Fix tag

Dockerfile_cuda

-ARG BASE_CONTAINER=quay.io/jupyter/tensorflow-notebook:cuda-2025-01-20
+ARG BASE_CONTAINER=quay.io/jupyter/tensorflow-notebook:cuda-2024-10-22	
 FROM $BASE_CONTAINER
 
 LABEL maintainer="Dima Mishin <dmishin@ucsd.edu>, Seungmin Kim <ehf@yonsei.ac.kr>"
@@ -25,7 +25,7 @@ RUN mamba install -c conda-forge --yes \
         # NVIDIA cuQuantum SDK
         'cuquantum' \
         'cuquantum-python' \
-        'cuda-version=12' \
+        'cuda-version=12.4' \
     && mamba clean --all -f -y \
     && pip install --no-cache-dir --extra-index-url="https://pypi.nvidia.com" \
         "tensorflow[and-cuda]==$(python3 -c 'import tensorflow as tf; print(tf.__version__)' 2>/dev/null)" \