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By default, each tf.Variable is placed in two sets: tf.GraphKeys.GLOBAL_VARIABLES - Variables that can be shared across multiple devices, tf.GraphKeys.TRAINABLE_VARIABLES - TensorFlow will calculate the variables for its gradient.