diff --git a/open_diloco/train_fsdp.py b/open_diloco/train_fsdp.py
index 666bcea..22f4696 100644
--- a/open_diloco/train_fsdp.py
+++ b/open_diloco/train_fsdp.py
@@ -402,7 +402,7 @@ def scheduler_fn(opt):
             else:
                 scaler.unscale_(optimizer=optimizer)
 
-            torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0)  # gradient clipping
+            model.clip_grad_norm_(1.0)  # gradient clipping
 
             if world_messenger_hv:
                 optimizer.step(scaler=scaler)