Detailed explanation of how python reads binary mnist instances-Python Tutorial-php.cn

Detailed explanation of how python reads binary mnist instances

黄舟

Release： 2017-06-04 10:18:46

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This article mainly introduces the relevant information of pythondetailed explanation of reading binary mnist instances. Friends in need can refer to the following

detailed explanation of python reading binary mnist instances

training data Data structure:

<br>[offset] [type]     [value]     [description]
0000   32 bit integer 0x00000803(2051) magic number
0004   32 bit integer 60000      number of images
0008   32 bit integer 28        number of rows
0012   32 bit integer 28        number of columns
0016   unsigned byte  ??        pixel
0017   unsigned byte  ??        pixel
........
xxxx   unsigned byte  ??        pixel

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Read the entire file into:

filename = &#39;train-images.idx3-ubyte&#39;
binfile = open(filename , &#39;rb&#39;)
buf = binfile.read()

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Reading head Four 32bit intergers:

index = 0
magic, numImages , numRows , numColumns = struct.unpack_from(&#39;>IIII&#39; , buf , index)
index += struct.calcsize(&#39;>IIII&#39;)

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Read a picture, 784=28*28:

im = struct.unpack_from(&#39;>784B&#39; ,buf, index)
index += struct.calcsize(&#39;>784B&#39;)
 
im = np.array(im)
im = im.reshape(28,28)
 
fig = plt.figure()
plotwindow = fig.add_subplot(111)
plt.imshow(im , cmap=&#39;gray&#39;)
plt.show()

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