diff --git a/kserve/protocol/rest/openai/types/__init__.py b/kserve/protocol/rest/openai/types/__init__.py
index d70e258..b159675 100644
--- a/kserve/protocol/rest/openai/types/__init__.py
+++ b/kserve/protocol/rest/openai/types/__init__.py
@@ -31,8 +31,8 @@ from vllm.entrypoints.openai.completion.protocol import (
     CompletionRequest,
     CompletionResponse as Completion,
 )
-from vllm.entrypoints.openai.engine.protocol import (
-    DeltaMessage as ChoiceDelta,
+from vllm.entrypoints.generate.base.protocol import DeltaMessage as ChoiceDelta
+from vllm.entrypoints.serve.engine.protocol import (
     UsageInfo,
     ModelCard as Model,
     ModelList,
@@ -47,7 +47,7 @@ from vllm.entrypoints.pooling.scoring.protocol import (
     RerankRequest,
     RerankResponse as Rerank,
 )
-from vllm.entrypoints.chat_utils import (
+from vllm.renderers.chat_utils import (
     ChatCompletionContentPartParam,
     CustomChatCompletionMessageParam,
     ChatCompletionMessageParam,