池化函数-avg_pool
来源:互联网 发布:淘宝助理顺丰新模板 编辑:程序博客网 时间:2024/06/18 14:08
import tensorflow as tfimport numpy as npinput_data = tf.Variable( np.random.rand(10, 6, 6 ,3), dtype = np.float32 )filter_data = tf.Variable( np.random.rand(2, 2, 3, 10), dtype = np.float32)y = tf.nn.conv2d(input_data, filter_data, strides = [1, 1, 1, 1], padding = 'SAME')output = tf.nn.avg_pool(value = y, ksize = [1, 2, 2, 1], strides = [1, 1, 1, 1], padding = 'SAME')with tf.Session() as sess: sess.run(tf.global_variables_initializer()) print sess.run(output) print sess.run(tf.shape(output))
3.37139988]
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...,
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[ 4.26199341 3.95840502 4.23811579 ..., 3.46145058 2.93947554
3.25449371]
[ 2.83720112 2.36865473 2.78283954 ..., 2.47473192 1.88304234
2.07209802]
[ 1.69085824 1.09544992 1.61938477 ..., 1.56171632 1.09736145
1.21079302]]
[[ 3.18867445 2.78885293 2.98637056 ..., 2.41879153 2.35836864
2.59630132]
[ 2.99787688 2.5693574 2.6860826 ..., 2.1083684 2.06357908
2.39370966]
[ 3.40908861 2.8517406 2.93377352 ..., 2.50488424 2.23521638
2.54665732]
[ 3.46061492 2.99393654 3.07458663 ..., 2.70964575 2.41181874
2.67425919]
[ 2.46654892 1.98488998 2.29695368 ..., 1.95353925 1.72125757
1.88925505]
[ 1.6435014 1.03403544 1.57141793 ..., 1.24004734 1.02547073
1.11121166]]
[[ 2.82676506 1.92391074 2.13454461 ..., 1.63956785 1.60632944
1.96468687]
[ 2.38569117 1.74796438 1.66592216 ..., 1.23711836 1.3716979
1.74287343]
[ 2.28480625 1.62538028 1.56906462 ..., 1.71636105 1.38262868
1.68228269]
[ 2.31788516 1.74050784 1.77560973 ..., 1.84080589 1.70221627
1.82169056]
[ 2.01574469 1.40015531 1.65401816 ..., 1.35107517 1.34423292
1.45414042]
[ 1.64546263 0.86287618 1.37592983 ..., 0.97809058 0.70440394
0.90581024]]]]
[10 6 6 10]
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