Mercurial > pylearn
diff .hgignore @ 737:838646fcf679
Official version of smallNORB, with stereo images of size 96x96
Since the dataset is rather large 800+MB, the NORB_small class will dynamically
load the train/valid or test datasets by overriding the __getattribute__
function.
Any access to "train"/"valid" members, will:
* if "train"/"valid" was not the member which was last accessed...
* load the train data file from memory
* resplit into the same train/valid splits as before
* return reference to train or validation dataset
Any access to the "test" member, will:
* if "test" was not the member which was last accessed...
* load the test data file from memory
* return reference to test dataset
Two consecutive access to train/valid or test will therefore have no access-time
penalty. Alternating between .train and .test will be very costly however.
Before loading the new dataset, the object tries to clean up all of the local
references to the dataset. This is done in the hope that loading the test
dataset will "replace" in memory the "train" dataset (and vice-versa). For this
to be true however, the user should avoid having duplicate references to "train",
"valid" or "test" members (or manually delete them before switching datasets)
TODO: make dynamic loading optional
author | desjagui@atchoum.iro.umontreal.ca |
---|---|
date | Wed, 27 May 2009 21:28:25 -0400 |
parents | 6eb0900fb553 |
children | 27a663ba4427 |