YARN Optimizier

The Pulse YARN Optimizer enhances YARN cluster performance by intelligently optimizing memory allocation and CPU utilization across YARN applications.

This enables you to:

  • Optimize YARN resource utilization by balancing memory and CPU across all nodes
  • Enhance cluster performance by accelerating job execution and reducing processing time
  • Increase job concurrency through efficient resource scheduling
  • Reduce job queuing delays by preventing NodeManager bottlenecks
  • Lower infrastructure costs by maximizing existing capacity
  • Automate optimization using real-time monitoring and intelligent algorithms for continuous improvement.

Pulse only supports fingerprinting of Spark and Tez/ Hive applications during YARN optimization.

Before You Begin

Before using the optimizer, ensure that the following components are deployed and enabled:

  • YARN Optimizer Service and Alfred Service: required to process, analyze, and store optimization data and application fingerprints.
  • YARN Metrics Agent: collects real-time metrics from cluster nodes for optimization analysis.
  • Fingerprinting: must be enabled to capture and process application-level performance data.

For detailed steps, see Deploy Yarn Optimizer.

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