Module Import alias identifier Import alias Import alias identifier Import alias Import alias Import alias Import alias Import alias identifier Import alias Import alias Import alias Import alias identifier ImportFrom alias alias 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 Num Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Str Assign NameStore Str Print Str Assign NameStore ListLoad TupleLoad Num Num TupleLoad Num Num Assign NameStore ListLoad Call AttributeLoad NameLoad attr Num keyword SubscriptLoad NameLoad Index Num BinOpAdd Call AttributeLoad NameLoad attr Num keyword SubscriptLoad NameLoad Index Num Call AttributeLoad NameLoad attr keyword Num Assign NameStore Call NameLoad NameLoad Assign NameStore Dict Str Str Str Str Str TupleLoad BinOpDiv Num Num Num TupleLoad Num Num TupleLoad Num Num TupleLoad Num Num NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore BinOpFloorDiv NameLoad Num AugAssignSub NameStore NameLoad Assign NameStore SubscriptLoad NameLoad Slice NameLoad Assign NameStore SubscriptLoad NameLoad Slice NameLoad Assign NameStore SubscriptLoad NameLoad Slice NameLoad Assign NameStore SubscriptLoad NameLoad Slice NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad BinOpAdd NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad FunctionDef arguments args defaults body Expr Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Str keyword NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Str keyword NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Str keyword NameLoad keyword NameLoad keyword NameLoad Return Call AttributeLoad NameLoad attr NameLoad keyword NameLoad decorator_list Print Str Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore ListComp ListLoad comprehension NameStore Call NameLoad NameLoad For TupleStore NameStore NameStore Call NameLoad body For TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr NameLoad comprehension NameStore NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr Num Num Num Num comprehension NameStore NameLoad Print BinOpMod Str BinOpSub Call AttributeLoad NameLoad attr NameLoad Print Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad SubscriptLoad SubscriptLoad NameLoad Index Num Index Num SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad SubscriptLoad SubscriptLoad NameLoad Index Num Index Num SubscriptLoad SubscriptLoad NameLoad Index Num Index Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Num keyword Num keyword Num keyword Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Num keyword Num keyword Num keyword Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Num keyword Num keyword Num keyword Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Num keyword Num keyword Num keyword Num keyword Num keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Num keyword Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Num keyword Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Num keyword Num keyword Num keyword Num keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr TupleLoad Num Num Num Num keyword AttributeLoad AttributeLoad NameLoad attr attr comprehension NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr TupleLoad Num Num keyword AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Num keyword AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Dict AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr SubscriptLoad SubscriptLoad NameLoad Index Num Slice BinOpMult NameLoad NameLoad BinOpMult BinOpAdd NameLoad Num NameLoad SubscriptLoad SubscriptLoad NameLoad Index Num Slice BinOpMult NameLoad NameLoad BinOpMult BinOpAdd NameLoad Num NameLoad SubscriptLoad NameLoad Slice BinOpMult NameLoad NameLoad BinOpMult BinOpAdd NameLoad Num NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword Str Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword Str Assign NameStore BinOpAdd Call AttributeLoad NameLoad attr Num Call AttributeLoad NameLoad attr Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad ListLoad keyword NameLoad Assign NameStore Num Print Str Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore NameLoad Assign NameStore BinOpFloorDiv SubscriptLoad AttributeLoad NameLoad attr Index Num NameLoad Assign NameStore ListLoad Assign NameStore ListLoad Assign NameStore ListLoad For NameStore Call NameLoad NameLoad body Print BinOpMod Str TupleLoad BinOpAdd NameLoad Num NameLoad Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr Num Num Num Num comprehension NameStore NameLoad If CompareIn NameLoad NameLoad body Assign NameStore SubscriptLoad NameLoad Index NameLoad Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index NameLoad Print BinOpMod Str NameLoad If CompareGtE NameLoad NameLoad body Assign NameStore NameLoad orelse Assign NameStore NameLoad Print Str For TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore BinOpFloorDiv SubscriptLoad AttributeLoad NameLoad attr Index Num NameLoad Print Str Assign NameStore ListLoad For NameStore Call NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad If CompareEq BinOpMod BinOpAdd NameLoad Num NameLoad Num body Expr Call NameLoad Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Print BinOpMod Str NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr ListComp Call AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad NameLoad attr NameLoad If CompareEq BinOpMod BinOpAdd NameLoad Num NameLoad Num body Print Print Str Print Str For TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Print Str Assign NameStore ListLoad For NameStore Call NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Print BinOpMod Str NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore BinOpSub NameLoad NameLoad Assign NameStore BinOpSub NameLoad NameLoad Assign NameStore NameLoad Assign NameStore BinOpMult NameLoad BinOpDiv Call NameLoad BinOpSub NameLoad BinOpAdd NameLoad Num Call NameLoad BinOpAdd NameLoad Num Assign NameStore BinOpAdd Call AttributeLoad NameLoad attr Call NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr Str Print BinOpMod Str TupleLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Print BinOpMod Str TupleLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Print Delete NameDel NameDel NameDel NameDel NameDel NameDel Print Str Assign NameStore ListLoad For NameStore Call NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign SubscriptStore NameLoad Index CompareGt NameLoad Num Num Assign SubscriptStore NameLoad Index CompareLt NameLoad Num Num Print BinOpMod Str NameLoad With Call NameLoad NameLoad Str NameStore body Expr Call AttributeLoad NameLoad attr Dict Str Str Str Str Str Str Str Str Str Str SubscriptLoad NameLoad Slice BinOpMult NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad AttributeLoad NameLoad attr Delete NameDel NameDel Print Str Assign NameStore ListLoad For TupleStore NameStore TupleStore NameStore NameStore Call NameLoad Call NameLoad body Print BinOpMod Str BinOpAdd NameLoad Num Assign NameStore ListComp Call AttributeLoad NameLoad attr Num Num Num Num comprehension NameStore NameLoad For TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad Call AttributeLoad NameLoad attr BinOpDiv NameLoad Call NameLoad NameLoad For NameStore Call NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore SubscriptLoad NameLoad Slice NameLoad Assign SubscriptStore NameLoad Index CompareGt NameLoad Num Num Assign SubscriptStore NameLoad Index CompareLt NameLoad Num Num Print BinOpMod Str NameLoad With Call NameLoad NameLoad Str NameStore body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr ListLoad Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str Str For NameStore Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num body Assign NameStore BinOpAdd ListLoad SubscriptLoad NameLoad Index NameLoad Call AttributeLoad SubscriptLoad NameLoad Index NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad Print Str Expr Call AttributeLoad NameLoad attr BinOpMod Str TupleLoad NameLoad NameLoad Delete NameDel NameDel NameDel NameDel Print Str
N/A N/A numpy np N/A theano N/A theano.tensor T N/A layers N/A cc_layers N/A custom N/A load_data N/A realtime_augmentation ra N/A time N/A csv N/A os N/A cPickle pickle datetime datetime timedelta N/A BATCH_SIZE 16 N/A NUM_INPUT_FEATURES 3 N/A LEARNING_RATE_SCHEDULE N/A 0 1800 2300 0.04 0.004 0.0004 N/A MOMENTUM 0.9 N/A WEIGHT_DECAY 0.0 N/A CHUNK_SIZE 10000 N/A NUM_CHUNKS 2500 N/A VALIDATE_EVERY 20 N/A NUM_CHUNKS_NONORM 1 N/A GEN_BUFFER_SIZE 1 N/A TARGET_PATH predictions/final/try_convnet_cc_multirotflip_3x69r45_normconstraint.csv N/A ANALYSIS_PATH analysis/final/try_convnet_cc_multirotflip_3x69r45_normconstraint.pkl N/A Set up data loading N/A input_sizes N/A N/A 69 69 N/A 69 69 N/A ds_transforms N/A N/A N/A ra build_ds_transform 3.0 target_size N/A input_sizes N/A 0 N/A N/A N/A ra build_ds_transform 3.0 target_size N/A input_sizes N/A 1 N/A N/A ra build_augmentation_transform rotation 45 N/A num_input_representations N/A len ds_transforms N/A augmentation_params N/A zoom_range rotation_range shear_range translation_range do_flip N/A N/A 1.0 1.3 1.3 N/A 0 360 N/A 0 0 N/A -4 4 True N/A augmented_data_gen N/A N/A ra realtime_augmented_data_gen num_chunks NUM_CHUNKS chunk_size CHUNK_SIZE augmentation_params augmentation_params ds_transforms ds_transforms target_sizes input_sizes N/A post_augmented_data_gen N/A N/A ra post_augment_brightness_gen augmented_data_gen std 0.5 N/A train_gen N/A N/A load_data buffered_gen_mp post_augmented_data_gen buffer_size GEN_BUFFER_SIZE N/A y_train N/A N/A np load data/solutions_train.npy N/A train_ids N/A load_data train_ids N/A test_ids N/A load_data test_ids N/A num_train N/A len train_ids N/A num_test N/A len test_ids N/A num_valid N/A num_train 10 N/A num_train num_valid N/A y_valid N/A y_train N/A num_train N/A y_train N/A y_train N/A num_train N/A valid_ids N/A train_ids N/A num_train N/A train_ids N/A train_ids N/A num_train N/A train_indices N/A N/A np arange num_train N/A valid_indices N/A N/A np arange num_train N/A num_train num_valid N/A test_indices N/A N/A np arange num_test create_train_gen N/A N/A N/A N/A N/A 
    this generates the training data in order, for postprocessing. Do not use this for actual training.
     N/A data_gen_train N/A N/A ra realtime_fixed_augmented_data_gen train_indices train ds_transforms ds_transforms chunk_size CHUNK_SIZE target_sizes input_sizes N/A N/A N/A load_data buffered_gen_mp data_gen_train buffer_size GEN_BUFFER_SIZE N/A create_valid_gen N/A N/A N/A N/A N/A data_gen_valid N/A N/A ra realtime_fixed_augmented_data_gen valid_indices train ds_transforms ds_transforms chunk_size CHUNK_SIZE target_sizes input_sizes N/A N/A N/A load_data buffered_gen_mp data_gen_valid buffer_size GEN_BUFFER_SIZE N/A create_test_gen N/A N/A N/A N/A N/A data_gen_test N/A N/A ra realtime_fixed_augmented_data_gen test_indices test ds_transforms ds_transforms chunk_size CHUNK_SIZE target_sizes input_sizes N/A N/A N/A load_data buffered_gen_mp data_gen_test buffer_size GEN_BUFFER_SIZE N/A N/A Preprocess validation data upfront N/A start_time N/A N/A time time N/A xs_valid N/A N/A N/A _ N/A xrange num_input_representations N/A N/A data length N/A create_valid_gen N/A N/A N/A x_valid_list x_chunk N/A zip xs_valid data N/A N/A N/A N/A x_valid_list append N/A x_chunk N/A length N/A xs_valid N/A N/A N/A np vstack x_valid N/A x_valid xs_valid N/A xs_valid N/A N/A N/A x_valid transpose 0 3 1 2 N/A x_valid xs_valid N/A N/A   took %.2f seconds N/A N/A N/A time time start_time N/A Build model N/A l0 N/A N/A layers Input2DLayer BATCH_SIZE NUM_INPUT_FEATURES N/A N/A input_sizes N/A 0 N/A 0 N/A N/A input_sizes N/A 0 N/A 1 N/A l0_45 N/A N/A layers Input2DLayer BATCH_SIZE NUM_INPUT_FEATURES N/A N/A input_sizes N/A 1 N/A 0 N/A N/A input_sizes N/A 1 N/A 1 N/A l0r N/A N/A layers MultiRotSliceLayer N/A l0 l0_45 part_size 45 include_flip True N/A l0s N/A N/A cc_layers ShuffleBC01ToC01BLayer l0r N/A l1a N/A N/A cc_layers CudaConvnetConv2DLayer l0s n_filters 32 filter_size 6 weights_std 0.01 init_bias_value 0.1 dropout 0.0 partial_sum 1 untie_biases True N/A l1 N/A N/A cc_layers CudaConvnetPooling2DLayer l1a pool_size 2 N/A l2a N/A N/A cc_layers CudaConvnetConv2DLayer l1 n_filters 64 filter_size 5 weights_std 0.01 init_bias_value 0.1 dropout 0.0 partial_sum 1 untie_biases True N/A l2 N/A N/A cc_layers CudaConvnetPooling2DLayer l2a pool_size 2 N/A l3a N/A N/A cc_layers CudaConvnetConv2DLayer l2 n_filters 128 filter_size 3 weights_std 0.01 init_bias_value 0.1 dropout 0.0 partial_sum 1 untie_biases True N/A l3b N/A N/A cc_layers CudaConvnetConv2DLayer l3a n_filters 128 filter_size 3 pad 0 weights_std 0.1 init_bias_value 0.1 dropout 0.0 partial_sum 1 untie_biases True N/A l3 N/A N/A cc_layers CudaConvnetPooling2DLayer l3b pool_size 2 N/A l3s N/A N/A cc_layers ShuffleC01BToBC01Layer l3 N/A j3 N/A N/A layers MultiRotMergeLayer l3s num_views 4 N/A l4a N/A N/A layers DenseLayer j3 n_outputs 4096 weights_std 0.001 init_bias_value 0.01 dropout 0.5 nonlinearity N/A layers identity N/A l4b N/A N/A layers FeatureMaxPoolingLayer l4a pool_size 2 feature_dim 1 implementation reshape N/A l4c N/A N/A layers DenseLayer l4b n_outputs 4096 weights_std 0.001 init_bias_value 0.01 dropout 0.5 nonlinearity N/A layers identity N/A l4 N/A N/A layers FeatureMaxPoolingLayer l4c pool_size 2 feature_dim 1 implementation reshape N/A l5 N/A N/A layers DenseLayer l4 n_outputs 37 weights_std 0.01 init_bias_value 0.1 dropout 0.5 nonlinearity N/A layers identity N/A l6 N/A N/A custom OptimisedDivGalaxyOutputLayer l5 N/A train_loss_nonorm N/A N/A l6 error normalisation False N/A train_loss N/A N/A l6 error N/A valid_loss N/A N/A l6 error dropout_active False N/A all_parameters N/A N/A layers all_parameters l6 N/A all_bias_parameters N/A N/A layers all_bias_parameters l6 N/A xs_shared N/A N/A N/A theano shared N/A N/A np zeros N/A 1 1 1 1 dtype N/A N/A theano config floatX N/A _ N/A xrange num_input_representations N/A y_shared N/A N/A theano shared N/A N/A np zeros N/A 1 1 dtype N/A N/A theano config floatX N/A learning_rate N/A N/A theano shared N/A N/A np array N/A LEARNING_RATE_SCHEDULE N/A 0 dtype N/A N/A theano config floatX N/A idx N/A N/A T lscalar idx N/A givens N/A N/A l0 input_var N/A l0_45 input_var N/A l6 target_var N/A N/A xs_shared N/A 0 N/A N/A idx BATCH_SIZE N/A N/A idx 1 BATCH_SIZE N/A N/A xs_shared N/A 1 N/A N/A idx BATCH_SIZE N/A N/A idx 1 BATCH_SIZE N/A y_shared N/A N/A idx BATCH_SIZE N/A N/A idx 1 BATCH_SIZE N/A updates_nonorm N/A N/A layers gen_updates_nesterov_momentum_no_bias_decay train_loss_nonorm all_parameters all_bias_parameters learning_rate learning_rate momentum MOMENTUM weight_decay WEIGHT_DECAY N/A updates N/A N/A layers gen_updates_nesterov_momentum_no_bias_decay train_loss all_parameters all_bias_parameters learning_rate learning_rate momentum MOMENTUM weight_decay WEIGHT_DECAY N/A train_nonorm N/A N/A theano function N/A idx train_loss_nonorm givens givens updates updates_nonorm N/A train_norm N/A N/A theano function N/A idx train_loss givens givens updates updates N/A compute_loss N/A N/A theano function N/A idx valid_loss givens givens N/A compute_output N/A N/A theano function N/A idx N/A N/A l6 predictions dropout_active False givens givens on_unused_input ignore N/A compute_features N/A N/A theano function N/A idx N/A N/A l4 output dropout_active False givens givens on_unused_input ignore N/A rescaling_updates N/A N/A N/A l4a rescaling_updates 0.4 N/A N/A l4c rescaling_updates 0.23 N/A rescale_weights N/A N/A theano function N/A N/A updates rescaling_updates N/A rescale_every 10 N/A Train model N/A start_time N/A N/A time time N/A prev_time start_time N/A num_batches_valid N/A N/A N/A x_valid shape N/A 0 BATCH_SIZE N/A losses_train N/A N/A losses_valid N/A N/A param_stds N/A N/A e N/A xrange NUM_CHUNKS N/A N/A N/A Chunk %d/%d N/A N/A e 1 NUM_CHUNKS N/A N/A chunk_data chunk_length N/A N/A train_gen next N/A y_chunk N/A N/A chunk_data pop N/A xs_chunk chunk_data N/A xs_chunk N/A N/A N/A x_chunk transpose 0 3 1 2 N/A x_chunk xs_chunk N/A N/A e LEARNING_RATE_SCHEDULE N/A N/A current_lr N/A LEARNING_RATE_SCHEDULE N/A e N/A N/A N/A learning_rate set_value N/A LEARNING_RATE_SCHEDULE N/A e N/A N/A   setting learning rate to %.6f current_lr N/A N/A e NUM_CHUNKS_NONORM N/A N/A train train_norm N/A N/A train train_nonorm N/A   load training data onto GPU N/A N/A x_shared x_chunk N/A zip xs_shared xs_chunk N/A N/A N/A N/A x_shared set_value x_chunk N/A N/A N/A y_shared set_value y_chunk N/A num_batches_chunk N/A N/A N/A x_chunk shape N/A 0 BATCH_SIZE N/A   batch SGD N/A losses N/A N/A b N/A xrange num_batches_chunk N/A N/A loss N/A train b N/A N/A N/A losses append loss N/A N/A N/A N/A b 1 rescale_every 0 N/A N/A N/A rescale_weights N/A mean_train_loss N/A N/A np sqrt N/A N/A np mean losses N/A N/A   mean training loss (RMSE):		%.6f mean_train_loss N/A N/A N/A losses_train append mean_train_loss N/A N/A N/A param_stds append N/A N/A N/A p std N/A p N/A N/A layers get_param_values l6 N/A N/A N/A N/A e 1 VALIDATE_EVERY 0 N/A N/A N/A VALIDATING N/A   load validation data onto GPU N/A N/A x_shared x_valid N/A zip xs_shared xs_valid N/A N/A N/A N/A x_shared set_value x_valid N/A N/A N/A y_shared set_value y_valid N/A   compute losses N/A losses N/A N/A b N/A xrange num_batches_valid N/A N/A loss N/A compute_loss b N/A N/A N/A losses append loss N/A mean_valid_loss N/A N/A np sqrt N/A N/A np mean losses N/A N/A   mean validation loss (RMSE):		%.6f mean_valid_loss N/A N/A N/A losses_valid append mean_valid_loss N/A now N/A N/A time time N/A time_since_start N/A now start_time N/A time_since_prev N/A now prev_time N/A prev_time now N/A est_time_left N/A time_since_start N/A N/A float N/A NUM_CHUNKS N/A e 1 N/A float N/A e 1 N/A eta N/A N/A N/A datetime now N/A timedelta seconds est_time_left N/A eta_str N/A N/A eta strftime %c N/A N/A   %s since start (%.2f s) N/A N/A N/A load_data hms time_since_start time_since_prev N/A N/A   estimated %s to go (ETA: %s) N/A N/A N/A load_data hms est_time_left eta_str N/A N/A chunk_data xs_chunk x_chunk y_chunk xs_valid x_valid N/A Compute predictions on validation set for analysis in batches N/A predictions_list N/A N/A b N/A xrange num_batches_valid N/A N/A predictions N/A compute_output b N/A N/A N/A predictions_list append predictions N/A all_predictions N/A N/A np vstack predictions_list N/A N/A all_predictions N/A N/A all_predictions 1 1.0 N/A N/A all_predictions N/A N/A all_predictions 0 0.0 N/A N/A Write validation set predictions to %s ANALYSIS_PATH N/A N/A open ANALYSIS_PATH w f N/A N/A N/A N/A pickle dump N/A ids predictions targets mean_train_loss mean_valid_loss time_since_start losses_train losses_valid param_values param_stds N/A valid_ids N/A N/A num_batches_valid BATCH_SIZE all_predictions y_valid mean_train_loss mean_valid_loss time_since_start losses_train losses_valid N/A N/A layers get_param_values l6 param_stds f N/A pickle HIGHEST_PROTOCOL N/A predictions_list all_predictions N/A Computing predictions on test data N/A predictions_list N/A N/A N/A e N/A xs_chunk chunk_length N/A enumerate N/A create_test_gen N/A N/A N/A Chunk %d N/A e 1 N/A xs_chunk N/A N/A N/A x_chunk transpose 0 3 1 2 N/A x_chunk xs_chunk N/A N/A x_shared x_chunk N/A zip xs_shared xs_chunk N/A N/A N/A N/A x_shared set_value x_chunk N/A num_batches_chunk N/A int N/A N/A np ceil N/A chunk_length N/A float BATCH_SIZE N/A b N/A xrange num_batches_chunk N/A N/A predictions N/A compute_output b N/A N/A N/A predictions_list append predictions N/A all_predictions N/A N/A np vstack predictions_list N/A all_predictions N/A all_predictions N/A num_test N/A N/A all_predictions N/A N/A all_predictions 1 1.0 N/A N/A all_predictions N/A N/A all_predictions 0 0.0 N/A N/A Write predictions to %s TARGET_PATH N/A N/A open TARGET_PATH wb csvfile N/A N/A writer N/A N/A csv writer csvfile N/A N/A N/A writer writerow N/A GalaxyID Class1.1 Class1.2 Class1.3 Class2.1 Class2.2 Class3.1 Class3.2 Class4.1 Class4.2 Class5.1 Class5.2 Class5.3 Class5.4 Class6.1 Class6.2 Class7.1 Class7.2 Class7.3 Class8.1 Class8.2 Class8.3 Class8.4 Class8.5 Class8.6 Class8.7 Class9.1 Class9.2 Class9.3 Class10.1 Class10.2 Class10.3 Class11.1 Class11.2 Class11.3 Class11.4 Class11.5 Class11.6 N/A k N/A xrange N/A N/A test_ids shape N/A 0 N/A N/A row N/A N/A N/A test_ids N/A k N/A N/A N/A all_predictions N/A k tolist N/A N/A N/A writer writerow row N/A Gzipping... N/A N/A N/A os system N/A gzip -c %s > %s.gz N/A TARGET_PATH TARGET_PATH N/A all_predictions predictions_list xs_chunk x_chunk N/A Done!