diff --git a/ginka/train_vae.py b/ginka/train_vae.py
index 9956e55..a13adcb 100644
--- a/ginka/train_vae.py
+++ b/ginka/train_vae.py
@@ -142,15 +142,14 @@ def train():
         
         # 验证集
         with torch.no_grad():
+            val_loss_total = torch.Tensor([0]).to(device)
             for batch in tqdm(dataloader_val, desc="Validating generator.", leave=False, disable=disable_tqdm):
                 target_map = batch["target_map"].to(device)
                 
                 fake_logits, mu, logvar = vae(target_map, 1 - gt_prob)
 
-                loss = criterion.vae_loss(fake_logits, target_map)
+                loss, reco_loss, kl_loss = criterion.vae_loss(fake_logits, target_map, mu, logvar, KL_BETA)
                 val_loss_total += loss.detach()
-                val_reco_loss_total += loss.detach()
-                val_kl_loss_total += loss.detach()
                 
                 idx += 1