Index

A

a (utensil.loopflow.functions.Add attribute) (utensil.loopflow.functions.basic.Add attribute) (utensil.loopflow.functions.basic.Equal attribute) (utensil.loopflow.functions.basic.GreaterEqual attribute) (utensil.loopflow.functions.basic.GreaterThan attribute) (utensil.loopflow.functions.basic.LessEqual attribute) (utensil.loopflow.functions.basic.LessThan attribute) (utensil.loopflow.functions.Equal attribute) (utensil.loopflow.functions.GreaterEqual attribute) (utensil.loopflow.functions.GreaterThan attribute) (utensil.loopflow.functions.LessEqual attribute) (utensil.loopflow.functions.LessThan attribute)

Add (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic)

B

base_seed (utensil.random_search.SeededConfig attribute) BaseNode (class in utensil.loopflow.loopflow) BaseNodeProcess (class in utensil.loopflow.loopflow)

BooleanParam (class in utensil.random_search) BraceString (class in utensil.general.logger) build() (utensil.loopflow.loopflow.NodeProcessBuilder method)

C

c (utensil.loopflow.functions.basic.ConditionValue attribute) camel_to_snake() (in module utensil.loopflow.loopflow) ChangeTypeTo (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) children (utensil.loopflow.loopflow.NodeProcessMeta attribute) choice (utensil.random_search.RandomizedChoices attribute) chunks() (in module utensil) (in module utensil.general)

cid (utensil.random_search.SeededConfig attribute) config (utensil.random_search.SeededConfig attribute) config_temp (utensil.random_search.SeededConfig attribute) connector_info (utensil.constant.connector_info.ConnectorPoolInformation attribute) ConnectorInformation (class in utensil.constant.connector_info) ConnectorPoolInformation (class in utensil.constant.connector_info) create_randomized_param() (utensil.random_search.RandomizedParam class method)

D

database (utensil.constant.connector_info.ConnectorInformation attribute) Dataset (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) dataset (utensil.loopflow.functions.dataflow.Score attribute) (utensil.loopflow.functions.Score attribute) datefmt (utensil.general.logger.LoggerConfig attribute) Default (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic)

default (utensil.loopflow.functions.basic.Default attribute) (utensil.loopflow.functions.Default attribute) default_node_process_function_name() (in module utensil.loopflow.loopflow) dformat (utensil.loopflow.functions.dataflow.LoadData attribute) (utensil.loopflow.functions.LoadData attribute) dispatch (utensil.random_search.RandomizedDispatcher attribute) do_training() (utensil.random_search.RandomSearch method) Dummy (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic)

E

end_q (utensil.loopflow.loopflow.NodeProcessMeta attribute) Equal (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic)

ExponentialBetweenParam (class in utensil.random_search) export (utensil.loopflow.loopflow.NodeProcessMeta attribute)

F

Feature (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) feature (utensil.loopflow.functions.dataflow.GetFeature attribute) (utensil.loopflow.functions.GetFeature attribute) Features (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) features (utensil.loopflow.functions.dataflow.Dataset attribute) (utensil.loopflow.functions.dataflow.LoadData attribute) (utensil.loopflow.functions.Dataset attribute) (utensil.loopflow.functions.LoadData attribute) filter_by (utensil.loopflow.functions.dataflow.FilterRows attribute) (utensil.loopflow.functions.FilterRows attribute)

FilterRows (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) Flow (class in utensil.loopflow.loopflow) flow_condition (utensil.loopflow.loopflow.ParentSpecifier attribute) flow_use (utensil.loopflow.loopflow.ParentSpecifier attribute) flows (utensil.loopflow.loopflow.ParentSpecifier attribute) format (utensil.general.logger.LoggerConfig attribute) from_config_template() (utensil.random_search.SeededConfig class method) from_random() (utensil.random_search.BooleanParam method) (utensil.random_search.ExponentialBetweenParam method) (utensil.random_search.RandomizedChoices method) (utensil.random_search.RandomizedParam method) (utensil.random_search.UniformBetweenParam method)

G

get_config() (utensil.random_search.RandomizedConfig method) get_connector_pool_info() (in module utensil.constant.connector_info) get_logger() (in module utensil) (in module utensil.general.logger) get_xy() (utensil.random_search.RandomSearch method) GetFeature (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow)

GetTarget (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) GreaterEqual (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic) GreaterThan (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic)

H

handlers (utensil.general.logger.LoggerConfig attribute)

I

init_state (utensil.loopflow.functions.dataflow.ParameterSearch attribute) (utensil.loopflow.functions.ParameterSearch attribute)

ip (utensil.constant.connector_info.ConnectorInformation attribute)

K

key_names (utensil.random_search.RandomizedDispatcher attribute)

L

left (utensil.random_search.ExponentialBetweenParam attribute) (utensil.random_search.UniformBetweenParam attribute) LessEqual (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic) LessThan (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.basic) level (utensil.general.logger.LoggerConfig attribute)

LinearNormalize (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) LoadData (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) LoggerConfig (class in utensil.general.logger) lower (utensil.loopflow.functions.dataflow.LinearNormalize attribute) (utensil.loopflow.functions.LinearNormalize attribute)

M

main() (utensil.loopflow.functions.Add method) (utensil.loopflow.functions.basic.Add method) (utensil.loopflow.functions.basic.Default method) (utensil.loopflow.functions.basic.Dummy method) (utensil.loopflow.functions.basic.Equal method) (utensil.loopflow.functions.basic.GreaterEqual method) (utensil.loopflow.functions.basic.GreaterThan method) (utensil.loopflow.functions.basic.LessEqual method) (utensil.loopflow.functions.basic.LessThan method) (utensil.loopflow.functions.ChangeTypeTo method) (utensil.loopflow.functions.dataflow.ChangeTypeTo method) (utensil.loopflow.functions.dataflow.FilterRows method) (utensil.loopflow.functions.dataflow.GetFeature method) (utensil.loopflow.functions.dataflow.GetTarget method) (utensil.loopflow.functions.dataflow.LinearNormalize method) (utensil.loopflow.functions.dataflow.LoadData method) (utensil.loopflow.functions.dataflow.MakeDataset method) (utensil.loopflow.functions.dataflow.MakeModel method) (utensil.loopflow.functions.dataflow.MergeFeatures method) (utensil.loopflow.functions.dataflow.ParameterSearch method) (utensil.loopflow.functions.dataflow.Predict method) (utensil.loopflow.functions.dataflow.SamplingRows method) (utensil.loopflow.functions.dataflow.Score method) (utensil.loopflow.functions.dataflow.Train method) (utensil.loopflow.functions.Default method) (utensil.loopflow.functions.Dummy method) (utensil.loopflow.functions.Equal method) (utensil.loopflow.functions.FilterRows method) (utensil.loopflow.functions.GetFeature method) (utensil.loopflow.functions.GetTarget method) (utensil.loopflow.functions.GreaterEqual method) (utensil.loopflow.functions.GreaterThan method) (utensil.loopflow.functions.LessEqual method) (utensil.loopflow.functions.LessThan method) (utensil.loopflow.functions.LinearNormalize method) (utensil.loopflow.functions.LoadData method) (utensil.loopflow.functions.MakeDataset method) (utensil.loopflow.functions.MakeModel method) (utensil.loopflow.functions.MergeFeatures method) (utensil.loopflow.functions.ParameterSearch method) (utensil.loopflow.functions.Predict method) (utensil.loopflow.functions.SamplingRows method) (utensil.loopflow.functions.Score method) (utensil.loopflow.functions.Train method) (utensil.loopflow.loopflow.NodeProcessFunction method)

MakeDataset (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) MakeModel (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) MergeFeatures (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) method (utensil.loopflow.functions.dataflow.MakeModel attribute) (utensil.loopflow.functions.MakeModel attribute) methods (utensil.loopflow.functions.dataflow.Score attribute) (utensil.loopflow.functions.Score attribute) MISSING (in module utensil.loopflow.functions.basic) Model (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) model_scores_to_csv() (utensil.random_search.RandomSearch method) module utensil utensil.constant utensil.constant.connector_info utensil.general utensil.general.logger utensil.loopflow utensil.loopflow.functions utensil.loopflow.functions.basic utensil.loopflow.functions.dataflow utensil.loopflow.loopflow utensil.random_search

N

ncols (utensil.loopflow.functions.dataflow.Dataset property) (utensil.loopflow.functions.Dataset property) Node (class in utensil.loopflow.loopflow) node_name (utensil.loopflow.loopflow.NodeProcessMeta attribute) (utensil.loopflow.loopflow.ParentSpecifier attribute) NodeProcess (class in utensil.loopflow.loopflow)

NodeProcessBuilder (class in utensil.loopflow.loopflow) NodeProcessFunction (class in utensil.loopflow.loopflow) NodeProcessMeta (class in utensil.loopflow.loopflow) nrows (utensil.loopflow.functions.dataflow.Dataset property) (utensil.loopflow.functions.Dataset property) number (utensil.loopflow.functions.dataflow.SamplingRows attribute) (utensil.loopflow.functions.SamplingRows attribute)

O

open_utf8() (in module utensil.general)

otype (utensil.random_search.ExponentialBetweenParam attribute) (utensil.random_search.UniformBetweenParam attribute)

P

ParameterSearch (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) Parents (class in utensil.loopflow.loopflow) ParentSpecifier (class in utensil.loopflow.loopflow) ParentSpecifiers (class in utensil.loopflow.loopflow) parse() (utensil.loopflow.loopflow.Flow class method) (utensil.loopflow.loopflow.Node class method) (utensil.loopflow.loopflow.NodeProcessFunction class method) (utensil.loopflow.loopflow.Parents class method) (utensil.loopflow.loopflow.ParentSpecifier class method) (utensil.loopflow.loopflow.ParentSpecifiers class method) (utensil.loopflow.loopflow.Triggers class method) parse_log_level() (in module utensil.general.logger)

parse_yaml() (utensil.loopflow.loopflow.Flow class method) pds (utensil.constant.connector_info.ConnectorInformation attribute) pool_size (utensil.constant.connector_info.ConnectorPoolInformation attribute) port (utensil.constant.connector_info.ConnectorInformation attribute) Predict (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) predict() (utensil.loopflow.functions.dataflow.Model method) (utensil.loopflow.functions.dataflow.SklearnModel method) (utensil.loopflow.functions.Model method) (utensil.loopflow.functions.SklearnModel method) process() (utensil.general.logger.StyleAdapter method) process_funcs (utensil.loopflow.loopflow.NodeProcessMeta attribute) push() (utensil.loopflow.loopflow.Node method)

R

random_seed (utensil.loopflow.functions.dataflow.SamplingRows attribute) (utensil.loopflow.functions.SamplingRows attribute) RandomizedChoices (class in utensil.random_search) RandomizedConfig (class in utensil.random_search) RandomizedDispatcher (class in utensil.random_search) RandomizedParam (class in utensil.random_search) RandomSearch (class in utensil.random_search) ratio (utensil.loopflow.functions.dataflow.SamplingRows attribute) (utensil.loopflow.functions.SamplingRows attribute) register_node_process_functions() (in module utensil.loopflow.loopflow)

replace (utensil.loopflow.functions.dataflow.SamplingRows attribute) (utensil.loopflow.functions.SamplingRows attribute) reset_node_process_functions() (in module utensil.loopflow.loopflow) result_q (utensil.loopflow.loopflow.NodeProcessMeta attribute) return_rest (utensil.loopflow.functions.dataflow.SamplingRows attribute) (utensil.loopflow.functions.SamplingRows attribute) right (utensil.random_search.ExponentialBetweenParam attribute) (utensil.random_search.UniformBetweenParam attribute) run() (utensil.loopflow.loopflow.Node method) (utensil.loopflow.loopflow.NodeProcess method)

S

SamplingRows (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) Score (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) search_map (utensil.loopflow.functions.dataflow.ParameterSearch attribute) (utensil.loopflow.functions.ParameterSearch attribute) seed (utensil.loopflow.functions.dataflow.ParameterSearch attribute) (utensil.loopflow.functions.ParameterSearch attribute)

seed_r (utensil.random_search.SeededConfig attribute) SeededConfig (class in utensil.random_search) SklearnModel (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) start() (utensil.loopflow.loopflow.Flow method) stratified (utensil.loopflow.functions.dataflow.SamplingRows attribute) (utensil.loopflow.functions.SamplingRows attribute) style (utensil.general.logger.LoggerConfig attribute) StyleAdapter (class in utensil.general.logger)

T

Target (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) target (utensil.loopflow.functions.dataflow.Dataset attribute) (utensil.loopflow.functions.dataflow.LoadData attribute) (utensil.loopflow.functions.Dataset attribute) (utensil.loopflow.functions.LoadData attribute) to_dict() (utensil.random_search.RandomizedConfig method) to_plain_dict() (utensil.random_search.RandomizedConfig method) to_type (utensil.loopflow.functions.ChangeTypeTo attribute) (utensil.loopflow.functions.dataflow.ChangeTypeTo attribute)

Train (class in utensil.loopflow.functions) (class in utensil.loopflow.functions.dataflow) train() (utensil.loopflow.functions.dataflow.Model method) (utensil.loopflow.functions.dataflow.SklearnModel method) (utensil.loopflow.functions.Model method) (utensil.loopflow.functions.SklearnModel method) (utensil.random_search.RandomSearch method) trigger() (utensil.loopflow.loopflow.Node method) triggerings (utensil.loopflow.loopflow.NodeProcessMeta attribute) Triggers (class in utensil.loopflow.loopflow) TriggerToken (class in utensil.loopflow.loopflow)

U

UniformBetweenParam (class in utensil.random_search) upper (utensil.loopflow.functions.dataflow.LinearNormalize attribute) (utensil.loopflow.functions.LinearNormalize attribute) url (utensil.loopflow.functions.dataflow.LoadData attribute) (utensil.loopflow.functions.LoadData attribute) user (utensil.constant.connector_info.ConnectorInformation attribute) utensil module utensil.constant module utensil.constant.connector_info module utensil.general module

utensil.general.logger module utensil.loopflow module utensil.loopflow.functions module utensil.loopflow.functions.basic module utensil.loopflow.functions.dataflow module utensil.loopflow.loopflow module utensil.random_search module

V

v (utensil.loopflow.functions.basic.ConditionValue attribute)

verbose (utensil.constant.connector_info.ConnectorPoolInformation attribute)

W

warn_left_keys() (in module utensil.general)