Automated cherry pick of #2079: fix volcano podgroup update issue #2130: Refine the integration tests for the immutable PyTorchJob #2139
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Cherry pick of #2079 #2130 on v1.8-branch.
#2079: fix volcano podgroup update issue
#2130: Refine the integration tests for the immutable PyTorchJob
I manually squashed commits and modified signs since @ckyuto signed to DCO and CLA with different email addresses.
https://github.com/kubeflow/training-operator/pull/2134/checks?check_run_id=25949083128