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So here is how I solved this issue.

- Installed 5.8.0 Cloudera Manager and corresponding 5.8.0 parcels for the cluster

- Added Spark (on Yarn) as a service

- no issues faced

 

Maybe something was not right in CM 5.7.1 ?

 

 

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