Vertex AI default environment has broken cupy installation

[ncclementi]

In the altest Vertex AI env, the cuda toolkit version is 13

ls -ld /usr/local/cuda*

lrwxrwxrwx  1 root root   21 Jun  1 04:54 /usr/local/cuda -> /usr/local/cuda-13.0/
drwxr-xr-x 17 root root 4096 Jun  1 04:55 /usr/local/cuda-13.0

but when checking pip list they have a cuda 12 installation

cupy-cuda12x                          13.6.0

Which is a broken env:

import cupy as cp
X = cp.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1],[3, 2]], cp.float32)
X**2

RuntimeError: CuPy failed to load libnvrtc.so.12: OSError: libnvrtc.so.12: cannot open shared object file: No such file or directory