Another option might be to estimate lifetime cost (purchasing price + average power consumption + maintenance) of each type of node and then base multipliers on that. Not all workloads correlate well with linpack. Many teaching institutions also give students some amount of core hours per month to use as exploratory, usually trying to encourage parallelism on more than one node by discounting short runs that make use of multiple nodes.

On 6/21/19 11:17 PM, Prentice Bisbal wrote:

In this case, I would run LINPACK on each generation of node (either the full node or just one core), and then somehow normalize performance. I  would recommend using the performance of a single core of the slowest node as your basis for normalization so it has a multiplier of 1, and then the newer systems would have a multiplier greater than 1. Then you can take that multiplier and multiply it by the number of cores in your different systems to get a final multiplier for a while node, if needed.

Prentice
On 6/19/19 3:30 PM, Fulcomer, Samuel wrote:

(...and yes, the name is inspired by a certain OEM's software licensing schemes...)

At Brown we run a ~400 node cluster containing nodes of multiple architectures (Sandy/Ivy, Haswell/Broadwell, and Sky/Cascade) purchased in some cases by University funds and in others by investigator funding (~50:50).  They all appear in the default SLURM partition. We have 3 classes of SLURM users:

 1. Exploratory - no-charge access to up to 16 cores
 2. Priority - $750/quarter for access to up to 192 cores (and with a
    GrpTRESRunMins=cpu limit). Each user has their own QoS
 3. Condo - an investigator group who paid for nodes added to the
    cluster. The group has its own QoS and SLURM Account. The QoS
    allows use of the number of cores purchased and has a much higher
    priority than the QoS' of the "priority" users.

The first problem with this scheme is that condo users who have purchased the older hardware now have access to the newest without penalty. In addition, we're encountering resistance to the idea of turning off their hardware and terminating their condos (despite MOUs stating a 5yr life). The pushback is the stated belief that the hardware should run until it dies.

What I propose is a new TRES called a Processor Performance Unit (PPU) that would be specified on the Node line in slurm.conf, and used such that GrpTRES=ppu=N was calculated as the number of allocated cores multiplied by their associated PPU numbers.

We could then assign a base PPU to the oldest hardware, say, "1" for Sandy/Ivy and increase for later architectures based on performance improvement. We'd set the condo QoS to GrpTRES=ppu=N*X+M*Y,..., where N is the number of cores of the oldest architecture multiplied by the configured PPU/core, X, and repeat for any newer nodes/cores the investigator has purchased since.

The result is that the investigator group gets to run on an approximation of the performance that they've purchased, rather on the raw purchased core count.

Thoughts?


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