diff --git a/netam/framework.py b/netam/framework.py
index a9fdce6a..b2261d06 100644
--- a/netam/framework.py
+++ b/netam/framework.py
@@ -421,7 +421,7 @@ def reset_optimization(self, learning_rate=None):
         if learning_rate is None:
             learning_rate = self.learning_rate
 
-        # copied from # https://github.com/karpathy/nanoGPT/blob/9755682b981a45507f6eb9b11eadef8cb83cebd5/model.py#L264
+        # copied from https://github.com/karpathy/nanoGPT/blob/9755682b981a45507f6eb9b11eadef8cb83cebd5/model.py#L264
         param_dict = {
             pn: p for pn, p in self.model.named_parameters() if p.requires_grad
         }