diff --git a/perceiver_pytorch/perceiver_pytorch.py b/perceiver_pytorch/perceiver_pytorch.py
index 799b81f..0297340 100644
--- a/perceiver_pytorch/perceiver_pytorch.py
+++ b/perceiver_pytorch/perceiver_pytorch.py
@@ -33,7 +33,7 @@ def fourier_encode(x, max_freq, num_bands = 4):
     x = x.unsqueeze(-1)
     device, dtype, orig_x = x.device, x.dtype, x
 
-    scales = torch.logspace(0., log(max_freq / 2), num_bands, device = device, dtype = dtype)
+    scales = torch.logspace(0., log(max_freq / 2) / log(10), num_bands, device = device, dtype = dtype)
     scales = scales[(*((None,) * (len(x.shape) - 1)), Ellipsis)]
 
     x = x * scales * pi
diff --git a/setup.py b/setup.py
index e3ca201..c270b67 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 setup(
   name = 'perceiver-pytorch',
   packages = find_packages(),
-  version = '0.7.1',
+  version = '0.7.3',
   license='MIT',
   description = 'Perceiver - Pytorch',
   author = 'Phil Wang',