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Hello, Tensorflow!

This a corrected, beautified, and commented versionof code in Hello, Tensorflow! book.

Here are the main corrections:

Before After
tf.scalar_summaryvalue.op.name, value) tf.summary.scalar(value.op.name, value)
summaries = tf.merge_all_summaries() summaries = tf.summary.merge_all()
summary_writer = tf.train.SummaryWriter('log_simple_stats', sess.graph) summary_writer = tf.summary.FileWriter('log_simple_stats', sess.graph)
sess.run(tf.initialize_all_variables()) sess.run(tf.global_variables_initializer())

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