Index

_

__call__() (Agg method) (ArgParser method) (Assign method) (AsTensor method) (AsType method) (Cat method) (ColumnMapper method) (ColumnSelector method) (ColumnsSelector method) (Compile method) (Create method) (Curry method) (DataFrame2Gbq method) (DataFrame2S3Parquet method) (Drop method), [1] (DropNA method) (EnvParser method) (EpochCallback method) (EpochPrinter method) (Fallback method) (Filter method), [1] (Fork method) (FormFiller method) (FromPandas method) (GbqDataset method) (GbqQuery method) (GbqQuery2DataFrame method) (GbqQuery2GcsParquet method) (Gcs method) (GcsBucket method) (GcsDir2LocalDir method) (GcsParquet2DataFrame method) (GroupBy method), [1] (GroupByAgg method) (GroupByApply method) (GroupByDynamic method) (Importer method) (Join method), [1] (JsonObject method) (JsonObjects method) (JsonReader method) (JsonWriter method) (LinearCosine method) (LinearExponential method) (LinearInverse method) (Lower method) (Map method) (Maybe method) (ModelLoader method) (ModelSaver method) (ParquetReader method) (ParquetWriter method) (Partial method) (PassThroughFileLogger.Log method) (PassThroughJsonLogger.Log method) (PassThroughStdLogger.Log method) (Pipe method) (ProcessFork method) (ProcessMap method) (Reduce method) (Rename method) (ResetIndex method) (RollingGroupByApply method) (RollingWindow method) (Route method) (RowsSelector method) (S3 method) (S3Bucket method) (S3Parquet2DataFrame method) (Safe method) (Select method) (SetIndex method) (Sort method) (SortValues method) (Split method) (StateLoader method) (StateSaver method) (StepCallback method) (StepPrinter method) (Sum method) (TemplateRenderer method) (TextResourceLoader method) (ThreadFork method) (ThreadMap method) (To method) (TomlReader method) (TomlWriter method) (ToPandas method) (TrainCallback method) (TrainDataBase method) (TrainPrinter method) (ValuesGetter method) (WithColumns method) (YamlParser method) (YamlReader method) (YamlWriter method)

_name() (ArgRepr static method) (IndentRepr static method)

A

ActivatedBlock (class in swak.pt.blocks) ActivatedConcatMixer (class in swak.pt.mix) ActivatedEmbedder (class in swak.pt.embed) ActivatedGatedBlock (class in swak.pt.blocks) ActivatedHiddenBlock (class in swak.pt.blocks) ActivatedSumMixer (class in swak.pt.mix.weighted) adjust_batches_for() (TrainDataBase method) adjust_n_for() (TrainDataBase method) Agg (class in swak.pd) api_repr (GbqDataset property) APPEND (IfExists attribute) apply() (in module swak.funcflow) ArgParser (class in swak.cli) ArgRepr (class in swak.misc) as_datetime (FlexiDate property)

as_df (JsonObjects property) as_dtype (CustomField property) (FlexiDate property) (FlexiTime property) (JsonObject property) (JsonObjects property) as_json (CustomField property) (FlexiDate property) (FlexiTime property) (JsonObject property) (JsonObjects property) as_series (JsonObject property) asctime() (JsonStreamHandler static method) Assign (class in swak.pd) AsTensor (class in swak.pt.create) AsType (class in swak.pd)

B

basics (JsonStreamHandler property) Bears (class in swak.misc)

BetaBernoulliLoss (class in swak.pt.losses) Billing (class in swak.cloud.gcp) Block (class in swak.pt.types)

C

Cat (class in swak.pt.misc) CategoricalEmbedder (class in swak.pt.embed) chunk_bytes (GcsDir2LocalDir property) (GcsParquet2DataFrame property) client (Gcs property) (S3 property) close() (EpochCallback method) (EpochPrinter method) (StepCallback method) (StepPrinter method) Collation (class in swak.cloud.gcp) ColumnMapper (class in swak.pd) ColumnSelector (class in swak.pd) ColumnsSelector (class in swak.pd)

Compile (class in swak.pt.misc) config (S3Bucket property) ConstantSumMixer (class in swak.pt.mix.weighted) counter (InMemory property) (OnDisk property) Create (class in swak.pt.create) critical() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method) Curry (class in swak.funcflow) CustomField (class in swak.jsonobject.fields)

D

DataFrame2Gbq (class in swak.cloud.gcp) DataFrame2S3Parquet (class in swak.cloud.aws) debug() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method) DEFAULT_FMT (loggers attribute) (misc attribute)

device (LazyCatDim0 property) dim (CategoricalEmbedder property) (GatedHiddenBlock property) (NumericalEmbedder property) Drop (class in swak.pd) (class in swak.pl) DropNA (class in swak.pd) dtype (LazyCatDim0 property)

E

EnvParser (class in swak.cli) EpochCallback (class in swak.pt.train) EpochPrinter (class in swak.pt.train) error() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method)

eval() (XEntropyLoss method)

F

FAIL (IfExists attribute) Fallback (class in swak.funcflow) FeatureEmbedder (class in swak.pt.embed) features (CategoricalEmbedder property) (NumericalEmbedder property) FileLogger (class in swak.misc) Filter (class in swak.funcflow) (class in swak.pl) Finalizer (class in swak.pt.misc) FlexiDate (class in swak.jsonobject.fields) FlexiTime (class in swak.jsonobject.fields) Fork (class in swak.funcflow) format() (JsonStreamHandler method) FormFiller (class in swak.text.interpolate) forward() (ActivatedBlock method) (ActivatedConcatMixer method) (ActivatedEmbedder method) (ActivatedGatedBlock method) (ActivatedHiddenBlock method) (ActivatedSumMixer method) (BetaBernoulliLoss method) (CategoricalEmbedder method) (ConstantSumMixer method) (FeatureEmbedder method) (Finalizer method) (GammaLoss method) (GatedBlock method) (GatedConcatMixer method) (GatedEmbedder method) (GatedHiddenBlock method) (GatedResidualBlock method) (GatedResidualConcatMixer method) (GatedResidualEmbedder method) (GatedResidualSumMixer method) (GatedSumMixer method) (Identity method) (NegativeBinomialFinalizer method) (NegativeBinomialLoss method) (NumericalEmbedder method) (Repeat method) (RMSELoss method) (SkipConnection method) (StudentLoss method) (TweedieLoss method) (VariableSumMixer method)

from_dataframe() (in module swak.pt.create) FromPandas (class in swak.pl)

G

GammaLoss (class in swak.pt.losses) GatedBlock (class in swak.pt.blocks) GatedConcatMixer (class in swak.pt.mix) GatedEmbedder (class in swak.pt.embed) GatedHiddenBlock (class in swak.pt.blocks) GatedResidualBlock (class in swak.pt.blocks) GatedResidualConcatMixer (class in swak.pt.mix) GatedResidualEmbedder (class in swak.pt.embed) GatedResidualSumMixer (class in swak.pt.mix.weighted) GatedSumMixer (class in swak.pt.mix.weighted) GbqDataset (class in swak.cloud.gcp) GbqQuery (class in swak.cloud.gcp)

GbqQuery2DataFrame (class in swak.cloud.gcp) GbqQuery2GcsParquet (class in swak.cloud.gcp) Gcs (class in swak.cloud.gcp) GcsBucket (class in swak.cloud.gcp) GcsDir2LocalDir (class in swak.cloud.gcp) GcsParquet2DataFrame (class in swak.cloud.gcp) get() (JsonObject method) GroupBy (class in swak.pd) (class in swak.pl) GroupByAgg (class in swak.pl) GroupByApply (class in swak.pd) GroupByDynamic (class in swak.pl)

H

HALF_AWAY (Rounding attribute) HALF_EVEN (Rounding attribute)

handler_exists (FileLogger property) (PassThroughFileLogger property) History (class in swak.pt.train)

I

identifiers (TemplateRenderer property) Identity (class in swak.pt.misc) identity() (in module swak.funcflow) (in module swak.pt.misc) IfExists (class in swak.cloud.gcp) IGNORE (NotFound attribute) importance() (ActivatedSumMixer method) (ConstantSumMixer method) (GatedResidualSumMixer method) (GatedSumMixer method) (VariableSumMixer method)

Importer (class in swak.cli) IndentRepr (class in swak.misc) info() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method) InMemory (class in swak.pt.train) INSENSITIVE (Collation attribute)

J

Join (class in swak.pd) (class in swak.pl) JSON_FMT (loggers attribute) (misc attribute) JsonLogger (class in swak.misc)

JsonObject (class in swak.jsonobject) JsonObjects (class in swak.jsonobject) JsonReader (class in swak.text.read) JsonStreamHandler (class in swak.misc) JsonWriter (class in swak.text.write)

K

keys() (JsonObject method)

L

layers (Repeat property) LazyCatDim0 (class in swak.pt.misc) lifecycle (GcsBucket property) (S3Bucket property) LinearCosine (class in swak.pt.train) LinearExponential (class in swak.pt.train) LinearInverse (class in swak.pt.train) load() (InMemory method) (OnDisk method) log() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method)

logger (FileLogger property) (JsonLogger property) (PassThroughFileLogger property) (PassThroughJsonLogger property) (PassThroughStdLogger property) (StdLogger property) LOGICAL (Billing attribute) lookup (LazyCatDim0 property) Lower (class in swak.jsonobject.fields) lr (History attribute)

M

Map (class in swak.funcflow) Maybe (class in swak.jsonobject.fields) MEAN (Reduction attribute) message (SafeError property) mode (JsonWriter property) (TomlWriter property) (YamlWriter property) ModelLoader (class in swak.pt.io) ModelSaver (class in swak.pt.io) module swak.cli swak.cloud swak.cloud.aws swak.cloud.gcp swak.dictionary swak.funcflow swak.funcflow.concurrent swak.funcflow.loggers swak.jsonobject swak.jsonobject.fields swak.misc swak.pd swak.pl swak.pt swak.pt.blocks swak.pt.create swak.pt.dists swak.pt.embed swak.pt.io swak.pt.losses swak.pt.misc swak.pt.mix swak.pt.mix.weighted swak.pt.train swak.text

MuSigmaGamma (class in swak.pt.dists) MuSigmaNegativeBinomial (class in swak.pt.dists)

N

n (TestDataBase property) (TrainDataBase property) n_args (Route property) n_cat (FeatureEmbedder property) n_features (CategoricalEmbedder property) (FeatureEmbedder property) n_num (FeatureEmbedder property) n_out (Finalizer property) name (FileLogger property) (PassThroughFileLogger property) NegativeBinomialFinalizer (class in swak.pt.misc) NegativeBinomialLoss (class in swak.pt.losses) new() (ActivatedBlock method) (ActivatedConcatMixer method) (ActivatedEmbedder method) (ActivatedGatedBlock method) (ActivatedHiddenBlock method) (ActivatedSumMixer method) (Block method) (CategoricalEmbedder method) (ConstantSumMixer method) (FeatureEmbedder method) (Finalizer method) (GatedBlock method) (GatedConcatMixer method) (GatedEmbedder method) (GatedHiddenBlock method) (GatedResidualBlock method) (GatedResidualConcatMixer method) (GatedResidualEmbedder method) (GatedResidualSumMixer method) (GatedSumMixer method) (Identity method) (NegativeBinomialFinalizer method) (NumericalEmbedder method) (Repeat method) (SkipConnection method) (VariableSumMixer method)

NONE (Reduction attribute) NotFound (class in swak.misc) NumericalEmbedder (class in swak.pt.embed)

O

OnDisk (class in swak.pt.train)

P

PANDAS (Bears attribute) ParquetReader (class in swak.pd) ParquetWriter (class in swak.pd) Partial (class in swak.funcflow) PassThroughFileLogger (class in swak.funcflow.loggers) PassThroughFileLogger.Log (class in swak.funcflow.loggers) PassThroughJsonLogger (class in swak.funcflow.loggers) PassThroughJsonLogger.Log (class in swak.funcflow.loggers) PassThroughStdLogger (class in swak.funcflow.loggers)

PassThroughStdLogger.Log (class in swak.funcflow.loggers) path (Importer property) PHYSICAL (Billing attribute) PID_FMT (loggers attribute) (misc attribute) Pipe (class in swak.funcflow) POLARS (Bears attribute) ProcessFork (class in swak.funcflow.concurrent) ProcessMap (class in swak.funcflow.concurrent)

R

RAISE (NotFound attribute) RAW_FMT (loggers attribute) (misc attribute) read_parquet (S3Parquet2DataFrame property) Reduce (class in swak.funcflow) Reduction (class in swak.pt.losses) Rename (class in swak.pd) Repeat (class in swak.pt.blocks) REPLACE (IfExists attribute) reset_parameters() (ActivatedBlock method) (ActivatedConcatMixer method) (ActivatedEmbedder method) (ActivatedGatedBlock method) (ActivatedHiddenBlock method) (ActivatedSumMixer method) (CategoricalEmbedder method) (ConstantSumMixer method) (FeatureEmbedder method) (Finalizer method) (GatedBlock method) (GatedConcatMixer method) (GatedEmbedder method) (GatedHiddenBlock method) (GatedResidualBlock method) (GatedResidualConcatMixer method) (GatedResidualEmbedder method) (GatedResidualSumMixer method) (GatedSumMixer method) (Identity method) (InMemory method) (NegativeBinomialFinalizer method) (NumericalEmbedder method) (OnDisk method) (Repeat method) (Resettable method) (SkipConnection method) (VariableSumMixer method)

ResetIndex (class in swak.pd) Resettable (class in swak.pt.types) resolve() (in module swak.jsonobject.fields) resolved (Rename property) resume() (Trainer method) RMSELoss (class in swak.pt.losses) RollingGroupByApply (class in swak.pd) RollingWindow (class in swak.pd) Rounding (class in swak.cloud.gcp) Route (class in swak.funcflow) RowsSelector (class in swak.pd)

S

S3 (class in swak.cloud.aws) S3Bucket (class in swak.cloud.aws) S3Parquet2DataFrame (class in swak.cloud.aws) Safe (class in swak.funcflow) SafeError sample() (TestDataBase method) (TrainDataBase method) save() (InMemory method) (OnDisk method) scale (Trainer property) Select (class in swak.pl) SENSITIVE (Collation attribute) SetIndex (class in swak.pd) shape (LazyCatDim0 property) SHORT_FMT (loggers attribute) (misc attribute) size() (LazyCatDim0 method) SkipConnection (class in swak.pt.blocks) Sort (class in swak.pl) SortValues (class in swak.pd) Split (class in swak.funcflow) StateLoader (class in swak.pt.io) StateSaver (class in swak.pt.io) StdLogger (class in swak.misc) StepCallback (class in swak.pt.train) StepPrinter (class in swak.pt.train) StudentLoss (class in swak.pt.losses) Sum (class in swak.funcflow) SUM (Reduction attribute) swak.cli module swak.cloud module swak.cloud.aws module swak.cloud.gcp module swak.dictionary module

swak.funcflow module swak.funcflow.concurrent module swak.funcflow.loggers module swak.jsonobject module swak.jsonobject.fields module swak.misc module swak.pd module swak.pl module swak.pt module swak.pt.blocks module swak.pt.create module swak.pt.dists module swak.pt.embed module swak.pt.io module swak.pt.losses module swak.pt.misc module swak.pt.mix module swak.pt.mix.weighted module swak.pt.train module swak.text module

T

TemplateRenderer (class in swak.text.interpolate) test_loss (History attribute) TestDataBase (class in swak.pt.train) TextResourceLoader (class in swak.text.resource) ThreadFork (class in swak.funcflow.concurrent) ThreadMap (class in swak.funcflow.concurrent) To (class in swak.pt.create) to() (LazyCatDim0 method) to_ms() (GbqDataset static method) TomlReader (class in swak.text.read)

TomlWriter (class in swak.text.write) ToPandas (class in swak.pl) train() (Trainer method) (XEntropyLoss method) train_loss (History attribute) TrainCallback (class in swak.pt.train) TrainDataBase (class in swak.pt.train) Trainer (class in swak.pt.train) TrainPrinter (class in swak.pt.train) TweedieLoss (class in swak.pt.losses)

U

unit() (in module swak.funcflow)

V

ValuesGetter (class in swak.dictionary)

VariableSumMixer (class in swak.pt.mix.weighted)

W

WARN (NotFound attribute) warning() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method)

WithColumns (class in swak.pl)

X

XEntropyLoss (class in swak.pt.losses)

Y

YamlParser (class in swak.text.parse)

YamlReader (class in swak.text.read) YamlWriter (class in swak.text.write)