name: generics
description: a pipeline that does arbitrary calculations using our generic arithmetic builtins
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-kwh
    "coefficient":
      path: "builtin"
      method: Coefficient
      config:
        input-parameter: cpu-energy-kwh
        coefficient: 2
        output-parameter: energy-doubled
    "multiply":
      path: "builtin"
      method: Multiply
      config:
        input-parameters: ["cpu/utilization", "duration"]
        output-parameter: "cpu-times-duration"
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
          - coefficient
          - multiply
      defaults:
        cpu/thermal-design-power: 100
        vcpus-allocated: 1
        vcpus-total: 8
      inputs:
        - timestamp: "2023-12-12T00:00:00.000Z"
          cloud/instance-type: A1
          cloud/region: uk-west
          duration: 1
          cpu/utilization: 50
          network/energy: 10
          energy: 5
        - timestamp: "2023-12-12T00:00:01.000Z"
          duration: 5
          cpu/utilization: 20
          cloud/instance-type: A1
          cloud/region: uk-west
          network/energy: 10
          energy: 5
        - timestamp: "2023-12-12T00:00:06.000Z"
          duration: 7
          cpu/utilization: 15
          cloud/instance-type: A1
          cloud/region: uk-west
          network/energy: 10
          energy: 5
        - timestamp: "2023-12-12T00:00:13.000Z"
          duration: 30
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 15
          network/energy: 10
          energy: 5