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Currently, the PAR model's verbose=True option does a good job at showing me the progress bar and the loss values. However, it is not streamlined with our ideal usage and it also isn't possible to get the loss values later.
Expected behavior
Progress bar: When verbose=True, continue to show the progress bar as usual, but with some minor modifications.
There is no need to show the Epoch #, as that is what the progress bar is incrementing by
Round the loss values to 3 decimal digits, in order to keep to consistent layout
Instead of showing the time per iteration/elapsed time, show the estimated time remaining instead
Save the loss values for later use: The full (unrounded) loss values should be saved for future use. They can be accessed through a parameter. Save them as a pandas.DataFrame.
Description
Currently, the PAR model's
verbose=True
option does a good job at showing me the progress bar and the loss values. However, it is not streamlined with our ideal usage and it also isn't possible to get the loss values later.Expected behavior
Progress bar: When
verbose=True
, continue to show the progress bar as usual, but with some minor modifications.Save the loss values for later use: The full (unrounded) loss values should be saved for future use. They can be accessed through a parameter. Save them as a pandas.DataFrame.
Additional context
See CTGAN issue sdv-dev/SDV#298
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