diff --git a/vllm_mindspore/model_executor/models/glm4_1v.py b/vllm_mindspore/model_executor/models/glm4_1v.py
index 8593ff070e44b6306c3217e1085f6904a737e04f..1b51608a76e7e2d64c8a89c35a7e5218db1e2b38 100644
--- a/vllm_mindspore/model_executor/models/glm4_1v.py
+++ b/vllm_mindspore/model_executor/models/glm4_1v.py
@@ -79,9 +79,6 @@ from vllm_mindspore.model_executor.models.interfaces import (
     MultiModalEmbeddings, SupportsLoRA, SupportsMultiModal)
 from vllm_mindspore.model_executor.models.utils import (WeightsMapper,
     maybe_prefix, merge_multimodal_embeddings)
-from vllm_mindspore.model_executor.models.mf_models.mindformers import (
-    MindFormersForCausalLM
-)
 from vllm_mindspore.model_executor.models.model_base import NativeModel, \
     AttentionWrapper
 from vllm_mindspore.model_executor.models.attention_mask import \