diff --git a/khaosz/model/module.py b/khaosz/model/module.py
index ec73cc9..748c53e 100644
--- a/khaosz/model/module.py
+++ b/khaosz/model/module.py
@@ -118,16 +118,12 @@ class RMSNorm(nn.Module):
     def __init__(self, n_dim, norm_eps):
         super().__init__()
         self.weight = nn.Parameter(torch.ones(n_dim))
+        self.normalized_shape = (n_dim, )
         self.norm_eps = norm_eps
 
     def forward(self, x: Tensor) -> Tensor:
-        dtype = x.dtype
-        x = x.float()
-        mean_square = torch.mean(torch.pow(x, 2), dim=-1, keepdim=True)
-        norm = x * torch.rsqrt(mean_square + self.norm_eps)
-        norm = norm.to(dtype)
-        out = norm * self.weight
-        return out
+        rms =  F.rms_norm(x.float(), self.normalized_shape, self.weight, self.norm_eps)
+        return rms.to(x.dtype)
     
     
 class MLP(nn.Module):