Accelerated Python: Fix pip dependency issues.

tutorials/accelerated-python/brev/dockerfile

@@ -1,4 +1,4 @@
-FROM rapidsai/devcontainers:25.08-cpp-cuda12.8
+FROM ghcr.io/nvidia/mirrors/rapidsai-devcontainers-25.08-cpp-cuda12.8
 
 ENV PIP_ROOT_USER_ACTION=ignore \
     PIP_DISABLE_PIP_VERSION_CHECK=1 \
@@ -13,18 +13,16 @@ RUN apt-get update -y \
  && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
     git \
     git-lfs \
- && apt-get clean -y \
- && rm -rf /var/lib/apt/lists/*
-
-# Install Docker
-RUN apt-get update -y \
- && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \
     apt-transport-https \
     ca-certificates \
     curl \
     gnupg \
     lsb-release \
- && mkdir -p /etc/apt/keyrings \
+ && apt-get clean -y \
+ && rm -rf /var/lib/apt/lists/*
+
+# Install Docker
+RUN mkdir -p /etc/apt/keyrings \
  && curl -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /etc/apt/keyrings/docker.gpg \
  && echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" | tee /etc/apt/sources.list.d/docker.list > /dev/null \
  && apt-get update -y \

tutorials/accelerated-python/brev/requirements.txt

@@ -13,15 +13,15 @@ jupyterlab-nvidia-nsight
 jupyterlab-execute-time
 
 # CUDA
-cuda-python
-numba-cuda == 0.20.*
+cuda-python == 12.9.*
+numba-cuda
 nvmath-python[cu12]
 cupy-cuda12x
-cuda-cccl[test-cu12] == 0.3.1
-nvidia-cuda-runtime-cu12 == 12.8.*
+cuda-cccl[test-cu12]
+nvidia-cublas-cu12 == 12.8.4.1
+nvidia-nvshmem-cu12 == 3.3.20
 nvidia-cuda-nvcc-cu12 == 12.8.*
 nvidia-cuda-nvrtc-cu12 == 12.8.*
-nvidia-nvjitlink-cu12 == 12.8.*
 
 # NVIDIA devtools
 nvtx