04-sci-score.yml

name: 04-sci-score
description: putting everything together to generate an sci score
tags:
aggregation:
  metrics:
    - energy
    - carbon/operational
    - carbon/embodied
    - carbon
    - sci
  type: both
initialize:
  plugins:
    utilization:
      path: builtin
      method: Divide
      config:
        numerator: cpu/user-seconds
        denominator: cpu/total-seconds
        output: cpu/utilization
    cpu-lookup:
      path: builtin
      method: CSVLookup
      config:
        filepath: ./resources/cpu-model.csv
        query:
          node: node-name
        output: "*"
    usage-to-wattage:
      path: builtin
      method: Multiply
      config:
        input-parameters: ["cpu/utilization", "watts-per-core"]
        output-parameter: "wattage-scaled"
    duration-to-hours:
      path: builtin
      method: Coefficient
      config:
        input-parameter: duration
        coefficient: "=1/60"
        output-parameter: duration-hours
    watts-to-kw:
      path: builtin
      method: Coefficient
      config:
        input-parameter: wattage-scaled
        coefficient: "=1/1000"
        output-parameter: kilowatts
    calculate-energy:
      path: builtin
      method: Multiply
      config:
        input-parameters: ["duration-hours", "kilowatts"]
        output-parameter: energy
    sci-o:
      path: builtin
      method: Multiply
      config:
        input-parameters: ["grid/carbon-intensity", "energy"]
        output-parameter: carbon/operational
      parameter-metadata:
        outputs:
          carbon/operational:
            description: Total operational carbon
            unit: gCO2eq/KWh
            aggregation-method:
              time: sum
              component: sum
    sci-m:
      path: builtin
      method: SciEmbodied
      config:
        lifespan: 1.578e+8
        duration: 60
        output-parameter: carbon/embodied
      mapping:
        vCPUs: cores-allocated
      parameter-metadata:
        outputs:
          carbon/embodied:
            description: Total embodied carbon
            unit: gCO2eq
            aggregation-method:
              time: sum
              component: sum
    sum-carbon:
      path: builtin
      method: Sum
      config:
        input-parameters: ["carbon/operational", "carbon/embodied"]
        output-parameter: carbon
    sci:
      path: builtin
      method: Sci
      config:
        functional-unit: job

tree:
  children:
    job7984064:
      defaults:
        grid/carbon-intensity: 381
        cores-allocated: 2
        memory: 4
        job: 1
      pipeline:
        observe:
        regroup:
        compute:
          - utilization
          - cpu-lookup
          - usage-to-wattage
          - duration-to-hours
          - watts-to-kw
          - calculate-energy
          - sci-o
          - sci-m
          - sum-carbon
          - sci
      inputs:
        - cpu/system-seconds: 0.367402
          cpu/total-seconds: 32.694612
          cpu/user-seconds: 32.327209
          duration: 1.0
          node: node1318
          timestamp: 1738617803
        - cpu/system-seconds: 0.602918
          cpu/total-seconds: 92.342047
          cpu/user-seconds: 91.739128
          duration: 1.0
          node: node1318
          timestamp: 1738617863
        - cpu/system-seconds: 0.942671
          cpu/total-seconds: 151.930837
          cpu/user-seconds: 150.988165
          duration: 1.0
          node: node1318
          timestamp: 1738617923
        - cpu/system-seconds: 1.177192
          cpu/total-seconds: 211.608131
          cpu/user-seconds: 210.430939
          duration: 1.0
          node: node1318
          timestamp: 1738617983
        - cpu/system-seconds: 1.495147
          cpu/total-seconds: 271.193105
          cpu/user-seconds: 269.697958
          duration: 1.0
          node: node1318
          timestamp: 1738618043
        - cpu/system-seconds: 1.78727
          cpu/total-seconds: 330.796453
          cpu/user-seconds: 329.009182
          duration: 1.0
          node: node1318
          timestamp: 1738618103
        - cpu/system-seconds: 2.085316
          cpu/total-seconds: 390.424759
          cpu/user-seconds: 388.339442
          duration: 1.0
          node: node1318
          timestamp: 1738618163
        - cpu/system-seconds: 2.353671
          cpu/total-seconds: 450.083889
          cpu/user-seconds: 447.730218
          duration: 1.0
          node: node1318
          timestamp: 1738618223
        - cpu/system-seconds: 0.003974
          cpu/total-seconds: 0.00531
          cpu/user-seconds: 0.001336
          duration: 1.0
          node: node1326
          timestamp: 1738617803
        - cpu/system-seconds: 0.005243
          cpu/total-seconds: 0.007005
          cpu/user-seconds: 0.001762
          duration: 1.0
          node: node1326
          timestamp: 1738617863
        - cpu/system-seconds: 0.006489
          cpu/total-seconds: 0.008671
          cpu/user-seconds: 0.002181
          duration: 1.0
          node: node1326
          timestamp: 1738617923
        - cpu/system-seconds: 0.007715
          cpu/total-seconds: 0.010308
          cpu/user-seconds: 0.002593
          duration: 1.0
          node: node1326
          timestamp: 1738617983
        - cpu/system-seconds: 0.008942
          cpu/total-seconds: 0.011948
          cpu/user-seconds: 0.003006
          duration: 1.0
          node: node1326
          timestamp: 1738618043
        - cpu/system-seconds: 0.010226
          cpu/total-seconds: 0.013663
          cpu/user-seconds: 0.003437
          duration: 1.0
          node: node1326
          timestamp: 1738618103
        - cpu/system-seconds: 0.011443
          cpu/total-seconds: 0.01529
          cpu/user-seconds: 0.003846
          duration: 1.0
          node: node1326
          timestamp: 1738618163
        - cpu/system-seconds: 0.012694
          cpu/total-seconds: 0.016961
          cpu/user-seconds: 0.004267
          duration: 1.0
          node: node1326
          timestamp: 1738618223