@grnsft/if/manifests/examples/pipelines/sci.yml

Impact Framework

name: pipeline-teads-sci
description: a full pipeline seeded with some hardcoded input data and yielding an SCI score
tags:
initialize:
  plugins:
    interpolate:
      method: Interpolation
      path: "builtin"
      config:
        method: linear
        x: [0, 10, 50, 100]
        y: [0.12, 0.32, 0.75, 1.02]
        input-parameter: "cpu/utilization"
        output-parameter: "cpu-factor"
    cpu-factor-to-wattage:
      method: Multiply
      path: builtin
      config:
        input-parameters: ["cpu-factor", "cpu/thermal-design-power"]
        output-parameter: "cpu-wattage"
    wattage-times-duration:
      method: Multiply
      path: builtin
      config:
        input-parameters: ["cpu-wattage", "duration"]
        output-parameter: "cpu-wattage-times-duration"
    wattage-to-energy-kwh:
      method: Divide
      path: "builtin"
      config:
        numerator: cpu-wattage-times-duration
        denominator: 3600000
        output: cpu-energy-raw
    calculate-vcpu-ratio:
      method: Divide
      path: "builtin"
      config:
        numerator: vcpus-total
        denominator: vcpus-allocated
        output: vcpu-ratio
    correct-cpu-energy-for-vcpu-ratio:
      method: Divide
      path: "builtin"
      config:
        numerator: cpu-energy-raw
        denominator: vcpu-ratio
        output: cpu/energy
    sum-energy-components:
      path: "builtin"
      method: Sum
      config:
        input-parameters:
          - cpu/energy
          - network/energy
        output-parameter: energy
    "embodied-carbon":
      path: "builtin"
      method: SciEmbodied
    "operational-carbon":
      method: Multiply
      path: builtin
      config:
        input-parameters: ["energy", "grid/carbon-intensity"]
        output-parameter: "carbon-operational"
    "sum-carbon":
      path: "builtin"
      method: Sum
      config:
        input-parameters:
          - carbon-operational
          - embodied-carbon
        output-parameter: carbon
    "sci":
      path: "builtin"
      method: Sci
      config:
        functional-unit: "component"
tree:
  children:
    child-1:
      pipeline:
        compute:
          - interpolate
          - cpu-factor-to-wattage
          - wattage-times-duration
          - wattage-to-energy-kwh
          - calculate-vcpu-ratio
          - correct-cpu-energy-for-vcpu-ratio
          - sum-energy-components
          - embodied-carbon
          - operational-carbon
          - sum-carbon
          - sci
      defaults:
        cpu/thermal-design-power: 100
        vcpus-total: 8
        vcpus-allocated: 2
        grid/carbon-intensity: 800
        device/emissions-embodied: 1533.120 # gCO2eq
        time-reserved: 3600 # 1hr in seconds
        device/expected-lifespan: 94608000 # 3 years in seconds
        resources-reserved: vcpus-allocated
        resources-total: vcpus-total
        component: 1
      inputs:
        - timestamp: "2023-12-12T00:00:00.000Z"
          cloud/instance-type: A1
          cloud/region: uk-west
          duration: 1
          cpu/utilization: 50
          network/energy: 0.000001
        - timestamp: "2023-12-12T00:00:01.000Z"
          duration: 5
          cpu/utilization: 20
          cloud/instance-type: A1
          cloud/region: uk-west
          network/energy: 0.000001
        - timestamp: "2023-12-12T00:00:06.000Z"
          duration: 7
          cpu/utilization: 15
          cloud/instance-type: A1
          cloud/region: uk-west
          network/energy: 0.000001
        - timestamp: "2023-12-12T00:00:13.000Z"
          duration: 30
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 15
          network/energy: 0.000001