Tensorflow Tips

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Here is some tips for tensorflow1.x.

  1. print tensor

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    self.p = tf.Print(<input tensor>, ['<message>', <printed tensor>], summarize=100)

    sess.run(model.p)

  2. print model weight. find the corresponding op name in tensorboard

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    weight=tf.get_default_graph().get_tensor_by_name("<operation name>:0")

    print(sess.run(weight))

  3. print model weight. find the corresponding op name in tensorboard

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    weight=tf.get_default_graph().get_tensor_by_name("<operation name>:0")

    print(sess.run(weight))