如同前几篇的可视化，这里采用的也是jupyter notebook来进行曲线绘制。

#加载必要的库

import numpy as np

import matplotlib.pyplot as plt

%matplotlib inline

import sys,os,caffe

#设置当前目录

caffe_root = '/home/bnu/caffe/'

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

os.chdir(caffe_root)

# set the solver prototxt

caffe.set_device(0)

caffe.set_mode_gpu()

solver = caffe.SGDSolver('examples/cifar10/cifar10_quick_solver.prototxt')

%%time

niter =4000

test_interval = 200

train_loss = np.zeros(niter)

test_acc = np.zeros(int(np.ceil(niter / test_interval)))

# the main solver loop

for it in range(niter):

    solver.step(1)  # SGD by Caffe

    # store the train loss

    train_loss[it] = solver.net.blobs['loss'].data

    solver.test_nets[0].forward(start='conv1')

    if it % test_interval == 0:

        acc=solver.test_nets[0].blobs['accuracy'].data

        print 'Iteration', it, 'testing...','accuracy:',acc

        test_acc[it // test_interval] = acc

Iteration 0 testing... accuracy: 0.10000000149

Iteration 200 testing... accuracy: 0.419999986887

Iteration 400 testing... accuracy: 0.479999989271

Iteration 600 testing... accuracy: 0.540000021458

Iteration 800 testing... accuracy: 0.620000004768

Iteration 1000 testing... accuracy: 0.629999995232

Iteration 1200 testing... accuracy: 0.649999976158

Iteration 1400 testing... accuracy: 0.660000026226

Iteration 1600 testing... accuracy: 0.660000026226

Iteration 1800 testing... accuracy: 0.670000016689

Iteration 2000 testing... accuracy: 0.709999978542

Iteration 2200 testing... accuracy: 0.699999988079

Iteration 2400 testing... accuracy: 0.75

Iteration 2600 testing... accuracy: 0.740000009537

Iteration 2800 testing... accuracy: 0.769999980927

Iteration 3000 testing... accuracy: 0.75

Iteration 3200 testing... accuracy: 0.699999988079

Iteration 3400 testing... accuracy: 0.740000009537

Iteration 3600 testing... accuracy: 0.72000002861

Iteration 3800 testing... accuracy: 0.769999980927

CPU times: user 41.7 s, sys: 54.2 s, total: 1min 35s

Wall time: 1min 18s

print test_acc

_, ax1 = plt.subplots()

ax2 = ax1.twinx()

ax1.plot(np.arange(niter), train_loss)

ax2.plot(test_interval * np.arange(len(test_acc)), test_acc, 'r')

ax1.set_xlabel('iteration')

ax1.set_ylabel('train loss')

ax2.set_ylabel('test accuracy')

[ 0.1         0.41999999  0.47999999  0.54000002  0.62        0.63

  0.64999998  0.66000003  0.66000003  0.67000002  0.70999998  0.69999999

  0.75        0.74000001  0.76999998  0.75        0.69999999  0.74000001

  0.72000003  0.76999998]

<matplotlib.text.Text at 0x7fd1297bfcd0>

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