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import tensorflow as tf
with tf.device('/gpu:0'):
    a = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[2, 3], name='a')
    b = tf.constant([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], shape=[3, 2], name='b')
    c = tf.matmul(a, b)
with tf.Session() as sess:
    print (sess.run(c))
    
# https://medium.com/@omar.merghany95/how-to-install-tensorflow-gpu-with-cuda-toolkit-9-0-and-cudnn-7-2-1-on-aws-ec2-ubuntu-16-04-c46b469a7358