[DeepEP] Reduce routed scaling overhead (#5277)

Co-authored-by: Cheng Wan <[email protected]>

Author: yuleil

python/sglang/srt/models/deepseek_v2.py

@@ -337,16 +337,13 @@ def forward_deepep(
                 topk_weights,
                 forward_mode=forward_mode,
             )
-        final_hidden_states = (
-            self.experts(
-                hidden_states=hidden_states,
-                reorder_topk_ids=reorder_topk_ids,
-                seg_indptr=seg_indptr,
-                masked_m=masked_m,
-                expected_m=expected_m,
-                forward_mode=forward_mode,
-            )
-            * self.routed_scaling_factor
+        final_hidden_states = self.experts(
+            hidden_states=hidden_states,
+            reorder_topk_ids=reorder_topk_ids,
+            seg_indptr=seg_indptr,
+            masked_m=masked_m,
+            expected_m=expected_m,
+            forward_mode=forward_mode,
         )
         if self.ep_size > 1:
             final_hidden_states = self.deepep_dispatcher.combine(
@@ -355,6 +352,8 @@ def forward_deepep(
                 topk_weights,
                 forward_mode,
             )
+        final_hidden_states *= self.routed_scaling_factor
+
         if shared_output is not None:
             final_hidden_states = final_hidden_states + shared_output