apiVersion: batch/v1
kind: Job
metadata:
  name: ts-spatop-predict-irvine
  labels:
    jobgroup: spatop-job-eval
spec:
  template:
    spec:
      securityContext:
        runAsUser: 0
        fsGroup: 0
      containers:
        - name: training
          image: gitlab-registry.nrp-nautilus.io/mquinnan/top-spanet:spatop-container
          command:
            - "/bin/bash"
            - "-c"
            - |
              set -e  # exit on error

              echo "Installing SPANet v2.3, tensorboard and rich..."
              pip install git+https://github.com/Alexanders101/SPANet.git@v2.3
              pip install tensorboard rich

              echo "Starting prediction job..."
              python -m spanet.predict \
                /spatopvol2/logs/irvine_output/version_31/ \
                /spatopvol2/ttbar_predict_spanetv2.h5 \
                -tf /spatopvol2/ttbar_testing_spanetv2.h5 
          volumeMounts:
            - name: dshm
              mountPath: /dev/shm
            - mountPath: /spatopvol2
              name: spatopvol2
            - name: git-repo
              mountPath: /opt/repo
          resources:
            limits:
              memory: 64Gi
              cpu: "16"
              nvidia.com/gpu: "1"
            requests:
              memory: 32Gi
              cpu: "8"
              nvidia.com/gpu: "1"
      initContainers:
        - name: init-clone-repo
          image: alpine/git
          args:
            - clone
            - --single-branch
            - https://github.com/quinnanm/SPAtop
            - -b
            - meldev
            - --recurse-submodules
            - /opt/repo/SPAtop
          volumeMounts:
            - name: git-repo
              mountPath: /opt/repo
      volumes:
        - name: dshm
          emptyDir:
            medium: Memory
            sizeLimit: 8Gi
        - name: git-repo
          emptyDir: {}
        - name: spatopvol2
          persistentVolumeClaim:
            claimName: spatopvol2
      restartPolicy: Never
  backoffLimit: 5