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hadoop hardware recommendation
Here are the recommended specifications for DataNode/TaskTrackers in a balanced Hadoop cluster:
1. 12-24 1-4TB hard disks in a JBOD (Just a Bunch Of Disks) configuration
2. 2 quad-/hex-/octo-core CPUs, running at least 2-2.5GHz
3. 64-512GB of RAM
4. Bonded Gigabit Ethernet or 10Gigabit Ethernet (the more storage density, the higher the network throughput needed)
Here are the recommended specifications for NameNode/JobTracker/Standby NameNode nodes. The drive count will fluctuate depending on the amount of redundancy:
1. 4–6 1TB hard disks in a JBOD configuration (1 for the OS, 2 for the FS image [RAID 1], 1 for Apache ZooKeeper, and 1 for Journal node)
2. 2 quad-/hex-/octo-core CPUs, running at least 2-2.5GHz
3. 64-128GB of RAM
4. Bonded Gigabit Ethernet or 10Gigabit Ethernet
Below is a list of various hardware configurations for different workloads, including our original “balanced” recommendation:
1. Light Processing Configuration (1U/machine): Two hex-core CPUs, 24-64GB memory, and 8 disk drives (1TB or 2TB)
2. Balanced Compute Configuration (1U/machine): Two hex-core CPUs, 48-128GB memory, and 12 – 16 disk drives (1TB or 2TB) directly attached using the motherboard controller. These are often available as twins with two motherboards and 24 drives in a single 2U cabinet.
3. Storage Heavy Configuration (2U/machine): Two hex-core CPUs, 48-96GB memory, and 16-24 disk drives (2TB – 4TB). This configuration will cause high network traffic in case of multiple node/rack failures.
4. Compute Intensive Configuration (2U/machine): Two hex-core CPUs, 64-512GB memory, and 4-8 disk drives (1TB or 2TB)
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hadoop hardware recommendation