044156\n", + " -0.07737687]]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(who)\n", + "# Visualize weight matrix who\n", + "plt.imshow(who, cmap='coolwarm', aspect='auto')\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Hidden Node')\n", + "plt.title('Weight Matrix (Hidden to Output)')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "cf161c5c-3b68-40b5-982a-35fda73c065e", + "metadata": {}, + "outputs": [], + "source": [ + "#完整训练流程" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "910a936b-1dd3-4fba-b3a7-699d057f5da9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epochs start: 0\n", + "epochs start: 1\n", + "epochs start: 2\n", + "epochs start: 3\n", + "epochs start: 4\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiwAAAGdCAYAAAAxCSikAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAABBH0lEQVR4nO3de3xU1b3///fMJJN7AiQhCRByAUQoIhAEAgSwtiC0Flpb8YbSKgpoFTyeKlV//dVeOH2057TaCshFPW2tcI54oRWPYEtCgAiCAREjt1yBhJAAuZLbzP7+ERgNBMiEJHtm8no+HvN4mD1rTz7rsYB5u/bae1kMwzAEAADgwaxmFwAAAHA1BBYAAODxCCwAAMDjEVgAAIDHI7AAAACPR2ABAAAej8ACAAA8HoEFAAB4PD+zC+goTqdTJ06cUFhYmCwWi9nlAACANjAMQ1VVVerTp4+s1svPo/hMYDlx4oTi4+PNLgMAALRDUVGR+vXrd9n3fSawhIWFSWrucHh4uMnVAACAtqisrFR8fLzre/xyfCawXLgMFB4eTmABAMDLXG05B4tuAQCAxyOwAAAAj0dgAQAAHs9n1rAAALqOw+FQY2Oj2WXAC9hsNvn5+V3zI0cILAAAt1RXV+vYsWMyDMPsUuAlgoODFRcXJ7vd3u7PILAAANrM4XDo2LFjCg4OVnR0NA/qxBUZhqGGhgadOnVKeXl5GjRo0BUfDnclBBYAQJs1NjbKMAxFR0crKCjI7HLgBYKCguTv76+CggI1NDQoMDCwXZ/DolsAgNuYWYE72jur0uIzOqAOAACATkVgAQDATYmJifrDH/7Q5vbp6emyWCw6e/Zsp9Xk61jDAgDweVOmTNGIESPcChlX8vHHHyskJKTN7cePH6/i4mJFRER0yO/vjphhAQBAzXe0NDU1taltdHS0goOD2/zZdrtdsbGxHrn2p6Gh4ZJjDodDTqfT7c9q73ltQWC5AqfT0P99VqL7X9mlcw0Os8sBALTD3LlzlZGRoRdeeEEWi0UWi0X5+fmuyzQffPCBRo8erYCAAGVmZuro0aOaOXOmYmJiFBoaqptuukkffvhhi8+8+JKQxWLR6tWr9d3vflfBwcEaNGiQNmzY4Hr/4ktCr732mnr06KEPPvhAQ4YMUWhoqG699VYVFxe7zmlqatJjjz2mHj16KDIyUk899ZTuv/9+zZo164r93bFjhyZNmqSgoCDFx8frscceU01NTYvaf/nLX2ru3LmKiIjQvHnzXPX84x//0NChQxUQEKCCggKdOXNG9913n3r27Kng4GBNnz5dhw8fdn3W5c7rDASWK3Aahn69MUcZh05p7ceFZpcDAB7HMAzVNjSZ8mrrg+teeOEFpaamat68eSouLlZxcbHi4+Nd7//kJz/R0qVLlZOTo+HDh6u6ulozZszQhx9+qOzsbE2bNk233XabCguv/D3w85//XHfccYc+/fRTzZgxQ/fcc49Onz592fa1tbX63e9+p7/85S/aunWrCgsL9eSTT7re/81vfqPXX39dr776qrZv367Kykq98847V6xh//79mjZtmr73ve/p008/1bp167Rt2zY9+uijLdr99re/1bBhw7Rnzx4999xzrnqWLl2q1atX68CBA+rdu7fmzp2r3bt3a8OGDcrKypJhGJoxY0aLpxy3dl5nYA3LFfjZrHpoUrKefeczrdqaq3vGJsjuR8YDgAvONTo09P/7wJTf/fnz0xRsv/rXWEREhOx2u4KDgxUbG3vJ+88//7y++c1vun6OjIzUjTfe6Pr5l7/8pd5++21t2LDhki/+r5o7d67uuusuSdKvf/1r/fGPf9SuXbt06623ttq+sbFRK1as0IABAyRJjz76qJ5//nnX+3/84x+1ZMkSffe735Uk/elPf9LGjRuv2Nff/va3uvvuu7Vo0SJJ0qBBg/Tiiy9q8uTJWr58uesZKF//+tdbhKNt27apsbFRy5Ytc/X98OHD2rBhg7Zv367x48dLkl5//XXFx8frnXfe0Q9+8ANXP756Xmfh2/cqvp/ST9FhATpRUad39x43uxwAQAcbPXp0i59ramr0k5/8REOHDlWPHj0UGhqqL7744qozLMOHD3f9d0hIiMLCwlRaWnrZ9sHBwa6wIklxcXGu9hUVFTp58qTGjBnjet9msyklJeWKNezZs0evvfaaQkNDXa9p06bJ6XQqLy/vsn2WmtfZfLUPOTk58vPz09ixY13HIiMjNXjwYOXk5Fz2vM7CDMtVBPrb9ODEJC19/wstzziq743qJ5vV8xZNAYAZgvxt+vz5aab97o5w8d0+//7v/64PPvhAv/vd7zRw4EAFBQXp+9//fquLU7/K39+/xc8Wi+WKC1Bba3/xZa6LF+le7TKY0+nUww8/rMcee+yS9/r37+/679bucAoKCmrx+y73uwzDaNHu4vM6C4GlDe4Zl6CXthxR7qkabTpQouk3xJldEgB4BIvF0qbLMmaz2+1yONp280RmZqbmzp3ruhRTXV2t/Pz8TqzuUhEREYqJidGuXbuUlpYmqfkOnOzsbI0YMeKy540aNUoHDhzQwIEDr7mGoUOHqqmpSTt37nRdEiovL9ehQ4c0ZMiQa/58d3FJqA1CA/x0//hESdKy9KPsUAoAXiYxMVE7d+5Ufn6+ysrKrjjzMXDgQL311lvau3ev9u3bp7vvvrvTbtW9kh//+MdaunSp3n33XR08eFCPP/64zpw5c8XZjKeeekpZWVl65JFHtHfvXtc6lB//+Mdu//5BgwZp5syZmjdvnrZt26Z9+/bp3nvvVd++fTVz5sxr6Vq7EFjaaO74RAX6W7X/eIW2HSkzuxwAgBuefPJJ2Ww2DR06VNHR0Vdcj/L73/9ePXv21Pjx43Xbbbdp2rRpGjVqVBdW2+ypp57SXXfdpfvuu0+pqamu9ShX2jxw+PDhysjI0OHDh5WWlqaRI0fqueeeU1xc+64MvPrqq0pJSdG3v/1tpaamyjAMbdy48ZLLWV3BYvjIdEFlZaUiIiJUUVGh8PDwTvkdP//7Ab26PV+pyZF646FxnfI7AMCT1dXVKS8vT0lJSe3edRft43Q6NWTIEN1xxx36xS9+YXY5brnSn5u2fn8zw+KGeWnJ8rdZlJVbrk8Kz5hdDgDAhxUUFGjVqlU6dOiQ9u/frwULFigvL09333232aWZgsDihj49gjRrRF9J0rItR02uBgDgy6xWq1577TXddNNNmjBhgvbv368PP/zQlAWvnsDzl3Z7mPlTBujNT47pw5yTOlhSpcGxYWaXBADwQfHx8dq+fbvZZXgMZljcNCA6VLd+rflJiSsymGUBAKArEFjaYeGU5vvbN+w7oaLTtSZXAwCA7yOwtMMN/SKUNihKDqehl7cyywKg+/GRG0zRRTrizwuBpZ0uzLL8z+5jKq2qM7kaAOgaNlvz4/Cv9ph64Ktqa5uvRlzL81tYdNtO45J7aWT/HsouPKtXtuXr6enXm10SAHQ6Pz8/BQcH69SpU/L395fVyv/34vIMw1Btba1KS0vVo0cPV+BtDwJLO1ksFi2cMlDz/rxbf/2oQAumDFBEUNc/+Q8AupLFYlFcXJzy8vJUUFBgdjnwEj169FBsbOw1fQaB5Rrccn1vDY4J08GTVfrrRwV65OZr32wKADyd3W7XoEGDuCyENvH397+mmZULCCzXwGq1aMGUAVq0bq/WbMvTjyYkKcjeMdudA4Ans1qtPJofXYqLj9fo28PjFN8rSKdrGrTu48tvpgUAANqPwHKN/GxWPTRpgCRpVWaeGh1dvwU5AAC+jsDSAX6Q0k9RoQE6fvac3t17wuxyAADwOQSWDhDob9ODaUmSpOXpR+R08kAlAAA6EoGlg9wztr/CA/109FSNNn1eYnY5AAD4FAJLBwkL9Nd9qYmSpGXpR3lsNQAAHYjA0oF+OCFRgf5WfXqsQtuPlJtdDgAAPoPA0oEiQwN05039JUnL0o+YXA0AAL6DwNLB5k1Klp/Voh1Hy5VdeMbscgAA8AkElg7Wt0eQZo3sK6l5LQsAALh2BJZOMH/yAFks0ubPT+rQySqzywEAwOsRWDrBwN6hmja0eVfKFcyyAABwzQgsnWThzc2P63933wkVna41uRoAALwbgaWTDO/XQ2mDouRwGlqVmWt2OQAAeDUCSydaMKV5lmXdx0U6VVVvcjUAAHgvAksnSk2O1Ij4HqpvcuqV7XlmlwMAgNcisHQii8WihednWf6aVaDKukaTKwIAwDsRWDrZN4bE6LqYUFXVN+kvWQVmlwMAgFcisHQyq9XiWsvyyrY8nWtwmFwRAADeh8DSBW4b3kf9egapvKZB/7O7yOxyAADwOgSWLuBns+rhScmSpJVbc9XocJpcEQAA3oXA0kV+MDpeUaF2HT97Thv2njC7HAAAvAqBpYsE+tv0wMTmWZblGUfldBomVwQAgPcgsHShe8f1V1ign46UVmvT5yfNLgcAAK9BYOlCYYH+ui81QZK0PP2IDINZFgAA2oLA0sV+OCFJAX5W7TtWoR1Hy80uBwAAr0Bg6WJRoQG686Z4SdKy9CMmVwMAgHcgsJhg3qRk+Vkt2n6kXHuLzppdDgAAHo/AYoJ+PYM1c0RfSdKyLcyyAABwNQQWkyyYkiyLRdr0+UkdPllldjkAAHg0AotJBvYO09ShMZKan8sCAAAuj8BiooVTBkqSNuw9oWNnak2uBgAAz0VgMdGN8T00cWCUmpyGVm3NNbscAAA8FoHFZAunDJAkrf24SKeq6k2uBgAAz9SuwLJs2TIlJSUpMDBQKSkpyszMvGzb4uJi3X333Ro8eLCsVqsWLVrUarv169dr6NChCggI0NChQ/X222+3pzSvkzogUjfG91B9k1Ovbs8zuxwAADyS24Fl3bp1WrRokZ555hllZ2crLS1N06dPV2FhYavt6+vrFR0drWeeeUY33nhjq22ysrI0e/ZszZkzR/v27dOcOXN0xx13aOfOne6W53UsFotrluUvWQWqrGs0uSIAADyPxXBzQ5uxY8dq1KhRWr58uevYkCFDNGvWLC1duvSK506ZMkUjRozQH/7whxbHZ8+ercrKSr3//vuuY7feeqt69uypN954o011VVZWKiIiQhUVFQoPD297hzyA02lo2h+26nBptX5y62DXYlwAAHxdW7+/3ZphaWho0J49ezR16tQWx6dOnaodO3a0r1I1z7Bc/JnTpk274mfW19ersrKyxctbWa0WLTg/y/LKtjzVNTpMrggAAM/iVmApKyuTw+FQTExMi+MxMTEqKSlpdxElJSVuf+bSpUsVERHhesXHx7f793uC227so749glRW3aD/2V1kdjkAAHiUdi26tVgsLX42DOOSY539mUuWLFFFRYXrVVTk3V/y/jarHp6cLEl6OSNXjQ6nyRUBAOA53AosUVFRstlsl8x8lJaWXjJD4o7Y2Fi3PzMgIEDh4eEtXt7ujtHxigq16/jZc/r7vhNmlwMAgMdwK7DY7XalpKRo8+bNLY5v3rxZ48ePb3cRqampl3zmpk2brukzvVGgv00/mpgkSVqeflROp1vroQEA8Fl+7p7wxBNPaM6cORo9erRSU1O1cuVKFRYWav78+ZKaL9UcP35cf/7zn13n7N27V5JUXV2tU6dOae/evbLb7Ro6dKgk6fHHH9ekSZP0m9/8RjNnztS7776rDz/8UNu2beuALnqXe8claPmWozpcWq3NOSc17WuxZpcEAIDp3A4ss2fPVnl5uZ5//nkVFxdr2LBh2rhxoxISEiQ1Pyju4meyjBw50vXfe/bs0d/+9jclJCQoPz9fkjR+/HitXbtWzz77rJ577jkNGDBA69at09ixY6+ha94pPNBfc1ITtCz9qJalH9XUoTHXvD4IAABv5/ZzWDyVNz+H5WJl1fWa8B//Un2TU397cKzGD4wyuyQAADpFpzyHBV0jKjRAs29qvk17WfpRk6sBAMB8BBYP9dCkZPlZLdp2pEz7is6aXQ4AAKYisHiofj2D9Z0RfSRJy9KPmFwNAADmIrB4sAWTmx/X/8GBkzpSWmVyNQAAmIfA4sEGxYRp6tDmh+ctT881uRoAAMxDYPFwC29u3rn53b3HdfzsOZOrAQDAHAQWDzcivocmDIxUk9PQqq3MsgAAuicCixdYOKV5luWNXYUqq643uRoAALoegcULjB8QqRv7Rai+yalXt+eZXQ4AAF2OwOIFLBaLFpyfZflzVoGq6hpNrggAgK5FYPESU4fGaGDvUFXVNemvHxVe/QQAAHwIgcVLWK0W13NZ1mzLU12jw+SKAADoOgQWL/KdEX3Ut0eQyqrr9b+7i8wuBwCALkNg8SL+NqsempQsSXp5a66aHE6TKwIAoGsQWLzMHaPjFRli17Ez5/T3T0+YXQ4AAF2CwOJlguw2/WhikiRpefpROZ2GyRUBAND5CCxeaE5qgsIC/HToZLU+zDlpdjkAAHQ6AosXCg/0172pCZKkZelHZRjMsgAAfBuBxUv9aEKSAvys2lt0Vlm55WaXAwBApyKweKnosADdMTpeUvNaFgAAfBmBxYs9NClZNqtFmYfL9Omxs2aXAwBApyGweLH4XsGaeWMfSdKyLcyyAAB8F4HFy82f0vy4/g8+L9GR0mqTqwEAoHMQWLzcdTFh+ubQGBmGtCKDWRYAgG8isPiAhednWd7JPq7jZ8+ZXA0AAB2PwOIDRvbvqfEDItXkNLRqa67Z5QAA0OEILD5i4ZSBkqS1HxeqvLre5GoAAOhYBBYfMWFgpIb3i1Bdo1Ovbs83uxwAADoUgcVHWCwW11qW/87KV1Vdo8kVAQDQcQgsPmTq0FgNiA5RVV2TXt9ZaHY5AAB0GAKLD7FaLVpwfi3L6sw81TU6TK4IAICOQWDxMTNH9FHfHkEqq67X/+45ZnY5AAB0CAKLj/G3WTUvLUmStHLrUTU5nCZXBADAtSOw+KDZN/VXZIhdRafP6R+fFptdDgAA14zA4oOC7Db9cEKiJGl5+lE5nYa5BQEAcI0ILD5qTmqiQgP8dPBklf71RanZ5QAAcE0ILD4qIshf945LkCS9lH5EhsEsCwDAexFYfNiPJibK7mdVduFZfZR72uxyAABoNwKLD+sdFqg7RveTJC1LP2JyNQAAtB+Bxcc9PGmAbFaLMg+Xaf+xCrPLAQCgXQgsPi6+V7C+c2MfScyyAAC8F4GlG1hwflPE/ztQoiOl1SZXAwCA+wgs3cB1MWH6xpAYGYb0csZRs8sBAMBtBJZuYuHNzbMsb2cf14mz50yuBgAA9xBYuolR/XsqNTlSTU5DqzJzzS4HAAC3EFi6kQuzLG/sKlR5db3J1QAA0HYElm5k4sAo3dA3QnWNTr22I9/scgAAaDMCSzdisVi08PwdQ/+9I19VdY0mVwQAQNsQWLqZaV+LVXJ0iCrrmvS3nYVmlwMAQJsQWLoZq9WiBZObZ1lWb8tTXaPD5IoAALg6Aks3NHNEX/WJCNSpqnq9ueeY2eUAAHBVBJZuyO5n1bxJyZKkl7ceVZPDaXJFAABcGYGlm7rzpv7qFWJX0elzem9/sdnlAABwRQSWbirIbtMPxydKkpanH5VhGOYWBADAFRBYurH7UhMVGuCnL0qq9K8vSs0uBwCAyyKwdGMRwf66Z1x/SdJLW44wywIA8FgElm7ugYlJsvtZ9UnhWe3MO212OQAAtIrA0s31DgvUD1L6SZKWpR81uRoAAFpHYIEenjRAVou09dApfXa8wuxyAAC4BIEF6h8ZrO/c2EdS8x1DAAB4GgILJEkLpgyUJG38rFhHT1WbXA0AAC0RWCBJGhwbpm8M6S3DkF7OYJYFAOBZCCxwuTDL8nb2cRVXnDO5GgAAvkRggUtKQk+NS+6lRoehVVvzzC4HAAAXAgtaWHh+luWNXYU6XdNgcjUAADQjsKCFtEFRGtY3XOcaHXptO7MsAADPQGBBCxaLxTXL8tqOfFXXN5lcEQAABBa0YtrXYpUcFaLKuib9bWeB2eUAAEBgwaVsVovmTxkgSVqdmae6RofJFQEAujsCC1o1a0RfxUUEqrSqXus/OWZ2OQCAbq5dgWXZsmVKSkpSYGCgUlJSlJmZecX2GRkZSklJUWBgoJKTk7VixYpL2vzhD3/Q4MGDFRQUpPj4eC1evFh1dXXtKQ8dwO5n1by0ZEnSyxm5anI4Ta4IANCduR1Y1q1bp0WLFumZZ55Rdna20tLSNH36dBUWFrbaPi8vTzNmzFBaWpqys7P105/+VI899pjWr1/vavP666/r6aef1s9+9jPl5ORozZo1WrdunZYsWdL+nuGa3TkmXj2D/VV4ulbv7S82uxwAQDdmMQzDcOeEsWPHatSoUVq+fLnr2JAhQzRr1iwtXbr0kvZPPfWUNmzYoJycHNex+fPna9++fcrKypIkPfroo8rJydE///lPV5t/+7d/065du646e3NBZWWlIiIiVFFRofDwcHe6hCt48Z+H9V+bD+n62DC9/3iaLBaL2SUBAHxIW7+/3ZphaWho0J49ezR16tQWx6dOnaodO3a0ek5WVtYl7adNm6bdu3ersbFRkjRx4kTt2bNHu3btkiTl5uZq48aN+ta3vnXZWurr61VZWdnihY53f2qiQuw2fVFSpS0HS80uBwDQTbkVWMrKyuRwOBQTE9PieExMjEpKSlo9p6SkpNX2TU1NKisrkyTdeeed+sUvfqGJEyfK399fAwYM0M0336ynn376srUsXbpUERERrld8fLw7XUEbRQT7695xCZKkl7YclZsTcgAAdIh2Lbq9+LKAYRhXvFTQWvuvHk9PT9evfvUrLVu2TJ988oneeust/eMf/9AvfvGLy37mkiVLVFFR4XoVFRW1pytogwcmJsnuZ9WegjPalXfa7HIAAN2QnzuNo6KiZLPZLplNKS0tvWQW5YLY2NhW2/v5+SkyMlKS9Nxzz2nOnDl68MEHJUk33HCDampq9NBDD+mZZ56R1XpprgoICFBAQIA75aOdeocH6vsp/fS3nYValn5UY5MjzS4JANDNuDXDYrfblZKSos2bN7c4vnnzZo0fP77Vc1JTUy9pv2nTJo0ePVr+/v6SpNra2ktCic1mk2EYXILwEA9PSpbVImUcOqXPjleYXQ4AoJtx+5LQE088odWrV+uVV15RTk6OFi9erMLCQs2fP19S86Wa++67z9V+/vz5Kigo0BNPPKGcnBy98sorWrNmjZ588klXm9tuu03Lly/X2rVrlZeXp82bN+u5557Td77zHdlstg7oJq5VQmSIbruxjyRpecZRk6sBAHQ3bl0SkqTZs2ervLxczz//vIqLizVs2DBt3LhRCQnNCzOLi4tbPJMlKSlJGzdu1OLFi/XSSy+pT58+evHFF3X77be72jz77LOyWCx69tlndfz4cUVHR+u2227Tr371qw7oIjrKgikD9O7eE9q4v1i5p6qVHB1qdkkAgG7C7eeweCqew9I1HnjtY/3zi1LNHh2v33x/uNnlAAC8XKc8hwVYeHPzpohvZR9TccU5k6sBAHQXBBa4JSWhl8Yk9VKjw9DqzDyzywEAdBMEFrjtkZsHSpL+trNQZ2oaTK4GANAdEFjgtkmDovS1PuE61+jQqzvyzS4HANANEFjgNovFooVTmmdZ/ntHvqrrm0yuCADg6wgsaJdbh8UqOSpEFeca9cbOwqufAADANSCwoF1sVovmT26+Y2hVZq7qmxwmVwQA8GUEFrTbrJF9FRcRqNKqeq3fc9zscgAAPozAgnaz+1n1YFqyJOnlrUfV5HCaXBEAwFcRWHBN7hoTr57B/ioor9XGz0qufgIAAO1AYME1Cbb7ae74JEnS8vSj7K4NAOgUBBZcs/vHJyjEblNOcaXSD54yuxwAgA8isOCa9Qi2655xzbt1v7TliMnVAAB8EYEFHeKBiUmy26zaXXBGu/JOm10OAMDHEFjQIWLCA3V7Sj9J0rJ0ZlkAAB2LwIIOM39ysqwWKf3gKR04UWF2OQAAH0JgQYdJiAzRt4f3kdR8xxAAAB2FwIIOtWBK8+P6N+4vVl5ZjcnVAAB8BYEFHWpIXLi+fn1vOQ3p5QxmWQAAHYPAgg638Pwsy/pPjqmkos7kagAAvoDAgg43OrGXxiT2UqPD0OrMXLPLAQD4AAILOsXCm5tnWf62q1BnahpMrgYA4O0ILOgUk6+L1tf6hKu2waHXduSbXQ4AwMsRWNApLBaL646h13bkq6a+yeSKAADejMCCTjN9WJySokJUca5Rb+wqNLscAIAXI7Cg09isFj08KVmStCozV/VNDpMrAgB4KwILOtV3R/VVbHigTlbW661PjptdDgDASxFY0KkC/Gx6MC1JUvOD5BxOw+SKAADeiMCCTnfXmP7qEeyv/PJabdxfbHY5AAAvRGBBpwsJ8NPc8YmSpGXpR2UYzLIAANxDYEGXmDs+UcF2m3KKK5V+6JTZ5QAAvAyBBV2iR7Bd94ztL0latuWIydUAALwNgQVd5sG0ZNltVn2cf0Yf5582uxwAgBchsKDLxIQH6vaUvpKYZQEAuIfAgi718KQBslqkLQdP6fMTlWaXAwDwEgQWdKnEqBB9a3gfSdLyjKMmVwMA8BYEFnS5BZObN0V879MTyi+rMbkaAIA3ILCgyw3tE66bB0fLaUgvb2WWBQBwdQQWmGLhzQMlSev3HNfJyjqTqwEAeDoCC0xxU2Iv3ZTYUw0Op1Zn5ppdDgDAwxFYYJoLsyyv7yzU2doGk6sBAHgyAgtMM+W6aA2NC1dtg0Ov7cg3uxwAgAcjsMA0FotFC6Y03zH02o581dQ3mVwRAMBTEVhgqhk3xCkxMlhnaxv1xq5Cs8sBAHgoAgtMZbNa9PD557KszsxTfZPD5IoAAJ6IwALTfW9UX8WEB6iksk7vZB83uxwAgAcisMB0AX42zUtLliStyMiVw2mYXBEAwNMQWOAR7hrTXz2C/ZVXVqP3Pys2uxwAgIchsMAjhAT46f7UREnSsi1HZRjMsgAAvkRggceYOz5RwXabPi+uVMahU2aXAwDwIAQWeIyeIXbdPaa/pOZZFgAALiCwwKM8mJYsf5tFu/JPa3f+abPLAQB4CAILPEpsRKBuH9VPkrQsnVkWAEAzAgs8zsOTB8hqkf71RalyiivNLgcA4AEILPA4SVEhmn5DnCRpObMsAAARWOChFp7fFPEfn55QflmNydUAAMxGYIFH+lqfCE0ZHC2nIb28NdfscgAAJiOwwGMtnDJQkrR+zzGdrKwzuRoAgJkILPBYY5J6aXRCTzU4nFqzLc/scgAAJiKwwKM9cnPzLMvrHxXobG2DydUAAMxCYIFHmzI4WkPiwlXT4NB/7ygwuxwAgEkILPBoFotFC87fMfTajjzVNjSZXBEAwAwEFni8GcNilRAZrDO1jXpjV5HZ5QAATEBggcfzs1n18KTmWZbVmblqaHKaXBEAoKsRWOAVbk/pq95hASquqNM72cfNLgcA0MUILPAKAX42zUtLliQtzzgqh9MwuSIAQFcisMBr3DW2vyKC/JVXVqP/+6zE7HIAAF2IwAKvERrgp/vHJ0qSlqUfkWEwywIA3QWBBV7lh+MTFeRv04ETldp6uMzscgAAXYTAAq/SM8Suu8f2lyQt23LE5GoAAF2lXYFl2bJlSkpKUmBgoFJSUpSZmXnF9hkZGUpJSVFgYKCSk5O1YsWKS9qcPXtWjzzyiOLi4hQYGKghQ4Zo48aN7SkPPu7BtCT52yzamXdaewpOm10OAKALuB1Y1q1bp0WLFumZZ55Rdna20tLSNH36dBUWFrbaPi8vTzNmzFBaWpqys7P105/+VI899pjWr1/vatPQ0KBvfvObys/P15tvvqmDBw9q1apV6tu3b/t7Bp8VFxGk743sJ0latuWoydUAALqCxXBz5eLYsWM1atQoLV++3HVsyJAhmjVrlpYuXXpJ+6eeekobNmxQTk6O69j8+fO1b98+ZWVlSZJWrFih3/72t/riiy/k7+/fro5UVlYqIiJCFRUVCg8Pb9dnwHvknqrWLf+VIcOQ/m9Rmq6PZcwBwBu19fvbrRmWhoYG7dmzR1OnTm1xfOrUqdqxY0er52RlZV3Sftq0adq9e7caGxslSRs2bFBqaqoeeeQRxcTEaNiwYfr1r38th8PhTnnoRpKjQzVjWJwkaXk6sywA4OvcCixlZWVyOByKiYlpcTwmJkYlJa0/F6OkpKTV9k1NTSora77LIzc3V2+++aYcDoc2btyoZ599Vv/5n/+pX/3qV5etpb6+XpWVlS1e6F4ubIr4930nVFBeY3I1AIDO1K5FtxaLpcXPhmFccuxq7b963Ol0qnfv3lq5cqVSUlJ055136plnnmlx2eliS5cuVUREhOsVHx/fnq7Aiw3rG6HJ10XLaUgvb801uxwAQCdyK7BERUXJZrNdMptSWlp6ySzKBbGxsa229/PzU2RkpCQpLi5O1113nWw2m6vNkCFDVFJSooaGhlY/d8mSJaqoqHC9iorYxbc7Wnh+luXN3cdUWllncjUAgM7iVmCx2+1KSUnR5s2bWxzfvHmzxo8f3+o5qampl7TftGmTRo8e7VpgO2HCBB05ckRO55e78B46dEhxcXGy2+2tfm5AQIDCw8NbvND9jEnqpZSEnmpwOLVmW57Z5QAAOonbl4SeeOIJrV69Wq+88opycnK0ePFiFRYWav78+ZKaZz7uu+8+V/v58+eroKBATzzxhHJycvTKK69ozZo1evLJJ11tFixYoPLycj3++OM6dOiQ3nvvPf3617/WI4880gFdhC+zWCyuWZa/flSgitpGkysCAHQGP3dPmD17tsrLy/X888+ruLhYw4YN08aNG5WQkCBJKi4ubvFMlqSkJG3cuFGLFy/WSy+9pD59+ujFF1/U7bff7moTHx+vTZs2afHixRo+fLj69u2rxx9/XE899VQHdBG+7uvX99b1sWH6oqRK/52Vr8duGWR2SQCADub2c1g8Fc9h6d7e3Xtcj6/dq57B/tr+9NcVbHc7iwMATNApz2EBPNW3bohT/17BOlPbqLW7WIANAL6GwAKf4Gez6uHJyZKkVZm5amhyXuUMAIA3IbDAZ9w+qp96hwWouKJO7+w9bnY5AIAORGCBzwj0t+nBtCRJ0or0o3I4fWJ5FgBABBb4mLvHJigiyF+5ZTX64EDr20UAALwPgQU+JTTAT/enNt9ivyz9iHzkJjgA6PYILPA5cyckKcjfps+OVyrzcJnZ5QAAOgCBBT6nV4hdd43pL6l5lgUA4P0ILPBJ8yYlyd9m0Ue5p7Wn4IzZ5QAArhGBBT4pLiJI3x3ZV5K0nFkWAPB6BBb4rIcnD5DFIn2YU6qDJVVmlwMAuAYEFvisAdGhmj4sVpL0hw8PqdHB028BwFsRWODTFk4ZKEl6/7MSTfltulZn5qq6vsnkqgAA7iKwwKcN6xuhX84apsgQu46fPadfvpej1KX/1NL3c1RSUWd2eQCANrIYPvJkrbZuT43uqa7Robezj2tVZq5yT9VIkvysFn1nRB/NS0vWkDj+zACAGdr6/U1gQbfidBr61xelWpmZq115p13H0wZF6aFJyZo4MEoWi8XECgGgeyGwAFext+isVmXm6v39xbqwT+L1sWF6aFKyvj28j+x+XDEFgM5GYAHaqOh0rdZsy9P/7C5SbYNDkhQbHqgfTkjUXWP7KzzQ3+QKAcB3EVgAN1XUNur1XQV6dXu+TlXVS2reTPHOm+L1w4lJ6tsjyOQKAcD3EFiAdqpvcmjD3hNalZmrQyerJUk2q0XfHh6neWnJGtY3wuQKAcB3EFiAa2QYhjIOndKqzFxtP1LuOj5+QKTmTUrWlOuiWaALANeIwAJ0oM+OV2h1Zq7+/mmxHOdX6A7qHap5acmaObKPAvxsJlcIAN6JwAJ0guNnz+m17Xl6Y1eR64m50WEBmjs+UfeM7a8ewXaTKwQA70JgATpRZV2j1u4q1Cvb8lVS2fzE3CB/m2bfFK8fTUhS/8hgkysEAO9AYAG6QEOTU+/tP6GVW/OUU1wpSbJapOnD4jRvUrJGxPcwt0AA8HAEFqALGYah7UfKtTIzV1sPnXIdH5PYS/MmJeuW63vLamWBLgBcjMACmCSnuFKrM/O0Yd9xNTqa/3olR4XowbRkfW9UXwX6s0AXAC4gsAAmK6mo02s78vX6zgJV1TUv0I0Mseu+1ETNSU1QrxAW6AIAgQXwENX1TVr3cZFe2Zan42fPSZIC/a36fko/PTAxWUlRISZXCADmIbAAHqbJ4dTGz0q0cutRfXa8eYGuxSJNHRqjhyYlKyWhl8kVAkDXI7AAHsowDH2Ue1qrMnP1ry9KXcdH9e+hhyYl65tDY2VjgS6AboLAAniBI6VVWp2Zp7c+Oa4Gh1OSlBAZrAcmJun7Kf0UbPczuUIA6FwEFsCLlFbV6S9ZBfrLRwU6W9soSeoR7K854xJ0X2qiosMCTK4QADoHgQXwQrUNTXpzzzGtzsxT4elaSZLdz6rvjeyrB9OSNLB3mMkVAkDHIrAAXszhNLTpQIle3pqrvUVnXcdvub635k1K1tikXuwUDcAnEFgAH2AYhvYUnNHKrbnanHNSF/62Du8XoXlpyZo+LFZ+Nqu5RQLANSCwAD4m91S11mzL05t7jqm+qXmBbt8eQXpgYpJm3xSvkAAW6ALwPgQWwEeVV9frLx8V6M9ZBTpd0yBJCg/00z3jEjR3fKJiwgNNrhAA2o7AAvi4ukaH1n/SvEA3r6xGkuRvs2jmiL6al5aswbEs0AXg+QgsQDfhdBr6MOekVmXm6uP8M67jk6+L1kOTkjV+QCQLdAF4LAIL0A19UnhGqzNz9X+flch5/m/20LhwPTQpWd8aHid/FugC8DAEFqAbKyiv0Svb8vQ/u4/pXKNDkhQXEagfTUjSnWPiFRbob3KFANCMwAJAZ2oa9PrOAr22o0Bl1fWSpLAAP901tr/mjk9Unx5BJlcIoLsjsABwqWt06N29x7UqM09HSqslSX5Wi267sY8eTEvS1/pEmFwhgO6KwALgEk6noYxDp7Rya66ycstdxycOjNK8ScmaNCiKBboAuhSBBcAV7T9WoVWZuXpvf7Ec51foDo4J07xJyfrOjX1k92OBLoDOR2AB0CbHztTq1e35WrurUDUNzQt0Y8IDNHd8ku4e218RQSzQBdB5CCwA3FJxrlFv7CrUq9vzdLKyeYFuiN2mO26K148mJCm+V7DJFQLwRQQWAO3S0OTU3/ed0KrMXH1RUiVJslqkGTfE6aFJyRrer4e5BQLwKQQWANfEMAxlHi7TqsxcZR4ucx0fm9RLD01K1s2De8tqZYEugGtDYAHQYT4/UanVmbnasO+Ems4v0B0QHaJ5acmaNbKvAv1tJlcIwFsRWAB0uOKKc3pte77+trNQVfVNkqSoULvuT03UveMS1DPEbnKFALwNgQVAp6mqa9S6j4v0yrY8naiokyQF+lt1x+h4PTAxSQmRISZXCMBbEFgAdLpGh1Mb9xdr5dZcHThRKUmyWKRbvxareZOSNap/T5MrBODpCCwAuoxhGMo6Wq6VmblKP3jKdXx0Qk/Nm5SsbwyJkY0FugBaQWABYIqDJVVanZmrd/YeV6Oj+Z+XpKgQPTAxSbeP6qcgOwt0AXyJwALAVKWVdfrvrHz99aNCVZxrlCT1CrFrzrgEzUlNUFRogMkVAvAEBBYAHqGmvkn/u7tIq7fl6diZc5KkAD+rbk/ppwcmJmlAdKjJFQIwE4EFgEdpcjj1wYGTWrn1qPYdq5DUvED3G0Ni9NCkZI1O6MlO0UA3RGAB4JEMw9DH+We0cmuuPsw56To+Ir6HHpqUrGlfi2WBLtCNEFgAeLwjpdVasy1P6z85poYmpyQpvleQHpyYrB+M7qdgu5/JFQLobAQWAF6jrLpef84q0F+y8nWmtnmBbkSQv+aMS9B94xPUOyzQ5AoBdBYCCwCvc67BoTc/OaY1mbnKL6+VJNltVs0a2UezRvbVqP492bcI8DEEFgBey+E0tPnzk1qVmas9BWdcx+02q26Mj9DYpEiNTe6lUf17KiSAy0aANyOwAPAJewpO668fFWr7kTKVVtW3eM/PatGwvhEam9xLY5N6aXRiL4UH+ptUKYD2ILAA8CmGYaigvFY788q1M/e0duad1vGz51q0sVqkoX3CNSaxeQZmTGIvdpAGPByBBYDPO3amVjtzT2tX3mntzCt3rXv5qsExYednYCI1JqmXosN4wi7gSQgsALqdk5V12pl3Wjtzy7Uz77SOlFZf0iY5OqR5DUxSL41N7qW4iCATKgVwAYEFQLdXVl2vj/OaLx99lFuugyerdPG/eP17BWtsUi+NSeqlccmR6tcziCfuAl2IwAIAFzlb26CP889oZ265duWf1mfHK+S86F/APhGBGpPUS2OTm2dhkqJCCDBAJyKwAMBVVNU1anfBmeY1MLnl+vRYhZouSjDRYQHNsy/nQ8zA6FBZ2ToA6DBt/f62tufDly1bpqSkJAUGBiolJUWZmZlXbJ+RkaGUlBQFBgYqOTlZK1asuGzbtWvXymKxaNasWe0pDQDaLCzQXzcP7q2nbr1eby2coE///6l6/cGxeuzrAzUmqZfsfladqqrXe58W67l3D2jq77cq5Zeb9fBfduuVbXn67HiFHBdP0QDoFG4/cWndunVatGiRli1bpgkTJujll1/W9OnT9fnnn6t///6XtM/Ly9OMGTM0b948/fWvf9X27du1cOFCRUdH6/bbb2/RtqCgQE8++aTS0tLa3yMAaKdgu58mDIzShIFRkqS6Rof2FZ1tXsibV649BWd0prZRHxw4qQ8ONG/cGBbopzGJvVyXkYb1CZefrV3/LwjgCty+JDR27FiNGjVKy5cvdx0bMmSIZs2apaVLl17S/qmnntKGDRuUk5PjOjZ//nzt27dPWVlZrmMOh0OTJ0/WD3/4Q2VmZurs2bN655132lwXl4QAdLaGJqf2H6/Qzrxy7co7rd35Z1Rd39SiTYjdplEJPTXu/BqY4f16yO5HgAEup63f327NsDQ0NGjPnj16+umnWxyfOnWqduzY0eo5WVlZmjp1aotj06ZN05o1a9TY2Ch//+anUj7//POKjo7WAw88cNVLTJJUX1+v+vovn3pZWVnpTlcAwG12P6tSEnoqJaGnFk6RmhxOfV5c6XqQ3cf5p1VxrlGZh8uUebhMkhTgZ9Wo/j1dz4IZ2b8H+yEB7eBWYCkrK5PD4VBMTEyL4zExMSopKWn1nJKSklbbNzU1qaysTHFxcdq+fbvWrFmjvXv3trmWpUuX6uc//7k75QNAh/KzWTW8Xw8N79dD8yYly+k09EVJlXblNT8HZlfeaZXXNCgrt1xZueWSDrfYD2lMUi+lJLAfEtAW7fpbcvEtfoZhXPG2v9baXzheVVWle++9V6tWrVJUVFSba1iyZImeeOIJ18+VlZWKj49v8/kA0NGsVouG9gnX0D7hmjshSYZh6Oipan10fgZmZ265Sqvq9XH+GX2cf0ba8pX9kM4/yI79kIDWuRVYoqKiZLPZLplNKS0tvWQW5YLY2NhW2/v5+SkyMlIHDhxQfn6+brvtNtf7TqezuTg/Px08eFADBgy45HMDAgIUEMAjtgF4LovFooG9wzSwd5juHZdw2f2Q9had1d6is3p5ay77IQGX4VZgsdvtSklJ0ebNm/Xd737XdXzz5s2aOXNmq+ekpqbq73//e4tjmzZt0ujRo+Xv76/rr79e+/fvb/H+s88+q6qqKr3wwgvMmgDwGRaLRYlRIUqMCtHsm5rvqmxtP6TPjlfqs+OVemV7niT2QwKkdtwltG7dOs2ZM0crVqxQamqqVq5cqVWrVunAgQNKSEjQkiVLdPz4cf35z3+W1Hxb87Bhw/Twww9r3rx5ysrK0vz58/XGG29cclvzBXPnzuUuIQDdUklFnesuJPZDQnfQKXcJSdLs2bNVXl6u559/XsXFxRo2bJg2btyohIQESVJxcbEKCwtd7ZOSkrRx40YtXrxYL730kvr06aMXX3zxsmEFALqz2IhAzRzRVzNH9JXU+n5IuadqlHuqRm/sav63lv2Q0B3waH4A8CLshwRfw15CANANXNgPqXkdDPshwfsQWACgG6ptaNInBWe1K69cH+Wd1t6is2pocrZo0zPYv3kG5vwi3iFx4bIRYGASAgsAoNX9kOoaWwYY9kOCmQgsAIBLfHU/pJ25p7WngP2QYC4CCwDgqi63H9JXsR8SOhOBBQDgtsvth/RV7IeEjkRgAQBcM8MwdKS0+vwamC/3Q/oq9kPCtSCwAAA63OX2Q/oq9kOCOwgsAIAu0dp+SBe7LiZUQ+PCdV1smAbHhOm6mDD17RHE82BAYAEAmKMt+yFJUrDdpkExYbqud6gGxzaHmOtiwhQTHsCTebsRAgsAwCOUVdcru/CsDp2s0sGSKh06vx9Sg8PZavvwQD8Njg3ToJgvZ2OuiwlVZCi7VPsiAgsAwGM1OpwqKK/RoZPVrhBz6GSV8str5bh4c6TzokLtrlmY62LCNDg2VINiwljg6+UILAAAr1PX6FDuqRodLv1yNubgySoVnT532XPiIgLPB5gwDTp/eWlg71AF27nV2hsQWAAAPqOmvklHSqt18GSVDp+s0sGT1TpUUqWSyrpW21ssUnzPYNdMzIVZmeToEAX48dA7T0JgAQD4vIpzjecDTJUOf+Xy0sUPu7vAZrUoKSpE18U0h5jBMc1rZRIjg9k/ySQEFgBAt1VWXd+8LqakSodKm2djDp6sUlVdU6vt7TarBvQObRFkrosJU7+e3Hrd2dr6/c0FPgCAz4kKDVBUaIDGD4hyHTMMQycr63XwfJC5cHnp0MlqnWt0KKe4UjnFlS0+J8jfputiQr+8Yym2+Y6l2PBAbr3uYsywAAC6NafT0LEz51wLfA+dDzFHS6sve+t1WKCf63LS4JhQ1wPxuPXafVwSAgDgGjQ5nMovr3WtkbnwHJkr3XodGWL/8o6lmFBXqIkI4tbryyGwAADQCeqbmm+9PuQKMdU6dLJKRWdqdblv1NjwwPOzMF9eXhoUw63XEoHF7HIAAN1MbcP5W69LqnS49Ms7loorWr/1WpL69wr+cqFvbJgG9Q7TgN7d69ZrAgsAAB6g4lyjjpR+ORNz4VVWfflbrxMjg7/yRN/mhb6JkSE+ees1gQUAAA9WXl2vQyerXYt9D59fI1N5hVuvk6NDvhJimi8tefut1wQWAAC8zIVbrw99ZZHvodJqHT5ZpdoGR6vnBPnbNCgm1LVJ5IVA4y23XhNYAADwEU6noeNnv3LrdUnz9gRHT1Wroekyt14H+J1/bkxzkLnwHJkoD7v1msACAICPa3I4VXC6tvmJvl+5vJRXVnPZW697hdhdAWbQhctLvcMUEWzOrdcEFgAAuqn6Jofyymqa71g6We16jkzh6Svfej3oKzMx18U0734dEtC5t14TWAAAQAvnGhwX7XrdfHnpxBVuvY7vFaTrejeHmDtGxyspKqRDa2IvIQAA0EKQ3aYb+kXohn4RLY5X1jXq8IVLSiVVOnz+Nuyy6noVnT6notPn9M8vSvWNIb07PLC0FYEFAIBuLjzQXykJPZWS0LPF8dM1DS3uWBoUE2ZShQQWAABwGb1C7BqXHKlxyZFmlyLfe2QeAADwOQQWAADg8QgsAADA4xFYAACAxyOwAAAAj0dgAQAAHo/AAgAAPB6BBQAAeDwCCwAA8HgEFgAA4PEILAAAwOMRWAAAgMcjsAAAAI/nM7s1G4YhSaqsrDS5EgAA0FYXvrcvfI9fjs8ElqqqKklSfHy8yZUAAAB3VVVVKSIi4rLvW4yrRRov4XQ6deLECYWFhclisXTY51ZWVio+Pl5FRUUKDw/vsM/1JL7eR/rn/Xy9j/TP+/l6Hzuzf4ZhqKqqSn369JHVevmVKj4zw2K1WtWvX79O+/zw8HCf/EP4Vb7eR/rn/Xy9j/TP+/l6Hzurf1eaWbmARbcAAMDjEVgAAIDHI7BcRUBAgH72s58pICDA7FI6ja/3kf55P1/vI/3zfr7eR0/on88sugUAAL6LGRYAAODxCCwAAMDjEVgAAIDHI7AAAACPR2CRtGzZMiUlJSkwMFApKSnKzMy8YvuMjAylpKQoMDBQycnJWrFiRRdV2j7u9C89PV0Wi+WS1xdffNGFFbfd1q1bddttt6lPnz6yWCx65513rnqOt42fu330tjFcunSpbrrpJoWFhal3796aNWuWDh48eNXzvGUc29M/bxrD5cuXa/jw4a4HiqWmpur999+/4jneMnYXuNtHbxq/1ixdulQWi0WLFi26YruuHsduH1jWrVunRYsW6ZlnnlF2drbS0tI0ffp0FRYWtto+Ly9PM2bMUFpamrKzs/XTn/5Ujz32mNavX9/FlbeNu/274ODBgyouLna9Bg0a1EUVu6empkY33nij/vSnP7WpvbeNn+R+Hy/wljHMyMjQI488oo8++kibN29WU1OTpk6dqpqamsue403j2J7+XeANY9ivXz/9x3/8h3bv3q3du3fr61//umbOnKkDBw602t6bxu4Cd/t4gTeM38U+/vhjrVy5UsOHD79iO1PG0ejmxowZY8yfP7/Fseuvv954+umnW23/k5/8xLj++utbHHv44YeNcePGdVqN18Ld/m3ZssWQZJw5c6YLqutYkoy33377im28bfwu1pY+evMYGoZhlJaWGpKMjIyMy7bx5nFsS/+8fQx79uxprF69utX3vHnsvupKffTW8auqqjIGDRpkbN682Zg8ebLx+OOPX7atGePYrWdYGhoatGfPHk2dOrXF8alTp2rHjh2tnpOVlXVJ+2nTpmn37t1qbGzstFrboz39u2DkyJGKi4vTLbfcoi1btnRmmV3Km8bvWnnrGFZUVEiSevXqddk23jyObenfBd42hg6HQ2vXrlVNTY1SU1NbbePNYye1rY8XeNv4PfLII/rWt76lb3zjG1dta8Y4duvAUlZWJofDoZiYmBbHY2JiVFJS0uo5JSUlrbZvampSWVlZp9XaHu3pX1xcnFauXKn169frrbfe0uDBg3XLLbdo69atXVFyp/Om8Wsvbx5DwzD0xBNPaOLEiRo2bNhl23nrOLa1f942hvv371doaKgCAgI0f/58vf322xo6dGirbb117Nzpo7eNnyStXbtWn3zyiZYuXdqm9maMo8/s1nwtLBZLi58Nw7jk2NXat3bcU7jTv8GDB2vw4MGun1NTU1VUVKTf/e53mjRpUqfW2VW8bfzc5c1j+Oijj+rTTz/Vtm3brtrWG8exrf3ztjEcPHiw9u7dq7Nnz2r9+vW6//77lZGRcdkvdG8cO3f66G3jV1RUpMcff1ybNm1SYGBgm8/r6nHs1jMsUVFRstlsl8w2lJaWXpIcL4iNjW21vZ+fnyIjIzut1vZoT/9aM27cOB0+fLijyzOFN41fR/KGMfzxj3+sDRs2aMuWLerXr98V23rjOLrTv9Z48hja7XYNHDhQo0eP1tKlS3XjjTfqhRdeaLWtN46d5F4fW+PJ47dnzx6VlpYqJSVFfn5+8vPzU0ZGhl588UX5+fnJ4XBcco4Z49itA4vdbldKSoo2b97c4vjmzZs1fvz4Vs9JTU29pP2mTZs0evRo+fv7d1qt7dGe/rUmOztbcXFxHV2eKbxp/DqSJ4+hYRh69NFH9dZbb+lf//qXkpKSrnqON41je/rXGk8ew4sZhqH6+vpW3/OmsbuSK/WxNZ48frfccov279+vvXv3ul6jR4/WPffco71798pms11yjinj2GnLeb3E2rVrDX9/f2PNmjXG559/bixatMgICQkx8vPzDcMwjKefftqYM2eOq31ubq4RHBxsLF682Pj888+NNWvWGP7+/sabb75pVheuyN3+/f73vzfefvtt49ChQ8Znn31mPP3004YkY/369WZ14YqqqqqM7OxsIzs725Bk/Nd//ZeRnZ1tFBQUGIbh/eNnGO730dvGcMGCBUZERISRnp5uFBcXu161tbWuNt48ju3pnzeN4ZIlS4ytW7caeXl5xqeffmr89Kc/NaxWq7Fp0ybDMLx77C5wt4/eNH6Xc/FdQp4wjt0+sBiGYbz00ktGQkKCYbfbjVGjRrW43fD+++83Jk+e3KJ9enq6MXLkSMNutxuJiYnG8uXLu7hi97jTv9/85jfGgAEDjMDAQKNnz57GxIkTjffee8+Eqtvmwu2DF7/uv/9+wzB8Y/zc7aO3jWFrfZNkvPrqq6423jyO7emfN43hj370I9e/L9HR0cYtt9zi+iI3DO8euwvc7aM3jd/lXBxYPGEcLYZxfpUMAACAh+rWa1gAAIB3ILAAAACPR2ABAAAej8ACAAA8HoEFAAB4PAILAADweAQWAADg8QgsAADA4xFYAACAxyOwAAAAj0dgAQAAHo/AAgAAPN7/A5hsByJX5Xc+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "input_nodes=784 # 输入层节点数\n", + "hide_nodes=200 # 隐藏层节点数\n", + "out_nodes=10 # 输出层节点数\n", + "learningrate = 0.1 #学习率\n", + "train_errors = []\n", + "epochs=5\n", + "\n", + "wih = np.random.normal(0.0, pow(hide_nodes, -0.5), (hide_nodes, input_nodes)) #矩阵大小为隐藏层节点数×输入层节点数\n", + "#np.random.normal()的意思是一个正态分布,normal这里是正态的意思\n", + "who = np.random.normal(0.0, pow(hide_nodes, -0.5), (out_nodes, hide_nodes)) #矩阵大小为输出层节点数×隐藏层节点数\n", + "activation_function = lambda x: ssp.expit(x) #结合上述所学,这里写一段原理是logistic sigmoid的激活函数\n", + "\n", + "test_data_file = open(\"mnist_train.csv\", 'r')\n", + "test_data_list = test_data_file.readlines()\n", + "test_data_file.close()\n", + "\n", + "for e in range(epochs):\n", + " # go through all records in the training data set\n", + " # 遍历所有输入的数据\n", + " print('epochs start:',e)\n", + " # 计算训练集上的误差\n", + " train_error = 0.0\n", + " for record in test_data_list:\n", + " all_values = record.split(',') # split()函数将第1条数据进行拆分,以‘,’为分界点进行拆分\n", + " inputs = (np.asfarray(all_values[1:]) / 255.0 * 0.99) + 0.01 #输入层,784个输入\n", + " targets = np.zeros(out_nodes) + 0.01 \n", + " targets[int(all_values[0])] = 0.99 \n", + " INPUT = np.array(inputs, ndmin = 2).T # array函数是矩阵生成函数,将输入的inputs转换成二维矩阵,ndmin=2表示二维矩阵\n", + " TARGETS = np.array(targets, ndmin = 2).T # .T表示矩阵的转置,生成后的矩阵的转置矩阵送入变量targets\n", + " # 进行前向传播\n", + " # 利用导入的数据计算进入隐藏层的数据\n", + " hidden_inputs = np.dot(wih, INPUT) # dot()函数是指两个矩阵做点乘\n", + " # 利用激活函数sigmoid计算隐藏层输出的数据\n", + " hidden_outputs = activation_function(hidden_inputs)\n", + " # 利用隐藏层输出的数据计算导入输出层的数据\n", + " final_inputs = np.dot(who, hidden_outputs) # dot()函数是指两个矩阵做点乘\n", + " # 利用激活函数sigmoid计算输出层的输出结果\n", + " final_outputs = activation_function(final_inputs)\n", + " # 前向传播结束\n", + " # 进行反向传播\n", + " # 计算前向传播得到的输出结果与正确值之间的误差\n", + " output_errors = TARGETS - final_outputs\n", + " # 隐藏层的误差是由输出层的误差通过两个层之间的权重矩阵进行分配的,在隐藏层重新结合\n", + " hidden_errors = np.dot(who.T, output_errors) # 隐藏层与输出层之间的权重矩阵的转置与前向传播的误差矩阵的点乘\n", + " # 对隐藏层与输出层之间的权重矩阵进行更新迭代\n", + " who += learningrate * np.dot((output_errors * final_outputs * (1.0 - final_outputs)),np.transpose(hidden_outputs))\n", + " # 对输入层与隐藏层之间的权重矩阵进行更新迭代\n", + " wih += learningrate * np.dot((hidden_errors * hidden_outputs * (1.0 - hidden_outputs)), np.transpose(INPUT))\n", + " train_error += np.sum((output_errors) ** 2)\n", + " train_error /= len(test_data_list)\n", + " train_errors.append(train_error)\n", + "\n", + "# 画出误差曲线\n", + "plt.plot(train_errors, label='training error')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "d9c1a985-881a-4385-9171-49291803a981", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.09131061 -0.48510687 0.10479328 ... -0.21794217 -0.22098956\n", + " -0.17485843]\n", + " [-0.11913623 -1.13824358 -1.28836758 ... 0.06784648 -0.70961194\n", + " 0.58799251]\n", + " [ 0.48363482 -1.49603442 1.36704904 ... -0.14185296 -0.25951289\n", + " 0.678326 ]\n", + " ...\n", + " [-1.39877274 -1.34313229 -0.48648912 ... -0.05585008 -0.99089088\n", + " 0.11676437]\n", + " [-0.72045019 -0.1272162 -1.0153721 ... 0.19651617 -0.4718097\n", + " -0.77392804]\n", + " [ 0.2622835 -0.67304906 0.71250956 ... 0.07496543 -0.26312731\n", + " 0.47776201]]\n", + "[[-0.03112954 -0.06715899 0.0329559 ... -0.10753007 0.01542881\n", + " -0.10759573]\n", + " [-0.00922246 0.0467332 0.01244478 ... -0.03624585 0.09490112\n", + " 0.12295545]\n", + " [-0.09411268 -0.00750509 -0.14391657 ... 0.07583427 -0.08377415\n", + " 0.05397556]\n", + " ...\n", + " [-0.11216848 -0.11317395 0.00326044 ... 0.02460078 0.08408427\n", + " -0.04049486]\n", + " [-0.09478847 -0.17024348 -0.0162363 ... -0.07392693 0.10881128\n", + " 0.05448746]\n", + " [-0.03729412 0.12759273 -0.00788158 ... 0.00075066 -0.05943585\n", + " 0.01038822]]\n" + ] + } + ], + "source": [ + "#最终结果,这两个变量就是最终的权重(weights)\n", + "print(who)\n", + "print(wih)\n", + "final_who=who\n", + "final_wih=wih" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "ae5803b5-59d6-4a08-b68a-69f8a57467e4", + "metadata": {}, + "outputs": [], + "source": [ + "#保存权重\n", + "np.save(\"weights\", final_who)\n", + "np.save(\"weights02\",final_wih)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "783886fe-1fd2-46b5-9702-71b8db063a7e", + "metadata": {}, + "outputs": [], + "source": [ + "#测试" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "40605f74-747c-481e-b3ca-1f8022ea3061", + "metadata": {}, + "outputs": [], + "source": [ + "#加载权重文件(weights)\n", + "final_who=np.load(\"weights.npy\")\n", + "final_wih=np.load(\"weights02.npy\")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "9259192d-6301-4896-822a-bdea919dff8f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize weight matrix wih\n", + "plt.imshow(final_wih, cmap='coolwarm', aspect='auto')\n", + "plt.xlabel('Input Node')\n", + "plt.ylabel('Hidden Node')\n", + "plt.title('Weight Matrix (Hidden to input)')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "03165aa4-adf8-4342-b41d-19ae69403dfa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize weight matrix who\n", + "plt.imshow(final_who, cmap='coolwarm', aspect='auto')\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Hidden Node')\n", + "plt.title('Weight Matrix (Hidden to output)')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "6cb198b4-2d50-4014-86a6-60d02f841b59", + "metadata": {}, + "outputs": [], + "source": [ + "test_data_file = open(\"mnist_test.csv\", 'r')\n", + "test_data_list = test_data_file.readlines()\n", + "test_data_file.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "dad5ca3e-3c47-4a9c-894e-cf108ae53e06", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_serial_num=455\n", + "all_values = test_data_list[data_serial_num].split(',') # split()函数将第1条数据进行拆分,以‘,’为分界点进行拆分\n", + "inputs = (np.asfarray(all_values[1:]) / 255.0 * 0.99) + 0.01\n", + "#print(inputs)\n", + "image_array = np.asfarray(all_values[1:]).reshape((28,28)) # asfarray()函数将all_values中的后784个数字进行重新排列\n", + "# reshape()函数可以对数组进行整型,使其成为28×28的二维数组,asfarry()函数可以使其成为矩阵。\n", + "plt.imshow(image_array, interpolation = 'nearest') # imshow()函数可以将28×28的矩阵中的数值当做像素值,使其形成图片" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "dcd0dbda-4acf-410c-911a-78b49cec38fb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[8.11342659e-03]\n", + " [9.90784782e-01]\n", + " [5.51454207e-03]\n", + " [8.60659313e-03]\n", + " [1.01403134e-02]\n", + " [5.80039733e-03]\n", + " [3.22923569e-03]\n", + " [1.00295927e-02]\n", + " [8.55807647e-04]\n", + " [1.39305490e-02]]\n" + ] + } + ], + "source": [ + "test_inputs = np.array(inputs, ndmin = 2).T\n", + "# 以下程序为计算输出结果的程序,与上面前向传播算法一致\n", + "hidden_inputs = np.dot(final_wih, test_inputs)\n", + "hidden_outputs = activation_function(hidden_inputs)\n", + "final_inputs = np.dot(final_who, hidden_outputs)\n", + "final_outputs = activation_function(final_inputs)\n", + "print(final_outputs)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "e6d18266-1f5d-4e98-898a-d3e42678f2fe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize hidden layer activations\n", + "plt.imshow(hidden_inputs.T, cmap='hot', aspect='auto')\n", + "plt.xlabel('Hidden Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Hidden Layer Activations')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "94e45843-1bb7-47dd-a532-bc6ccc64a768", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize hidden layer activations\n", + "plt.imshow(hidden_outputs.T, cmap='hot', aspect='auto')\n", + "plt.xlabel('Hidden Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Hidden Layer Activations')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "055440dd-a827-41d1-8a0c-5c33cd8235c5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-4.80608847 4.6776411 -5.19483686 -4.74658288 -4.5810443 -5.14401157\n", + " -5.73227534 -4.59213506 -7.06260874 -4.25964259]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#可视化中间输出\n", + "print(final_inputs.T)\n", + "middle_layer_fig = np.asfarray((final_inputs-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((1,10))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "2d974dd7-139f-4e1a-bb28-abb23eaf2607", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Or visualize final outputs as a heatmap\n", + "plt.imshow(final_inputs, cmap='hot', aspect='auto')\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Final Layer Inputs')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "ff0262df-fb5f-4849-9d1d-c9a332ada126", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize final layer inputs\n", + "plt.bar(range(out_nodes), final_inputs.flatten())\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Input Value')\n", + "plt.title('Final Layer Inputs')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "f0432a9d-febf-4583-a4d7-dffe765686da", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[8.11342659e-03 9.90784782e-01 5.51454207e-03 8.60659313e-03\n", + " 1.01403134e-02 5.80039733e-03 3.22923569e-03 1.00295927e-02\n", + " 8.55807647e-04 1.39305490e-02]]\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#可视化中间输出\n", + "print(final_outputs.T)\n", + "middle_layer_fig = np.asfarray((final_outputs-0.01)/0.99*255.0 ) \n", + "middle_layer_fig = np.asfarray(middle_layer_fig).reshape((1,10))\n", + "plt.imshow(middle_layer_fig, interpolation = 'nearest') " + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "5bd61205-ea41-4424-b7f5-4609a53cb533", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Or visualize final outputs as a heatmap\n", + "plt.imshow(final_outputs, cmap='hot', aspect='auto')\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Sample')\n", + "plt.title('Final Layer Outputs')\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "1ac7d44c-7eea-405d-91e6-456a8a4b4b5b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize final layer outputs (sigmoid)\n", + "plt.bar(range(out_nodes), final_outputs.flatten())\n", + "plt.xlabel('Output Node')\n", + "plt.ylabel('Output Value')\n", + "plt.title('Final Layer Outputs')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "302f9105-ede1-45b6-8cc4-610983042602", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "final result = 1\n" + ] + } + ], + "source": [ + "lebal = np.argmax(final_outputs)\n", + "print('final result = ',lebal)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "5ee9c4de-f1b0-404a-b6f2-f2ecf1326074", + "metadata": {}, + "outputs": [], + "source": [ + "#模型效果和性能测试" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "285d1e7a-2976-48e8-a096-d78cb4198462", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "performance = 0.9721\n" + ] + } + ], + "source": [ + "# load the mnist test data CSV file into a list\n", + "# 导入测试集数据\n", + "test_data_file = open(\"mnist_test.csv\", 'r')\n", + "test_data_list = test_data_file.readlines()\n", + "test_data_file.close()\n", + "# test the neural network\n", + "# 用query函数对测试集进行检测\n", + "# go through all the records in the test data set for record in the test_data_list:\n", + "scorecard = 0 # 得分卡,检测对一个加一分\n", + "# 计算测试集上的误差\n", + "\n", + "for record in test_data_list:\n", + " # split the record by the ',' comas\n", + " # 将所有测试数据通过逗号分隔开\n", + " all_values = record.split(',')\n", + " # correct answer is first value\n", + " # 正确值为每一条测试数据的第一个数值\n", + " correct_lebal = int(all_values[0])\n", + " #print(\"correct lebal\", correct_lebal) # 将正确的数值在屏幕上打印出来\n", + " # scale and shift the inputs\n", + " # 对输入数据进行处理,取后784个数据除以255,再乘以0.99,最后加上0。01,是所有的数据都在0.01到1.00之间\n", + " inputs = (np.asfarray(all_values[1:]) / 255.0 * 0.99) + 0.01 #输入层,784个输入\n", + " \n", + " # query the network\n", + " # 用query函数对测试集进行检测\n", + " \n", + " test_inputs = np.array(inputs, ndmin = 2).T\n", + " # 以下程序为计算输出结果的程序,与上面前向传播算法一致\n", + " hidden_inputs = np.dot(final_wih, test_inputs)\n", + " hidden_outputs = activation_function(hidden_inputs)\n", + " final_inputs = np.dot(final_who, hidden_outputs)\n", + " final_outputs = activation_function(final_inputs)\n", + " \n", + " # the index of the highest value corresponds to out label\n", + " # 得到的数字就是输出结果的最大的数值所对应的标签\n", + " lebal = np.argmax(final_outputs) # argmax()函数用于找出数值最大的值所对应的标签\n", + " #print(\"Output is \", lebal) # 在屏幕上打出最终输出的结果\n", + " # output image of every digit\n", + " # 输出每一个数字的图片\n", + " #image_correct = np.asfarray(all_values[1:]).reshape((28, 28))\n", + " #plt.imshow(image_correct, cmap = 'Greys', interpolation = 'None')\n", + " #plt.show()\n", + " # append correct or incorrect to list\n", + " if (lebal == correct_lebal):\n", + " # network's answer matchs correct answer, add 1 to scorecard\n", + " scorecard += 1\n", + " else:\n", + " # network's answer doesn't match correct answer, add 0 to scorecard\n", + " scorecard += 0\n", + " pass\n", + " pass\n", + "\n", + "# calculate the performance score, the fraction\n", + "# 计算准确率 得分卡最后的数值/10000(测试集总个数)\n", + "print(\"performance = \", scorecard / 10000)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "77d29efb-b6aa-4a20-b1bb-35efd61e175c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}