Module Import alias Import alias Import alias Import alias Import alias Import alias Import alias Import alias identifier ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Expr Str Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr ListLoad If UnaryOpNot NameLoad body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr BinOpPow Num Num Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr For NameStore Call NameLoad AttributeLoad NameLoad attr body If CompareEq NameLoad Num body Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr orelse Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index BinOpSub NameLoad Num Assign NameStore AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index BinOpSub NameLoad Num attr If CompareEq NameLoad Num body Assign NameStore AttributeLoad NameLoad attr orelse Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword SubscriptLoad AttributeLoad NameLoad attr Index NameLoad keyword AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad attr keyword AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore BinOpDiv SubscriptLoad AttributeLoad Call AttributeLoad NameLoad attr keyword NameLoad attr Index Num NameLoad Assign NameStore BinOpMult NameLoad NameLoad Assign NameStore BinOpAdd NameLoad NameLoad Assign NameStore ListLoad For NameStore AttributeLoad NameLoad attr body Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad NameLoad Call AttributeLoad NameLoad attr NameLoad keyword Num Call AttributeLoad NameLoad attr NameLoad keyword Num Call AttributeLoad NameLoad attr NameLoad keyword Num keyword NameLoad keyword NameLoad keyword Dict AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Return NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad Num ListLoad Num Num Num ListLoad Num Num Num NameLoad NameLoad AttributeLoad NameLoad attr body Assign AttributeStore NameLoad attr ListLoad Assign AttributeStore NameLoad attr ListLoad Assign AttributeStore NameLoad attr ListLoad Assign AttributeStore NameLoad attr Call NameLoad NameLoad Assert CompareGt AttributeLoad NameLoad attr Num If UnaryOpNot NameLoad body Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr BinOpPow Num Num Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Str Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Str For NameStore Call NameLoad AttributeLoad NameLoad attr body If CompareEq NameLoad Num body Assign NameStore NameLoad orelse Assign NameStore SubscriptLoad NameLoad Index BinOpSub NameLoad Num If CompareEq NameLoad Num body Assign NameStore AttributeLoad NameLoad attr orelse Assign NameStore AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index Num attr Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword BinOpMult SubscriptLoad NameLoad Index NameLoad NameLoad keyword Lambda arguments args NameParam defaults BinOpMult Num NameLoad keyword NameLoad keyword NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr If CompareEq NameLoad Num body Assign NameStore NameLoad orelse Assign NameStore Lambda arguments args NameParam defaults BinOpMult Num NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword BinOpMult SubscriptLoad NameLoad Index NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign AttributeStore NameLoad attr Call NameLoad keyword AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index Num attr keyword SubscriptLoad NameLoad Index Num keyword NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Expr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore BinOpDiv SubscriptLoad AttributeLoad Call AttributeLoad NameLoad attr keyword NameLoad attr Index Num NameLoad Assign NameStore BinOpMult NameLoad NameLoad Assign NameStore BinOpAdd NameLoad NameLoad Assign NameStore ListLoad For NameStore AttributeLoad NameLoad attr body Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad NameLoad Call AttributeLoad NameLoad attr NameLoad keyword Num Call AttributeLoad NameLoad attr NameLoad keyword Num keyword NameLoad keyword NameLoad keyword Dict AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Return NameLoad decorator_list decorator_list
N/A N/A cPickle N/A gzip N/A os N/A sys N/A time N/A numpy N/A theano N/A theano.tensor T theano.tensor.shared_randomstreams RandomStreams layers.logistic_sgd LogisticRegression layers.mlp HiddenLayer layers.da dA dA_maxout SdA N/A object N/A __init__ N/A N/A self numpy_rng theano_rng cfg dnn N/A None None None N/A N/A  Stacked Denoising Autoencoders for DNN Pre-training  N/A N/A self cfg cfg N/A N/A self hidden_layers_sizes N/A cfg hidden_layers_sizes N/A N/A self n_ins N/A cfg n_ins N/A N/A self hidden_layers_number N/A len N/A self hidden_layers_sizes N/A N/A self dA_layers N/A N/A N/A theano_rng N/A N/A theano_rng N/A RandomStreams N/A N/A numpy_rng randint N/A 2 30 N/A N/A self x N/A dnn x N/A i N/A xrange N/A self hidden_layers_number N/A N/A N/A i 0 N/A N/A input_size N/A self n_ins N/A layer_input N/A self x N/A N/A input_size N/A N/A self hidden_layers_sizes N/A N/A i 1 N/A layer_input N/A N/A N/A dnn layers N/A N/A i 1 output N/A N/A i 0 N/A N/A reconstruct_activation N/A cfg firstlayer_reconstruct_activation N/A N/A reconstruct_activation N/A cfg hidden_activation N/A dA_layer N/A dA numpy_rng numpy_rng theano_rng theano_rng input layer_input n_visible input_size n_hidden N/A N/A self hidden_layers_sizes N/A i W N/A N/A N/A dnn layers N/A i W bhid N/A N/A N/A dnn layers N/A i b sparsity N/A cfg sparsity sparsity_weight N/A cfg sparsity_weight hidden_activation N/A cfg hidden_activation reconstruct_activation reconstruct_activation N/A N/A N/A N/A self dA_layers append dA_layer N/A pretraining_functions N/A N/A self train_set_x batch_size N/A N/A N/A index N/A N/A T lscalar index N/A corruption_level N/A N/A T scalar corruption N/A learning_rate N/A N/A T scalar lr N/A momentum N/A N/A T scalar momentum N/A n_batches N/A N/A N/A N/A N/A train_set_x get_value borrow True shape N/A 0 batch_size N/A batch_begin N/A index batch_size N/A batch_end N/A batch_begin batch_size N/A pretrain_fns N/A N/A dA N/A self dA_layers N/A N/A N/A cost updates N/A N/A dA get_cost_updates corruption_level learning_rate momentum N/A fn N/A N/A theano function inputs N/A index N/A N/A theano Param corruption_level default 0.2 N/A N/A theano Param learning_rate default 0.1 N/A N/A theano Param momentum default 0.5 outputs cost updates updates givens N/A N/A self x N/A train_set_x N/A batch_begin batch_end N/A N/A N/A pretrain_fns append fn N/A pretrain_fns N/A N/A SdA_maxout N/A object N/A __init__ N/A N/A self numpy_rng theano_rng n_ins hidden_layers_sizes n_outs corruption_levels pool_size sparsity sparsity_weight first_reconstruct_activation N/A None 784 N/A 500 500 10 N/A 0.1 0.1 3 None None N/A T tanh N/A N/A N/A self sigmoid_layers N/A N/A N/A self dA_layers N/A N/A N/A self params N/A N/A N/A self n_layers N/A len hidden_layers_sizes N/A N/A N/A self n_layers 0 N/A N/A theano_rng N/A N/A theano_rng N/A RandomStreams N/A N/A numpy_rng randint N/A 2 30 N/A N/A self x N/A N/A T matrix x N/A N/A self y N/A N/A T ivector y N/A i N/A xrange N/A self n_layers N/A N/A N/A i 0 N/A N/A input_size n_ins N/A N/A input_size N/A hidden_layers_sizes N/A N/A i 1 N/A N/A i 0 N/A N/A layer_input N/A self x N/A N/A layer_input N/A N/A N/A self sigmoid_layers N/A -1 output N/A sigmoid_layer N/A HiddenLayer rng numpy_rng input layer_input n_in input_size n_out N/A N/A hidden_layers_sizes N/A i pool_size activation N/A N/A N/A x N/A N/A 1.0 x do_maxout True pool_size pool_size N/A N/A N/A N/A self sigmoid_layers append sigmoid_layer N/A N/A N/A N/A self params extend N/A sigmoid_layer params N/A N/A i 0 N/A N/A reconstruct_activation first_reconstruct_activation N/A N/A reconstruct_activation N/A N/A N/A x N/A N/A 1.0 x N/A dA_layer N/A dA_maxout numpy_rng numpy_rng theano_rng theano_rng input layer_input n_visible input_size n_hidden N/A N/A hidden_layers_sizes N/A i pool_size W N/A sigmoid_layer W bhid N/A sigmoid_layer b sparsity sparsity sparsity_weight sparsity_weight pool_size pool_size reconstruct_activation reconstruct_activation N/A N/A N/A N/A self dA_layers append dA_layer N/A N/A self logLayer N/A LogisticRegression input N/A N/A N/A self sigmoid_layers N/A -1 output n_in N/A hidden_layers_sizes N/A -1 n_out n_outs N/A N/A N/A N/A self sigmoid_layers append N/A self logLayer N/A N/A N/A N/A self params extend N/A N/A self logLayer params N/A pretraining_functions N/A N/A self train_set_x batch_size N/A N/A N/A index N/A N/A T lscalar index N/A corruption_level N/A N/A T scalar corruption N/A learning_rate N/A N/A T scalar lr N/A n_batches N/A N/A N/A N/A N/A train_set_x get_value borrow True shape N/A 0 batch_size N/A batch_begin N/A index batch_size N/A batch_end N/A batch_begin batch_size N/A pretrain_fns N/A N/A dA N/A self dA_layers N/A N/A N/A cost updates N/A N/A dA get_cost_updates corruption_level learning_rate N/A fn N/A N/A theano function inputs N/A index N/A N/A theano Param corruption_level default 0.2 N/A N/A theano Param learning_rate default 0.1 outputs cost updates updates givens N/A N/A self x N/A train_set_x N/A batch_begin batch_end N/A N/A N/A pretrain_fns append fn N/A pretrain_fns N/A N/A