Running container on GCP instance via GirLab

[fabiosanger]

Is it possible to to run a container from a gitlab pipeline on a gcp instance which has GPU? I know that I do

steps:
    # build the container image
  - name: 'gcr.io/cloud-builders/docker'
    args: [ 'build', '--memory-swap', '-1', '-t', 'eu.gcr.io/$PROJECT_ID/${_IMAGE}', '.' ]
    # push the container image
  - name: 'gcr.io/cloud-builders/docker'
    args: [ 'push', 'eu.gcr.io/$PROJECT_ID/${_IMAGE}']
    # deploy to Cloud Run
  - name: "gcr.io/cloud-builders/docker"
    args: ['run', '--rm', \
           '--gpus', 'all', \
           'eu.gcr.io/$PROJECT_ID/${_IMAGE}', 'pytest']

It fails step 2 with error:

[Gcloud docker --push or pull](docker: Error response from daemon: could not select device driver "" with capabilities: [[gpu]].)

Basically I need to test the container with a machine with GPU, since the company gitlab runner does not support GPU