diff --git a/Dockerfile.cuda b/Dockerfile.cuda
index d9451bc..e95fa23 100644
--- a/Dockerfile.cuda
+++ b/Dockerfile.cuda
@@ -1,4 +1,5 @@
-FROM nvidia/cuda:12.0.1-devel-ubuntu22.04
+ARG CUDA_VERSION=12.1.1
+FROM nvidia/cuda:${CUDA_VERSION}-devel-ubuntu22.04
 
 # We need to set the host to 0.0.0.0 to allow outside access
 ENV HOST 0.0.0.0