diff --git a/colossalai/booster/plugin/hybrid_parallel_plugin.py b/colossalai/booster/plugin/hybrid_parallel_plugin.py
index da67e6b41fbf..211deea2d6d0 100644
--- a/colossalai/booster/plugin/hybrid_parallel_plugin.py
+++ b/colossalai/booster/plugin/hybrid_parallel_plugin.py
@@ -961,6 +961,7 @@ def __init__(
         pp_style: str = "1f1b",
         num_model_chunks: int = 1,
         enable_metadata_cache: bool = True,
+        make_vocab_size_divisible_by: int = 128,
     ) -> None:
         super().__init__()
         assert (
@@ -1033,6 +1034,7 @@ def __init__(
             enable_jit_fused=self.enable_jit_fused,
             enable_sequence_parallelism=enable_sequence_parallelism,
             enable_sequence_overlap=enable_sequence_overlap,
+            make_vocab_size_divisible_by=make_vocab_size_divisible_by,
         )
         self.amp_config = dict(
             initial_scale=initial_scale,
diff --git a/colossalai/shardformer/shard/shard_config.py b/colossalai/shardformer/shard/shard_config.py
index b5c9e66e0b87..114082bf9c9d 100644
--- a/colossalai/shardformer/shard/shard_config.py
+++ b/colossalai/shardformer/shard/shard_config.py
@@ -35,6 +35,7 @@ class ShardConfig:
     enable_sequence_parallelism: bool = False
     enable_sequence_overlap: bool = False
     extra_kwargs: Dict[str, Any] = field(default_factory=dict)
+    make_vocab_size_divisible_by: int = 128
     # pipeline_parallel_size: int
     # data_parallel_size: int
     # tensor_parallel_mode: Literal['1d', '2d', '2.5d', '3d']