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attention's Introduction

"Attention Is All You Need"

Implementation reorganized from d2l

Architecture

[Click to expand]
  • Transformer (transformer.py)
    • TransformerEncoder (transformer.py)
      • Embedding
      • PositionalEncoding (embeddings.py)
      • EncoderBlock (Nx) (layers.py)
        • MultiHeadAttention (Self) (sublayers.py)
        • Add & Norm (sublayers.py)
        • PositionWiseFFN (sublayers.py)
        • Add & Norm
    • TransformerDecoder (transformer.py)
      • Embedding
      • PositionalEncoding
      • DecoderBlock (Nx) (layers.py)
        • MultiHeadAttention (Self)
        • Add & Norm
        • MultiHeadAttention (Encoder-Decoder)
        • Add & Norm
        • PositionWiseFFN
        • Add & Norm
      • Linear

Demo

./experiments/scripts/demo.sh

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