diff --git a/perceiver_pytorch/perceiver_pytorch.py b/perceiver_pytorch/perceiver_pytorch.py
index 0297340..ff4bb04 100644
--- a/perceiver_pytorch/perceiver_pytorch.py
+++ b/perceiver_pytorch/perceiver_pytorch.py
@@ -33,11 +33,11 @@ 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) / log(10), num_bands, device = device, dtype = dtype)
+    scales = torch.linspace(1., max_freq / 2, num_bands, device = device, dtype = dtype)
     scales = scales[(*((None,) * (len(x.shape) - 1)), Ellipsis)]
 
     x = x * scales * pi
-    x = torch.cat([x.sin(), x.cos()], dim=-1)
+    x = torch.cat([x.sin(), x.cos()], dim = -1)
     x = torch.cat((x, orig_x), dim = -1)
     return x
 
diff --git a/setup.py b/setup.py
index c270b67..cd111e9 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 setup(
   name = 'perceiver-pytorch',
   packages = find_packages(),
-  version = '0.7.3',
+  version = '0.7.4',
   license='MIT',
   description = 'Perceiver - Pytorch',
   author = 'Phil Wang',