diff --git a/keras/src/trainers/trainer.py b/keras/src/trainers/trainer.py
index ff103b535c36..267923f333d5 100644
--- a/keras/src/trainers/trainer.py
+++ b/keras/src/trainers/trainer.py
@@ -140,7 +140,6 @@ def compile(
                 wrapped in a `LossScaleOptimizer`, which will dynamically
                 scale the loss to prevent underflow.
         """
-        self._clear_previous_trainer_metrics()
         optimizer = optimizers.get(optimizer)
         self.optimizer = optimizer
         if (