Update modeling_super_linear.py

modeling_super_linear.py

@@ -637,17 +637,17 @@ class SuperLinearForCausalLM(PreTrainedModel, GenerationMixin):
 
         
         if x_enc.shape[1] < 512:
-            x_enc = self.fourier_interp_dim1(x_enc)
             x_enc = self.revin_layer(x_enc, 'norm')
+            x_enc = self.fourier_interp_dim1(x_enc)
 
-        self.backbone.inf_pred_len = 720
+        self.backbone.inf_pred_len = 336
 
         # backbone returns (B, pred_len, C)
         
         preds = self.backbone(x_enc)
-        preds = self.revin_layer(preds, 'denorm')
         preds = self.fourier_downsample_dim1(preds,96)
-        
+        preds = self.revin_layer(preds, 'denorm')
+                
         return CausalLMOutputWithCrossAttentions(loss=None,logits=preds,past_key_values=None,hidden_states=None,attentions=None,)