Redeploying same deployment does not delete the old replicaset

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Cluster information:

Kubernetes version: 1.11.5-gke.5
Cloud being used: GCP
Installation method: GKE
Host OS: Container-Optimized OS (cos)
CNI and version:
CRI and version:

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