Module ImportFrom alias Import alias Import alias ImportFrom alias Import alias ImportFrom alias identifier ImportFrom alias identifier ImportFrom alias ImportFrom alias identifier ImportFrom alias alias alias alias alias ImportFrom alias alias alias alias alias alias ImportFrom alias alias alias alias alias ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr NameLoad ListLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num decorator_list decorator_list Assign NameStore Call NameLoad keyword NameLoad keyword Call NameLoad Lambda arguments args NameParam defaults Call NameLoad NameLoad BinOpDiv Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad keyword Str Assign NameStore Call NameLoad keyword NameLoad keyword Call NameLoad Lambda arguments args NameParam defaults Call NameLoad NameLoad BinOpDiv Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad keyword Str keyword Num Assign NameStore Call NameLoad keyword NameLoad keyword Call NameLoad Lambda arguments args NameParam defaults Call NameLoad NameLoad BinOpDiv Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad keyword Str keyword Num Assign NameStore Call NameLoad keyword NameLoad keyword Call NameLoad Lambda arguments args NameParam defaults Call NameLoad NameLoad Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad keyword Call NameLoad NameLoad keyword ListLoad Call AttributeLoad NameLoad attr Num Num keyword Str keyword Str ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Call AttributeLoad NameLoad attr NameLoad ListLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam NameParam defaults NameLoad body Expr Str If CompareIs NameLoad NameLoad body Assign NameStore ListLoad Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr If CompareEq NameLoad Str body Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Str orelse Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr If NameLoad body Return Call AttributeLoad NameLoad attr NameLoad orelse Return NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad Str Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num attr AttributeLoad NameLoad attr Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad TryFinally body Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assert CompareEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad BinOpSub Num Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr BinOpAdd NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpSub Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpSub Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv BinOpMult Call AttributeLoad NameLoad attr NameLoad Num Call AttributeLoad NameLoad attr NameLoad BinOpMult BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad NameLoad attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv BinOpMult Call AttributeLoad NameLoad attr NameLoad Num Call AttributeLoad NameLoad attr NameLoad BinOpMult BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad NameLoad attr AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv BinOpMult Call AttributeLoad NameLoad attr NameLoad Num Call AttributeLoad NameLoad attr NameLoad BinOpMult BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad NameLoad attr AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv BinOpMult Call AttributeLoad NameLoad attr NameLoad Num Call AttributeLoad NameLoad attr NameLoad BinOpMult BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad NameLoad attr AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv BinOpMult Call AttributeLoad NameLoad attr NameLoad Num Call AttributeLoad NameLoad attr NameLoad BinOpMult BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad NameLoad attr AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpDiv BinOpMult Call AttributeLoad NameLoad attr NameLoad Num Call AttributeLoad NameLoad attr NameLoad BinOpMult BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareNotEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad NameLoad AttributeLoad NameLoad attr AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Expr Call NameLoad NameLoad finalbody Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body If UnaryOpNot NameLoad body Return Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpSub Num BinOpDiv Call AttributeLoad NameLoad attr NameLoad BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Assert CompareEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpSub Num BinOpDiv Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Num Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Assert CompareEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr ListLoad AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Expr Str FunctionDef arguments args NameParam NameParam defaults body Assert CompareEq ListComp AttributeLoad NameLoad attr comprehension NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr NameLoad decorator_list Assign NameStore Call AttributeLoad NameLoad attr keyword ListLoad Str Str Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr Str Str Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpMult Call NameLoad UnaryOpUSub NameLoad Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Expr Call NameLoad NameLoad ListLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpMult Call NameLoad NameLoad Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Expr Call NameLoad NameLoad ListLoad AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad BinOpMult UnaryOpUSub UnaryOpUSub UnaryOpUSub Call NameLoad NameLoad Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad keyword NameLoad Expr Call NameLoad NameLoad ListLoad AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad BinOpMult BinOpMult BinOpMult BinOpMult Call NameLoad NameLoad Call NameLoad UnaryOpUSub NameLoad UnaryOpUSub Call AttributeLoad NameLoad attr UnaryOpUSub NameLoad Call AttributeLoad NameLoad attr BinOpMult NameLoad NameLoad Call AttributeLoad NameLoad attr NameLoad keyword NameLoad Expr Call NameLoad NameLoad ListLoad NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign TupleStore NameStore NameStore NameStore NameStore Call AttributeLoad NameLoad attr Str Str Str Str Assign NameStore AttributeLoad NameLoad attr FunctionDef arguments args NameParam NameParam defaults body Assign NameStore ListComp Call NameLoad NameLoad comprehension NameStore TupleLoad NameLoad NameLoad Expr Call NameLoad SubscriptLoad NameLoad Index Num Assign SubscriptStore NameLoad Index Num Call NameLoad SubscriptLoad NameLoad Index Num Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Call NameLoad SubscriptLoad NameLoad Index Num Call NameLoad SubscriptLoad NameLoad Index Num If UnaryOpNot NameLoad body Expr Call NameLoad SubscriptLoad NameLoad Index Num Expr Call NameLoad SubscriptLoad NameLoad Index Num Expr Call NameLoad Str Expr Call AttributeLoad AttributeLoad NameLoad attr attr Call NameLoad SubscriptLoad NameLoad Index Num Expr Call NameLoad Str Expr Call AttributeLoad AttributeLoad NameLoad attr attr Call NameLoad SubscriptLoad NameLoad Index Num Assert NameLoad decorator_list Expr Call NameLoad BinOpMult Call NameLoad NameLoad Call NameLoad UnaryOpUSub NameLoad Call NameLoad UnaryOpUSub NameLoad Expr Call NameLoad BinOpMult BinOpMult UnaryOpUSub NameLoad Call NameLoad NameLoad BinOpMult BinOpMult NameLoad BinOpMult Num NameLoad Call NameLoad UnaryOpUSub NameLoad BinOpMult BinOpMult UnaryOpUSub NameLoad Call NameLoad UnaryOpUSub NameLoad BinOpMult NameLoad BinOpMult Num NameLoad Expr Call NameLoad BinOpMult BinOpMult UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad BinOpMult BinOpMult Call NameLoad NameLoad BinOpMult BinOpMult UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad Num UnaryOpUSub Call NameLoad NameLoad BinOpMult BinOpMult BinOpMult NameLoad Num BinOpMult BinOpMult UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad BinOpAdd NameLoad NameLoad Call NameLoad NameLoad Call NameLoad NameLoad UnaryOpUSub Call NameLoad NameLoad BinOpMult BinOpMult Call NameLoad NameLoad BinOpMult BinOpMult UnaryOpUSub Call NameLoad NameLoad BinOpMult UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad Num BinOpMult BinOpMult NameLoad Num BinOpMult BinOpAdd NameLoad NameLoad Call NameLoad NameLoad UnaryOpUSub Call NameLoad NameLoad Expr Call NameLoad BinOpMult BinOpMult Call NameLoad UnaryOpUSub NameLoad UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad BinOpMult UnaryOpUSub Call NameLoad NameLoad UnaryOpUSub Call NameLoad NameLoad BinOpMult UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad Call NameLoad UnaryOpUSub NameLoad Expr Call NameLoad BinOpMult BinOpMult UnaryOpUSub Call NameLoad NameLoad UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad UnaryOpUSub Call NameLoad UnaryOpUSub NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr BinOpSub Num NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore BinOpSub NameLoad BinOpMult NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr If UnaryOpNot Call NameLoad NameLoad AttributeLoad AttributeLoad NameLoad attr attr body Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad NameLoad keyword NameLoad Assign NameStore Call NameLoad ListLoad ListLoad Num Num Assert UnaryOpNot Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareEq Call NameLoad NameLoad Num Assert CompareEq AttributeLoad SubscriptLoad NameLoad Index Num attr NameLoad Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr attr Str Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareEq AttributeLoad SubscriptLoad NameLoad Index Num attr NameLoad Assert CompareEq Call NameLoad NameLoad Num Assign NameStore Call NameLoad ListLoad ListLoad Num Num Num Num Num Num Num Num Num decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareEq AttributeLoad SubscriptLoad NameLoad Index Num attr NameLoad Assert CompareEq Call NameLoad NameLoad Num Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr attr Str Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareGt Call NameLoad NameLoad Num Assert UnaryOpNot Call NameLoad ListComp CompareEq AttributeLoad NameLoad attr NameLoad comprehension NameStore NameLoad Assign NameStore Call NameLoad ListLoad ListLoad Num Num Num Num Num Num Num Num Num decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body FunctionDef arguments args NameParam defaults body If CompareEq AttributeLoad AttributeLoad NameLoad attr attr Str body Assign NameStore Call AttributeLoad Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Str attr Str orelse Assign NameStore Call AttributeLoad Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Str Assign AttributeStore NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareEq Call NameLoad NameLoad Num Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad NameLoad attr attr Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad NameLoad attr attr Expr Call NameLoad Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr BinOpSub Num Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareEq Call NameLoad NameLoad Num Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad NameLoad attr attr Expr Call NameLoad Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num attr AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr BinOpSub Num Call AttributeLoad NameLoad attr Call NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareEq Call NameLoad NameLoad Num Assert Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad SubscriptLoad NameLoad Index Num attr Index Num Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad NameLoad attr attr Expr Call NameLoad Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num attr AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr BinOpSub Num Call AttributeLoad Call NameLoad NameLoad attr ListLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert Call NameLoad GeneratorExp Call NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr comprehension NameStore NameLoad Assert Call NameLoad GeneratorExp Call NameLoad Call NameLoad AttributeLoad NameLoad attr Str NameLoad AttributeLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr comprehension NameStore NameLoad Expr Call NameLoad Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num Num attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr If CompareEq NameLoad Str body Assign NameStore Str Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr BinOpAdd Num Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad NameLoad NameLoad keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assert CompareEq Call NameLoad NameLoad Num Assert Call NameLoad AttributeLoad AttributeLoad SubscriptLoad NameLoad Index Num attr attr AttributeLoad AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr attr Expr Call NameLoad Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr Num attr AttributeLoad NameLoad attr decorator_list decorator_list ClassDef bases AttributeLoad NameLoad attr body Expr Str FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore Call AttributeLoad NameLoad attr Str Str Str Assign NameStore BinOpMult BinOpMult NameLoad NameLoad UnaryOpUSub NameLoad Assign NameStore Call NameLoad NameLoad Assert CompareEq Call NameLoad Call NameLoad NameLoad NameLoad Assert Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Call NameLoad Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore Call AttributeLoad NameLoad attr Str Str Str Assert CompareEq Call NameLoad BinOpMult NameLoad NameLoad ListLoad NameLoad ListLoad ListLoad NameLoad NameLoad ListLoad NameLoad NameLoad Assert CompareEq Call NameLoad UnaryOpUSub BinOpMult NameLoad NameLoad ListLoad NameLoad ListLoad ListLoad NameLoad NameLoad ListLoad NameLoad NameLoad Assert CompareEq Call NameLoad BinOpMult UnaryOpUSub NameLoad NameLoad ListLoad NameLoad ListLoad ListLoad NameLoad NameLoad ListLoad NameLoad NameLoad Assert CompareEq Call NameLoad UnaryOpUSub NameLoad ListLoad NameLoad NameLoad Assert CompareEq Call NameLoad BinOpMult BinOpMult NameLoad NameLoad UnaryOpUSub NameLoad ListLoad NameLoad ListLoad ListLoad NameLoad ListLoad ListLoad NameLoad NameLoad ListLoad NameLoad NameLoad ListLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad TryFinally body Assign NameStore Call AttributeLoad NameLoad attr Str Assign NameStore AttributeLoad NameLoad attr Assert CompareEq Call NameLoad BinOpAdd Num Call NameLoad NameLoad TupleLoad NameLoad NameLoad Assert CompareEq Call NameLoad BinOpAdd Call NameLoad NameLoad Num TupleLoad NameLoad NameLoad For TupleStore NameStore NameStore Call NameLoad NameLoad ListLoad BinOpAdd Num Call NameLoad UnaryOpUSub NameLoad BinOpAdd Call NameLoad UnaryOpUSub NameLoad Num body Assert BoolOpAnd UnaryOpNot NameLoad Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr NameLoad UnaryOpUSub NameLoad Assert CompareIs Call NameLoad BinOpSub Num Call NameLoad NameLoad NameLoad Assert CompareIs Call NameLoad BinOpAdd Num Call NameLoad NameLoad NameLoad Assert CompareIs Call NameLoad BinOpAdd Call NameLoad NameLoad Num NameLoad Assert CompareIs Call NameLoad BinOpSub Call NameLoad NameLoad Num NameLoad Assert CompareIs Call NameLoad BinOpAdd Num Call NameLoad NameLoad NameLoad Assert CompareIs Call NameLoad BinOpAdd Num BinOpMult Num Call NameLoad NameLoad NameLoad finalbody Assign AttributeStore AttributeLoad NameLoad attr attr NameLoad decorator_list decorator_list
N/A __future__ print_function N/A unittest N/A numpy theano.compat imap N/A theano.tensor.inplace theano.tensor basic tensor theano tensor T theano config theano.tests unittest_tools utt theano.tensor.nnet sigmoid sigmoid_inplace softplus ultra_fast_sigmoid hard_sigmoid theano.tensor.nnet.sigm compute_mul is_1pexp parse_mul_tree perform_sigm_times_exp register_local_1msigmoid simplify_mul theano.tensor.tests.test_basic makeBroadcastTester rand check_floatX upcast_int8_nfunc _good_broadcast_unary_normal_no_complex T_sigmoid N/A N/A unittest TestCase N/A setUp N/A N/A self N/A N/A N/A N/A N/A utt seed_rng N/A test_elemwise N/A N/A self N/A N/A N/A N/A N/A utt verify_grad sigmoid N/A N/A N/A N/A numpy random rand 3 4 N/A N/A N/A SigmoidTester N/A makeBroadcastTester op sigmoid expected N/A upcast_int8_nfunc N/A N/A N/A inputs N/A N/A check_floatX inputs N/A 1 N/A 1 N/A N/A numpy exp N/A inputs good _good_broadcast_unary_normal_no_complex name SigmoidTester N/A UltraFastSigmoidTester N/A makeBroadcastTester op ultra_fast_sigmoid expected N/A upcast_int8_nfunc N/A N/A N/A inputs N/A N/A check_floatX inputs N/A 1 N/A 1 N/A N/A numpy exp N/A inputs good _good_broadcast_unary_normal_no_complex name UltraFastSigmoidTester eps 0.05 N/A HardSigmoidTester N/A makeBroadcastTester op hard_sigmoid expected N/A upcast_int8_nfunc N/A N/A N/A inputs N/A N/A check_floatX inputs N/A 1 N/A 1 N/A N/A numpy exp N/A inputs good _good_broadcast_unary_normal_no_complex name HardSigmoidTester eps 0.1 N/A SoftplusTester N/A makeBroadcastTester op softplus expected N/A upcast_int8_nfunc N/A N/A N/A inputs N/A N/A check_floatX inputs N/A N/A numpy log1p N/A N/A numpy exp inputs good N/A dict _good_broadcast_unary_normal_no_complex int8 N/A N/A N/A numpy arange -127 89 dtype int8 name SoftplusTester T_softplus N/A N/A unittest TestCase N/A setUp N/A N/A self N/A N/A N/A N/A N/A utt seed_rng N/A test_elemwise N/A N/A self N/A N/A N/A N/A N/A utt verify_grad softplus N/A N/A N/A N/A numpy random rand 3 4 N/A N/A T_sigmoid_opts N/A N/A unittest TestCase N/A get_mode N/A N/A self excluding N/A None N/A N/A 
        Return appropriate mode for the tests.

        :param excluding: List of optimizations to exclude.

        :return: The current default mode unless the `config.mode` option is
        set to 'FAST_COMPILE' (in which case it is replaced by the 'FAST_RUN'
        mode), without the optimizations specified in `excluding`.
         N/A N/A excluding None N/A N/A excluding N/A N/A m N/A N/A theano config mode N/A N/A m FAST_COMPILE N/A N/A mode N/A N/A N/A N/A theano compile mode get_mode FAST_RUN N/A N/A mode N/A N/A N/A N/A theano compile mode get_default_mode N/A excluding N/A N/A N/A N/A mode excluding excluding N/A N/A mode N/A test_exp_over_1_plus_exp N/A N/A self N/A N/A N/A m N/A N/A self get_mode excluding N/A local_elemwise_fusion N/A x N/A N/A T vector N/A data N/A N/A N/A N/A N/A numpy random rand 54 astype N/A config floatX N/A backup N/A N/A config warn identify_1pexp_bug N/A N/A N/A config warn identify_1pexp_bug False N/A N/A N/A f N/A N/A theano function N/A x N/A N/A N/A T exp x N/A 1 N/A N/A T exp x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T exp x N/A 2 N/A N/A T exp x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T exp x N/A 1 N/A N/A T exp x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T exp N/A x 1 N/A 1 N/A N/A T exp x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x 1.0 N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x 1.0 N/A 2 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x 1.0 N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x 1.1 N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x -1.0 N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x -1.0 N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x -1.0 N/A 2 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A T fill x -1.1 N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A N/A T fill x -1.0 N/A N/A T exp x N/A N/A 1 N/A N/A T exp x N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A T mul N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A N/A T fill x -1.1 N/A N/A T exp x N/A N/A 1 N/A N/A T exp x N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A T mul N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A N/A T fill x -1.0 N/A N/A T exp x N/A N/A 2 N/A N/A T exp x N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A T mul N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A N/A T fill x -1.0 N/A N/A T exp x N/A N/A 1 N/A N/A T exp x N/A 2 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A T mul N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A N/A T fill x -1.0 N/A N/A T exp x N/A N/A 1 N/A N/A T exp x N/A 1 N/A N/A T exp x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A T mul N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A f N/A N/A theano function N/A x N/A N/A N/A N/A T fill x -1.0 N/A N/A T exp x N/A N/A 1 N/A N/A T exp x N/A 2 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A sigmoid N/A T mul N/A N/A N/A theano tensor inplace neg_inplace N/A N/A f data N/A N/A N/A N/A config warn identify_1pexp_bug backup N/A test_1msigmoid N/A N/A self N/A N/A N/A N/A register_local_1msigmoid N/A N/A N/A m N/A N/A self get_mode N/A x N/A N/A T fmatrix N/A f N/A N/A theano function N/A x N/A 1 N/A N/A N/A T exp x N/A 1 N/A N/A T exp x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A N/A tensor neg sigmoid_inplace N/A f N/A N/A theano function N/A x N/A 1 N/A N/A N/A T fill x 1.0 N/A 1 N/A N/A T exp N/A x mode m N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A f maker fgraph toposort N/A N/A tensor neg sigmoid_inplace N/A test_local_sigm_times_exp N/A N/A self N/A N/A N/A 
        Test the `local_sigm_times_exp` optimization.
        exp(x) * sigm(-x) -> sigm(x)
        exp(-x) * sigm(x) -> sigm(-x)
         match N/A N/A func ops N/A N/A N/A N/A N/A N/A node op N/A node N/A N/A N/A N/A func maker fgraph toposort ops N/A N/A m N/A N/A self get_mode excluding N/A local_elemwise_fusion inplace N/A N/A x y N/A N/A tensor vectors x y N/A f N/A N/A theano function N/A x N/A N/A sigmoid N/A x N/A N/A tensor exp x mode m N/A N/A match f N/A sigmoid N/A f N/A N/A theano function N/A x N/A N/A sigmoid x N/A N/A tensor exp N/A x mode m N/A N/A match f N/A N/A tensor neg sigmoid N/A f N/A N/A theano function N/A x N/A N/A N/A N/A N/A sigmoid x N/A N/A tensor exp N/A x mode m N/A N/A match f N/A N/A tensor neg sigmoid N/A tensor neg N/A f N/A N/A theano function N/A x y N/A N/A N/A N/A N/A sigmoid x N/A sigmoid N/A y N/A N/A N/A tensor exp N/A x N/A N/A tensor exp N/A x y N/A N/A tensor exp y mode m N/A N/A match f N/A sigmoid N/A tensor mul N/A tensor neg N/A tensor exp sigmoid N/A tensor mul N/A test_perform_sigm_times_exp N/A N/A self N/A N/A N/A 
        Test the core function doing the `sigm_times_exp` optimization.

        It is easier to test different graph scenarios this way than by
        compiling a theano function.
         N/A N/A x y z t N/A N/A tensor vectors x y z t N/A exp N/A tensor exp ok N/A N/A expr1 expr2 N/A N/A N/A trees N/A N/A parse_mul_tree e N/A e N/A expr1 expr2 N/A N/A perform_sigm_times_exp N/A trees N/A 0 N/A N/A trees N/A 0 N/A simplify_mul N/A trees N/A 0 N/A good N/A N/A N/A N/A theano gof graph is_same_graph N/A compute_mul N/A trees N/A 0 N/A compute_mul N/A trees N/A 1 N/A N/A good N/A N/A N/A print N/A trees N/A 0 N/A N/A print N/A trees N/A 1 N/A N/A print *** N/A N/A N/A N/A theano printing debugprint N/A compute_mul N/A trees N/A 0 N/A N/A print *** N/A N/A N/A N/A theano printing debugprint N/A compute_mul N/A trees N/A 1 N/A good N/A N/A N/A ok N/A N/A sigmoid x N/A exp N/A x N/A sigmoid N/A x N/A N/A ok N/A N/A N/A x N/A sigmoid x N/A N/A y N/A -1 z N/A exp N/A x N/A N/A N/A x N/A sigmoid N/A x N/A y N/A -1 z N/A N/A ok N/A N/A N/A N/A sigmoid N/A x N/A N/A N/A exp y N/A N/A N/A N/A exp N/A z 3 N/A N/A exp x N/A N/A N/A y 2 N/A N/A N/A N/A sigmoid N/A y N/A z t N/A exp z N/A sigmoid z N/A N/A sigmoid x N/A N/A N/A sigmoid x N/A N/A N/A N/A sigmoid y N/A N/A N/A sigmoid N/A z 3 N/A N/A y 2 N/A N/A z t N/A exp z N/A N/A sigmoid x N/A N/A ok N/A N/A N/A exp N/A x N/A N/A exp N/A x N/A N/A N/A sigmoid x N/A N/A sigmoid x N/A N/A N/A sigmoid N/A x N/A sigmoid N/A x N/A N/A ok N/A N/A N/A N/A exp x N/A N/A sigmoid N/A x N/A N/A exp N/A x N/A N/A sigmoid N/A x N/A test_grad_log1msigm N/A N/A self N/A N/A N/A x N/A N/A tensor matrix x N/A lr N/A N/A tensor scalar lr N/A s N/A sigmoid x N/A l N/A N/A T log N/A 1 s N/A c N/A N/A l mean N/A ux N/A x N/A lr N/A N/A theano grad c x N/A mode N/A N/A self get_mode N/A N/A N/A isinstance mode N/A N/A theano compile DebugMode N/A N/A f N/A N/A theano function N/A x lr ux mode mode N/A ux_v N/A f N/A N/A 50 0.1 N/A N/A N/A N/A numpy isnan ux_v N/A test_local_ultra_fast_sigmoid N/A N/A self N/A N/A N/A x N/A N/A tensor matrix x N/A s N/A sigmoid x N/A mode N/A N/A self get_mode local_ultra_fast_sigmoid N/A f N/A N/A theano function N/A x s mode mode N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A len topo 1 N/A N/A N/A N/A topo N/A 0 op sigmoid N/A mode N/A N/A N/A N/A self get_mode including local_ultra_fast_sigmoid N/A f N/A N/A theano function N/A x s mode mode N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A N/A topo N/A 0 op ultra_fast_sigmoid N/A N/A N/A len topo 1 N/A ux_v N/A f N/A N/A -50 -10 -4 -1 0 1 4 10 50 N/A test_local_hard_sigmoid N/A N/A self N/A N/A N/A x N/A N/A tensor matrix x N/A s N/A sigmoid x N/A mode N/A N/A self get_mode local_hard_sigmoid N/A f N/A N/A theano function N/A x s mode mode N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A N/A topo N/A 0 op sigmoid N/A N/A N/A len topo 1 N/A mode N/A N/A N/A N/A self get_mode including local_hard_sigmoid N/A f N/A N/A theano function N/A x s mode mode N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A len topo 1 N/A N/A N/A any N/A N/A N/A n op sigmoid N/A n topo N/A ux_v N/A f N/A N/A -50 -10 -4 -1 0 1 4 10 50 N/A N/A T_softplus_opts N/A N/A unittest TestCase N/A setUp N/A N/A self N/A N/A N/A N/A N/A N/A theano config mode FAST_COMPILE N/A N/A m N/A N/A N/A N/A N/A N/A theano compile mode get_mode FAST_RUN excluding local_elemwise_fusion N/A N/A m N/A N/A N/A N/A N/A N/A theano compile mode get_default_mode excluding local_elemwise_fusion N/A N/A self m m N/A N/A N/A utt seed_rng N/A test_logsigm_to_softplus N/A N/A self N/A N/A N/A x N/A N/A T vector N/A out N/A N/A T log N/A sigmoid x N/A f N/A N/A theano function N/A x out mode N/A self m N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A len topo 3 N/A N/A isinstance N/A N/A N/A topo N/A 0 op scalar_op N/A N/A theano scalar Neg N/A N/A isinstance N/A N/A N/A topo N/A 1 op scalar_op N/A N/A N/A N/A theano tensor nnet sigm ScalarSoftplus N/A N/A isinstance N/A N/A N/A topo N/A 2 op scalar_op N/A N/A theano scalar Neg N/A N/A f N/A N/A N/A N/A N/A numpy random rand 54 astype N/A config floatX N/A test_log1msigm_to_softplus N/A N/A self N/A N/A N/A x N/A N/A T matrix N/A out N/A N/A T log N/A 1 N/A sigmoid x N/A f N/A N/A theano function N/A x out mode N/A self m N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A len topo 2 N/A N/A isinstance N/A N/A N/A topo N/A 0 op scalar_op N/A N/A N/A N/A theano tensor nnet sigm ScalarSoftplus N/A N/A isinstance N/A N/A N/A topo N/A 1 op scalar_op N/A N/A theano scalar Neg N/A N/A f N/A N/A N/A N/A N/A numpy random rand 54 11 astype N/A config floatX N/A out N/A N/A T log N/A 1 N/A N/A T flatten N/A sigmoid x N/A f N/A N/A theano function N/A x out mode N/A self m N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A len topo 3 N/A N/A N/A tensor is_flat N/A N/A N/A topo N/A 0 outputs N/A 0 N/A N/A isinstance N/A N/A N/A topo N/A 1 op scalar_op N/A N/A N/A N/A theano tensor nnet sigm ScalarSoftplus N/A N/A isinstance N/A N/A N/A topo N/A 2 op scalar_op N/A N/A theano scalar Neg N/A N/A f N/A N/A N/A N/A N/A numpy random rand 54 11 astype N/A config floatX N/A out N/A N/A T log N/A 1 N/A N/A N/A sigmoid x reshape N/A N/A x size N/A f N/A N/A theano function N/A x out mode N/A self m N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A any N/A N/A isinstance N/A node op N/A T Reshape N/A node topo N/A N/A any N/A N/A isinstance N/A getattr N/A node op scalar_op None N/A N/A N/A N/A theano tensor nnet sigm ScalarSoftplus N/A node topo N/A N/A f N/A N/A N/A N/A N/A numpy random rand 54 11 astype N/A config floatX N/A test_log1pexp_to_softplus N/A N/A self N/A N/A N/A m N/A N/A theano config mode N/A N/A m FAST_COMPILE N/A N/A m FAST_RUN N/A x N/A N/A T vector N/A out N/A N/A T log N/A 1 N/A N/A T exp x N/A f N/A N/A theano function N/A x out mode N/A self m N/A topo N/A N/A N/A N/A f maker fgraph toposort N/A N/A N/A len topo 1 N/A N/A isinstance N/A N/A N/A topo N/A 0 op scalar_op N/A N/A N/A N/A theano tensor nnet sigm ScalarSoftplus N/A N/A f N/A N/A N/A N/A N/A numpy random rand 54 astype N/A config floatX N/A N/A T_sigmoid_utils N/A N/A unittest TestCase N/A N/A 
    Test utility functions found in 'sigm.py'.
     test_compute_mul N/A N/A self N/A N/A N/A N/A x y z N/A N/A tensor vectors x y z N/A tree N/A N/A x y N/A z N/A mul_tree N/A parse_mul_tree tree N/A N/A N/A parse_mul_tree N/A compute_mul mul_tree mul_tree N/A N/A N/A N/A N/A theano gof graph is_same_graph N/A compute_mul N/A parse_mul_tree tree tree N/A test_parse_mul_tree N/A N/A self N/A N/A N/A N/A x y z N/A N/A tensor vectors x y z N/A N/A N/A parse_mul_tree N/A x y N/A False N/A N/A False x N/A False y N/A N/A N/A parse_mul_tree N/A N/A x y N/A True N/A N/A False x N/A False y N/A N/A N/A parse_mul_tree N/A N/A x y N/A False N/A N/A True x N/A False y N/A N/A N/A parse_mul_tree N/A x N/A True x N/A N/A N/A parse_mul_tree N/A N/A x y N/A z N/A False N/A N/A False N/A N/A False x N/A False y N/A True z N/A test_is_1pexp N/A N/A self N/A N/A N/A backup N/A N/A config warn identify_1pexp_bug N/A N/A N/A config warn identify_1pexp_bug False N/A N/A N/A x N/A N/A tensor vector x N/A exp N/A tensor exp N/A N/A N/A is_1pexp N/A 1 N/A exp x N/A False x N/A N/A N/A is_1pexp N/A N/A exp x 1 N/A False x N/A N/A neg exp_arg N/A imap is_1pexp N/A N/A 1 N/A exp N/A x N/A N/A exp N/A x 1 N/A N/A N/A N/A neg N/A N/A N/A N/A theano gof graph is_same_graph exp_arg N/A x N/A N/A N/A is_1pexp N/A 1 N/A exp x None N/A N/A N/A is_1pexp N/A 2 N/A exp x None N/A N/A N/A is_1pexp N/A N/A exp x 2 None N/A N/A N/A is_1pexp N/A N/A exp x 1 None N/A N/A N/A is_1pexp N/A -1 N/A exp x None N/A N/A N/A is_1pexp N/A 1 N/A 2 N/A exp x None N/A N/A N/A N/A config warn identify_1pexp_bug backup N/A N/A