Module Expr Str 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 Num Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Dict Num Num Num Num Num Num Assign NameStore Num Assign NameStore Num Assign NameStore Str Assign NameStore Str Assign NameStore Str Assign NameStore BinOpAdd NameLoad Str Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Lambda arguments args defaults Call AttributeLoad NameLoad attr Assign NameStore Lambda arguments args defaults Call AttributeLoad NameLoad attr Str Assign NameStore Lambda arguments args defaults Call AttributeLoad NameLoad attr Str Assign NameStore Lambda arguments args defaults Call AttributeLoad NameLoad attr Str FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad NameLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr TupleLoad NameLoad Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Call AttributeLoad NameLoad attr Str keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Num keyword Call AttributeLoad NameLoad attr Str keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword AttributeLoad NameLoad attr keyword Call AttributeLoad NameLoad attr keyword Call AttributeLoad AttributeLoad NameLoad attr attr Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr ListLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad AttributeLoad NameLoad attr attr Return TupleLoad ListLoad NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Print Str 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 momentsinfo_convroll4_doublescale_fs5 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 batch_size 128 N/A chunk_size 32768 N/A num_chunks_train 240 N/A momentum 0.9 N/A learning_rate_schedule N/A 0 100 200 0.001 0.0001 1e-05 N/A validate_every 40 N/A save_every 40 N/A sdir /mnt/storage/users/sedielem/git/kaggle-plankton/predictions/ N/A train_pred_file N/A valid_pred_file N/A test_pred_file N/A sdir bagged--test--cr4_ds--avg-probs.npy N/A data_loader N/A N/A load PredictionsWithMomentsDataLoader train_pred_file train_pred_file valid_pred_file valid_pred_file test_pred_file test_pred_file num_chunks_train num_chunks_train chunk_size chunk_size N/A create_train_gen N/A N/A N/A N/A N/A N/A data_loader create_random_gen N/A create_eval_train_gen N/A N/A N/A N/A N/A N/A data_loader create_fixed_gen train N/A create_eval_valid_gen N/A N/A N/A N/A N/A N/A data_loader create_fixed_gen valid N/A create_eval_test_gen N/A N/A N/A N/A N/A N/A data_loader create_fixed_gen test build_model N/A N/A N/A N/A N/A l0 N/A N/A N/A nn layers InputLayer N/A batch_size N/A data num_classes N/A l0_size N/A N/A N/A nn layers InputLayer N/A batch_size 7 N/A l1_size N/A N/A N/A nn layers DenseLayer l0_size num_units 80 W N/A N/A nn_plankton Orthogonal relu b N/A N/A N/A nn init Constant 0.1 N/A l2_size N/A N/A N/A nn layers DenseLayer l1_size num_units 80 W N/A N/A nn_plankton Orthogonal relu b N/A N/A N/A nn init Constant 0.1 N/A l3_size N/A N/A N/A nn layers DenseLayer l2_size num_units N/A data num_classes W N/A N/A nn_plankton Orthogonal b N/A N/A N/A nn init Constant 0.1 nonlinearity None N/A l1 N/A N/A nn_plankton NonlinLayer l0 N/A T log N/A ltot N/A N/A N/A nn layers ElemwiseSumLayer N/A l1 l3_size N/A lout N/A N/A nn_plankton NonlinLayer ltot nonlinearity N/A N/A T nnet softmax N/A N/A N/A l0 l0_size lout N/A build_objective N/A N/A l_ins l_out N/A N/A N/A regu N/A lambda_reg 0.002 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