diff --git a/colossalai/booster/plugin/__init__.py b/colossalai/booster/plugin/__init__.py
index 62f3708fc..7e0e6ffdd 100644
--- a/colossalai/booster/plugin/__init__.py
+++ b/colossalai/booster/plugin/__init__.py
@@ -1,10 +1,18 @@
 from .gemini_plugin import GeminiPlugin
 from .hybrid_parallel_plugin import HybridParallelPlugin
 from .low_level_zero_plugin import LowLevelZeroPlugin
+from .moe_hybrid_parallel_plugin import MoeHybridParallelPlugin
 from .plugin_base import Plugin
 from .torch_ddp_plugin import TorchDDPPlugin
 
-__all__ = ["Plugin", "TorchDDPPlugin", "GeminiPlugin", "LowLevelZeroPlugin", "HybridParallelPlugin"]
+__all__ = [
+    "Plugin",
+    "TorchDDPPlugin",
+    "GeminiPlugin",
+    "LowLevelZeroPlugin",
+    "HybridParallelPlugin",
+    "MoeHybridParallelPlugin",
+]
 
 import torch
 from packaging import version
diff --git a/colossalai/shardformer/policies/mixtral.py b/colossalai/shardformer/policies/mixtral.py
index f9721c79e..0fb858d78 100644
--- a/colossalai/shardformer/policies/mixtral.py
+++ b/colossalai/shardformer/policies/mixtral.py
@@ -40,21 +40,19 @@ class MixtralPolicy(Policy):
 
         if self.shard_config.enable_tensor_parallelism:
             raise NotImplementedError("Tensor parallelism is not supported for Mixtral model now.")
-        if getattr(self.shard_config, "ep_group", None) is None:
-            raise ValueError("You must pass in ep_group via shard_config for expert parallel!")
-
-        # expert parallel
-        self.append_or_create_submodule_replacement(
-            description=[
-                SubModuleReplacementDescription(
-                    suffix="block_sparse_moe",
-                    target_module=EPMixtralSparseMoeBlock,
-                    kwargs={"ep_group": self.shard_config.ep_group},
-                )
-            ],
-            policy=policy,
-            target_key=MixtralDecoderLayer,
-        )
+        if getattr(self.shard_config, "ep_group", None) is not None:
+            # expert parallel
+            self.append_or_create_submodule_replacement(
+                description=[
+                    SubModuleReplacementDescription(
+                        suffix="block_sparse_moe",
+                        target_module=EPMixtralSparseMoeBlock,
+                        kwargs={"ep_group": self.shard_config.ep_group},
+                    )
+                ],
+                policy=policy,
+                target_key=MixtralDecoderLayer,
+            )
 
         # optimization configuration
         if self.shard_config.enable_fused_normalization: