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Putting All the Decoder Components Together

Putting All the Decoder Components Together

Let's place all the decoder components together for the transformer.

The following figure shows the stack of two decoders; only decoder 1 is expanded to reduce the clutter:

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A stack of two decoders with decoder 1 expanded
A stack of two decoders with decoder 1 expanded

How the decoder works

From the preceding figure, we can understand the following:

  1. We convert the input to the decoder into an embedding matrix and then add the position encoding to it and feed it as input to the bottom-most decoder (decoder 1).

  2. The decoder takes the input and sends it to the masked multi-head attention layer, which returns the attention matrix, ...