Module Import alias identifier Import alias Import alias identifier Import alias identifier Import alias Import alias Import alias Import alias Import alias Import alias Import alias Assign NameStore Str Assign NameStore ListLoad TupleLoad Num Num TupleLoad Num Num Assign NameStore Dict Str Str Str Str Str Str TupleLoad BinOpDiv Num Num Num TupleLoad Num Num TupleLoad Num Num TupleLoad Num Num NameLoad Num Assign NameStore BinOpFloorDiv Num Num Assign NameStore BinOpFloorDiv Num Num Assign NameStore Num Assign NameStore Num Assign NameStore Dict Num Num Num Num Num Num Assign NameStore Num Assign NameStore Num FunctionDef arguments args NameParam defaults body Return BinOpDiv Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index Num SubscriptLoad AttributeLoad NameLoad attr Index Num Num decorator_list Assign NameStore ListLoad NameLoad Num Assign NameStore Call AttributeLoad NameLoad attr Num Dict Str Str Str Str Str Str TupleLoad BinOpDiv Num Num Num TupleLoad Num Num TupleLoad Num Num TupleLoad Num Num NameLoad Num Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad NameLoad Num SubscriptLoad SubscriptLoad NameLoad Index Num Index Num SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword TupleLoad Num Num keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword TupleLoad Num Num keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword TupleLoad Num Num keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword TupleLoad Num Num keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num Assign NameStore NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad NameLoad Num SubscriptLoad SubscriptLoad NameLoad Index Num Index Num SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword TupleLoad Num Num keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword TupleLoad Num Num keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword Num keyword TupleLoad Num Num keyword Str keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword TupleLoad Num Num keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num Assign NameStore NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr ListLoad NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword AttributeLoad NameLoad attr keyword AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad NameLoad attr Num Return TupleLoad ListLoad NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call NameLoad GeneratorExp Call AttributeLoad NameLoad attr BinOpPow NameLoad Num comprehension NameStore NameLoad FunctionDef arguments args NameParam NameParam defaults body Return BinOpAdd Call AttributeLoad NameLoad attr NameLoad NameLoad BinOpMult NameLoad NameLoad decorator_list Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword NameLoad decorator_list
N/A N/A numpy np N/A theano N/A theano.tensor T N/A lasagne nn N/A data N/A load N/A nn_plankton N/A dihedral N/A dihedral_fast N/A tmp_dnn N/A tta N/A validation_split_path splits/bagging_split_19.pkl N/A patch_sizes N/A N/A 95 95 N/A 47 47 N/A augmentation_params N/A zoom_range rotation_range shear_range translation_range do_flip allow_stretch N/A N/A 1 1.6 1.6 N/A 0 360 N/A -20 20 N/A -10 10 True 1.3 N/A batch_size N/A 128 4 N/A chunk_size N/A 32768 4 N/A num_chunks_train 840 N/A momentum 0.9 N/A learning_rate_schedule N/A 0 700 800 0.003 0.0003 3e-05 N/A validate_every 20 N/A save_every 20 estimate_scale N/A N/A img N/A N/A N/A N/A N/A N/A np maximum N/A N/A img shape N/A 0 N/A N/A img shape N/A 1 85.0 N/A N/A scale_factors N/A estimate_scale 5.0 N/A augmentation_transforms_test N/A N/A tta build_quasirandom_transforms 70 N/A zoom_range rotation_range shear_range translation_range do_flip allow_stretch N/A N/A 1 1.4 1.4 N/A 0 360 N/A -10 10 N/A -8 8 True 1.2 N/A data_loader N/A N/A load ZmuvMultiscaleDataLoader scale_factors scale_factors num_chunks_train num_chunks_train patch_sizes patch_sizes chunk_size chunk_size augmentation_params augmentation_params augmentation_transforms_test augmentation_transforms_test validation_split_path validation_split_path N/A Conv2DLayer N/A tmp_dnn Conv2DDNNLayer N/A MaxPool2DLayer N/A tmp_dnn MaxPool2DDNNLayer build_model N/A N/A N/A N/A N/A l0_variable N/A N/A N/A nn layers InputLayer N/A batch_size 1 N/A N/A patch_sizes N/A 0 N/A 0 N/A N/A patch_sizes N/A 0 N/A 1 N/A l0c N/A N/A dihedral CyclicSliceLayer l0_variable N/A l1a N/A Conv2DLayer l0c num_filters 32 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l1b N/A Conv2DLayer l1a num_filters 16 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l1 N/A MaxPool2DLayer l1b ds N/A 3 3 strides N/A 2 2 N/A l1r N/A N/A dihedral_fast CyclicConvRollLayer l1 N/A l2a N/A Conv2DLayer l1r num_filters 64 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l2b N/A Conv2DLayer l2a num_filters 32 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l2 N/A MaxPool2DLayer l2b ds N/A 3 3 strides N/A 2 2 N/A l2r N/A N/A dihedral_fast CyclicConvRollLayer l2 N/A l3a N/A Conv2DLayer l2r num_filters 128 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l3b N/A Conv2DLayer l3a num_filters 128 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l3c N/A Conv2DLayer l3b num_filters 64 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l3 N/A MaxPool2DLayer l3c ds N/A 3 3 strides N/A 2 2 N/A l3r N/A N/A dihedral_fast CyclicConvRollLayer l3 N/A l4a N/A Conv2DLayer l3r num_filters 256 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l4b N/A Conv2DLayer l4a num_filters 256 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l4c N/A Conv2DLayer l4b num_filters 128 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l4 N/A MaxPool2DLayer l4c ds N/A 3 3 strides N/A 2 2 N/A l4r N/A N/A dihedral_fast CyclicConvRollLayer l4 N/A l4f N/A N/A N/A nn layers flatten l4r N/A l5 N/A N/A N/A nn layers DenseLayer N/A N/A N/A nn layers dropout l4f p 0.5 num_units 1024 W N/A N/A nn_plankton Orthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu N/A l5fp N/A N/A N/A nn layers FeaturePoolLayer l5 ds 2 N/A l5m N/A N/A dihedral CyclicPoolLayer l5fp pool_function N/A nn_plankton rms N/A l6 N/A N/A N/A nn layers DenseLayer N/A N/A N/A nn layers dropout l5m p 0.5 num_units 1024 W N/A N/A nn_plankton Orthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu N/A l6fp N/A N/A N/A nn layers FeaturePoolLayer l6 ds 2 N/A l_variable l6fp N/A l0_fixed N/A N/A N/A nn layers InputLayer N/A batch_size 1 N/A N/A patch_sizes N/A 1 N/A 0 N/A N/A patch_sizes N/A 1 N/A 1 N/A l0c N/A N/A dihedral CyclicSliceLayer l0_fixed N/A l1a N/A Conv2DLayer l0c num_filters 16 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l1b N/A Conv2DLayer l1a num_filters 8 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l1 N/A MaxPool2DLayer l1b ds N/A 3 3 strides N/A 2 2 N/A l1r N/A N/A dihedral_fast CyclicConvRollLayer l1 N/A l2a N/A Conv2DLayer l1r num_filters 32 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l2b N/A Conv2DLayer l2a num_filters 16 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l2 N/A MaxPool2DLayer l2b ds N/A 3 3 strides N/A 2 2 N/A l2r N/A N/A dihedral_fast CyclicConvRollLayer l2 N/A l3a N/A Conv2DLayer l2r num_filters 64 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l3b N/A Conv2DLayer l3a num_filters 64 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l3c N/A Conv2DLayer l3b num_filters 32 filter_size N/A 3 3 border_mode same W N/A N/A nn_plankton Conv2DOrthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu untie_biases True N/A l3 N/A MaxPool2DLayer l3c ds N/A 3 3 strides N/A 2 2 N/A l3r N/A N/A dihedral_fast CyclicConvRollLayer l3 N/A l3f N/A N/A N/A nn layers flatten l3r N/A l4 N/A N/A N/A nn layers DenseLayer N/A N/A N/A nn layers dropout l3f p 0.5 num_units 512 W N/A N/A nn_plankton Orthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu N/A l4fp N/A N/A N/A nn layers FeaturePoolLayer l4 ds 2 N/A l4m N/A N/A dihedral CyclicPoolLayer l4fp pool_function N/A nn_plankton rms N/A l5 N/A N/A N/A nn layers DenseLayer N/A N/A N/A nn layers dropout l4m p 0.5 num_units 512 W N/A N/A nn_plankton Orthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 nonlinearity N/A nn_plankton leaky_relu N/A l5fp N/A N/A N/A nn layers FeaturePoolLayer l5 ds 2 N/A l_fixed l5fp N/A l_merged N/A N/A N/A nn layers concat N/A l_variable l_fixed N/A l7 N/A N/A N/A nn layers DenseLayer N/A N/A N/A nn layers dropout l_merged p 0.5 num_units N/A data num_classes nonlinearity N/A N/A T nnet softmax W N/A N/A nn_plankton Orthogonal 1.0 N/A N/A N/A l0_variable l0_fixed l7 N/A build_objective N/A N/A l_ins l_out N/A N/A N/A lambda_reg 0.0005 N/A params N/A N/A N/A nn layers get_all_non_bias_params l_out N/A reg_term N/A sum N/A N/A N/A T sum N/A p 2 N/A p params loss N/A N/A y t N/A N/A N/A N/A N/A N/A nn_plankton log_loss y t N/A lambda_reg reg_term N/A N/A N/A N/A N/A nn objectives Objective l_out loss_function loss N/A