Using software environment 'gjoseph92/scheduler-benchmark' for cluster.
Checking environment images
Valid environment image found
Created Coiled cluster in 2.2 min
<Client: 'tls://10.0.0.212:8786' processes=3 threads=3, memory=173.95 GB>
Distributed Version: 2021.03.0+28.g8942856b
array:
  slicing:
    split-large-chunks: null
  svg:
    size: 120
benchmark:
  checks: true
  software: gjoseph92/scheduler-benchmark
dataframe:
  shuffle-compression: null
distributed:
  adaptive:
    interval: 1s
    maximum: .inf
    minimum: 0
    target-duration: 5s
    wait-count: 3
  admin:
    event-loop: uvloop
    log-format: '%(name)s - %(levelname)s - %(message)s'
    log-length: 10000
    max-error-length: 10000
    pdb-on-err: false
    system-monitor:
      interval: 500ms
    tick:
      interval: 20ms
      limit: 3s
  client:
    heartbeat: 5s
    scheduler-info-interval: 2s
  comm:
    compression: auto
    default-scheme: tcp
    offload: 10MiB
    recent-messages-log-length: 0
    require-encryption: null
    retry:
      count: 0
      delay:
        max: 20s
        min: 1s
    socket-backlog: 2048
    timeouts:
      connect: 10s
      tcp: 30s
    tls:
      ca-file: null
      ciphers: null
      client:
        cert: null
        key: null
      scheduler:
        cert: null
        key: null
      worker:
        cert: null
        key: null
    zstd:
      level: 3
      threads: 0
  dashboard:
    export-tool: false
    graph-max-items: 5000
    link: '{scheme}://{host}:{port}/status'
  deploy:
    cluster-repr-interval: 500ms
    lost-worker-timeout: 15s
  nanny:
    preload: []
    preload-argv: []
  scheduler:
    allowed-failures: 3
    allowed-imports:
    - dask
    - distributed
    bandwidth: 100000000
    blocked-handlers: []
    dashboard:
      bokeh-application:
        allow_websocket_origin:
        - '*'
        check_unused_sessions_milliseconds: 500
        keep_alive_milliseconds: 500
      status:
        task-stream-length: 1000
      tasks:
        task-stream-length: 100000
      tls:
        ca-file: null
        cert: null
        key: null
    default-data-size: 1kiB
    default-task-durations:
      rechunk-split: 1us
      shuffle-split: 1us
    events-cleanup-delay: 1h
    events-log-length: 100000
    http:
      routes:
      - distributed.http.scheduler.prometheus
      - distributed.http.scheduler.info
      - distributed.http.scheduler.json
      - distributed.http.health
      - distributed.http.proxy
      - distributed.http.statics
    idle-timeout: null
    locks:
      lease-timeout: 30s
      lease-validation-interval: 10s
    pickle: true
    preload: []
    preload-argv: []
    transition-log-length: 100000
    unknown-task-duration: 500ms
    validate: false
    work-stealing: true
    work-stealing-interval: 100ms
    worker-ttl: null
  version: 2
  worker:
    blocked-handlers: []
    connections:
      incoming: 10
      outgoing: 50
    daemon: true
    http:
      routes:
      - distributed.http.worker.prometheus
      - distributed.http.health
      - distributed.http.statics
    lifetime:
      duration: null
      restart: false
      stagger: 0 seconds
    memory:
      pause: 0.8
      spill: 0.7
      target: 0.6
      terminate: 0.95
    multiprocessing-method: spawn
    preload: []
    preload-argv: []
    profile:
      cycle: 1000ms
      interval: 10ms
      low-level: false
    resources: {}
    use-file-locking: true
    validate: false
optimization:
  fuse:
    active: false
    ave-width: 1
    max-depth-new-edges: null
    max-height: .inf
    max-width: null
    rename-keys: true
    subgraphs: null
rmm:
  pool-size: null
temporary-directory: null
ucx:
  cuda_copy: null
  infiniband: null
  net-devices: null
  nvlink: null
  rdmacm: null
  reuse-endpoints: true
  tcp: null

Cluster deleted successfully.
simple
	 7.518e-01 +/- 7.64e-02
shuffle
	 2.238e+01 +/- 6.661e-01
rand_access
	 7.693e-03 +/- 2.158e-03
anom_mean
	 1.065e+02 +/- 2.355e+00


## Raw Values
simple
	 [0.87608098 0.68443755 0.72071406 0.78366505 0.70628709 0.80742773
 0.65598362 0.68742595 0.88061875 0.71556843]
shuffle
	 [22.34783938 22.55107608 21.18896826 21.71071417 22.22193434 22.56516207
 21.688038   23.35569769 22.96834016 23.21916086]
rand_access
	 [0.01175237 0.00652528 0.00530505 0.00624633 0.00703001 0.00700474
 0.00778794 0.00648141 0.00687385 0.01192284]
anom_mean
	 [104.50266933 111.68488264 105.65292072 105.47758412 103.79586625
 105.53815246 106.39210963 110.06666303 105.16556215 106.78398943]