diff --git a/colossalai/booster/plugin/hybrid_parallel_plugin.py b/colossalai/booster/plugin/hybrid_parallel_plugin.py
index ed3a61dede56..91fcba55a0aa 100644
--- a/colossalai/booster/plugin/hybrid_parallel_plugin.py
+++ b/colossalai/booster/plugin/hybrid_parallel_plugin.py
@@ -21,7 +21,7 @@
 from colossalai.amp.naive_amp.mixed_precision_optimizer import MixedPrecisionOptimizer
 from colossalai.checkpoint_io import CheckpointIO, HybridParallelCheckpointIO
 from colossalai.cluster import ProcessGroupMesh
-from colossalai.interface import ModelWrapper, OptimizerWrapper
+from colossalai.interface import ModelWrapper, OptimizerWrapper, AMPModelMixin
 from colossalai.pipeline.schedule import InterleavedSchedule, OneForwardOneBackwardSchedule
 from colossalai.pipeline.stage_manager import PipelineStageManager
 from colossalai.shardformer import ShardConfig, ShardFormer
@@ -42,7 +42,7 @@ def _convert_floating_point(x, dtype: torch.dtype = torch.float16):
     return x
 
 
-class HybridParallelModule(ModelWrapper):
+class HybridParallelModule(ModelWrapper, AMPModelMixin):
     def __init__(
         self,
         module: Module,
diff --git a/tests/test_booster/test_plugin/test_gemini_plugin.py b/tests/test_booster/test_plugin/test_gemini_plugin.py
index 3c496ff64755..d4205e1f9d73 100644
--- a/tests/test_booster/test_plugin/test_gemini_plugin.py
+++ b/tests/test_booster/test_plugin/test_gemini_plugin.py
@@ -116,6 +116,9 @@ def check_gemini_plugin(
             "transformers_falcon_for_sequence_classification",
             "transformers_falcon_for_token_classification",
             "transformers_falcon_for_question_answering",
+            "transformers_gptj_lm", # lead to OOM when running in ci
+            "transformers_gptj_for_question_answering",
+            "transformers_gptj_for_sequence_classification",
         ]:
             continue