通过前面的学习，我们已经能够正常训练各种数据了。设置好solver.prototxt后，我们可以把训练好的模型保存起来，如lenet_iter_10000.caffemodel。 训练多少次就自动保存一下，这个是通过snapshot进行设置的，保存文件的路径及文件名前缀是由snapshot_prefix来设定的。这个文件里面存放的就是各层的参数，即net.params，里面没有数据(net.blobs)。顺带还生成了一个相应的solverstate文件，这个和caffemodel差不多，但它多了一些数据，如模型名称、当前迭代次数等。两者的功能不一样，训练完后保存起来的caffemodel，是在测试阶段用来分类的，而solverstate是用来恢复训练的，防止意外终止而保存的快照（有点像断点续传的感觉)。

既然我们知道了caffemodel里面保存的就是模型各层的参数，因此我们可以把这些参数提取出来，进行可视化，看一看究竟长什么样。

我们先训练cifar10数据（mnist也可以），迭代10000次，然后将训练好的 model保存起来，名称为my_iter_10000.caffemodel，然后使用jupyter notebook 来进行可视化。

在此顺便问一下各位大牛：如何在cnblogs中，发表jupyter notebook生成的文章？

import numpy as np

import matplotlib.pyplot as plt

import os,sys,caffe

%matplotlib inline

caffe_root='/home/lee/caffe/'

os.chdir(caffe_root)

sys.path.insert(0,caffe_root+'python')

plt.rcParams['figure.figsize'] = (8, 8)

plt.rcParams['image.interpolation'] = 'nearest'

plt.rcParams['image.cmap'] = 'gray'

net = caffe.Net(caffe_root + 'examples/cifar10/cifar10_full.prototxt',

                caffe_root + 'examples/cifar10/my_iter_10000.caffemodel',

                caffe.TEST)

[(k, v[0].data.shape) for k, v in net.params.items()]

[('conv1', (32, 3, 5, 5)),

 ('conv2', (32, 32, 5, 5)),

 ('conv3', (64, 32, 5, 5)),

 ('ip1', (10, 1024))]

#编写一个函数，用于显示各层的参数
def show_feature(data, padsize=1, padval=0):

    data -= data.min()

    data /= data.max()

    # force the number of filters to be square

    n = int(np.ceil(np.sqrt(data.shape[0])))

    padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)

    data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))

    # tile the filters into an image

    data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))

    data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])

    plt.imshow(data)

    plt.axis('off')

# 第一个卷积层，参数规模为(32,3,5,5)，即32个5*5的3通道filter

weight = net.params["conv1"][0].data

print weight.shape

show_feature(weight.transpose(0, 2, 3, 1))

(32, 3, 5, 5)
参数有两种类型：权值参数和偏置项。分别用params["conv1"][0] 和params["conv1"][1] 表示 。
我们只显示权值参数，因此用params["conv1"][0] 

# 第二个卷积层的权值参数，共有32*32个filter,每个filter大小为5*5

weight = net.params["conv2"][0].data

print weight.shape

show_feature(weight.reshape(32**2, 5, 5))

(32, 32, 5, 5)

# 第三个卷积层的权值，共有64*32个filter,每个filter大小为5*5，取其前1024个进行可视化

 weight = net.params["conv3"][0].data print weight.shape show_feature(weight.reshape(64*32, 5, 5)[:1024])

(64, 32, 5, 5)

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