diff --git a/mmengine/_strategy/deepspeed.py b/mmengine/_strategy/deepspeed.py
index 44e7c2e692..3f89ff760d 100644
--- a/mmengine/_strategy/deepspeed.py
+++ b/mmengine/_strategy/deepspeed.py
@@ -311,8 +311,8 @@ def __init__(
         self.config['steps_per_print'] = steps_per_print
         self._inputs_to_half = inputs_to_half
         assert (exclude_frozen_parameters is None or
-                digit_version(deepspeed.__version__) >= digit_version('0.10.1')
-                ), ('DeepSpeed >= 0.10.1 is required to enable '
+                digit_version(deepspeed.__version__) >= digit_version('0.13.2')
+                ), ('DeepSpeed >= 0.13.2 is required to enable '
                     'exclude_frozen_parameters')
         self.exclude_frozen_parameters = exclude_frozen_parameters
 
@@ -430,7 +430,7 @@ def load_checkpoint(
         self.logger.info(f'Load checkpoint from {filename}')
 
         dirname, basename = osp.split(filename)
-        if digit_version(deepspeed.__version__) >= digit_version('0.10.1'):
+        if digit_version(deepspeed.__version__) >= digit_version('0.13.2'):
             _, extra_ckpt = self.model.load_checkpoint(
                 dirname,
                 tag=basename,
@@ -468,7 +468,7 @@ def resume(
         self.logger.info(f'Resume checkpoint from {filename}')
 
         dirname, basename = osp.split(filename)
-        if digit_version(deepspeed.__version__) >= digit_version('0.10.1'):
+        if digit_version(deepspeed.__version__) >= digit_version('0.13.2'):
             _, extra_ckpt = self.model.load_checkpoint(
                 dirname,
                 tag=basename,
@@ -551,6 +551,11 @@ def save_checkpoint(
                 level=logging.WARNING)
             save_optimizer = True
 
+        state_dict_kwargs = {}
+        if digit_version(deepspeed.__version__) >= digit_version('0.13.2'):
+            state_dict_kwargs[
+                'exclude_frozen_parameters'] = self.exclude_frozen_parameters
+
         if save_optimizer:
             if hasattr(self, 'optim_wrapper'):
                 # The key can not be 'optimizer', otherwise error will be
@@ -558,27 +563,19 @@ def save_checkpoint(
                 extra_ckpt['optim_wrapper'] = self.optim_state_dict()
 
             dirname, basename = osp.split(filename)
-            if digit_version(deepspeed.__version__) >= digit_version('0.10.1'):
-                self.model.save_checkpoint(
-                    dirname,
-                    tag=basename,
-                    client_state=extra_ckpt,
-                    save_latest=False,
-                    exclude_frozen_parameters=self.exclude_frozen_parameters)
-            else:
-                self.model.save_checkpoint(
-                    dirname,
-                    tag=basename,
-                    client_state=extra_ckpt,
-                    save_latest=False)
+            self.model.save_checkpoint(
+                dirname,
+                tag=basename,
+                client_state=extra_ckpt,
+                save_latest=False,
+                **state_dict_kwargs)
         else:
             if self.model.zero_optimization_partition_weights():
-                # TODO: `_zero3_consolidated_16bit_state_dict` doesn't support
-                # `exclude_frozen_parameters`.
-                state_dict = self.model._zero3_consolidated_16bit_state_dict()
+                state_dict = self.model._zero3_consolidated_16bit_state_dict(
+                    **state_dict_kwargs)
             else:
-                state_dict = self.model.module_state_dict(
-                    exclude_frozen_parameters=self.exclude_frozen_parameters)
+                state_dict = self.model.module_state_dict(**state_dict_kwargs)
+
             if is_main_process():
                 ckpt = {'state_dict': weights_to_cpu(state_dict), **extra_ckpt}
                 save_checkpoint(ckpt, filename)