def __init__(self,
data_url=None,
alias_url=None,
alias_map=None,
label_attribute=None,
ignore_words=list(),
reserve_words=list(),
dependency_parser_config=None,
verbose=False):
# inputs
self.data_url = data_url
self.alias_url = alias_url
self.alias_map = alias_map
self.label_attribute = label_attribute
self.ignore_words = ignore_words
self.reserve_words = reserve_words
self.verbose = verbose
# outputs
self.execution_durations = dict()
self.query_raw = None
self.query_processed = ""
self.query_tokens = list()
self.query_ngrams = dict()
self.extracted_vis_type = None
self.extracted_vis_token = None
self.extracted_tasks = OrderedDict()
self.extracted_attributes = OrderedDict()
self.vis_list = None
self.dependencies = list()
# Load constants: thresholds, mappings, scores
self.vis_keyword_map = constants.vis_keyword_map
self.task_keyword_map = constants.task_keyword_map
self.match_scores = constants.match_scores
self.match_thresholds = constants.match_thresholds
# Others
self.dialog = False
self.debug = False
# initialize porter stemmer instance
self.porter_stemmer_instance = PorterStemmer()
# Set the dependency parser
self.dependency_parser = None
self.dependency_parser_instance = None
self.set_dependency_parser(dependency_parser_config)
# Internal Class Instances
self.data_genie_instance = DataGenie(
self) # initialize a DataGenie instance.
self.query_genie_instance = QueryGenie(
self) # initialize a QueryGenie instance.
self.attribute_genie_instance = AttributeGenie(
self) # initialize a AttributeGenie instance.
self.task_genie_instance = TaskGenie(
self) # initialize a TaskGenie instance.
self.vis_genie_instance = VisGenie(
self) # initialize a VisGenie instance.
def __init__(self,
data_url=None,
data_value=None,
alias_url=None,
alias_value=None,
label_attribute=None,
ignore_words=list(),
reserve_words=list(),
dependency_parser_config=None,
thresholds=None,
importance_scores=None,
attribute_datatype=None,
verbose=False,
debug=False):
# inputs
self.data_url = data_url
self.data_value = data_value
self.alias_url = alias_url
self.alias_value = alias_value
self.label_attribute = label_attribute
self.ignore_words = ignore_words
self.reserve_words = reserve_words
self.dependency_parser_config = dependency_parser_config
self.verbose = verbose
self.debug = debug
# Load constants: thresholds, mappings, scores
self.vis_keyword_map = constants.vis_keyword_map
self.task_keyword_map = constants.task_keyword_map
self.match_scores = constants.match_scores
self.match_thresholds = constants.match_thresholds
# Initialize intermediate/output variables
self.execution_durations = dict()
self.query_raw = None
self.query_processed = ""
self.query_for_task_inference = ""
self.query_tokens = list()
self.query_ngrams = dict()
self.extracted_vis_type = None
self.extracted_vis_token = None
self.extracted_tasks = OrderedDict()
self.extracted_attributes = OrderedDict()
self.vis_list = None
self.dependencies = list()
self.dependency_parser = None
self.dependency_parser_instance = None
# Others
self.dialog = False
# initialize porter stemmer instance
self.porter_stemmer_instance = PorterStemmer()
# Initialize internal Class Instances
self.data_genie_instance = DataGenie(
self) # initialize a DataGenie instance.
self.query_genie_instance = QueryGenie(
self) # initialize a QueryGenie instance.
self.attribute_genie_instance = AttributeGenie(
self) # initialize a AttributeGenie instance.
self.task_genie_instance = TaskGenie(
self) # initialize a TaskGenie instance.
self.vis_genie_instance = VisGenie(
self) # initialize a VisGenie instance.
# Set the dependency parser if config is not None
if self.dependency_parser_config is not None:
self.set_dependency_parser(dependency_parser_config)
# Set the thresholds, e.g., string matching
if thresholds is not None:
self.set_thresholds(thresholds=thresholds)
# Set the importance scores, i.e., weights assigned to different ways in which attributes, tasks, and vis are detected/inferred.
if importance_scores is not None:
self.set_importance_scores(scores=importance_scores)
# Override the attribute datatypes
if attribute_datatype is not None:
self.set_attribute_datatype(attr_type_obj=attribute_datatype)