human
I am working on the file "RaD/SCat.ipynb".
The first task is:
It's now time to write our network as described before.
Can you write Python program for it?

What is a the Python program you requested?
assistant
#Here is the Python program you requested.

class SCatNetwork(nn.Module):
    def __init__(self, vocabulary_size, embedding_dimension, hidden_size):
        super(SCatNetwork, self).__init__()
        
        self.embeddings = nn.Embedding(vocabulary_size, embedding_dimension)
        self.encoder = nn.LSTM(  # a LSTM layer to encode features
            embedding_dimension,
            hidden_size,
            batch_first=True,
        )
        self.decoder = nn.Linear(hidden_size, 2)
    
    def forward(self, inputs):
        hc = (Variable(torch.ones(1, 1, 10)), Variable(torch.ones(1, 1, 10)))
        
        outputs = self.embeddings(inputs)
        outputs, _ = self.encoder(outputs, hc)    
        outputs = self.decoder(outputs)
        return outputs