Solved by Carlos_Segura in post #2 
              
              
                What do you mean by “3000 data points”? is this the sequence length for a single input? Maximum sequence length? 


About your setup, which device is available in your PyTorch installation? e.g., CPU or GPU. 


I have not tried your model, but it looks simple and shouldn’t be the bottleneck. Howev…