Module ImportFrom alias alias ImportFrom alias ImportFrom alias ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam NameParam NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Call NameLoad AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Return Call AttributeLoad AttributeLoad NameLoad attr attr Call AttributeLoad NameLoad attr NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore AttributeLoad NameLoad attr For NameStore NameLoad body If CompareIs AttributeLoad NameLoad attr NameLoad body Assign AttributeStore NameLoad attr NameStore Dict Assign NameStore AttributeLoad NameLoad attr For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr body Assign SubscriptStore NameLoad Index TupleLoad Num NameLoad NameLoad Call NameLoad Call NameLoad Call NameLoad Num NameLoad NameLoad keyword NameLoad For NameStore Call NameLoad Num AttributeLoad NameLoad attr body For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr body For TupleStore NameStore NameStore Call AttributeLoad NameLoad attr body Assign SubscriptStore NameLoad Index TupleLoad NameLoad NameLoad NameLoad Call NameLoad Call NameLoad Call NameLoad NameLoad NameLoad NameLoad keyword NameLoad If CompareIs AttributeLoad NameLoad attr NameLoad body Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr NameLoad Call NameLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call NameLoad Assign NameStore Call NameLoad For NameStore NameLoad body Expr Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call NameLoad Num NameLoad SubscriptLoad NameLoad Index Num Expr Call AttributeLoad NameLoad attr GeneratorExp NameLoad comprehension NameStore Call NameLoad Num AttributeLoad NameLoad attr comprehension NameStore Call NameLoad NameLoad SubscriptLoad NameLoad Index BinOpSub NameLoad Num SubscriptLoad NameLoad Index NameLoad Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Return TupleLoad NameLoad NameLoad decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Assign AttributeStore NameLoad attr Call NameLoad NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call NameLoad NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Expr Str For NameStore AttributeLoad SubscriptLoad AttributeLoad NameLoad attr Index NameLoad attr body Expr Yield BinOpMod Str TupleLoad NameLoad NameLoad Expr Yield BinOpMod Str NameLoad Expr Yield BinOpMod Str TupleLoad NameLoad NameLoad decorator_list decorator_list
N/A numpy fromiter int32 arsenal.alphabet Alphabet crf CRF StringCRF N/A CRF N/A N/A 
    Conditional Random Field (CRF) for linear-chain structured models with
    string-valued labels and features.
     __init__ N/A N/A self label_alphabet feature_alphabet N/A N/A N/A N/A self label_alphabet label_alphabet N/A N/A self feature_alphabet feature_alphabet N/A N/A N/A CRF __init__ self N/A len N/A self label_alphabet N/A len N/A self feature_alphabet N/A __call__ N/A N/A self x N/A N/A N/A N/A N/A N/A self label_alphabet lookup_many N/A N/A CRF __call__ self x N/A preprocess N/A N/A self data N/A N/A N/A 
        preprocessing hook which caches the ``feature_table`` and ``target_features``
        attributes of a Instance.
         N/A A N/A N/A self feature_alphabet map N/A L N/A self label_alphabet N/A x data N/A N/A N/A N/A x feature_table None N/A N/A N/A x feature_table f N/A N/A F N/A x F N/A N/A i y N/A N/A L enum N/A N/A N/A f N/A N/A 0 None i N/A fromiter N/A A N/A F 0 None y dtype int32 N/A t N/A xrange 1 N/A x N N/A N/A N/A j y N/A N/A L enum N/A N/A N/A i yp N/A N/A L enum N/A N/A N/A f N/A N/A t i j N/A fromiter N/A A N/A F t yp y dtype int32 N/A N/A N/A x target_features None N/A N/A N/A x target_features N/A N/A self path_features x N/A list N/A N/A L map N/A x truth N/A N/A build_domain N/A N/A data N/A N/A N/A 
    Do feature extraction to determine the set of *supported* featues, i.e.
    those active in the ground truth configuration and active labels. This
    function will each features and label an integer.
     N/A L N/A Alphabet N/A A N/A Alphabet N/A x data N/A N/A N/A N/A L add_many N/A x truth N/A F N/A x F N/A path N/A x truth N/A N/A N/A A add_many N/A F 0 None N/A path N/A 0 N/A N/A N/A A add_many N/A k N/A t N/A xrange 1 N/A x N N/A k N/A F t N/A path N/A N/A t 1 N/A path N/A t N/A N/A N/A L freeze N/A N/A N/A A stop_growth N/A N/A L A N/A Instance N/A object N/A __init__ N/A N/A self s truth N/A None N/A N/A N/A self sequence N/A list s N/A N/A self truth truth N/A N/A self N N/A len s N/A N/A self feature_table None N/A N/A self target_features None N/A F N/A N/A self t yp y N/A N/A N/A  Create the vector of active indicies for this label setting.  N/A f N/A N/A N/A self sequence N/A t attributes N/A N/A N/A N/A [%s,%s] N/A y f N/A N/A N/A [%s] y N/A N/A N/A [%s,%s] N/A yp y N/A N/A