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I've discovered at least one cause of discrepancy between our master and Lorraine's:
https://github.com/ThrunGroup/implicit-hyper-opt/blob/master/data_loaders.py#L75-L81
Somehow, when we changed train_data to data and train_labels to targets, this results in different behavior.
Additionally, it's not clear to me why num_train is used for the val set as well
I'm also not sure why changing those field names leads to different behavior
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