diff --git a/nemo/utils/callbacks/cuda_graph.py b/nemo/utils/callbacks/cuda_graph.py
index ec0650a90e7d..e18a2a3d3b6c 100644
--- a/nemo/utils/callbacks/cuda_graph.py
+++ b/nemo/utils/callbacks/cuda_graph.py
@@ -139,16 +139,6 @@ def to_tensor(self, value, name):
     return value
 
 
-def register_key(self, key, meta, value):
-    # PyTorch Lightning creates all metrics on GPU, but creating the metric on
-    # its input device is prefered.
-    # Refer to: https://github.com/Lightning-AI/pytorch-lightning/blob/2.0.7/src/lightning/pytorch/trainer/connectors/logger_connector/result.py#L409
-    metric = _ResultMetric(meta, isinstance(value, torch.Tensor))
-    device = value.device if isinstance(value, torch.Tensor) else self.device
-    metric = metric.to(device)
-    self[key] = metric
-
-
 def update_metrics(self, key, value, batch_size):
     # PyTorch Lightning always move all metrics to GPU, but moving the metric to
     # its input device is prefered.
@@ -374,8 +364,6 @@ def on_train_start(self, trainer: "pl.Trainer", pl_module: "pl.LightningModule")
         # Use smart metrics to avoid syncs
         LightningModule.__orig_to_tensor__ = LightningModule._LightningModule__to_tensor
         LightningModule._LightningModule__to_tensor = to_tensor
-        _ResultCollection.__orig_register_key__ = _ResultCollection.register_key
-        _ResultCollection.register_key = register_key
         _ResultCollection.__orig_update_metrics__ = _ResultCollection.update_metrics
         _ResultCollection.update_metrics = update_metrics
 
@@ -409,8 +397,6 @@ def on_train_end(self, trainer: "pl.Trainer", pl_module: "pl.LightningModule") -
 
         LightningModule._LightningModule__to_tensor = LightningModule.__orig_to_tensor__
         del LightningModule.__orig_to_tensor__
-        _ResultCollection.register_key = _ResultCollection.__orig_register_key__
-        del _ResultCollection.__orig_register_key__
         _ResultCollection.update_metrics = _ResultCollection.__orig_update_metrics__
         del _ResultCollection.__orig_update_metrics__