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Actually, just re-tried with tf datasets using py_function and still using h5py, this results in a 1.5x acceleration compared to sequences for the pdnet training (see pdnet_af4_1568384763 vs pdnet_af8_1581355529). This also resolves #40 so will submit a PR solving both problems by replacing all sequences by datasets at least for training (will remove them from validation some time after).
This can be done in the same PR as #15 .
Basically the idea is to have a way cleaner data pipeline, and gain x3 time on training.
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