diff --git a/src/accelerate/launchers.py b/src/accelerate/launchers.py
index 3aa0ca22b28..3b8dc5aef23 100644
--- a/src/accelerate/launchers.py
+++ b/src/accelerate/launchers.py
@@ -145,7 +145,7 @@ def train(*args):
         if num_processes is None:
             num_processes = 8
 
-        launcher = PrepareForLaunch(function, distributed_type="TPU")
+        launcher = PrepareForLaunch(function, distributed_type="XLA")
         print(f"Launching a training on {num_processes} TPU cores.")
         xmp.spawn(launcher, args=args, nprocs=num_processes, start_method="fork")
     elif in_colab and get_gpu_info()[1] < 2:
diff --git a/src/accelerate/utils/dataclasses.py b/src/accelerate/utils/dataclasses.py
index 921b86f3b9a..85e746dfe6f 100644
--- a/src/accelerate/utils/dataclasses.py
+++ b/src/accelerate/utils/dataclasses.py
@@ -503,30 +503,6 @@ def build(self) -> torch.profiler.profile:
         )
 
 
-class DeprecatedFieldDescriptor:
-    """
-    Descriptor for deprecated fields in an enum class.
-
-    Args:
-        field_name (`str`):
-            The name of the deprecated field.
-        replaced_with (`str`):
-            The name of the field that replaces the deprecated one.
-    """
-
-    def __init__(self, field_name, replaced_with):
-        self.field_name = field_name
-        self.replaced_with = replaced_with
-
-    def __get__(self, instance, owner):
-        warnings.warn(
-            f"The `{self.field_name}` of `{owner}` is deprecated and will be removed in v1.0.0. "
-            f"Please use the `{self.replaced_with}` instead.",
-            FutureWarning,
-        )
-        return getattr(owner, self.replaced_with)
-
-
 class DistributedType(str, enum.Enum):
     """
     Represents a type of distributed environment.
@@ -556,7 +532,6 @@ class DistributedType(str, enum.Enum):
     FSDP = "FSDP"
     XLA = "XLA"
     MEGATRON_LM = "MEGATRON_LM"
-    TPU = DeprecatedFieldDescriptor("TPU", "XLA")
 
 
 class SageMakerDistributedType(str, enum.Enum):