diff --git a/vllm/entrypoints/openai/serving_engine.py b/vllm/entrypoints/openai/serving_engine.py
index efd2f20299d0..fb9d456df78e 100644
--- a/vllm/entrypoints/openai/serving_engine.py
+++ b/vllm/entrypoints/openai/serving_engine.py
@@ -1,7 +1,6 @@
 # SPDX-License-Identifier: Apache-2.0
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 import asyncio
-import base64
 import io
 import json
 import sys
@@ -12,6 +11,7 @@ from http import HTTPStatus
 from typing import (Annotated, Any, Callable, ClassVar, Generic, Optional,
                     TypeVar, Union, cast, overload)
 
+import pybase64
 import torch
 from fastapi import Request
 from pydantic import BaseModel, ConfigDict, Field
@@ -1008,7 +1008,8 @@ class OpenAIServing:
     ) -> list[EmbedsPrompt]:
 
         def _load_and_validate_embed(embed: bytes) -> EmbedsPrompt:
-            tensor = torch.load(io.BytesIO(base64.b64decode(embed)),
+            tensor = torch.load(io.BytesIO(
+                pybase64.b64decode(embed, validate=True)),
                                 weights_only=True)
             assert isinstance(tensor, torch.Tensor) and tensor.dtype in (
                 torch.float32,