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Adds example for tuning a kfp v1 pipeline with Katib
This example illustrates how a full kfp pipeline can be tuned using Katib. It is based on a metrics collector to collect kubeflow pipeline metrics (kubeflow#2019). This is used as a Custom Collector. Addresses: kubeflow#1914, kubeflow#2019
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