CUDA: use 12.9.1-based 25.06 base container (#1430)

Author: olupton

.github/container/Dockerfile.base

@@ -1,5 +1,5 @@
 # syntax=docker/dockerfile:1-labs
-ARG BASE_IMAGE=nvcr.io/nvidia/cuda-dl-base:25.03-cuda12.8-devel-ubuntu24.04
+ARG BASE_IMAGE=nvcr.io/nvidia/cuda-dl-base:25.06-cuda12.9-devel-ubuntu24.04
 ARG GIT_USER_NAME="JAX Toolbox"
 ARG [email protected]
 ARG CLANG_VERSION=18

README.md

@@ -230,6 +230,7 @@ For a list of previously used XLA flags that are no longer needed, please also r
 
 | First nightly with new base container | Base container |
 | ------------------------------------- | -------------- |
+| 2025-07-03 | nvcr.io/nvidia/cuda-dl-base:25.06-cuda12.9-devel-ubuntu24.04 |
 | 2025-04-11 | nvcr.io/nvidia/cuda-dl-base:25.03-cuda12.8-devel-ubuntu24.04 |
 | 2025-03-04 | nvcr.io/nvidia/cuda-dl-base:25.02-cuda12.8-devel-ubuntu24.04 |
 | 2025-01-31 | nvcr.io/nvidia/cuda-dl-base:25.01-cuda12.8-devel-ubuntu24.04 |