Sometimes you may want to save/load autoencoder evaluation data from previous instances. For example maybe you want to use the threshold calculated from the train/val dataset as the threshold on a completely new test dataset. This would allow you to see where the new test dataset reconstruction error distribution would tend to appear relative to the train/val dataset threshold (i.e. how "anomalous" this new test dataset actually is.
Problem
Sometimes you may want to save/load autoencoder evaluation data from previous instances. For example maybe you want to use the
threshold
calculated from the train/val dataset as the threshold on a completely new test dataset. This would allow you to see where the new test dataset reconstruction error distribution would tend to appear relative to the train/val dataset threshold (i.e. how "anomalous" this new test dataset actually is.Solution
Possible
API
for this:load_threshold
save_threshold
load_errors
save_errors