Created
March 15, 2018 03:28
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TF batch and batch_join
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import tensorflow as tf | |
tensor_list = [[1,2,3,4], [5,6,7,8],[9,10,11,12],[13,14,15,16],[17,18,19,20]] | |
tensor_list2 = [[[1,2,3,4]], [[5,6,7,8]],[[9,10,11,12]],[[13,14,15,16]],[[17,18,19,20]]] | |
with tf.Session() as sess: | |
x1 = tf.train.batch(tensor_list, batch_size=4, enqueue_many=False) | |
x2 = tf.train.batch(tensor_list, batch_size=4, enqueue_many=True) | |
y1 = tf.train.batch_join(tensor_list, batch_size=4, enqueue_many=False) | |
y2 = tf.train.batch_join(tensor_list2, batch_size=4, enqueue_many=True) | |
coord = tf.train.Coordinator() | |
threads = tf.train.start_queue_runners(sess=sess, coord=coord) | |
print("x1 batch:"+"-"*10) | |
print(sess.run(x1)) | |
print("x2 batch:"+"-"*10) | |
print(sess.run(x2)) | |
print("y1 batch:"+"-"*10) | |
print(sess.run(y1)) | |
print("y2 batch:"+"-"*10) | |
print(sess.run(y2)) | |
print("-"*10) | |
coord.request_stop() | |
coord.join(threads) | |
x1 batch:---------- | |
[array([[1, 2, 3, 4], | |
[1, 2, 3, 4], | |
[1, 2, 3, 4], | |
[1, 2, 3, 4]]), array([[5, 6, 7, 8], | |
[5, 6, 7, 8], | |
[5, 6, 7, 8], | |
[5, 6, 7, 8]]), array([[ 9, 10, 11, 12], | |
[ 9, 10, 11, 12], | |
[ 9, 10, 11, 12], | |
[ 9, 10, 11, 12]]), array([[13, 14, 15, 16], | |
[13, 14, 15, 16], | |
[13, 14, 15, 16], | |
[13, 14, 15, 16]]), array([[17, 18, 19, 20], | |
[17, 18, 19, 20], | |
[17, 18, 19, 20], | |
[17, 18, 19, 20]])] | |
x2 batch:---------- | |
[array([1, 2, 3, 4]), array([5, 6, 7, 8]), array([ 9, 10, 11, 12]), array([13, 1 | |
4, 15, 16]), array([17, 18, 19, 20])] | |
y1 batch:---------- | |
[array([ 1, 9, 17, 9]), array([ 2, 10, 18, 10]), array([ 3, 11, 19, 11]), arra | |
y([ 4, 12, 20, 12])] | |
y2 batch:---------- | |
[5 6 7 8] | |
---------- |
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