Strings with underscores in them aren't being rendered correctly by Tensorboard. See the SO question [here](https://stackoverflow.com/questions/46718716/displaying-tf-summary-text-with-underscores-correctly-in-tensorboard) Package versions: Tensorflow 1.3.0, TensorBoard 0.1.8 ``` import tensorflow as tf sess = tf.InteractiveSession() text0 = """/a/b/c_d/f_g_h_2017""" text1 = """/a/b/c\_d/f\_g\_h\_2017""" text2 = """/a/b/c\\_d/f\\_g\\_h\\_2017""" summary_op0 = tf.summary.text('text', tf.convert_to_tensor(text0)) summary_op1 = tf.summary.text('text', tf.convert_to_tensor(text1)) summary_op2 = tf.summary.text('text', tf.convert_to_tensor(text2)) summary_op = tf.summary.merge([summary_op0, summary_op1, summary_op2]) summary_writer = tf.summary.FileWriter('/tmp/tensorboard', sess.graph) summary = sess.run(summary_op) summary_writer.add_summary(summary, 0) summary_writer.flush() summary_writer.close() ``` 