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Service Level Objective (SLO) for
Cloud Storage
An Initial thought on deriving SLO for Data Center Cloud
Controls available for storage
• The following knobs are available
• IOPS throttling
• Bandwidth throttling
• SLO must be defined in a way that can be mapped internally to IOPS
or Bandwidth.
SLO definition options
• Storage slo can be defined in terms of
• Storage Bandwidth
• IOPS
• Latency
Limiting using IOPS as SLO
• For a given workload, sequential access IOPS is typically higher than
random access IOPS
• Random access can be limited by IOPS throttling
• Sequential access can be limited by bandwidth throttling instead
• Given a fixed block size, we have a relationship between Sequential
access bandwidth and sequential access IOPS.
• IOPS = bandwidth/blocksize.
• Caveat: Libvirt considers 512KB as block size. Therefore, 512KB/s = 1
IOP
• Read, write IOPS can be separately tuned.
• Also supports Total IOPS
Minimum Guaranteed IOPS
• Since Random IOPS reported are smaller than Sequential IOPS for a
given workload, to commit a minimum guaranteed iops value we
should consider random iops of the given storage.
• random iops can be calculated theoretically using Avg seek time and Avg
latency time.
• Value of random iops can also be extracted from the disk specification.
• Calculation of random iops for the storage cluster where several disks with
different specifications are present is required.
Effect of Network Bandwidth on IOPS
• Using network bandwidth throttling , a minimum and maximum network
bandwidth can be ensured on a per VM basis.
• If network bandwidth supported is greater or equal to the IO bandwidth(i.e
iops supported by cluster) then we will get the performance as of a local disk.
• To ensure a minimum iops to a VM we also have to ensure a minimum
network bandwidth for that VM.
Defining SLO in the unit of IOPS
Min iops = random iops (calculated for the cluster) / no. of VMs
running
Max iops = iops with throttling limit.
SLO unit = Min iops <= iops_value <= Max iops
Note- for both Min iops and Max iops calculatiions , we have the limitations on
a. Network bandwidth
b. Block (request) size – Our iops calculation is based on the consideration , 1BS=512KB

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Derving QoS for Cloud Storage

  • 1. Service Level Objective (SLO) for Cloud Storage An Initial thought on deriving SLO for Data Center Cloud
  • 2. Controls available for storage • The following knobs are available • IOPS throttling • Bandwidth throttling • SLO must be defined in a way that can be mapped internally to IOPS or Bandwidth.
  • 3. SLO definition options • Storage slo can be defined in terms of • Storage Bandwidth • IOPS • Latency
  • 4. Limiting using IOPS as SLO • For a given workload, sequential access IOPS is typically higher than random access IOPS • Random access can be limited by IOPS throttling • Sequential access can be limited by bandwidth throttling instead • Given a fixed block size, we have a relationship between Sequential access bandwidth and sequential access IOPS. • IOPS = bandwidth/blocksize. • Caveat: Libvirt considers 512KB as block size. Therefore, 512KB/s = 1 IOP • Read, write IOPS can be separately tuned. • Also supports Total IOPS
  • 5. Minimum Guaranteed IOPS • Since Random IOPS reported are smaller than Sequential IOPS for a given workload, to commit a minimum guaranteed iops value we should consider random iops of the given storage. • random iops can be calculated theoretically using Avg seek time and Avg latency time. • Value of random iops can also be extracted from the disk specification. • Calculation of random iops for the storage cluster where several disks with different specifications are present is required.
  • 6. Effect of Network Bandwidth on IOPS • Using network bandwidth throttling , a minimum and maximum network bandwidth can be ensured on a per VM basis. • If network bandwidth supported is greater or equal to the IO bandwidth(i.e iops supported by cluster) then we will get the performance as of a local disk. • To ensure a minimum iops to a VM we also have to ensure a minimum network bandwidth for that VM.
  • 7. Defining SLO in the unit of IOPS Min iops = random iops (calculated for the cluster) / no. of VMs running Max iops = iops with throttling limit. SLO unit = Min iops <= iops_value <= Max iops Note- for both Min iops and Max iops calculatiions , we have the limitations on a. Network bandwidth b. Block (request) size – Our iops calculation is based on the consideration , 1BS=512KB