Preemption
Preemption allows Nomad to kill existing allocations in order to place allocations for a higher priority job. The evicted allocation is temporarily displaced until the cluster has capacity to run it. This allows operators to run high priority jobs even under resource contention across the cluster.
Advanced Topic! This page covers technical details of Nomad. You do not need to understand these details to effectively use Nomad. The details are documented here for those who wish to learn about them without having to go spelunking through the source code.
Preemption in Nomad
Every job in Nomad has a priority associated with it. Priorities impact scheduling at the evaluation and planning stages by sorting the respective queues accordingly (higher priority jobs get moved ahead in the queues).
Prior to Nomad 0.9, when a cluster is at capacity, any allocations that result from a newly scheduled or updated job remain in the pending state until sufficient resources become available - regardless of the defined priority. This leads to priority inversion, where a low priority task can prevent high priority tasks from completing.
Nomad has preemption capabilities for service, batch, and system jobs. The Nomad scheduler can be configured to evict lower priority running allocations to free up capacity for new allocations resulting from relatively higher priority jobs, sending evicted allocations back into the plan queue.
Details
Preemption is enabled by default in Nomad 0.9 for system jobs. Operators can use the scheduler config API endpoint to disable preemption.
Nomad uses the job priority field to determine what running allocations can be preempted. In order to prevent a cascade of preemptions due to jobs close in priority being preempted, only allocations from jobs with a priority delta of more than 10 from the job needing placement are eligible for preemption.
For example, consider a node with the following distribution of allocations:
Job | Priority | Allocations | Total Used capacity |
---|---|---|---|
cache | 70 | a6 | 2 GB Memory, 0.5 GB Disk, 1 CPU |
batch-analytics | 50 | a4, a5 | <1 GB Memory, 0.5 GB Disk, 0.5 CPU>, <1 GB Memory, 0.5 GB Disk, 0.5 CPU> |
email-marketing | 20 | a1, a2 | <0.5 GB Memory, 0.8 GB Disk>, <0.5 GB Memory, 0.2 GB Disk> |
If a job webapp
with priority 75
needs placement on the above node, only allocations from batch-analytics
and email-marketing
are considered
eligible to be preempted because they are of a lower priority. Allocations from the cache
job will never be preempted because its priority value 70
is lesser than the required delta of 10
.
Allocations are selected starting from the lowest priority, and scored according
to how closely they fit the job's required capacity. For example, if the 75
priority job needs 1GB disk and 2GB memory, Nomad will preempt
allocations a1
, a2
and a4
to satisfy those requirements.
Preemption Visibility
Operators can use the allocation API or the alloc status
command to get visibility into
whether an allocation has been preempted. Preempted allocations will have their DesiredStatus set to “evict”. The Allocation
object
in the API also has two additional fields related to preemption.
PreemptedAllocs
- This field is set on an allocation that caused preemption. It contains the allocation ids of allocations that were preempted to place this allocation. In the above example, allocations created for the jobwebapp
will have the valuesa1
,a2
anda4
set.PreemptedByAllocID
- This field is set on allocations that were preempted by the scheduler. It contains the allocation ID of the allocation that preempted it. In the above example, allocationsa1
,a2
anda4
will have this field set to the ID of the allocation from the jobwebapp
.
Integration with Nomad plan
nomad plan
allows operators to dry run the scheduler. If the scheduler determines that
preemption is necessary to place the job, it shows additional information in the CLI output for
nomad plan
as seen below.
$ nomad plan example.nomad.hcl + Job: "test"+ Task Group: "test" (1 create) + Task: "test" (forces create) Scheduler dry-run:- All tasks successfully allocated. Preemptions: Alloc ID Job ID Task Groupddef9521 my-batch analyticsae59fe45 my-batch analytics
Note that, the allocations shown in the nomad plan
output above
are not guaranteed to be the same ones picked when running the job later.
They provide the operator a sample of the type of allocations that could be preempted.