Module Import alias identifier Import alias Import alias identifier Import alias identifier Import alias Import alias Import alias Import alias Import alias Import alias 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 Assign NameStore Num Assign NameStore Str 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 Num keyword NameLoad keyword Num 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 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 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 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 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 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 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 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 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 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 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 NameLoad keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad NameLoad attr 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 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 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 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 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 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 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 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 NameLoad keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Call AttributeLoad NameLoad attr Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr ListLoad NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword AttributeLoad NameLoad attr keyword AttributeLoad AttributeLoad NameLoad attr attr keyword Call AttributeLoad NameLoad attr Num Return TupleLoad ListLoad NameLoad NameLoad 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 tmp_dnn N/A tta 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 0.0015 0.00015 1.5e-05 N/A validate_every 20 N/A save_every 20 N/A keep_every 100 N/A test_pred_file predictions/weighted_blend.npy 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 ShardedResampledPseudolabelingZmuvMultiscaleDataLoader shard 1 test_pred_file test_pred_file train_sample_weight 0.333 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 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 l4f num_units 256 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 l5r N/A N/A dihedral CyclicRollLayer l5 N/A l6 N/A N/A N/A nn layers DenseLayer l5r num_units 256 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 l_variable N/A N/A dihedral CyclicPoolLayer l6 pool_function N/A nn_plankton rms 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 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 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 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 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 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 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 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 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 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 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 l3f num_units 128 W N/A N/A nn_plankton Orthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 N/A l4r N/A N/A dihedral CyclicRollLayer l4 N/A l5 N/A N/A N/A nn layers DenseLayer l4r num_units 128 W N/A N/A nn_plankton Orthogonal 1.0 b N/A N/A N/A nn init Constant 0.1 N/A l_fixed N/A N/A dihedral CyclicPoolLayer l5 pool_function N/A nn_plankton rms 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 l_merged 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