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TODO.md

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Encoders

Docs

Binary

  • Passthrough -> passenc
  • Dense -> denc

Numbers

  • Passthrough
  • Dense

Categorical

  • Passthrough
  • Sparse

Bag

  • EmbedWeighted

Set

  • Embed

Sequence

  • Embed
  • Parallel CNN
  • Stacked CNN
  • Stacked Parallel CNN
  • RNN
  • CNN RNN
  • Transformer

Text

  • Embed
  • Parallel CNN
  • Stacked CNN
  • Stacked Parallel CNN
  • RNN
  • CNN RNN
  • Transformer
  • Huggingface

Vector

  • PassThrough -> passenc
  • Dense -> denc

Audio

(Same like in Sequence)

  • Embed
  • Parallel CNN
  • Stacked CNN
  • Stacked Parallel CNN
  • RNN
  • CNN RNN
  • Transformer

Date

  • Embed
  • Wave

H3

  • Embed
  • Weighted Sum Embed
  • RNN

Image

  • Convolutional Stack
  • MLP-Mixer
  • Torchvision
  • U-Net

Time Series

(Same like in Sequence)

  • Embed
  • Parallel CNN
  • Stacked CNN
  • Stacked Parallel CNN
  • RNN
  • CNN RNN
  • Transformer

Hat tatsächlich Inhalt.

  • Passthrough -> tspassenc

Files

encoders/base.py

  • PassthroughEncoder -> passenc
  • DenseEncoder -> denc

encoders/bag_encoders

  • BagEmbedWeightedEncoder

encoders/category_encoders

  • CategoricalEmbedEncoder
  • CategoricalOneHotEncoder (Seems not being used)
  • CategoricalPassthroughEncoder (in base.py)
  • CategoricalSparseEncoder (Dense)

encoders/date_encoders

  • DateEmbed
  • DateWave

encoders/h3_encoders

  • H3EmbedConfig
  • H3RNNConfig
  • H3WeightedSumConfig

encoders/sequence_encoders

  • SequenceEmbedConfig
  • SequenceParallelCNNConfig
  • SequenceStackedCNNConfig
  • SequenceStackedParallelCNNConfig
  • SequenceRNNConfig
  • SequenceCNNRNNConfig
  • SequenceTransformerConfig

encoders/set_encoders

  • SetSparseEncoderConfig

encoders/image/base

  • ImageEncoderConfig

encoders/image/torchvision

  • TVBaseEncoderConfig