Why empty parameter list?

1 
class Model(nn.Module):
    def __init__(self):
        super().__init__()
    
    def forward(self,x):
        m=nn.LSTMCell(x.shape[1],x.shape[1]*2)
        output,_=m(x)
        dense=nn.Linear(output.shape[1],1)
2

Your current code snippet recreates the nn.LSTMCell and nn.Linear modules in each forward pass randomly and doesn’t register them.
The proper way is to initialize submodules in the __init__ method and use them in the forward.