Configure cluster capacity with queues
You can manage your cluster capacity using queues to balance resource requirements of multiple applications from various users.
You can use the Capacity Scheduler to share cluster resources using FIFO (first in, first out) queues.
You can configure queues either by specifying the percentage of the capacity using the Relative mode or the actual units of vCores and memory using the Absolute mode or the fraction of the total capacity. If you are upgrading your cluster, Weight mode is the default mode. If you are installing and configuring the cluster freshly, Relative mode is the default mode. You can change the allocation mode to the Absolute mode.
You can submit applications to different queues at multiple levels in the queue hierarchy if the capacity is available on the nodes in the cluster. Because total cluster capacity can vary, capacity configuration values are expressed using percentages, units, or fractions.
Example – Configuring capacity using the Relative mode
You can specify the capacity property to allocate a floating-point percentage value of cluster capacity to a queue. The following configurations divide the cluster resources between the "engineering", "support", and "marketing" organizations in a 6:1:3 ratio (60%, 10%, and 30%).
To specify the capacity property based on the above example, perform the following:
- In Cloudera Manager, select Clusters > YARN Queue Manager UI service. A graphical queue hierarchy is displayed in the Overview tab.
- Click on the three vertical dots on the root and select Edit Child Queues option.
- Enter the Configured Capacity of "engineering" to 60, "support" to 10, and "marketing" to 30.
- Click Save.
Example – Configuring capacity using the Absolute mode
You can specify the capacity in units of memory in MiB and the number of cores to a queue. If the total units of memory is 16384 MiB and 16 cores, and the the cluster resources between the "engineering", "support", and "marketing" organizations are allocated as follows:
Organization | Memory | vCores |
---|---|---|
engineering | 9830 | 10 |
support | 1638 | 2 |
marketing | 4916 | 4 |
To specify the capacity property based on the above example, perform the following:
- In Cloudera Manager, select Clusters > YARN Queue Manager UI service. A graphical queue hierarchy is displayed in the Overview tab.
- Click on the three vertical dots on the root and select Edit Child Queues option.
- Enter the Configured Memory of "engineering" to 9830, "support" to 1638, and "marketing" to 4916.
- Enter the Configured vCores of "engineering" to 10, "support" to 2, and "marketing" to 4.
- Click Save.
Example – Configuring capacity using the Weight mode
You can specify the capacity in fractions of total resources. The resources are divided based on how the queue's weight relates to the sum of configured weights under the parent. The following configurations divide the cluster resources between the "engineering", "support", and "marketing" organizations in 6:1:3 (6/10, 1/10, and 3/10) fraction of total resources.
To specify the capacity property based on the above example, perform the following:
- In Cloudera Manager, select Clusters > YARN Queue Manager UI service. A graphical queue hierarchy is displayed in the Overview tab.
- Click on the three vertical dots on the root and select Edit Child Queues option.
- Enter the Configured Weight of "engineering" to 6, "support" to 1, and "marketing" to 3.
- Click Save.