Module Import alias Import alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias ImportFrom alias alias ImportFrom alias ImportFrom alias alias ImportFrom alias ImportFrom alias ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Assign AttributeStore NameLoad attr Num Assign AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body AugAssignAdd AttributeStore NameLoad attr BinOpMult NameLoad NameLoad AugAssignAdd AttributeStore NameLoad attr Num decorator_list FunctionDef arguments args NameParam defaults body Return BinOpDiv AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list FunctionDef arguments args defaults body Assign NameStore Str Assign NameStore Call NameLoad Assert CompareEq Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad keyword Str Assert CompareEq Call AttributeLoad NameLoad attr NameLoad BinOpAdd BinOpAdd Str AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad keyword Str Assert CompareEq Call AttributeLoad NameLoad attr NameLoad BinOpAdd BinOpAdd NameLoad AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad keyword Str keyword Str Assert CompareEq Call AttributeLoad NameLoad attr NameLoad BinOpAdd BinOpAdd BinOpAdd BinOpAdd Str AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr Str TryExcept body Assign NameStore Call NameLoad keyword Str keyword Str Expr Call AttributeLoad NameLoad attr NameLoad handlers ExceptHandler type NameLoad name NameStore body Assert CompareEq Call NameLoad NameLoad Str decorator_list FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad NameLoad attr ListLoad Num Num keyword AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore ListComp Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad AttributeLoad NameLoad attr attr comprehension NameStore ListLoad ListLoad Num Num ListLoad Num Num ListLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr ListComp Call AttributeLoad BinOpMult NameLoad NameLoad attr comprehension NameStore NameLoad Assign NameStore Num Assign NameStore Call NameLoad Call NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad ListLoad Num Num keyword Str Assign NameStore Call NameLoad Num keyword Str Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr attr keyword Str Assign NameStore BinOpPow BinOpSub Call AttributeLoad BinOpMult NameLoad NameLoad attr NameLoad Num Assign AttributeStore NameLoad attr Str ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam defaults body Assign SubscriptStore AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Index Str BinOpPow BinOpSub Call AttributeLoad BinOpMult Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str attr SubscriptLoad NameLoad Index Str Num decorator_list decorator_list Assign NameStore Call NameLoad keyword ListLoad NameLoad NameLoad keyword Str Assign NameStore Call NameLoad keyword ListLoad NameLoad NameLoad keyword Str Assign NameStore Call NameLoad keyword NameLoad keyword Call AttributeLoad NameLoad attr keyword Call NameLoad keyword NameLoad keyword ListLoad NameLoad keyword Call NameLoad Num keyword ListLoad Call NameLoad keyword Num Call NameLoad ListLoad NameLoad NameLoad NameLoad NameLoad keyword Str keyword NameLoad Call NameLoad ListLoad Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad keyword Str keyword NameLoad Call NameLoad Expr Call AttributeLoad NameLoad attr Expr Call NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Str Num For NameStore Call NameLoad NameLoad body Expr Call NameLoad SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Index Str SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index BinOpAdd NameLoad Num Index Str Expr Call NameLoad SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Index Str BinOpDiv Call NameLoad ListComp SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Index Str comprehension NameStore Call NameLoad NameLoad NameLoad Expr Call NameLoad SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Index Str BinOpDiv Call NameLoad ListComp SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Index Str comprehension NameStore Call NameLoad Num BinOpAdd NameLoad Num NameLoad For NameStore Call NameLoad NameLoad body Expr Call NameLoad SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index BinOpAdd NameLoad Num Index Str BinOpMult SubscriptLoad NameLoad Index NameLoad SubscriptLoad NameLoad Index NameLoad Expr Call NameLoad SubscriptLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Index Str Call AttributeLoad BinOpMult NameLoad SubscriptLoad NameLoad ExtSlice Slice Index NameLoad attr keyword Num decorator_list
N/A N/A numpy N/A theano fuel.datasets IterableDataset numpy.testing assert_allclose theano tensor blocks.extensions TrainingExtension FinishAfter blocks.extensions.monitoring MonitoringExtension TrainingDataMonitoring blocks.monitoring aggregation blocks.algorithms GradientDescent Scale blocks.utils shared_floatx blocks.main_loop MainLoop MeanFeaturesTimesTarget N/A N/A aggregation MonitoredQuantity N/A initialize N/A N/A self N/A N/A N/A N/A self _aggregated 0.0 N/A N/A self _num_batches 0 N/A aggregate N/A N/A self features targets N/A N/A N/A N/A self _aggregated N/A features targets N/A N/A self _num_batches 1 N/A get_aggregated_value N/A N/A self N/A N/A N/A N/A N/A self _aggregated N/A self _num_batches N/A N/A test_monitoring_extension__record_name N/A N/A N/A N/A N/A test_name test-test N/A monitor N/A MonitoringExtension N/A N/A N/A N/A monitor _record_name test_name test_name N/A monitor N/A MonitoringExtension prefix abc N/A N/A N/A N/A monitor _record_name test_name N/A N/A abc N/A monitor SEPARATOR test_name N/A monitor N/A MonitoringExtension suffix abc N/A N/A N/A N/A monitor _record_name test_name N/A N/A test_name N/A monitor SEPARATOR abc N/A monitor N/A MonitoringExtension prefix abc suffix def N/A N/A N/A N/A monitor _record_name test_name N/A N/A N/A N/A abc N/A monitor SEPARATOR test_name N/A monitor SEPARATOR def N/A N/A N/A monitor N/A MonitoringExtension prefix abc suffix def N/A N/A N/A monitor _record_name None N/A N/A N/A ValueError N/A e N/A N/A N/A N/A str e record name must be a string N/A test_training_data_monitoring N/A N/A N/A N/A N/A weights N/A N/A numpy array N/A -1 1 dtype N/A N/A theano config floatX N/A features N/A N/A N/A numpy array f dtype N/A N/A theano config floatX N/A f N/A N/A 1 2 N/A 3 5 N/A 5 8 N/A targets N/A N/A numpy array N/A N/A N/A N/A weights f sum N/A f features N/A n_batches 3 N/A dataset N/A IterableDataset N/A dict features features targets targets N/A x N/A N/A tensor vector features N/A y N/A N/A tensor scalar targets N/A W N/A shared_floatx N/A 0 0 name W N/A V N/A shared_floatx 7 name V N/A W_sum N/A N/A N/A N/A W sum copy name W_sum N/A cost N/A N/A N/A N/A N/A x W sum y 2 N/A N/A cost name cost TrueCostExtension N/A TrainingExtension N/A before_batch N/A N/A self data N/A N/A N/A N/A N/A N/A N/A self main_loop log current_row N/A true_cost N/A N/A N/A N/A N/A N/A N/A W get_value N/A data N/A features sum N/A data N/A targets 2 N/A N/A N/A ftt1 N/A MeanFeaturesTimesTarget requires N/A x y name ftt1 N/A ftt2 N/A MeanFeaturesTimesTarget requires N/A x y name ftt2 N/A main_loop N/A MainLoop model None data_stream N/A N/A dataset get_example_stream algorithm N/A GradientDescent cost cost parameters N/A W step_rule N/A Scale 0.001 extensions N/A N/A FinishAfter after_n_epochs 1 N/A TrainingDataMonitoring N/A W_sum cost V ftt1 prefix train1 after_batch True N/A TrainingDataMonitoring N/A N/A N/A aggregation mean W_sum cost ftt2 prefix train2 after_epoch True N/A TrueCostExtension N/A N/A N/A main_loop run N/A N/A assert_allclose N/A N/A N/A main_loop log current_row N/A train1_V 7.0 N/A i N/A range n_batches N/A N/A N/A assert_allclose N/A N/A N/A main_loop log N/A i N/A true_cost N/A N/A N/A main_loop log N/A N/A i 1 N/A train1_cost N/A N/A assert_allclose N/A N/A N/A main_loop log N/A n_batches N/A train2_cost N/A N/A sum N/A N/A N/A N/A main_loop log N/A i N/A true_cost N/A i N/A range n_batches n_batches N/A N/A assert_allclose N/A N/A N/A main_loop log N/A n_batches N/A train2_W_sum N/A N/A sum N/A N/A N/A N/A main_loop log N/A i N/A train1_W_sum N/A i N/A range 1 N/A n_batches 1 n_batches N/A i N/A range n_batches N/A N/A N/A assert_allclose N/A N/A N/A main_loop log N/A N/A i 1 N/A train1_ftt1 N/A N/A features N/A i N/A targets N/A i N/A N/A assert_allclose N/A N/A N/A main_loop log N/A n_batches N/A train2_ftt2 N/A N/A N/A features N/A targets N/A N/A N/A None mean axis 0 N/A