diff --git a/timm/models/efficientvit_mit.py b/timm/models/efficientvit_mit.py
index 6d123cd4..e5d4a96b 100644
--- a/timm/models/efficientvit_mit.py
+++ b/timm/models/efficientvit_mit.py
@@ -250,9 +250,13 @@ class LiteMSA(nn.Module):
         k = self.kernel_func(k)
         v = F.pad(v, (0, 1), mode="constant", value=1.)
 
-        kv = k.transpose(-1, -2) @ v
-        out = q @ kv
-        out = out[..., :-1] / (out[..., -1:] + self.eps)
+        dtype = v.dtype
+        q, k, v = q.float(), k.float(), v.float()
+        with torch.amp.autocast(device_type=v.device.type, enabled=False):
+            kv = k.transpose(-1, -2) @ v
+            out = q @ kv
+            out = out[..., :-1] / (out[..., -1:] + self.eps)
+        out = out.to(dtype)
 
         # final projection
         out = out.transpose(-1, -2).reshape(B, -1, H, W)