Transformers, Artificial Intelligence, Generative Ai, Gpt, Data Science.
tokens and positions x = self.token_embedding(x) pos = torch.arange(x.shape[1], device=x.device) x += self.position_embedding(pos) # Apply encoder x = self.attention(x) x = self.feedforward(x) # Generate output prediction x = self.output(x) return x class MultiHeadedAttention(nn.Module): def