diff --git a/vllm/platforms/cuda.py b/vllm/platforms/cuda.py
index 48d1aacba1858..7ab5146fd743c 100644
--- a/vllm/platforms/cuda.py
+++ b/vllm/platforms/cuda.py
@@ -6,7 +6,7 @@ pynvml. However, it should not initialize cuda context.
 
 import os
 from datetime import timedelta
-from functools import wraps
+from functools import cache, wraps
 from typing import TYPE_CHECKING, Callable, Optional, TypeVar, Union
 
 import torch
@@ -389,6 +389,7 @@ class CudaPlatformBase(Platform):
 class NvmlCudaPlatform(CudaPlatformBase):
 
     @classmethod
+    @cache
     @with_nvml_context
     def get_device_capability(cls,
                               device_id: int = 0
@@ -486,6 +487,7 @@ class NvmlCudaPlatform(CudaPlatformBase):
 class NonNvmlCudaPlatform(CudaPlatformBase):
 
     @classmethod
+    @cache
     def get_device_capability(cls, device_id: int = 0) -> DeviceCapability:
         major, minor = torch.cuda.get_device_capability(device_id)
         return DeviceCapability(major=major, minor=minor)