CUDA images: Update CUDA to v12.8.1

Author: benz0li

CUDA.md

@@ -62,7 +62,7 @@ docker build \
   --build-arg BASE_IMAGE=ubuntu \
   --build-arg BASE_IMAGE_TAG=22.04 \
   --build-arg CUDA_IMAGE=nvidia/cuda \
-  --build-arg CUDA_VERSION=12.8.0 \
+  --build-arg CUDA_VERSION=12.8.1 \
   --build-arg CUDA_IMAGE_SUBTAG=runtime-ubuntu22.04 \
   --build-arg PYTHON_VERSION=3.13.2 \
   -t cuda/python/ver \

ver/.gitlab-ci.yml

@@ -1,7 +1,7 @@
 .env:
   variables:
     PYTHON_VERSION: "3.13.2"
-    CUDA_VERSION: "12.8.0"
+    CUDA_VERSION: "12.8.1"
     CUDNN_VERSION_AMD64: "9.8.0.87"
     CUDNN_VERSION_ARM64: "9.8.0.87"
     CUDNN_CUDA_VERSION_MAJ_MIN_AMD64: "12.0"