Elektron is a lightweight, power-aware, pluggable Mesos framework that behaves as a playground to experiment with different scheduling policies to schedule ad-hoc jobs in docker containers.
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2017-03-23 22:03:03 -04:00
constants Changed the Hosts from list to a set of hosts using a map with key as hostname and value as an empty struct 2017-03-23 22:01:29 -04:00
def Made classMapWatts a commandLine option where one can enable and disable mapping of watts to powerclasses when accepting offers from Mesos. Removed the schedulers that were created solely for the classMapWatts feature. Retrofitted all schedulers to use the powerClass mapped watts attribute for a task, if classMapWatts has been enabled. Removed unnecessary functions and variables from constants.go. Removed unnecessary functions from utilities/utils.go. Fixed operator precendence issue with takeOffer(...) in some of the schedulers. Added TODO to decouple capping strategies from the schedulers completely. Added TODO to move all the common struct attributes in the schedulers into base.go. 2017-02-09 18:05:38 -05:00
pcp refactored name of CapThreshold to LowerCapLimit. Added comment to mention that floating point operations can lead to precision loss. 2017-03-09 19:20:13 -05:00
powerCapping Changed the loop as the Hosts is now a map and not a list and now looping over the keys is required. 2017-03-23 22:03:03 -04:00
rapl changed the type of percentage in rapl.Cap(...) from int to float64. Retrofitted power-capping strategies to cap using a float64 value instead of an int. Moved common functions in loganddynamiccap.go and logAndProgressiveExtrema.go into pcp/utils.go. New power-capping strategy that builds on top of extrema, where it caps the victims at different until it can't cap further, in which case it starts uncapping them in the reverse order of capping. 2017-02-15 19:22:56 -05:00
schedulers Merge branch 'master' of https://bitbucket.org/sunybingcloud/electron into progressiveExtrema 2017-03-18 19:54:37 -04:00
utilities Changed the Hosts from list to a set of hosts using a map with key as hostname and value as an empty struct 2017-03-23 22:01:29 -04:00
config basic configuration for pcp 2016-12-22 22:58:58 -05:00
README.md added TODO for a generic task sorter that sorts based on any kind of resource, instead of having a sorter for each kind of resource. 2017-02-20 22:55:56 -05:00
scheduler.go Fixed messages for commandline arguments. 2017-02-20 23:49:27 -05:00
workload_sample.json Adding node class mapping for Watts as a resource in binpack 2016-12-23 21:04:15 -05:00

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?)
  • TODO : 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)
  • Some of the constants in constants/constants.go can vary based on the environment.
    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.

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 ignoreWatts, run the following command,

./electron -workload <workload json> -ignoreWatts

Workload schema:

[
   {
      "name": "minife",
      "cpu": 3.0,
      "ram": 4096,
      "watts": 50,
      "image": "gouravr/minife:v5",
      "cmd": "cd src && mpirun -np 1 miniFE.x -nx 100 -ny 100 -nz 100",
      "inst": 9,
      "class_to_watts" : {
          "A": 30.2475289996,
          "B": 35.6491229228,
          "C": 24.0476734352
       }

   },
   {
      "name": "dgemm",
      "cpu": 3.0,
      "ram": 4096,
      "watts": 50,
      "image": "gouravr/dgemm:v2",
      "cmd": "/./mt-dgemm 1024",
      "inst": 9,
      "class_to_watts" : {
          "A": 35.2475289996,
          "B": 25.6491229228,
          "C": 29.0476734352
       }
   }
]