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elektron/README.md

3 KiB

Electron: A power budget manager

To Do:

  • Create metrics for each task launched [Time to schedule, run time, power used]
  • Have calibration phase?
  • Add ability to use constraints
  • Running average calculations https://en.wikipedia.org/wiki/Moving_average#Exponential_moving_average
  • Make parameters corresponding to each scheduler configurable (possible to have a config template for each scheduler?)
  • Adding type of scheduler to be used, to be picked from a config file, along with it's configurable parameters.
  • Write test code for each scheduler (This should be after the design change) Possible to setup the constants at runtime based on the environment?
  • Log fix for declining offer -- different reason when insufficient resources as compared to when there are no longer any tasks to schedule.
  • Have a centralised logFile that can be filtered by identifier. All electron logs should go into this file.
  • Make def.Task an interface for further modularization and flexibility.
  • Convert def#WattsToConsider(...) to be a receiver of def.Task and change the name of it to Watts(...).
  • Have a generic sorter for task resources instead of having one for each kind of resource.
  • Critical -- Add software requirements to the README.md (Mesos version, RAPL version, PCP version, Go version...)
  • Critical -- Retrofit to use Go 1.8 sorting techniques. Use def/taskUtils.go for reference.
  • Handle powerclass not configured on a node condition. As of now, an assumption is made that the powerclass is configured
  • Refine the sorting algorithm that sorts the clusters of tasks retrieved using the kmeans algorithm. This also involves the reduction in time complexity of the same.
  • Use the generic task sorter in def/taskUtils.go to sort the tasks based on CPU or RAM etc. Remove the existing sorters present in def/task.go. for all the nodes.

Requires Performance Co-Pilot tool pmdumptext to be installed on the machine on which electron is launched for logging to work and PCP collector agents installed on the Mesos Agents

How to run (Use the --help option to get information about other command-line options):

./electron -workload <workload json>

To run electron with Watts as Resource, run the following command,

./electron -workload <workload json> -wattsAsAResource

Workload schema:

[
   {
      "name": "minife",
      "cpu": 3.0,
      "ram": 4096,
      "watts": 63.141,
      "class_to_watts": {
        "A": 93.062,
        "B": 65.552,
        "C": 57.897,
        "D": 60.729
      },
      "image": "rdelvalle/minife:electron1",
      "cmd": "cd src && mpirun -np 3 miniFE.x -nx 100 -ny 100 -nz 100",
      "inst": 10
   },
   {
      "name": "dgemm",
      "cpu": 3.0,
      "ram": 32,
      "watts": 85.903,
      "class_to_watts": {
        "A": 114.789,
        "B": 89.133,
        "C": 82.672,
        "D": 81.944
      },
      "image": "rdelvalle/dgemm:electron1",
      "cmd": "/./mt-dgemm 1024",
      "inst": 10
   }
]