ci : update main-cuda.Dockerfile (#3371)

* Update main-cuda.Dockerfile

Bump CUDA to 13.0.0 and exclude the `compute_50` arch from build because it was deprecated and now throws an error.

* Add quotes in main-cuda.Dockerfile

Author: ustas-eth

.devops/main-cuda.Dockerfile

@@ -1,6 +1,6 @@
 ARG UBUNTU_VERSION=22.04
 # This needs to generally match the container host's environment.
-ARG CUDA_VERSION=12.3.1
+ARG CUDA_VERSION=13.0.0
 # Target the CUDA build image
 ARG BASE_CUDA_DEV_CONTAINER=nvidia/cuda:${CUDA_VERSION}-devel-ubuntu${UBUNTU_VERSION}
 # Target the CUDA runtime image
@@ -20,12 +20,12 @@ RUN apt-get update && \
     && rm -rf /var/lib/apt/lists/* /var/cache/apt/archives/*
 
 # Ref: https://stackoverflow.com/a/53464012
-ENV CUDA_MAIN_VERSION=12.3
+ENV CUDA_MAIN_VERSION=13.0
 ENV LD_LIBRARY_PATH /usr/local/cuda-${CUDA_MAIN_VERSION}/compat:$LD_LIBRARY_PATH
 
 COPY .. .
 # Enable cuBLAS
-RUN make base.en CMAKE_ARGS="-DGGML_CUDA=1"
+RUN make base.en CMAKE_ARGS="-DGGML_CUDA=1 -DCMAKE_CUDA_ARCHITECTURES='75;80;86;90'"
 
 RUN find /app/build -name "*.o" -delete && \
     find /app/build -name "*.a" -delete && \
@@ -34,7 +34,7 @@ RUN find /app/build -name "*.o" -delete && \
     rm -rf /app/build/_deps
 
 FROM ${BASE_CUDA_RUN_CONTAINER} AS runtime
-ENV CUDA_MAIN_VERSION=12.3
+ENV CUDA_MAIN_VERSION=13.0
 ENV LD_LIBRARY_PATH /usr/local/cuda-${CUDA_MAIN_VERSION}/compat:$LD_LIBRARY_PATH
 WORKDIR /app