We will use PyTorch + Lightning to create and optimize an encoder-decoder transformer, like the one shown in the picture below. Code a Position Encoder Class From Scratch!!! The position encoder class ...

In NLP, encoder and decoder are two important components, with the transformer layer becoming a popular architecture for both components. FasterTransformer implements a highly optimized transformer ...

Meanwhile, a simple decoder based on a convolution (conv) module is proposed for aggregating the characteristic information from multiscale (MS) output layers of the encoder, and it can realize ...

Apart from the various interesting features of this model, one feature that catches the attention is its decoder-only architecture. In fact, not just PaLM, some of the most popular and widely used ...

Attention mechanisms, especially in transformer models, have significantly enhanced the performance of encoder-decoder architectures, making them highly effective for a wide range of ...