diff --git a/python/sglang/multimodal_gen/runtime/layers/layernorm.py b/python/sglang/multimodal_gen/runtime/layers/layernorm.py
index a9f5811e2936..4bd9368eead6 100644
--- a/python/sglang/multimodal_gen/runtime/layers/layernorm.py
+++ b/python/sglang/multimodal_gen/runtime/layers/layernorm.py
@@ -443,6 +443,15 @@ def apply_qk_norm(
     """
 
     batch_size = q.size(0)
+    q_shape = q.shape
+    k_shape = k.shape
+
+    # Ensure contiguous for view operation
+    if not q.is_contiguous():
+        q = q.contiguous()
+    if not k.is_contiguous():
+        k = k.contiguous()
+
     q_eps = q_norm.variance_epsilon
     k_eps = k_norm.variance_epsilon
     # Only try fused path on CUDA and when it won't introduce implicit copies.
@@ -460,7 +469,8 @@ def apply_qk_norm(
             head_dim=head_dim,
             eps=q_eps,
         )
-        return q, k
+        # Inplace kernel modifies q, k - return with original shape
+        return q.view(q_shape), k.view(k_shape)
 
     # Fallback for AMD/ROCm: apply RMSNorm separately to q and k
     import warnings
@@ -469,8 +479,6 @@ def apply_qk_norm(
         "Fused QK-norm not available, using RMSNorm fallback",
         stacklevel=2,
     )
-    q_shape = q.shape
-    k_shape = k.shape
     q_out = q_norm(q.view(-1, head_dim)).view(q_shape)
     k_out = k_norm(k.view(-1, head_dim)).view(k_shape)
     return q_out, k_out
diff --git a/python/sglang/multimodal_gen/runtime/models/dits/flux_2.py b/python/sglang/multimodal_gen/runtime/models/dits/flux_2.py
index a157b88d301b..585c30cb5b84 100644
--- a/python/sglang/multimodal_gen/runtime/models/dits/flux_2.py
+++ b/python/sglang/multimodal_gen/runtime/models/dits/flux_2.py
@@ -22,7 +22,7 @@
 
 from sglang.multimodal_gen.configs.models.dits.flux import FluxConfig
 from sglang.multimodal_gen.runtime.layers.attention import USPAttention
-from sglang.multimodal_gen.runtime.layers.layernorm import RMSNorm
+from sglang.multimodal_gen.runtime.layers.layernorm import RMSNorm, apply_qk_norm
 from sglang.multimodal_gen.runtime.layers.linear import ColumnParallelLinear
 from sglang.multimodal_gen.runtime.layers.rotary_embedding import (
     NDRotaryEmbedding,
@@ -196,8 +196,7 @@ def forward(
         key = key.unflatten(-1, (self.heads, -1))
         value = value.unflatten(-1, (self.heads, -1))
 
-        query = self.norm_q(query)
-        key = self.norm_k(key)
+        query, key = apply_qk_norm(query, key, self.norm_q, self.norm_k, self.head_dim)
 
         if self.added_kv_proj_dim is not None:
             encoder_query = encoder_query.unflatten(-1, (self.heads, -1))
@@ -340,8 +339,7 @@ def forward(
         key = key.unflatten(-1, (self.heads, -1))
         value = value.unflatten(-1, (self.heads, -1))
 
-        query = self.norm_q(query)
-        key = self.norm_k(key)
+        query, key = apply_qk_norm(query, key, self.norm_q, self.norm_k, self.head_dim)
 
         if freqs_cis is not None:
             cos, sin = freqs_cis