Module Import alias Import alias identifier Import alias identifier Import alias ImportFrom alias alias alias Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str keyword NameLoad keyword Num keyword Str keyword Str Assign NameStore Num FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad SubscriptLoad NameLoad Slice Num attr keyword Num Expr Call AttributeLoad NameLoad attr Str Assign NameStore BinOpSub SubscriptLoad NameLoad Slice Num NameLoad Assign TupleStore NameStore NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpDiv Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad Call NameLoad NameLoad Assign NameStore SubscriptLoad NameLoad Slice Num Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Slice Num Assign NameStore Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Slice NameLoad FunctionDef arguments args NameParam defaults body Return Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr BinOpDiv Num NameLoad decorator_list FunctionDef arguments args NameParam defaults body Return Call AttributeLoad NameLoad attr NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr decorator_list Return TupleLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore Call NameLoad Assign TupleStore NameStore NameStore Call NameLoad NameLoad Assign NameStore BoolOpOr AttributeLoad NameLoad attr Call NameLoad Call AttributeLoad NameLoad attr BinOpMult Num NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpPow NameLoad Num NameLoad Expr Call AttributeLoad NameLoad attr Call NameLoad NameLoad Call NameLoad NameLoad keyword Num keyword Num Expr Call NameLoad ListLoad AttributeLoad Call NameLoad AttributeLoad Call AttributeLoad Call AttributeLoad NameLoad attr Str Str attr attr attr Call NameLoad Call AttributeLoad Call AttributeLoad NameLoad attr Str Str attr keyword Num Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Assign NameStore Call NameLoad SubscriptLoad NameLoad Slice Num Expr Call NameLoad Call NameLoad NameLoad Num Str keyword Num Expr Call NameLoad Call NameLoad Call AttributeLoad NameLoad attr NameLoad Num Str keyword Num Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr decorator_list If CompareEq NameLoad Str body Expr Call AttributeLoad NameLoad attr NameLoad
N/A N/A climate N/A matplotlib.pyplot plt N/A numpy np N/A theanets utils load_cifar plot_layers plot_images N/A logging N/A N/A climate get_logger cifar N/A g N/A N/A climate add_group CIFAR Example N/A N/A N/A g add_argument --features type int default 0 metavar N help train a model using N^2 hidden-layer features N/A K 655 pca N/A N/A dataset N/A N/A N/A mean N/A N/A N/A dataset N/A 3000 mean axis 0 N/A N/A N/A logging info computing whitening transform N/A x N/A N/A dataset N/A 3000 mean N/A N/A vals vecs N/A N/A N/A np linalg eigh N/A N/A N/A np dot N/A x T x N/A len x N/A vals N/A vals N/A -1 N/A vecs N/A vecs N/A N/A N/A -1 N/A vals N/A N/A np sqrt N/A vals N/A K N/A vecs N/A vecs N/A N/A N/A K whiten N/A N/A x N/A N/A N/A N/A N/A np dot x N/A N/A np dot vecs N/A N/A np diag N/A 1.0 vals N/A color N/A N/A z N/A N/A N/A N/A N/A np dot z N/A N/A np dot N/A N/A np diag vals N/A vecs T N/A N/A N/A whiten color N/A main N/A N/A args N/A N/A N/A N/A train valid _ N/A load_cifar N/A N/A whiten color N/A pca train N/A feat N/A N/A args features N/A int N/A N/A np sqrt N/A 2 K N/A n N/A N/A theanets Autoencoder N/A K N/A feat 2 K N/A N/A N/A n train N/A whiten train N/A whiten valid input_noise 1 train_batches 313 N/A N/A plot_layers N/A N/A N/A color N/A N/A N/A N/A N/A n find hid1 w get_value T T N/A color N/A N/A N/A N/A n find out w get_value channels 3 N/A N/A N/A plt tight_layout N/A N/A N/A plt show N/A valid N/A whiten N/A valid N/A 100 N/A N/A plot_images N/A color valid 121 Sample data channels 3 N/A N/A plot_images N/A color N/A N/A n predict valid 122 Reconstructed data channels 3 N/A N/A N/A plt tight_layout N/A N/A N/A plt show N/A N/A N/A __name__ __main__ N/A N/A N/A N/A climate call main