Index

_

__call__() (Agg method) (Apply method) (ArgParser method) (AsFreq method) (Assign method) (AsTensor method) (AsType method) (Cast method) (Cat method) (ColumnSelector method) (ColumnsSelector method) (Compile method) (Configure method) (Copy method), [1] (Create method) (Curry method) (DataFrame2Gbq method) (DataFrame2Parquet method) (Drop method), [1] (DropNA method) (DropNulls method) (EnvParser method) (EpochCallback method) (EpochPrinter method) (Explode method) (Fallback method) (FillNA method) (Filter method), [1] (Find method) (Fork method) (FormFiller method) (FromPandas method) (Gbq method) (GbqDataset method) (GbqQuery method) (GbqQuery2DataFrame method) (GbqQuery2GcsParquet method) (Gcs method) (GcsBucket method) (GroupBy method), [1] (GroupByAgg method) (GroupByDynamic method) (Importer method) (Join method), [1] (JsonObject method) (JsonObjects method) (JsonReader method) (JsonWriter method) (LazyFrame2Parquet method) (LinearCosine method) (LinearExponential method) (LinearInverse method) (Lower method) (Map method) (Mapper method) (Maybe method) (ModelLoader method) (ModelSaver method) (Parquet2DataFrame method) (Parquet2LazyFrame method) (ParquetLoadJobConfig method) (Partial method) (PassThroughFileLogger.Log method) (PassThroughJsonLogger.Log method) (PassThroughStdLogger.Log method) (Pipe method) (Pivot method) (ProcessFork method) (ProcessMap method) (Reduce method) (Rename method), [1] (ResetIndex method) (RollingWindow method) (Route method) (RowsSelector method) (S3 method) (S3Bucket method) (Safe method) (Select method) (SetIndex method) (SideEffect method) (Sort method) (SortValues method) (Split method) (Stack method) (StateLoader method) (StateSaver method) (StepCallback method) (StepPrinter method) (Strip 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) (Transform method) (ValuesGetter method) (VStack method) (WithColumns method) (YamlParser method) (YamlReader method) (YamlWriter method)

_managed() (Reader method) (Writer method) _name() (ArgRepr static method) (IndentRepr static method) _non_root() (LazyReader method) (Reader method) _tmp() (Writer static method) _uri_from() (LazyWriter method) (Writer method)

A

ActivatedBlock (class in swak.pt.blocks) ActivatedEmbedder (class in swak.pt.embed) ActivatedHiddenBlock (class in swak.pt.blocks) adjust_batches_for() (TrainDataBase method) adjust_n_for() (TrainDataBase method) Agg (class in swak.pd) api_repr (GbqDataset property) Apply (class in swak.pd) apply() (in module swak.funcflow) ArgParser (class in swak.cli) ArgRepr (class in swak.misc) as_date (FlexiTime property) as_datetime (FlexiDate 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_np (FlexiDate property) (FlexiTime property) as_pandas (JsonObject property) (JsonObjects property) as_polars (CustomField property) (FlexiDate property) (FlexiTime property) (JsonObject property) (JsonObjects property) asctime() (JsonStreamHandler static method) AsFreq (class in swak.pd) Assign (class in swak.pd) AsTensor (class in swak.pt.create) AsType (class in swak.pd) Attn (class in swak.pt.types) AZURE (LazyStorage attribute)

B

Bag (class in swak.pt.types) basics (JsonStreamHandler property) Bears (class in swak.io)

BetaBernoulliLoss (class in swak.pt.losses) Billing (class in swak.cloud.gcp) Block (class in swak.pt.types) BZ2 (Compression attribute)

C

Cast (class in swak.pl) Cat (class in swak.pt.misc) CategoricalEmbedder (class in swak.pt.embed) Checkpoint (class in swak.pt.train) chunk_bytes (Checkpoint property) (Copy property) (Reader property) (Writer property) client (Gbq property) (Gcs property) (S3 property) close() (EpochCallback method) (EpochPrinter method) (StepCallback method) (StepPrinter method) Collation (class in swak.cloud.gcp) ColumnSelector (class in swak.pd) ColumnsSelector (class in swak.pd) Compile (class in swak.pt.misc) Compression (class in swak.io) Compressor (class in swak.pt.transformer) config (S3Bucket property)

Configure (class in swak.pt.misc) context (Compressor property) (Encoder property) (EncoderLayer property) (GroupedQuerySelfAttention property) (Learnable property) (MultiheadedSelfAttention property) (PosEnc property) (Rotary property) (Sinusoidal property) Copy (class in swak.io) (class in swak.pd) counter (Checkpoint property) Create (class in swak.pt.create) critical() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method) CrossAttentionMixer (class in swak.pt.mix) Curry (class in swak.funcflow) CustomField (class in swak.jsonobject.fields)

D

DataFrame2Gbq (class in swak.cloud.gcp) DataFrame2Parquet (class in swak.io) debug() (FileLogger method) (JsonLogger method) (PassThroughFileLogger method) (PassThroughJsonLogger method) (PassThroughStdLogger method) (StdLogger method) DEFAULT_FMT (loggers attribute), [1] Delayed (class in swak.pt.misc) device (ActivatedBlock property) (ActivatedEmbedder property) (ActivatedHiddenBlock property) (Bag property) (Block property) (CategoricalEmbedder property) (Compressor property) (CrossAttentionMixer property) (Encoder property) (EncoderLayer property) (FeatureEmbedder property) (Finalizer property) (GatedActivatedBlock property) (GatedActivatedEmbedder property) (GatedBlock property) (GatedEmbedder property) (GatedHiddenBlock property) (GlobalWeightsMixer property) (GroupedQuerySelfAttention property) (IdentityBlock property) (InstanceWeightsMixer property) (LazyCatDim0 property) (Learnable property) (MultiheadedSelfAttention property) (NegativeBinomialFinalizer property) (NumericalEmbedder property) (Repeat property) (Rotary property) (SelfAttentionMixer property) (Sinusoidal property) (SkipConnection property)

dim (CategoricalEmbedder property) (GatedHiddenBlock property) (NumericalEmbedder property) Drop (class in swak.pd) (class in swak.pl) DropNA (class in swak.pd) DropNulls (class in swak.pl) dtype (ActivatedBlock property) (ActivatedEmbedder property) (ActivatedHiddenBlock property) (Bag property) (Block property) (CategoricalEmbedder property) (Compressor property) (CrossAttentionMixer property) (Encoder property) (EncoderLayer property) (FeatureEmbedder property) (Finalizer property) (GatedActivatedBlock property) (GatedActivatedEmbedder property) (GatedBlock property) (GatedEmbedder property) (GatedHiddenBlock property) (GlobalWeightsMixer property) (GroupedQuerySelfAttention property) (IdentityBlock property) (InstanceWeightsMixer property) (LazyCatDim0 property) (Learnable property) (MultiheadedSelfAttention property) (NegativeBinomialFinalizer property) (NumericalEmbedder property) (Repeat property) (Rotary property) (SelfAttentionMixer property) (Sinusoidal property) (SkipConnection property)

E

Encoder (class in swak.pt.transformer) EncoderLayer (class in swak.pt.transformer) 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) Explode (class in swak.pd)

F

Fallback (class in swak.funcflow) FeatureEmbedder (class in swak.pt.embed) features (CategoricalEmbedder property) (NumericalEmbedder property) FILE (LazyStorage attribute) (Storage attribute) FileLogger (class in swak.loggers) FillNA (class in swak.pd) Filter (class in swak.funcflow) (class in swak.pl) Finalizer (class in swak.pt.misc) Find (class in swak.io) flag (GbqQuery2GcsParquet property) 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) (ActivatedEmbedder method) (ActivatedHiddenBlock method) (BetaBernoulliLoss method) (CategoricalEmbedder method) (Compressor method) (CrossAttentionMixer method) (Encoder method) (EncoderLayer method) (FeatureEmbedder method) (Finalizer method) (GammaLoss method) (GatedActivatedBlock method) (GatedActivatedEmbedder method) (GatedBlock method) (GatedEmbedder method) (GatedHiddenBlock method) (GlobalWeightsMixer method) (GroupedQuerySelfAttention method) (Identity method) (IdentityBlock method) (InstanceWeightsMixer method) (Learnable method) (LogNormalLoss method) (MultiheadedSelfAttention method) (NegativeBinomialFinalizer method) (NegativeBinomialLoss method) (NumericalEmbedder method) (Repeat method) (RMSELoss method) (Rotary method) (SelfAttentionMixer method) (Sinusoidal method) (SkipConnection method) (StudentLoss method) (TweedieLoss method)

from_dataframe() (in module swak.pt.create) FromPandas (class in swak.pl) fs (Checkpoint property) (Find property) (Reader property) (Writer property)

G

GammaLoss (class in swak.pt.losses) GatedActivatedBlock (class in swak.pt.blocks) GatedActivatedEmbedder (class in swak.pt.embed) GatedBlock (class in swak.pt.blocks) GatedEmbedder (class in swak.pt.embed) GatedHiddenBlock (class in swak.pt.blocks) Gbq (class in swak.cloud.gcp) 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) GCS (LazyStorage attribute) (Storage attribute) GcsBucket (class in swak.cloud.gcp) get() (JsonObject method) GlobalWeightsMixer (class in swak.pt.mix) GroupBy (class in swak.pd) (class in swak.pl) GroupByAgg (class in swak.pl) GroupByDynamic (class in swak.pl) GroupedQuerySelfAttention (class in swak.pt.transformer) GZIP (Compression attribute)

H

HALF_AWAY (Rounding attribute) HALF_EVEN (Rounding attribute) handler_exists (FileLogger property) (PassThroughFileLogger property) has_pos_enc (Compressor property) (Encoder property) (EncoderLayer property) (GroupedQuerySelfAttention property) (MultiheadedSelfAttention property) (Trafo property)

head_dim (GroupedQuerySelfAttention property) (MultiheadedSelfAttention property) (Rotary property) HF (LazyStorage attribute) 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) IdentityBlock (class in swak.pt.blocks) IGNORE (NotFound attribute) importance() (CrossAttentionMixer method) (GlobalWeightsMixer method) (InstanceWeightsMixer method) (Mixer method) (SelfAttentionMixer method)

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

J

Join (class in swak.pd) (class in swak.pl) JSON_FMT (loggers attribute), [1] JsonLogger (class in swak.loggers)

JsonObject (class in swak.jsonobject) JsonObjects (class in swak.jsonobject) JsonReader (class in swak.io) JsonStreamHandler (class in swak.loggers) JsonWriter (class in swak.io)

K

keys() (JsonObject method)

kv_dim (GroupedQuerySelfAttention property)

L

layers (Repeat property) LazyCatDim0 (class in swak.pt.misc) LazyFrame2Parquet (class in swak.pl.io) LazyReader (class in swak.pl.io) LazyStorage (class in swak.pl.io) LazyWriter (class in swak.pl.io) Learnable (class in swak.pt.transformer) lifecycle (GcsBucket property) (S3Bucket property) LinearCosine (class in swak.pt.train) LinearExponential (class in swak.pt.train) LinearInverse (class in swak.pt.train) load() (Checkpoint 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) LogNormalLoss (class in swak.pt.losses) lookup (LazyCatDim0 property) Lower (class in swak.jsonobject.fields) lr (History attribute) LZMA (Compression attribute)

M

Map (class in swak.funcflow) Mapper (class in swak.pd) Maybe (class in swak.jsonobject.fields) MEAN (Reduction attribute) MeanStdLogNormal (class in swak.pt.dists) MEMORY (Storage attribute) merge_masks() (Compressor static method) (Encoder static method) message (SafeError property) Mixer (class in swak.pt.types) mod_dim (ActivatedBlock property) (ActivatedEmbedder property) (ActivatedHiddenBlock property) (Block property) (CategoricalEmbedder property) (Compressor property) (CrossAttentionMixer property) (Encoder property) (EncoderLayer property) (FeatureEmbedder property) (Finalizer property) (GatedActivatedBlock property) (GatedActivatedEmbedder property) (GatedBlock property) (GatedEmbedder property) (GatedHiddenBlock property) (GlobalWeightsMixer property) (GroupedQuerySelfAttention property) (IdentityBlock property) (InstanceWeightsMixer property) (Learnable property) (MultiheadedSelfAttention property) (NegativeBinomialFinalizer property) (NumericalEmbedder property) (Repeat property) (Rotary property) (SelfAttentionMixer property) (Sinusoidal property) (SkipConnection property)

Mode (class in swak.io) 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.io swak.jsonobject swak.jsonobject.fields swak.loggers 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.train swak.pt.transformer swak.text MultiheadedSelfAttention (class in swak.pt.transformer) 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 (Bag property) (CategoricalEmbedder property) (FeatureEmbedder property) (GlobalWeightsMixer property) (InstanceWeightsMixer property) (NumericalEmbedder property) n_heads (Attn property) (Compressor property) (GroupedQuerySelfAttention property) (MultiheadedSelfAttention property) n_kv_heads (GroupedQuerySelfAttention 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) (ActivatedEmbedder method) (ActivatedHiddenBlock method) (Block method) (CategoricalEmbedder method) (Compressor method) (CrossAttentionMixer method) (Encoder method) (EncoderLayer method) (FeatureEmbedder method) (Finalizer method) (GatedActivatedBlock method) (GatedActivatedEmbedder method) (GatedBlock method) (GatedEmbedder method) (GatedHiddenBlock method) (GlobalWeightsMixer method) (GroupedQuerySelfAttention method) (IdentityBlock method) (InstanceWeightsMixer method) (Learnable method) (MultiheadedSelfAttention method) (NegativeBinomialFinalizer method) (NumericalEmbedder method) (Repeat method) (Rotary method) (SelfAttentionMixer method) (Sinusoidal method) (SkipConnection method)

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

O

options (GbqQuery2GcsParquet property)

P

PANDAS (Bears attribute) Parquet2DataFrame (class in swak.io) Parquet2LazyFrame (class in swak.pl.io) ParquetLoadJobConfig (class in swak.cloud.gcp) 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), [1] Pipe (class in swak.funcflow) Pivot (class in swak.pl) POLARS (Bears attribute) PosEnc (class in swak.pt.types) prefix (Find property) (LazyReader property) (LazyWriter property) ProcessFork (class in swak.funcflow.concurrent) ProcessMap (class in swak.funcflow.concurrent)

R

RAISE (NotFound attribute) RAW_FMT (loggers attribute), [1] read (Parquet2DataFrame property) Reader (class in swak.io) Reduce (class in swak.funcflow) Reduction (class in swak.pt.losses) Rename (class in swak.pd) (class in swak.pl) Repeat (class in swak.pt.blocks) reset_parameters() (ActivatedBlock method) (ActivatedEmbedder method) (ActivatedHiddenBlock method) (CategoricalEmbedder method) (Checkpoint method) (Compressor method) (CrossAttentionMixer method) (Encoder method) (EncoderLayer method) (FeatureEmbedder method) (Finalizer method) (GatedActivatedBlock method) (GatedActivatedEmbedder method) (GatedBlock method) (GatedEmbedder method) (GatedHiddenBlock method) (GlobalWeightsMixer method) (GroupedQuerySelfAttention method) (Identity method) (IdentityBlock method) (InstanceWeightsMixer method) (Learnable method) (MultiheadedSelfAttention method) (NegativeBinomialFinalizer method) (NumericalEmbedder method) (Repeat method) (Resettable method) (Rotary method) (SelfAttentionMixer method) (Sinusoidal method) (SkipConnection method)

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

S

S3 (class in swak.cloud.aws) (LazyStorage attribute) (Storage attribute) S3Bucket (class in swak.cloud.aws) Safe (class in swak.funcflow) SafeError sample() (TestDataBase method) (TrainDataBase method) save() (Checkpoint method) scale (Trainer property) Select (class in swak.pl) SelfAttentionMixer (class in swak.pt.mix) SENSITIVE (Collation attribute) SetIndex (class in swak.pd) shape (LazyCatDim0 property) SHORT_FMT (loggers attribute), [1] SideEffect (class in swak.funcflow) Sinusoidal (class in swak.pt.transformer) size() (LazyCatDim0 method) SkipConnection (class in swak.pt.blocks) Sort (class in swak.pl) SortValues (class in swak.pd) Split (class in swak.funcflow) src_fs (Copy property) Stack (class in swak.pt.misc) StateLoader (class in swak.pt.io) StateSaver (class in swak.pt.io) StdLogger (class in swak.loggers) StepCallback (class in swak.pt.train) StepPrinter (class in swak.pt.train) Storage (class in swak.io) Strip (class in swak.jsonobject.fields) 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.io module swak.jsonobject module swak.jsonobject.fields module swak.loggers 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.train module swak.pt.transformer 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) tgt_fs (Copy property) ThreadFork (class in swak.funcflow.concurrent) ThreadMap (class in swak.funcflow.concurrent) To (class in swak.pt.create) to() (LazyCatDim0 method) to_list() (in module swak.funcflow) to_ms() (GbqDataset static method) TomlReader (class in swak.io)

TomlWriter (class in swak.io) ToPandas (class in swak.pl) Trafo (class in swak.pt.types) 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) Transform (class in swak.pd) TweedieLoss (class in swak.pt.losses)

U

unit() (in module swak.funcflow)

V

ValuesGetter (class in swak.dictionary)

VStack (class in swak.pl)

W

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

WB (Mode attribute) WithColumns (class in swak.pl) Writer (class in swak.io) WT (Mode attribute)

X

XEntropyLoss (class in swak.pt.losses)

XZ (Compression attribute)

Y

YamlParser (class in swak.io)

YamlReader (class in swak.io) YamlWriter (class in swak.io)

Z

ZIP (Compression attribute)