diff --git a/models.py b/models.py
index 9bfbb114..cc3093d7 100755
--- a/models.py
+++ b/models.py
@@ -114,18 +114,31 @@ def create_modules(module_defs, img_size, arc):
     return module_list, routs
 
 
-class Swish(nn.Module):
-    def __init__(self):
-        super().__init__()
+class SwishImplementation(torch.autograd.Function):
+    @staticmethod
+    def forward(ctx, i):
+        result = i * torch.sigmoid(i)
+        ctx.save_for_backward(i)
+        return result
 
+    @staticmethod
+    def backward(ctx, grad_output):
+        i = ctx.saved_variables[0]
+        sigmoid_i = torch.sigmoid(i)
+        return grad_output * (sigmoid_i * (1 + i * (1 - sigmoid_i)))
+
+
+class MemoryEfficientSwish(nn.Module):
+    def forward(self, x):
+        return SwishImplementation.apply(x)
+
+
+class Swish(nn.Module):
     def forward(self, x):
         return x.mul_(torch.sigmoid(x))
 
 
 class Mish(nn.Module):  # https://github.com/digantamisra98/Mish
-    def __init__(self):
-        super().__init__()
-
     def forward(self, x):
         return x.mul_(F.softplus(x).tanh())