diff --git a/aiter-rope/torch-ext/aiter_rope/__init__.py b/aiter-rope/torch-ext/aiter_rope/__init__.py
index d10ad848..5be9cb3a 100644
--- a/aiter-rope/torch-ext/aiter_rope/__init__.py
+++ b/aiter-rope/torch-ext/aiter_rope/__init__.py
@@ -10,6 +10,7 @@
 
 import torch
 
+from . import layers
 from .rope import (
     RotateStyle,
     rope_cached_fwd,
@@ -76,6 +77,7 @@ def apply_rotary_transformers(q, k, cos, sin, unsqueeze_dim=1):
     "__kernel_metadata__",
     "RotateStyle",
     "apply_rotary_transformers",
+    "layers",
     "rope_cached_fwd",
     "rope_cached_fwd_inplace",
 ]
diff --git a/aiter-rope/torch-ext/aiter_rope/layers.py b/aiter-rope/torch-ext/aiter_rope/layers.py
new file mode 100644
index 00000000..27cfc0ea
--- /dev/null
+++ b/aiter-rope/torch-ext/aiter_rope/layers.py
@@ -0,0 +1,36 @@
+import torch
+import torch.nn as nn
+
+from .rope import RotateStyle, rope_cached_fwd
+
+
+def _to_sbhd(t: torch.Tensor) -> torch.Tensor:
+    return t.permute(2, 0, 1, 3).contiguous()
+
+
+def _to_bhsd(t: torch.Tensor) -> torch.Tensor:
+    return t.permute(1, 2, 0, 3)
+
+
+class apply_rotary_transformers(nn.Module):
+    can_torch_compile: bool = True
+
+    def forward(self, q, k, cos, sin, position_ids=None, unsqueeze_dim=1):
+        q_sbhd = _to_sbhd(q)
+        k_sbhd = _to_sbhd(k)
+
+        cos_freqs = cos[0].unsqueeze(1).unsqueeze(1).contiguous()
+        sin_freqs = sin[0].unsqueeze(1).unsqueeze(1).contiguous()
+
+        common = dict(
+            rotate_style=int(RotateStyle.NEOX),
+            reuse_freqs_front_part=True,
+            nope_first=False,
+        )
+        q_out_sbhd = rope_cached_fwd(q_sbhd, cos_freqs, sin_freqs, **common)
+        k_out_sbhd = rope_cached_fwd(k_sbhd, cos_freqs, sin_freqs, **common)
+
+        return _to_bhsd(q_out_sbhd), _to_bhsd(k_out_sbhd)
+
+
+__all__ = ["apply_rotary_transformers"]