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I see that in the Colab notebook provided, %tensorflow_version 1.x and INetwork.py are used, indicating tf 2 issues might not be relevant. However, this used to work with tf 2 in Colab just fine and dandy up until few months back at least. Tf 2 + inetwork_tf.py seems to have been able to handle larger images. Now that I fixed my own version of the notebook to run with tf 1 and INetwork.py, it works, but Colab seems to run out of memory pretty fast, even when using High-RAM env.
I.e. not entirely sure if valid issue, will leave to author to assess.
It appears this deprecated function has been removed at some point after 2020-06-23, and this no longer works with Tensorflow 2.4.0
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