diff --git a/ginka/vae_rnn/vae.py b/ginka/vae_rnn/vae.py
index 95da9ad..e183f6c 100644
--- a/ginka/vae_rnn/vae.py
+++ b/ginka/vae_rnn/vae.py
@@ -7,7 +7,7 @@ from .decoder import VAEDecoder
 class GinkaVAE(nn.Module):
     def __init__(self, device, tile_classes=32, latent_dim=32):
         super().__init__()
-        self.encoder = VAEEncoder(tile_classes, latent_dim)
+        self.encoder = VAEEncoder(device, tile_classes, latent_dim)
         self.decoder = VAEDecoder(device)
         
     def reparameterize(self, mu, logvar):
@@ -16,8 +16,7 @@ class GinkaVAE(nn.Module):
         return mu + eps * std
 
     def forward(self, target_map: torch.Tensor, use_self_probility=0):
-        target = F.one_hot(target_map, num_classes=32).float().permute(0, 3, 1, 2)
-        mu, logvar = self.encoder(target)
+        mu, logvar = self.encoder(target_map)
         z = self.reparameterize(mu, logvar)
         logits = self.decoder(z, target_map, use_self_probility)
         return logits, mu, logvar
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