diff --git a/optimum_benchmark/backends/pytorch/config.py b/optimum_benchmark/backends/pytorch/config.py
index ec48f639..61f9dfc0 100644
--- a/optimum_benchmark/backends/pytorch/config.py
+++ b/optimum_benchmark/backends/pytorch/config.py
@@ -5,7 +5,6 @@
 from ...system_utils import is_rocm_system
 from ..config import BackendConfig
 
-DEVICE_MAPS = ["auto", "sequential"]
 AMP_DTYPES = ["bfloat16", "float16"]
 TORCH_DTYPES = ["bfloat16", "float16", "float32", "auto"]
 
@@ -60,9 +59,6 @@ def __post_init__(self):
                 "Please remove it from the `model_kwargs` and set it in the backend config directly."
             )
 
-        if self.device_map is not None and self.device_map not in DEVICE_MAPS:
-            raise ValueError(f"`device_map` must be one of {DEVICE_MAPS}. Got {self.device_map} instead.")
-
         if self.torch_dtype is not None and self.torch_dtype not in TORCH_DTYPES:
             raise ValueError(f"`torch_dtype` must be one of {TORCH_DTYPES}. Got {self.torch_dtype} instead.")