Get CSV from Tensorflow summaries

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I have some very large tensorflow summaries. If these are plotted using tensorboard, I can download CSV files from them.

However, plotting these using tensorboard would take a very long time. I found in the docs that there is a method for reading the summary directly in Python. This method is summary_iterator and can be used as follows:

import tensorflow as tf

for e in tf.train.summary_iterator(path to events file):
    print(e)

Can I use this method to create CSV files directly? If so, how can I do this? This would save a lot of time.

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