diff --git a/src/accelerate/checkpointing.py b/src/accelerate/checkpointing.py
index 185ba0e04c4..aebe6e1c77a 100644
--- a/src/accelerate/checkpointing.py
+++ b/src/accelerate/checkpointing.py
@@ -32,6 +32,7 @@
     SCHEDULER_NAME,
     WEIGHTS_NAME,
     get_pretty_name,
+    is_mlu_available,
     is_torch_xla_available,
     is_xpu_available,
     save,
@@ -143,6 +144,8 @@ def save_accelerator_state(
     states["torch_manual_seed"] = torch.get_rng_state()
     if is_xpu_available():
         states["torch_xpu_manual_seed"] = torch.xpu.get_rng_state_all()
+    if is_mlu_available():
+        states["torch_mlu_manual_seed"] = torch.mlu.get_rng_state_all()
     else:
         states["torch_cuda_manual_seed"] = torch.cuda.get_rng_state_all()
     if is_torch_xla_available():
@@ -255,6 +258,8 @@ def load_accelerator_state(
         torch.set_rng_state(states["torch_manual_seed"])
         if is_xpu_available():
             torch.xpu.set_rng_state_all(states["torch_xpu_manual_seed"])
+        if is_mlu_available():
+            torch.mlu.set_rng_state_all(states["torch_mlu_manual_seed"])
         else:
             torch.cuda.set_rng_state_all(states["torch_cuda_manual_seed"])
         if is_torch_xla_available():
diff --git a/src/accelerate/commands/env.py b/src/accelerate/commands/env.py
index 7078c6c0adc..7dd5995f6b4 100644
--- a/src/accelerate/commands/env.py
+++ b/src/accelerate/commands/env.py
@@ -81,6 +81,8 @@ def env_command(args):
     }
     if pt_cuda_available:
         info["GPU type"] = torch.cuda.get_device_name()
+    if pt_mlu_available:
+        info["MLU type"] = torch.mlu.get_device_name()
     if pt_npu_available:
         info["CANN version"] = torch.version.cann
 
diff --git a/src/accelerate/utils/dataclasses.py b/src/accelerate/utils/dataclasses.py
index b12fde45bcf..cf41bc76b62 100644
--- a/src/accelerate/utils/dataclasses.py
+++ b/src/accelerate/utils/dataclasses.py
@@ -32,7 +32,7 @@
 
 from .constants import FSDP_AUTO_WRAP_POLICY, FSDP_BACKWARD_PREFETCH, FSDP_SHARDING_STRATEGY, FSDP_STATE_DICT_TYPE
 from .environment import str_to_bool
-from .imports import is_cuda_available, is_npu_available, is_xpu_available
+from .imports import is_cuda_available, is_mlu_available, is_npu_available, is_xpu_available
 from .versions import compare_versions
 
 
@@ -1341,6 +1341,8 @@ def __post_init__(self):
         if self.sync_module_states:
             if is_npu_available():
                 device = torch.npu.current_device()
+            elif is_mlu_available():
+                device = torch.mlu.current_device()
             elif is_cuda_available():
                 device = torch.cuda.current_device()
             elif is_xpu_available():