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# Import necessary libraries
import torch
import torch.nn as nn
import torch.nn.functional as F
# Define custom model
class TranslationModel(nn.Module):
def __init__(self):
super(TranslationModel, self).__init__()
self.encoder = nn.LSTM(input_size=512, hidden_size=256, num_layers=1, batch_first=True)
self.decoder = nn.LSTM(input_size=256, hidden_size=512, num_layers=1, batch_first=True)
self.fc = nn.Linear(512, 512)
def forward(self, input_seq):
encoder_output, _ = self.encoder(input_seq)
decoder_output, _ = self.decoder(encoder_output)
output = self.fc(decoder_output)
return output
# Initialize custom model
model = TranslationModel()
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