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Queueing, Load Balancing, and Job Priorities

As noted earlier, Gurobi Compute Servers support job priorities. You can assign an integer priority between -100 and 100 to each job (the default is 0). When choosing among queued jobs, the Compute Server will run the highest priority job first. Note that servers will never preempt running jobs. You can set the priority in the client license file, or using the PRIORITY parameter in the programming language APIs.

We have chosen to give priority 100 a special meaning. A priority 100 job will start immediately, even if this means that a server will exceed its job limit. You should be cautious with priority 100 jobs, since submitting too many at once could lead to very high server loads, which could lead to poor performance and even crashes in extreme cases. Note that this feature must be enabled by the system administrator using the HARDJOBLIMIT configuration property.

With the Remote Services grouping feature, the system administrator may have assigned groups to the cluster nodes. This can be quite useful when some nodes in the cluster are different from others. For example, some nodes may have more memory or faster CPUs. Using this feature, you can force jobs to only run on the appropriate type of machines. If all nodes of the requested group are at capacity, jobs will be queued until a member of that group is available.

You can submit an optimization job to a given group by using the GROUP property of the client license file. You can also set the CSGROUP parameter in the programming interface.

You can use this parameter to target a single group or a list of groups, and you can specify a priority for each group. Here is an example that shows how you would use this parameter to submit a job to group1 with priority 10 and to group2 with priority 50.


Note that if no group specified for the submitted job, the job can run on any node.

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