Large-Scale Data Engineering and Analytics in Cloud

Performance Tuning and Cost Optimization / Internals, Research, Consulting

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  • CPU,  Hadoop,  YARN

    YARN – Negative vCores – Capacity Scheduler with Memory Resource Type

    May 8, 2020

    You can expect that the total number of vCores available to YARN limits the number of containers you can run concurrently, that’s not true in some cases.

    Let’s consider one of them – Capacity Scheduler with DefaultResourceCalculator (Memory only).

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    dmtolpeko
  • AWS,  CPU,  EC2,  EMR,  Hadoop,  Qubole,  YARN

    AWS EC2 vCPU and YARN vCores – M4, C4, R4 Instances

    May 7, 2020

    Let’s review how EC2 vCPUs correspond to YARN vCores in Amazon EMR and Qubole Hadoop clusters. As an example, I will choose m4.4xlarge, r4.4xlarge and c4.4xlarge EC2 instance types.

    EC2 vCPU is a thread of a CPU core (typically, there are two threads per core). Does it mean that YARN vCores should be equal to the number of EC2 vCPU? That’s not always the case.

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    dmtolpeko

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  • Jan 02, 2021 Flink and S3 Entropy Injection for Checkpoints
  • Jun 25, 2020 Hadoop YARN – Monitoring Resource Consumption by Running Applications in Multi-Cluster Environments

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