先用caffe对cifar10进行训练,将训练的结果模型进行保存,得到一个caffemodel,然后从测试图片中选出一张进行测试,并进行可视化。

In [1]:
#加载必要的库
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
import sys,os,caffe
In [2]:
#设置当前目录,判断模型是否训练好
caffe_root = '/home/bnu/caffe/'
sys.path.insert(0, caffe_root + 'python')
os.chdir(caffe_root)
if not os.path.isfile(caffe_root + 'examples/cifar10/cifar10_quick_iter_4000.caffemodel'):
print("caffemodel is not exist...")
In [3]:
#利用提前训练好的模型,设置测试网络
caffe.set_mode_gpu()
net = caffe.Net(caffe_root + 'examples/cifar10/cifar10_quick.prototxt',
caffe_root + 'examples/cifar10/cifar10_quick_iter_4000.caffemodel',
caffe.TEST)
In [4]:
net.blobs['data'].data.shape
Out[4]:
(1, 3, 32, 32)
In [5]:
#加载测试图片,并显示
im = caffe.io.load_image('examples/images/32.jpg')
print im.shape
plt.imshow(im)
plt.axis('off')
 
(32, 32, 3)
Out[5]:
(-0.5, 31.5, 31.5, -0.5)
 
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" 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In [6]:
# 编写一个函数,将二进制的均值转换为python的均值
def convert_mean(binMean,npyMean):
blob = caffe.proto.caffe_pb2.BlobProto()
bin_mean = open(binMean, 'rb' ).read()
blob.ParseFromString(bin_mean)
arr = np.array( caffe.io.blobproto_to_array(blob) )
npy_mean = arr[0]
np.save(npyMean, npy_mean )
binMean=caffe_root+'examples/cifar10/mean.binaryproto'
npyMean=caffe_root+'examples/cifar10/mean.npy'
convert_mean(binMean,npyMean)
In [7]:
#将图片载入blob中,并减去均值
transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})
transformer.set_transpose('data', (2,0,1))
transformer.set_mean('data', np.load(npyMean).mean(1).mean(1)) # 减去均值
transformer.set_raw_scale('data', 255)
transformer.set_channel_swap('data', (2,1,0))
net.blobs['data'].data[...] = transformer.preprocess('data',im)
inputData=net.blobs['data'].data
In [8]:
#显示减去均值前后的数据
plt.figure()
plt.subplot(1,2,1),plt.title("origin")
plt.imshow(im)
plt.axis('off')
plt.subplot(1,2,2),plt.title("subtract mean")
plt.imshow(transformer.deprocess('data', inputData[0]))
plt.axis('off')
Out[8]:
(-0.5, 31.5, 31.5, -0.5)
 
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" alt="" />
In [9]:
#运行测试模型,并显示各层数据信息
net.forward()
[(k, v.data.shape) for k, v in net.blobs.items()]
Out[9]:
[('data', (1, 3, 32, 32)),
('conv1', (1, 32, 32, 32)),
('pool1', (1, 32, 16, 16)),
('conv2', (1, 32, 16, 16)),
('pool2', (1, 32, 8, 8)),
('conv3', (1, 64, 8, 8)),
('pool3', (1, 64, 4, 4)),
('ip1', (1, 64)),
('ip2', (1, 10)),
('prob', (1, 10))]
In [10]:
#显示各层的参数信息
[(k, v[0].data.shape) for k, v in net.params.items()]
Out[10]:
[('conv1', (32, 3, 5, 5)),
('conv2', (32, 32, 5, 5)),
('conv3', (64, 32, 5, 5)),
('ip1', (64, 1024)),
('ip2', (10, 64))]
In [11]:
# 编写一个函数,用于显示各层数据
def show_data(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.figure()
plt.imshow(data,cmap='gray')
plt.axis('off')
plt.rcParams['figure.figsize'] = (8, 8)
plt.rcParams['image.interpolation'] = 'nearest'
plt.rcParams['image.cmap'] = 'gray'
In [12]:
#显示第一个卷积层的输出数据和权值(filter)
show_data(net.blobs['conv1'].data[0])
print net.blobs['conv1'].data.shape
show_data(net.params['conv1'][0].data.reshape(32*3,5,5))
print net.params['conv1'][0].data.shape
 
(1, 32, 32, 32)
(32, 3, 5, 5)
 
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" 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" alt="" />
In [13]:
#显示第一次pooling后的输出数据
show_data(net.blobs['pool1'].data[0])
net.blobs['pool1'].data.shape
Out[13]:
(1, 32, 16, 16)
 
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WlCRSZYhyaFOISM3TbmSS4HlGBFKcngcKtV5NAMslrrhhLRBNLVlZWmmX0M3fe/umf/qlqZ5IDtehB5jtT+ZM/+ZOqrZNY6PG4z27cuBFuR/vK3dc62YQW39BJI0qZJvkrk3SYKZoxFe0HnfjEPXP0mnGJUtqfmtDmJtOJtuPoc0iLiZTSJpS6pEilSYaZZDvlkr8yBZ8y+7cTv5gBABgIAzMAAANhYAYAYCBzizHr3+ozRdN1svRSSvmP//iPqv3Vr361amcmqHAxl6WlpV33L1MQX+M0Lgb6+PHjcP9cfHgnF+PS+I87xnv37u26HldYQ+P+58+f33Xf3HozxUN6YswutqMx5sy2o8nS3bYy16/mJXzwwQfhdzLxeN3fTN9lipBExU5KKeX999+v2pk4o8bw9V4rpb3XM/HBKSakcDRmq9w50uvM3X+fffbZrutx69XnmXu+6UQ+2i+ZXAxXoKPnOaQy13NmUoiec63PY7fe6Pngru8pCoo0+zH5GgEAQDcGZgAABsLADADAQBiYAQAYyNySvzR5xgXQ9UVznf3I0YQll8Ck23IzAWlyzIcffhhuO0qOcC+na6KGvsTfS4/R9a8WHsh8R5NNMsUVegqKuPX2FM7o2Rc3I1K0L5rco7OclVLK7/zO74Tr1f2LEo/ctmc1g4+j/aD3jSsEoslqmQTNf//3f6/a7l7TRMrM9RIVJcnIFOZxyUqZoikqc5/cvn27auszJlM8JHqW7Se3v5pImSngceLEiXCZnuJCsyjowy9mAAAGwsAMAMBAGJgBABjI3GLMyk0u0BMrO3XqVLjM/fv3q/Yf/dEfhd/5i7/4i6r97rvvht/Roghu3zIvymv8RGNymRiHi61qfC0TX9E4mMapnUwMTuPv7kV/VxBgt3WUUsrbb79dtaeKnUWx6t/93d9tPtPr2eVMuGOIZCYsUZp7MVW/6DXlCtC89dZbVVtjos6FCxeqtotL630wVcERjb9miqhk4uiLi4tVW4uquPixXnfu/uuZnCEjel5krt3Mdab3viscpOc6M1FHht6jmeIh0SRDPfjFDADAQBiYAQAYCAMzAAADGeY95sz7pS6GoTGLzDuRv/d7v1e13bvOH330UdV2E99HMnHo7e3tcJloMoxMbMfFxfSd00zsLPMuucq8e9kTW1UutqPxzMx2Msv0FK7XCd9/+MMfht/JTHKix5iZqEPjr739rxMxaNzU0evOvV+aeZdcRdevm5Qj895ylEeh79Q6rn918o6zZ89Wbc1RKaV9vmUmkdHJatw1pf3QE5/PXEOZvCHdF3c963Nfc5TcMepnmX3pyb0gxgwAwGuGgRkAgIEwMAMAMBAGZgAABjJMgRGXmKFcoXJ96T2TNKLJU+vr680yq6uru67DJY1ogYBz586F+9JTND1Di3G4l/RnpScxKpPQFq3XJaxoIsbm5mazjJ4Dl3SjoiS4v/7rvw7X4a7Vb37zm1X7448/Dtejevo/Q4u1lFLKn/3Zn1VtnRDGFYXRJK2LFy82y+g50L5yiTs6WYPqSSgrpS2Q03MvacGRUtpnSE/SkHtuRklN7t7S+8/tb7R/7jsqU/hDk+3c8UTXuEsY0/52/aDnVredSYqb4v7jFzMAAANhYAYAYCAMzAAADGRuMWaN0WUmhM/QOLSLaWTiHFoIXmMPbh36MroWD3FxycxE7XpMmUkhVCaulCm2oOtx8RSN72QKXmjfTVFwpJR2/9x5c3Hn/ysXY758+XLVfu+998L1XLt2rWq7a0ivs6nupQwtMPLJJ5+E+/KVr3ylarvCIN/61req9t/8zd9UbRd3jCZv0MImpbQFUR4+fNgso9eixlpdToJ+xxUh0dyGTDELnYDHFUfS+1jv80yctCeO3ltYQ/sqU1Qneqa454d+NtXELbPAL2YAAAbCwAwAwEAYmAEAGAgDMwAAA5lb8pcmCmRml3LBei1goEU+MrNNuQIHSpNuNAmjlDZhQpO03Cw1+llmtqlZ6ZlRxiXhZJK9ou+4whRRAQO3/9q/80z46Ck8kNlfTWhzszVNIVPMQu9rdy1MkdjnioXocZ86dWrXdiml3LhxI9xWdF+4Z4w+CzIFOzTJ0/WTfsclSu1n8t+o3H2TmU1KZZ6J+qya4hnDL2YAAAbCwAwAwEAYmAEAGMjcYsyZGIzG5FwhgmgyAadn4ojr169XbRd70H3RYzp9+vSet1tKG1fSGIZ7sV/7zhUP0ViUHpMrMrCwsFC1XQxR16OxMneu9TNXRCWKTbq4dLRvpcTFFNy/R/kEmQIHek2VkjuGSCZfo4e7/7RwhsY8XUGXe/fuVW13bWrhDC0O4vpJz21UcKSUXLw76s9MHovrB713lpeXw/XoM8btmx5T1C6ljW+7fAh3/qP1qkxBoh6Z/A3dP7ddfbZm4tJucqX/K34xAwAwEAZmAAAGwsAMAMBA5hZjVu59PI0rTfVOpMZlPv3002aZ6D3rTFxEi9u7d5RdYX0VxU8y781lCszPKjbZ8360E+2fOyf6XvvJkyebZc6fP1+1V1ZWqrY7bxpr17Z7z/327dtV2503fe+655xMEbPL+s53vrPrv//DP/xD89n6+nrVXltba5aJ4oGZWHzmfW69PhyNIeo5ce93aw5C5v7T68Gd+554pvaVW69O5uH6N9q2W6+up3eiC6XPxKjGQSltvDjzXMrErnU9Pe9LK34xAwAwEAZmAAAGwsAMAMBAGJgBABjI3JK/9EV5LVRQSi7hQxMmvvnNb4bbvnbt2q7bKaVNPtEAv/uOJgpoolH0gn6WbsclMWQmE9CiB5kkMi0GkfnOVMlIUcKPSyzRyQ6++tWvhtvRQg9aEKOUOMHDFYvQwjZTFBMppT0Hs0r+chNHuGS6ndwEMTdv3gy3pc+HpaWl8Ds9/al959ah/anXmbv/MolFuh7t30yBlK2treazqGBO5p51SbU9SZyZZC9db88ERyqTDObotjJJZlMltO3EL2YAAAbCwAwAwEAYmAEAGMjcYswa53DxC41zuIkNemgxiMykFhpbyBQ20eL27gX9KSa1d3EPjYu5/tV4SqZ4QU+hlUwRfT0GFweLYmPuGPWacZMJqEyBAI1F6nf0GnPbdvurRWkydFtTFXTJ0POWibe54isqysfQghiltPHu1dXVcDuZuHTmXopo0RpHC5W461331/WDnhPtS3eOHj58WLV7CjdlJvNwxVj03tFnTM/kGFPlb+i+uLi/9qfLSdkrfjEDADAQBmYAAAbCwAwAwEAYmAEAGMjckr80YO4C/JmZPXQ9OkvV06dPw+9o4kMp7Uv6mgDiEq50pihN7HL7khElvbm+0+QHl7CSKWCgtPCDS1CJEoB0HaW0++eOKeoHt15NuLp161azjCatZJIMdVaiTBKfrneqBBXt76nWm/HZZ5/t+u+ffPJJ13o1EVETxlzSk9J79Pr16137ouvRa9UlTR46dKhrW6Nwz8RZ0f7sSSjU54X7jo4nbhm9R6eYKaoHv5gBABgIAzMAAANhYAYAYCAH9rMYQbXhAwfms2EAAObo5cuXuwbO+cUMAMBAGJgBABgIAzMAAAOZ23vMf/AHfxAuowXEXWF7fY9W31Vz78PqpBXuvdVocm4Xm9f3lPX9xsy7rleuXGk+i4rQu8noo0kASmnfMdX9PXXqVPOdTDF+fQ9R3/l19BzoO+GltMd98+bNcL3KvXfdMxG70vdW3Xusum33vvGLFy+qdub9TL0Wjxw50ixz9+7dqq3vZ7qaAdG7/KW099Ly8nLVPn78ePMdt39K3z/Xe8vdf9G7w+47+r6um0RE16v3lnvG6DG6ZaIJYHomkiilvYb0/X73bm7mvWs9Jq0JkHk2OHpN63PIvSeufXf48OGq7Wo06P67+16XydR60Oedm6TlRz/6UbienfjFDADAQBiYAQAYCAMzAAADYWAGAGAgc0v+0sQSR5MUMsXMe/QUWXH7Mqv9077SpAWXRKLJVFevXm2W0eSSy5cvV22XuKMJTC5BpXeyjp2ePHnSfDZFkpZLuNLP9Dy6RDpNNtFz4K6pzHWm51rbU/RtKe0xu37JJB9pQqMmf2WSEB1NWNLkNSdKpspMitPj7Nmz4TJu8hRNLIr2P0vPZSbpdGFhIVxGJ3tRLulJr/nMPaDPoXPnzoXf2draqtrb29vNMvpMcUm/et1lrhk9pswkOBF+MQMAMBAGZgAABsLADADAQOYWY9Z4oYvPaow5E2PUGJwrGKDLuHi3vmiu8R99qbyUdn91md6CAdo32s6s18WvpojZaiGIUkpZX1+v2log4OTJk137MkUMPxPz1DiTi79p/N3F45XGwdy1mSnqobTvXLx4VjROmjmPun+bm5vNMvfu3dt1He5a0L7T+GBvjFljqxpTfOedd8J1uBizrldjwS5mm/H48eOqrfkQ7hzt5zWzH/QZlKV9k8mF0uvKFTHaa//yixkAgIEwMAMAMBAGZgAABsLADADAQOaW/KXJG5lZfzKJJZpw5QoyaNLN0tJSuF7dP5eUo0lY+qJ5b4KFbkuTDXSGH7eMc/r06aqtiVFuVhdNjHK0P3W2m8wMSb0FOiKZZA49RnfdRetxM+3oZ3/3d38X7oueEzczUOZemhVNjPvWt74VfkdndHJ9qfexnpNMgo27fntE/Znpb3fffPnLX971Oy75KzOD08bGxq7/7hIg19bWqrZLZozuffdM7Hnm6XZccqveB1qExBUl0evhJz/5SbOMjg2Z2d1mgV/MAAAMhIEZAICBMDADADCQYWLMU9GYgCvi8ODBg6rtYpdaOEHjYJmCKBrL6Y2RapxGYzmuaLrG1l0cTAsaZPb35s2bVdsV39C+iQo/OK5/p5iEoCf+qsVmSmn7qqdwvYsx3r59u2rrOcjEY2fFxRBPnTq1L9vWYhxuXzSXIXM9TxGHzsRR3bajnBmN+5aSizH3FDbS/nT964oJTcHlTeyVnsfMfe7uP+1z7Ut3n081IcxO/GIGAGAgDMwAAAyEgRkAgIHMLcbc896qW0b/nq8xAI07ldLGStx6daIFjaW6GIzGwTQm2hsLjCY26I1da9xD49IupvT1r389XO/Vq1erdvQetltmineWnZ7cBneuNS6m+6uTspeSm4xet6VxyKne79bt9L5jr9eM5iDoO8ullPL5559Xbb1vHD1vs7o+nCg+mHm33+nJmdCcmbNnz4bf0UktNH+mlLZ/3b71THrTc560LsOnn37aLBPVnnDPLr3mp8pz0nvH9RMxZgAAXmEMzAAADISBGQCAgTAwAwAwkLklf2kiVGZyAUdfJD906FDVXlxcDLet3ymllMOHD1dtTVBxiQMa4NckgCkKZJTij0lpAoUrTBAlc2gflJKb8EMTfnQ97uV/PSeZQgrb29vhMlNwRQX0XGqSiybclNImSvUkA7rrTpNPprrOlFvv6upq1XYTJKhMwRntK72G3LWp5yBTZELPgdsXTSDV7WSSvzL7q+fW3Z+6rUxhm54CHi7hMeL2N1MMST/T9pkzZ5rvuGf2Ti7pTK8pd970/OsxuXFKl+kpNqT4xQwAwEAYmAEAGAgDMwAAA5lbjFlNVTghmkC7lFyMVicKz8TANUY0Rawhu23lCqtMQV/c12IRpcQTG2j8u5S2oMsUL+k7PYX4dWKJUtpYqsYzXdEM3f/MOcocs/ZVpnDCVHHoKEbrJolw519F/ZuRia1m+kH7V8/txsZGuA59npTS5mJo/oabPEVzL7SYTynt80L7zsVWMwVmogk/egutRO7evZv6bApRESB3Hepn7v7ba9/wixkAgIEwMAMAMBAGZgAABjJMjNnRuEcm5qzxoKNHjzbL6GdTxYI1tpCZfLwn1qfv42VidvqdUtp3K7UfXBxHC8q7eL3Gi1XmmF0868GDB+H3lMZ/3Laj94ldnDfal8x72O6dcD2XmXObiXGpngL+7n1Svd+0r9y75hrHe+utt8L903OkkzmU0p7bqSaR0X3R2LW7VjMTR6yvr++6f5ncEvd+tH6m63XXlG7LHZOud2trq2q7+Gsmdq3xd9dXSvtXz/Ux7wTYAAAgAElEQVTFixeb7+h1566HO3fuVG3NA8jcN73X2U78YgYAYCAMzAAADISBGQCAgTAwAwAwkKGTvzSRxAXeo8L1mWLsLrlHP9Mkhsy+aGKMS47IFJB48uRJuO2IK6yhhREyySeasNRT+MGtVxPPZlUgZSqbm5t7/o4mxbnzqMVZbt68WbVd8poW9O+5Pmal5/ropfeSJohFBTL+Nz39qecpk8R37969cJmf/exnVTuTKKWJny4hS9fjEphOnDix63YyiV6OnieXqKqiBFJN2iqlbzKPeeEXMwAAA2FgBgBgIAzMAAAMZJgYs4sZaGynJ9aT+U5mwgSNn7jvRAVGemnRfN1OJrbjYsz6PY39uv2PJqgopX35X2NIrji/nn9X9F+5IhNK+6pnYhRH+077ysXJNBasEzU4ep1lzmNGT2EbN1mD7l804YPb9vXr18Nt63cyx6wxRVeMIzOpSXQfZ55dbhldb+aYdJlMcSSN87t7QK9Xd972K18g0w/Rc93F6/Uz9wxXOvmE64PoHihl7xPw8IsZAICBMDADADAQBmYAAAbCwAwAwECGSf6aiiYF9CYsaAA/M1NUtC9T0eQNVwxAE11ckovuX6agS4bOSqVJZVowxW3LzbzUIzNDz14TMxy9HlwxC01Wm2pWM73GM8czq2szk6Sl1+tUs67pPavJdvtJ998Vt4iSj1zf6bl215B+LzPDmn7mEhM1EUr1Jrv2nOsoiTMzw1PPLFCZ58kU+MUMAMBAGJgBABgIAzMAAAOZW4xZYwSZeMqs4mKZGNd+xYudqNhJb9xDY0ZHjx4Nv/P555+H29b4VCbOr/3tCnRMUbDF7Yvur/aLK0yh68lMuqHrdTGunutM9yVTrH+KiRlKaa/FTFxXjztT6EHvAdd3mWeKyhSg0W3rMq4Yh/aDW+/i4uKu++YKuug94PIJ9JgyzwedZMN9J4oxZ7h7WPtG2y7fRK95zaFx577nXOt63HWnz013b+217/jFDADAQBiYAQAYCAMzAAADmVuMOfOupcYRMjFGfa/PfUc/m2pig4jbTmbb0TuRLn6RWW80IUUmnpKJnWQmqH/33XfDZXre+9VtLywsNMtoPC1zTHpt6sQc7l3tzDWv+5KJv/ZMYjHFu9ultPG/Y8eOVW0Xl9ZJ7HveY81MsKJ95+4JvT4y77ZqPoGLMeu279+/3yxz5syZXbeTice6vovufXdNZZ6tUQ5KZqKOHm5/9brTeP36+nrzncx9oseYydeYqh7BTvxiBgBgIAzMAAAMhIEZAICBMDADADCQoSex0ASVnkIVLvEoMyFFlCCWSeTSRBKXfJBJfHEF5SN63G4dmtjQk8Tgkoj0PGWK6GeSRHqShHq+o9wEIFFSiEtY6Smqo1w/9RTj7+GKTkSFStwx6nXmzpEm4Om2XdGXiLu+M32n+6ftTCLd8ePHm8/0GtK+0kS6UnwSmdK+ytwDmrzorvmoIIoT9Z2j15Q7Zn2+ZQrmZJI6eyY+0Xt2ivuRX8wAAAyEgRkAgIEwMAMAMJC5xZgz8czMpOuRTAF3F9fLxKGVxpo0TuPiNlMUeugpiFFKWyjh8ePHVTszoXp2WztFhRVmKXMN6f6772iRjEwegJ5rd03pOcnsb2ZyjFnRbW1ublZtvaam2s6jR4+aZaJr091/U8gU0MnoKTaUkcl1yVy/+3VdZfphqutK6X2tlpeXZ7JdxS9mAAAGwsAMAMBAGJgBABgIAzMAAAM5sF8zKzUbPnBgPhsGAGCOXr58uWtFFH4xAwAwEAZmAAAGwsAMAMBA5lZgRIumO0tLS1U7U8B/e3u7ameKb7iXxg8ePFi1NRb/9OnT5jv64v7CwkLVzhRIv3nzZvOZToigRQYyRVRcEQQ9xpMnT1Zt19/aD1oQo5S2+IPunytAkpngITqXrsi+Frd3xxQVRHFFHXS9eo4yE664/I6oGESm0I0rvjBVEYy9cvurfef6d165L8758+erduZ+0/OmhVdKaSexOHr0aNXW50dmO6W051rvczcBSOa60gItV69erdqZa95t5913363aKysr4Xr1PtnY2Kjaq6urzXd0Pe55rP2ZmRxDCwe5e22vxVn4xQwAwEAYmAEAGAgDMwAAA5lbjFljDS6OkInlPHv2rGpnYsoai8zEuzOTbvTIxDCiZdxEGJlJ1zUumqGxkq2trfA7ui+ZWHtPf0cF6GdJJwHIxNFnNanCPOk11XONlZKbeGG/RNeri5FrnFHj1KX4nIid3LNM+8XdJ0+ePKna+ox0E4DoM8Y9e6M8hUxegMvn0f3VHIn19fVwveprX/ta85neo+683b9/v2q7HJpI5pke4RczAAADYWAGAGAgDMwAAAyEgRkAgIHMLfkrKtBQSu6ld1foI6Iv3GeSv9bW1qq2SwrQY9LEjEzSk5MpyBBxyTNaUES55JMHDx6E24oSgDJJIlMkUMxS5trcr+30XA+zkinootz1oN+bZ/JXxPW/JlxlioVkaAElTVYqpe07LSjS+xyKrjP375nkPz3/mnh24cKF5jt37typ2lqcpff+1G3r+OKeS7otTTIrZe/JrPxiBgBgIAzMAAAMhIEZAICBzC3GrHpjAq64xk4aeyilL16lBefddjU+oTFaV+QjY4p46/vvv998prF2jR9PFafRYhsu3qLfcXEajdvNk8bnM7G0eRZAmZfe+PdIcfPo3LrCG5qD4oqJuGfTTu4Zo99xkyNEk0m4/JhMMadoIobMPeDu4d7n4k767HJFVPQcZIqoZCbm0OfzFBOw8IsZAICBMDADADAQBmYAAAbCwAwAwEDmlvzVk4Dlguo9yV/KJS1oYoAmKGxsbITr1WN0+5pJsNL1aELCVMUXNClLixmU0iaMuUQuTdzR/c0kzo3EFWLR6yGTJKIJhFokoZS2P6dIJJmn3v0fuaCIcolqes24ZMYe2i/uvonuJde3UcLm//ZZtF09/+560EStTFEPN1vXTm7mNvc8i2QS03T8YHYpAABeMwzMAAAMhIEZAICBDFNgJPN3+VnF2zKTWGRenld6TC62molNTlHQPxNfefLkSdV2sbPM/upL+rqe/ZoAYp7c9aLXg5vYYK/F7kej5zpTKGT0OHp0vWaO0RX10M+2traqtouTal+5SWVOnDgR7o/K3KPRM9AVINFnVU/hmFOnTjWf9RT1iOLSpbTxbj1HvROA7NXr/4QEAOAVwsAMAMBAGJgBABjI3GLMGq/Q92On4uKxmZiyigq4Oxr3yMQde9ab4WKXU8TOHH1nU7fj9iVz/uc1iYU7bxof1v13fauTmmSMHn9Ves24/Z/iPc/9FN0H7tmgsUl3fes10nOuXd6K5njo+/PufWOt9+DO0ePHj3fdF/es1fsk8z635sOcO3euWebixYu7ruOdd94Jt/OTn/yk+exHP/rRrt9x97Ceg0weToRfzAAADISBGQCAgTAwAwAwEAZmAAAGMrfkL00ucMkGGlR3L9xHMsU4MklF9+/fD5fRJBBNfOhNCsgk1ET0xflS2j7XAgeZxB1XJCMqKnD48OHmO5oI05t49irpSQYbXebafNUS2qLz5JIZ9TNNyHLu3btXtTP3gLv/ouQ6l4iWKaAULeP+fXFxMdy3KFFueXm5+Y4mq+kzxRUC0e2486YTaGS455naa/Iwv5gBABgIAzMAAANhYAYAYCDDTGKRiQU/fPhwz+t1L8XrZ5mX/3WZ48ePN9/ROO5UhRR6CrbrdzKTI+h6XewkE4vSbWl8RQseuO9ExQz2k8sv0PhfNDl9KW0ug5vYAOOJ4oPu3/X5kIlD6uQTbr3Hjh2r2plJFfS6c7kums/j4tuumMleuWeXPjf1uG/cuNF8R8eLpaWlqu3u2R/+8IdV+86dO7vvrOH6u+f5HOEXMwAAA2FgBgBgIAzMAAAMhIEZAICBzC35SwPkmZfpp5pVSbkki5MnT1ZtTe5x+6JJFXpMLnkiU3QkkxindP+ePHkSfieabcrtiztvUbJMptiCS7LQQg/7VajC9f/Gxsau33HnNTOjWqZvMD69L1ziql6/es1kZlzLPN8y9Brveea4+/727dt7Xo/2w927d5tlooJPmeI9mcQ5TVR1iat6rqeYBY9fzAAADISBGQCAgTAwAwAwkGEmscjEN2clE+ftmUhCC0ho4fVSckVIotj1VHS9btKQTFwm4uKorlB99L2RJ0PITACCV0PPs0nvfbcOzVvJPIc0duqeBToRg8ZF3T2sk01M9TzOxMn1vtb4dmZiCd3flZWVZpnz58+H69GY+LyKAPGLGQCAgTAwAwAwEAZmAAAGMswkFhmuELwWQJ+Ki6/u5N7z07iitl3cJhPLGSk2OUXMJRNLc2YVW5+Fnve7MaYol8Fdzz3v+2s782zI3I9aP8FNRDNFTNmtQ/um5/1oR5+Jb775ZtV2kwxl6P5lxhedQCNTgyHCL2YAAAbCwAwAwEAYmAEAGAgDMwAAA5lb8pcG2V0x9p6i7iqTOOUml3Cf7TTVC/j7ldilxQxKaftTk09mNaGCKwSvyRuvo6kSXzAWl0yVOdd6zbt7VOlz0n0nM3lO9B33fHPHuds6SomTaHtFCXmbm5vNZzrxxfb29p7X2zMG9eAXMwAAA2FgBgBgIAzMAAAMZJgCIy4+0VuIIlqHxnXdtqMYUabYhcZpXIwmc4y6L7rezL64F+61H/arAMYXIZ6M10fPc0jv2RMnTjTL6H2ciTFrDDRzz2rBi1OnTjXL9EygoXrzZaaYjEZj2bOKbbu8G407T5E3xC9mAAAGwsAMAMBAGJgBABjI0DFmjdP0xCLc3/v1M/fO3hTvnGpspzf2oPGfzHuJGdqfs3pvWfffxbN023st+o7p6X3hrl89l5lrPLNe/SyzXn2GaDtTK8HFbKP3d92/Hzt2rGq7+LE+Y549e1a1M887t4zuT89zxz3/omei25dMvYfoODOTY+gzcYq49TzxixkAgIEwMAMAMBAGZgAABsLADADAQOaW/KWJGS7xSBOAMoU0lEvm2K+JIzRBwSWfuM+UJjJk+iGT1NJTuCRKhHHr7SnQ8PTp0z1/B3mnT5/e83fcfaPXg55rl7jTk/yVuYb0PtHr0D1j9P7b2NgItzOV6P7LPLsyRUn0O5pkVkopCwsL4Xp69DyzM+uYYr09XH8vLS2F33v06NGetsMvZgAABsLADADAQBiYAQAYyIF5vYh94MCBV/sNcAAAOrx8+XLXRCd+MQMAMBAGZgAABsLADADAQBiYAQAYyNwKjBw8eLBqu0IE+hL5m2++2SwTFcVwL+nrMjoTTCnti+SaJOfWq9/RfcsU51hdXW0+01mqlJuJKVOQQfdHt5NZh3txXmd6WVxcrNonTpzoWq/a3Nys2npNlZKb2UrP5crKSrjtu3fvVm0tFpGZAcztr9L1uhl+zp49G67nzp07VTsz649ez+7+i47BncfMLGbRteeKOmghDe0rd8/qZ5l76Y033th1u6W0x/j22283y5w7d65qu+dQtN61tbVmGS0goufaJfy+ePGiamfuP73GXZES3fbhw4fD9T5//rxqu+tOr009J5lnlzvX2r89M5Q5FBgBAOAVxsAMAMBAGJgBABjI3GLMU8Xg9O/7+h0X09A4gYt5RXED9++6Hj1GF9fLFKHXmJBux8WMdNsnT54M1+ticCqKwbhtLS8vV20X28nE33scP348XCaKKbuJDaKi/9vb281nev41LlZKGxfNTC6gMXxHY8wZmWuzh/a3i78qvVa3traaZTTnYKrJanQ9mfXqcyhzjqbiYrI7uftcn5OPHz/e83bdM7FnAhvdf3cd6r2TeX5MUUzLPcNnMSkSv5gBABgIAzMAAANhYAYAYCBzizHr3+VdjEDjay42orEmjV+5ON6lS5fC/fvwww+rtsb+Mu/iKneMPXGPzETzPfFtjQfpe5allPLjH/941++UEk9i7vILtG9cbDiKk7q+zMRoo3cr3Xvk0XdcjFlj7ZltuUntp6Dn3r0frefW7b/GA/V+c+9Y6zvgU9HrTu8Ld63OKrdBnw9nzpxpltH903Pt7qOHDx9WbX3/uBR/3+7k3qnNvDvsckMieozumPSzzDv2KpOzpLlFru+UXjNTPcMj/GIGAGAgDMwAAAyEgRkAgIEwMAMAMJC5JX9pwN8F1fUzl7yhyRBaAMO9nK4JQd/73veaZf7wD/+wan//+9+v2i65RxNfNCGhJ2GslPYYMoVAlEs+UZoA4hJ3fvu3f7tq//mf/3mzzJMnT6r2kSNHqrY7j5kECpegtJNL9MuIJjtwiWhRAQY3IUGmKIJ+pvviknK0sEaGXlO9xUT0Gtd+cYle+p179+41y+gkFdEEFaW015D2ZW8hiGiiHHft6rl+6623wu3cvn27artkR012ddeQ3m/KJUrpdeau38zkI5HMfZ5JBosSTDPJjK6ftB+iZ04pJH8BAPDaY2AGAGAgDMwAAAxkbjFmlYm39bxE7ty4caNquxiz+sY3vlG1P/roo2YZjWFoHMTtf+Zleo1X6Xc0ppulcSQ3MUDkj//4j5vP/vZv/7ZqZ+I0mbh51Fcudp25ZvQ6y8Rb9RpSmfPqCnasr69XbY3Zutify3eIaCETd470MxcL1qIYGsd1cX+NHzsat9OiGJnrRQtiZIrNOHo96DG6Z46ep6ggjePWq3kgPZNEuFi7rsfdAzoxh+5fT/w4s+2pCo5kJkXqybXQ48487yL8YgYAYCAMzAAADISBGQCAgTAwAwAwkLklf2WC7JkZqJQG4t1L8fqZJiuVEhfkcDMOadBf99clPmQSJqIEJrcvmpRz8+bNZhktoqLb+Zd/+ZfmO++9996u++JkZnHRRBKX8KHJG5rc4/qyZ3amqHhBKW1hm0wC2dOnT6v25cuXm2VWV1cTe1jrKZyhyVQuOSlzTHqe9BidqACNc/To0artCrzovvQU4nE0OUn72/V/T8KSXlOucIxem26mKL3mo+RR95l71kYFfNx3Mtdm1Ffu+aef6bnOJIJOlTinetar+MUMAMBAGJgBABgIAzMAAAOZW4xZ/1avL86X0saVnKjof4aL5ej+ZApVaAxG2xoTLSUXj9AYXE9BCUdjhlpo38WMdFICF+u7ePHirtt1+68xZjdZQ8TFsjMxIY3J9ZzrkydPVm1XrCVTZCLa36kK5uu95bbrcheUXr+ag+DOo+ZiuP7W9er18fHHHzffiYoLuWdMTyxYuZwE/SwzAYT2Qya26kS5Aa4ARmYCmJ6+6om3Zraj/aDfcdezPn/dMWtfZYpcae4LBUYAAHjNMDADADAQBmYAAAYytxiz/h3exZMzcRmN22nMc2Njo/mOTh5w7ty5cDs6aYGLZUfxlEzMzone2XPxFI2VuPcdI+fPnw8/+/u///tmGY0h67l1xeQ1luPiNC5GH603+k4pbdxW37N1sXZd74ULF6r2rVu3mu/o+b9+/XqzjMbK9JrqnQhF6TVz/PjxZplMrYHMpDFT0GvexQf1M923zP3nJoSJjtHdfxpjzlyHeh7dpBt6X+h1V0p7H/RMlOOevVPETjMy+6v9m9k37c9MHksUy3aIMQMA8JphYAYAYCAMzAAADISBGQCAgcwt+UsTajIvuLsCAUoTVlySliv+oDQZ5tvf/nbVvnLlSrheTS44duxYuF1H16vJBa7ohEvmUX/1V39VtS9dulS1V1ZWwnV87Wtfaz77x3/8x6qtCTVLS0vheqcqZqB9kzkHDx48qNouaSgq9OH2XxOAMseo94lOdFBKrhCPngNtu/skk5Cnx6CTcLhzkrl+ta8yE6GozKQ3U3BJWpoQpoV5HE1oyiRfugI/uh5tu2Q1PU8uWS0qbuLOY2Zymp57XZ+tek25Y9RE4UxyY2ZCG+0Xkr8AAHjNMDADADAQBmYAAAYytxhzT1zB/b0/enHfxRo0FuIKPXz3u9/ddb1nz55tPtMiHpmC8xkaf8/E2jX25IpvqGvXrlVtVyTjgw8+CNfzla98pWpfvXq1amsMt5S26Iujx6Dxq8wEDy7m+fTp06qtk1pou5T2utICNI7GSd31ofFivU+mKvKg++9izJmiHlNw69Vz3TMRQ2YChUyBlCkmDrl//37zmZ4DbWcKorhnouak6CQ4TiZGG8VkXT9lJpFRel9kYuKaTzDVZC8ZPc+hCL+YAQAYCAMzAAADYWAGAGAgDMwAAAxkbslfGiDPvMjtRAlWmSID7uX/Dz/8sGq7l/2VJmtoEQdNMsrunyYA6XdcH2j/uiQ5TarIJMv89Kc/rdqZgh2afOL6wSUfqegacX2piRlumZ6EKu27qLhMKW3SnpvBJ1MsRPXsv55rl2iUSTxzszHttg63LVegQxO5FhcXq7a7hlyS3hSiBCbXL3o9u2X0HGQKXmRoERq95t050WeIOyeuz3dy/aSfZZ7z2nfuntW+0+1kjtE9c3rOte4LyV8AALxmGJgBABgIAzMAAAMZJsasMSTHFfDXCRE0tuBiYJkJNDSesra2VrV7XpzPxHAdjT1p2xXsOHnyZNV2k1poYRWNF7tzooUStre3m2WiGIvrBy0w72gBl8x2NY6Uif9osRNXHOLEiRO7rsNNupC5ZtykBDu52LXmD7jY9X7Re6mnkFCvTLGQWXDXlMZSXT9ERT0yeSEuv0SfiZkcBD1vLhYc3Tvu3/WzqeLoekyZAiOZvKboenXf0XNCjBkAgNcMAzMAAANhYAYAYCBzizFn3lvVv/e//fbbzTIa4zxz5kzVdpNNaLw4M0m87ouLk0axBTeRhMZcXBw92rdTp06F+6IxZ/e9n/3sZ+G29Z3k9fX1Zpkolur6SfvXxf31s5s3b1ZtN7mH9pWLx2tsXbfj4vMRF+fVfsnE2/TazMRsM++K6jlw76jqetz7pNpXetzu/WiND66urobbVm5f9P6aRezPyTzLMhNJZCY50WNwz6Ho3WHXd3pduXs4Ok4Xy44m6sisx13z0YQqmfhxJucnc83o/vbW5NiJX8wAAAyEgRkAgIEwMAMAMBAGZgAABjJMgRFXCESTblzigCZLnTt3rmq7RIeLFy9WbS20UUr8Ur5br36mBQ/cOjMJQJpQk5n4YnNzs2pfunQp/M7ly5er9p07d5plokL2pbTFQjTxzBUK0fOvRRKm4oo26P7qdecK+n/++edVWxPI3DnqSeTS68Mlo0QFaEppC5dogopLhNHPXFKLHlNU8KeU3PUc9Y1LjIomsXDnMZOMFC3jisno/mUmJ9Fz1FuQKOKOJ5P81VM4SLlnYJSU1XOOegvb6DWeKZCi25qiwA+/mAEAGAgDMwAAA2FgBgBgIHOLMSsXp9HJBFwBfy0g8tlnn1XtTGzVxbg01pCJi2mcQ4sruBf0M3EZjVdpnDcTc9Z+KaWdiEELjriY3K1bt8JtaaxPz5ErdqLx+EyBDuXiju6aURp31iI1zsrKStXWQjfuvGYmatfCCXrMrl90XxyNX7rCHypTOMEVzdnJ9b8W29D7vJT2GuqZ9EZzGTL5EU7PxAuZoiNKY5UuH0LPm9u3zPNA6f66/Y8KZ/Q8y0pp9zdzz+r+Zc6RXkOun/QYMgVG9B6dYjIVfjEDADAQBmYAAAbCwAwAwEAYmAEAGMgwyV+9NIFJk3Du3r3bfKfnxX1NLnABfp25SBNjMkkNTpT0pMUt3LZd0oX66KOPqnZP0ovz85//vGqfP3++az2nT5+u2u7c9tC+6ZmFqOc7mVloppipxnnvvffCZfQav3fvXrOMJmlpwpKbBagnOSlDr6v3338/3K7u/1/+5V82y0T331SzFM2T7p8mC7plZqWnoEimeM+sCrbMAr+YAQAYCAMzAAADYWAGAGAgB+YV+zhw4MDYQRcAAGbg5cuXuwbS+cUMAMBAGJgBABgIAzMAAAOZ23vMOkGCe8dM3/uNCuaX0jcZ/eHDh5vP9P1LfZ/04cOHzXf0HU6dHD2z/9euXWs+03e19f1i996f9sPx48ebZfS4M+/56Xrd+9E60YJ+x72bq59l+iozoQYAvGr4xQwAwEAYmAEAGAgDMwAAA2FgBgBgIHNL/tIC+S7xSBOwXrx40Szz5MmTqq0THRw6dCjcF7deTeTSZTTByVlbW6vamYQmR/smk9A21QQUU9AiNm4CEE3+Gmn/AWA/8YsZAICBMDADADAQBmYAAAYytxizcnFT/cxNuKGxXp343MWYz5w5U7W12EkppWxtbVXtK1euVG0XA9VCH7q/mQnAHf1eZj16TFqspZR24vjMhCYa03fx+SgG7vZf4+iuCAkAfBHwixkAgIEwMAMAMBAGZgAABsLADADAQOaW/KWzEmUKSrikIS1CojMmZYpxaDKY+2xpaalqazJYKe0xjZTQ5PpB9yezf3qeXOKc0oIijx8/bpbRxLNf//rX4XoB4HXEL2YAAAbCwAwAwEAYmAEAGMjcYsw9RTOmsrGxUbVXVlaaZY4cOVK1NZat/15KKU+fPq3aGrPViTFKycXAdZmokEkpbUGRzGQeWpwlw00+ooVLMv+ux/SrX/1qz/sCAK8DfjEDADAQBmYAAAbCwAwAwEDmFmPWGKiLk2bizrqMTj6hky6U0r5Xu7m52Sxz+fLlXbfr3rPVfTl48GDV1gk3SmljtC62Gr3jnXnn121bra2tVW33XrP23cWLF5tlohizOx49hkzsHQBeRzz9AAAYCAMzAAADYWAGAGAgDMwAAAxkbslfyiV6ZSZV0MIfmuylyUqltMlHOvlEKaV8+umnVVuTsnS7pcSFQJaXl5vvZIqQRFzinB6TO0bdVmbbmkS2vr7eLKMTfmgymEv+0iQ4V7jEHScAvG74xQwAwEAYmAEAGAgDMwAAA5lbjFkLShw+fLhZRuOiLsZ49uzZXdtXr14Nt+3i25cuXaraGj928di7d+9WbReH7hFN6OD238WUlca3X7x4sbcdK6UsLi42ny0sLOz6HbcdjSm7c2URD+AAAAOuSURBVE2MGcAXAb+YAQAYCAMzAAADYWAGAGAgc4sxRxMzlNLGHTPvNSt9p7aUUh48eBB+z03OsJNOllFKKffv36/aGht2seIofpzh4vOZSSB0IpELFy5UbRfT1fixrsNtW8+bi39n8gkA4IuAX8wAAAyEgRkAgIEwMAMAMBAGZgAABjJMgRGXRKSFM1xC0/b2dtV2kx+oo0ePVu3nz583yzx69KhqHzlyJFyv7u+zZ8+qttt/neBhnjL9PYvtlNJeD9oGgC8KfjEDADAQBmYAAAbCwAwAwEDmFuDMFAvRIhMu7qjr0YIdLuasxU3cMv/8z/9ctd96663dd9bQ/Z9VPNkVKcnEbPW4M0VfdPIOjcWX0hYhycT9lYtvE3cG8EXAL2YAAAbCwAwAwEAYmAEAGAgDMwAAAxmmuoUrOqGFQByd5enYsWPhdx4/fhxu58WLF1VbZ6RyCU2a7KXtWRXsmIqb9Ulpsp2bBeqXv/xl1e6ZScwh+QvAF8HYIwUAAF8wDMwAAAyEgRkAgIHMLcas8UwXqzx8+HC4Ho39Hjx4sGovLi4231lZWanaN2/ebJbRWLXGVjNxUy384eLomdiq+170764/o2UOHToUfkf7wU0+std1OG7/iTED+CLgFzMAAANhYAYAYCAMzAAADGRuMWaNiz5//rxZRt+HdTTGqetxMWblYtk6WUMP3baLkWaOMYrJuvePNdbuYuK63p73rDPxYtUTly6FGDOALwZ+MQMAMBAGZgAABsLADADAQBiYAQAYyDDJXy6J6NGjR1V7eXm5WWZpaalqa8GR1dXV5juZiS400UiTp9z+alEMPUZXCESLkDhHjhzZ9d/devUYXfKXHqMmzr3xxhvNdzRBzCWMRUVTMsVDXPJdphgLALzq+MUMAMBAGJgBABgIAzMAAAOZW4xZY6su1hrFVktpY5w6EYNbr8aheyeXUE+ePKnav/jFL8LvuOIgKprEYiqZiTl0X1w/6TKZCTXUl77UXpqZeDwAvOr4xQwAwEAYmAEAGAgDMwAAA2FgBgBgIAd6EnMm2fCBA/PZMAAAc/Ty5ctdM3r5xQwAwEAYmAEAGAgDMwAAA5lbjBkAALT4xQwAwEAYmAEAGAgDMwAAA2FgBgBgIAzMAAAMhIEZAICBMDADADAQBmYAAAbCwAwAwEAYmAEAGAgDMwAAA2FgBgBgIAzMAAAMhIEZAICBMDADADAQBmYAAAbCwAwAwEAYmAEAGAgDMwAAA2FgBgBgIP8D1q6b1v1+p/YAAAAASUVORK5CYII=" alt="" />
In [14]:
#显示第二次卷积后的输出数据以及相应的权值(filter)
show_data(net.blobs['conv2'].data[0],padval=0.5)
print net.blobs['conv2'].data.shape
show_data(net.params['conv2'][0].data.reshape(32**2,5,5))
print net.params['conv2'][0].data.shape
 
(1, 32, 16, 16)
(32, 32, 5, 5)
 
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" 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" alt="" />
In [15]:
#显示第三次卷积后的输出数据以及相应的权值(filter),取前1024个进行显示
show_data(net.blobs['conv3'].data[0],padval=0.5)
print net.blobs['conv3'].data.shape
show_data(net.params['conv3'][0].data.reshape(64*32,5,5)[:1024])
print net.params['conv3'][0].data.shape
 
(1, 64, 8, 8)
(64, 32, 5, 5)
 
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" 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" alt="" />
In [16]:
#显示第三次池化后的输出数据
show_data(net.blobs['pool3'].data[0],padval=0.2)
print net.blobs['pool3'].data.shape
 
(1, 64, 4, 4)
 
aaarticlea/png;base64,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" alt="" />
In [17]:
# 最后一层输入属于某个类的概率
feat = net.blobs['prob'].data[0]
print feat
plt.plot(feat.flat)
 
[  5.21440245e-03   1.58397834e-05   3.71246301e-02   2.28459597e-01
1.08315737e-03 7.17785358e-01 1.91939052e-03 7.67927198e-03
6.13298907e-04 1.05107691e-04]
Out[17]:
[<matplotlib.lines.Line2D at 0x7f3d882b00d0>]
 
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" alt="" />
 

从输入的结果和图示来看,最大的概率是7.17785358e-01,属于第5类(标号从0开始)。与cifar10中的10种类型名称进行对比:

airplane、automobile、bird、cat、deer、dog、frog、horse、ship、truck

根据测试结果,判断为dog。 测试无误!

原文见:http://www.cnblogs.com/denny402/p/5105911.html

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