name: pipeline-with-aggregate
description: a full pipeline with the aggregate feature enabled
tags: null
aggregation:
  metrics:
    - carbon
  type: both
initialize:
  plugins:
    interpolate:
      path: builtin
      method: Interpolation
      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
      parameter-metadata:
        inputs:
          cpu/utilization:
            unit: percentage
            description: refers to CPU utilization.
            aggregation-method:
              time: avg
              component: avg
        outputs:
          cpu-factor:
            unit: kWh
            description: result of interpolate
            aggregation-method:
              time: avg
              component: avg
    cpu-factor-to-wattage:
      path: builtin
      method: Multiply
      config:
        input-parameters:
          - cpu-factor
          - cpu/thermal-design-power
        output-parameter: cpu-wattage
      parameter-metadata:
        inputs:
          cpu-factor:
            unit: kWh
            description: result of interpolate
            aggregation-method:
              time: avg
              component: avg
          cpu/thermal-design-power:
            unit: kWh
            description: thermal design power for a processor
            aggregation-method:
              time: avg
              component: avg
        outputs:
          cpu-wattage:
            unit: kWh
            description: the energy used by the CPU
            aggregation-method:
              time: sum
              component: sum
    wattage-times-duration:
      path: builtin
      method: Multiply
      config:
        input-parameters:
          - cpu-wattage
          - duration
        output-parameter: cpu-wattage-times-duration
    wattage-to-energy-kwh:
      path: builtin
      method: Divide
      config:
        numerator: cpu-wattage-times-duration
        denominator: 3600000
        output: cpu-energy-raw
      parameter-metadata:
        inputs:
          cpu-wattage-times-duration:
            unit: kWh
            description: CPU wattage multiplied by duration
            aggregation-method:
              time: sum
              component: sum
        outputs:
          cpu-energy-raw:
            unit: kWh
            description: Raw energy used by CPU in kWh
            aggregation-method:
              time: sum
              component: sum
    calculate-vcpu-ratio:
      path: builtin
      method: Divide
      config:
        numerator: vcpus-total
        denominator: vcpus-allocated
        output: vcpu-ratio
      parameter-metadata:
        inputs:
          vcpus-total:
            unit: count
            description: total number of vcpus available on a particular resource
            aggregation-method:
              time: none
              component: none
          vcpus-allocated:
            unit: count
            description: number of vcpus allocated to particular resource
            aggregation-method:
              time: none
              component: none
        outputs:
          vcpu-ratio:
            unit: none
            description: Ratio of vCPUs
            aggregation-method:
              time: none
              component: none
    correct-cpu-energy-for-vcpu-ratio:
      path: builtin
      method: Divide
      config:
        numerator: cpu-energy-raw
        denominator: vcpu-ratio
        output: cpu-energy-kwh
    sci-embodied:
      path: builtin
      method: SciEmbodied
    operational-carbon:
      path: builtin
      method: Multiply
      config:
        input-parameters:
          - cpu-energy-kwh
          - grid/carbon-intensity
        output-parameter: carbon-operational
      parameter-metadata:
        inputs:
          cpu-energy-kwh:
            unit: kWh
            description: Corrected CPU energy in kWh
            aggregation-method:
              time: sum
              component: sum
          grid/carbon-intensity:
            unit: gCO2eq/kWh
            description: Carbon intensity for the grid
            aggregation-method:
              time: avg
              component: avg
        outputs:
          carbon-operational:
            unit: gCO2eq
            description: Operational carbon footprint
            aggregation-method:
              time: sum
              component: sum
    sci:
      path: builtin
      method: Sci
      config:
        functional-unit: requests
      parameter-metadata:
        inputs:
          requests:
            unit: none
            description: expressed the final SCI value
            aggregation-method:
              time: sum
              component: sum
    sum-carbon:
      path: builtin
      method: Sum
      config:
        input-parameters:
          - carbon-operational
          - embodied-carbon
        output-parameter: carbon
      parameter-metadata:
        inputs:
          carbon-operational:
            description: Operational carbon footprint
            unit: gCO2eq
            aggregation-method:
              time: sum
              component: sum
          embodied-carbon:
            description: Embodied carbon footprint
            unit: gCO2eq
            aggregation-method:
              time: sum
              component: sum
        outputs:
          carbon:
            description: Total carbon footprint
            unit: gCO2eq
            aggregation-method:
              time: sum
              component: sum
    time-sync:
      path: builtin
      method: TimeSync
      config:
        start-time: "2023-12-12T00:00:00.000Z"
        end-time: "2023-12-12T00:01:00.000Z"
        interval: 5
        allow-padding: true
      parameter-metadata:
        inputs:
          timestamp:
            unit: RFC3339
            description: refers to the time of occurrence of the input
            aggregation-method:
              time: none
              component: none
          duration:
            unit: seconds
            description: refers to the duration of the input
            aggregation-method:
              time: sum
              component: sum
          cloud/instance-type:
            unit: none
            description: type of Cloud Instance name used in the cloud provider APIs
            aggregation-method:
              time: none
              component: none
          cloud/region:
            unit: none
            description: region cloud instance
            aggregation-method:
              time: none
              component: none
          time-reserved:
            unit: seconds
            description: time reserved for a component
            aggregation-method:
              time: avg
              component: avg
execution:
  command: >-
    /Users/mariamkhalatova/.npm/_npx/1bf7c3c15bf47d04/node_modules/.bin/ts-node
    /Users/mariamkhalatova/Projects/UK/if/src/if-run/index.ts -m
    manifests/examples/pipelines/pipeline-with-aggregate.yml -o
    manifests/outputs/pipelines/pipeline-with-aggregate-1.yaml
  environment:
    if-version: 0.5.0
    os: macOS
    os-version: "14.5"
    node-version: 18.14.2
    date-time: 2024-07-31T12:41:31.920Z (UTC)
    dependencies:
      - "@babel/core@7.22.10"
      - "@babel/preset-typescript@7.23.3"
      - "@commitlint/cli@18.6.0"
      - "@commitlint/config-conventional@18.6.0"
      - "@grnsft/if-core@0.0.16"
      - "@jest/globals@29.7.0"
      - "@types/jest@29.5.8"
      - "@types/js-yaml@4.0.9"
      - "@types/luxon@3.4.2"
      - "@types/node@20.9.0"
      - axios-mock-adapter@1.22.0
      - axios@1.7.2
      - cross-env@7.0.3
      - csv-parse@5.5.6
      - csv-stringify@6.4.6
      - fixpack@4.0.0
      - gts@5.2.0
      - husky@8.0.3
      - jest@29.7.0
      - js-yaml@4.1.0
      - lint-staged@15.2.2
      - luxon@3.4.4
      - release-it@16.3.0
      - rimraf@5.0.5
      - ts-command-line-args@2.5.1
      - ts-jest@29.1.1
      - typescript-cubic-spline@1.0.1
      - typescript@5.2.2
      - winston@3.11.0
      - zod@3.23.8
  status: success
tree:
  children:
    child-1:
      pipeline:
        regroup:
          - cloud/region
          - cloud/instance-type
        compute:
          - interpolate
          - cpu-factor-to-wattage
          - wattage-times-duration
          - wattage-to-energy-kwh
          - calculate-vcpu-ratio
          - correct-cpu-energy-for-vcpu-ratio
          - sci-embodied
          - operational-carbon
          - sum-carbon
          - time-sync
          - sci
      defaults:
        cpu/thermal-design-power: 100
        grid/carbon-intensity: 800
        device/emissions-embodied: 1533.12
        time-reserved: 3600
        device/expected-lifespan: 94608000
        vcpus-total: 8
        vcpus-allocated: 1
      inputs:
        - timestamp: "2023-12-12T00:00:00.000Z"
          cloud/instance-type: A1
          cloud/region: uk-west
          duration: 1
          cpu/utilization: 10
          requests: 10
        - timestamp: "2023-12-12T00:00:01.000Z"
          duration: 5
          cpu/utilization: 20
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 5
        - timestamp: "2023-12-12T00:00:06.000Z"
          duration: 7
          cpu/utilization: 15
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 15
        - timestamp: "2023-12-12T00:00:13.000Z"
          duration: 30
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 15
          requests: 30
      outputs:
        - timestamp: "2023-12-12T00:00:00.000Z"
          cloud/instance-type: A1
          cloud/region: uk-west
          duration: 5
          cpu/utilization: 14
          requests: 14
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 2759.6159999999995
          time-reserved: 2880
          device/expected-lifespan: 170294400
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.3205
          cpu-wattage: 66.19999999999999
          cpu-wattage-times-duration: 203
          cpu-energy-raw: 0.0000563888888888889
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000007048611111111113
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.0056388888888888895
          carbon: 0.005649016996448503
          sci: 0.000403501214032036
        - timestamp: "2023-12-12T00:00:05.000Z"
          duration: 5
          cpu/utilization: 13
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 9.571428571428571
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 1182.6925714285712
          time-reserved: 2880
          device/expected-lifespan: 72983314.28571428
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.30975
          cpu-wattage: 29.907142857142862
          cpu-wattage-times-duration: 192.25
          cpu-energy-raw: 0.00005340277777777778
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000006675347222222222
          embodied-carbon: 0.000010128107559614407
          carbon-operational: 0.005340277777777777
          carbon: 0.005350405885337391
          sci: 0.0005589976298113692
        - timestamp: "2023-12-12T00:00:10.000Z"
          duration: 5
          cpu/utilization: 12
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 8.428571428571429
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 759.2594285714285
          time-reserved: 2880
          device/expected-lifespan: 46853485.71428572
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.29900000000000004
          cpu-wattage: 18.50952380952381
          cpu-wattage-times-duration: 186.875
          cpu-energy-raw: 0.00005190972222222222
          vcpu-ratio: 8
          cpu-energy-kwh: 0.0000064887152777777775
          embodied-carbon: 0.000010128107559614407
          carbon-operational: 0.005190972222222222
          carbon: 0.0052011003297818366
          sci: 0.0006170797001436077
        - timestamp: "2023-12-12T00:00:15.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 12
          requests: 5
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.29900000000000004
          cpu-wattage: 6.229166666666667
          cpu-wattage-times-duration: 186.875
          cpu-energy-raw: 0.00005190972222222223
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000006488715277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.005190972222222222
          carbon: 0.005201100329781837
          sci: 0.0010402200659563674
        - timestamp: "2023-12-12T00:00:20.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 12
          requests: 5
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.29900000000000004
          cpu-wattage: 6.229166666666667
          cpu-wattage-times-duration: 186.875
          cpu-energy-raw: 0.00005190972222222223
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000006488715277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.005190972222222222
          carbon: 0.005201100329781837
          sci: 0.0010402200659563674
        - timestamp: "2023-12-12T00:00:25.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 12
          requests: 5
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.29900000000000004
          cpu-wattage: 6.229166666666667
          cpu-wattage-times-duration: 186.875
          cpu-energy-raw: 0.00005190972222222223
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000006488715277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.005190972222222222
          carbon: 0.005201100329781837
          sci: 0.0010402200659563674
        - timestamp: "2023-12-12T00:00:30.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 12
          requests: 5
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.29900000000000004
          cpu-wattage: 6.229166666666667
          cpu-wattage-times-duration: 186.875
          cpu-energy-raw: 0.00005190972222222223
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000006488715277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.005190972222222222
          carbon: 0.005201100329781837
          sci: 0.0010402200659563674
        - timestamp: "2023-12-12T00:00:35.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 12
          requests: 5
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.29900000000000004
          cpu-wattage: 6.229166666666667
          cpu-wattage-times-duration: 186.875
          cpu-energy-raw: 0.00005190972222222223
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000006488715277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.005190972222222222
          carbon: 0.005201100329781837
          sci: 0.0010402200659563674
        - timestamp: "2023-12-12T00:00:40.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 9
          requests: 3
          cpu/thermal-design-power: 60
          grid/carbon-intensity: 480
          device/emissions-embodied: 153.312
          time-reserved: 2160.2
          device/expected-lifespan: 9460800
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.22425
          cpu-wattage: 3.7375
          cpu-wattage-times-duration: 112.125
          cpu-energy-raw: 0.000031145833333333336
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000003893229166666667
          embodied-carbon: 0.000006076864535768645
          carbon-operational: 0.0031145833333333334
          carbon: 0.003120660197869102
          sci: 0.0010402200659563674
        - timestamp: "2023-12-12T00:00:45.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 0
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 0.8
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
        - timestamp: "2023-12-12T00:00:50.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 0
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 0.8
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
        - timestamp: "2023-12-12T00:00:55.000Z"
          duration: 5
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 0
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 0.8
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
        - timestamp: "2023-12-12T00:01:00.000Z"
          duration: 1
          cloud/instance-type: A1
          cloud/region: uk-west
          cpu/utilization: 0
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 1
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
      aggregated:
        carbon: 0.04532668505834602
    child-2:
      pipeline:
        regroup:
          - cloud/region
          - cloud/instance-type
        compute:
          - interpolate
          - cpu-factor-to-wattage
          - wattage-times-duration
          - wattage-to-energy-kwh
          - calculate-vcpu-ratio
          - correct-cpu-energy-for-vcpu-ratio
          - sci-embodied
          - operational-carbon
          - sum-carbon
          - time-sync
          - sci
      defaults:
        cpu/thermal-design-power: 100
        grid/carbon-intensity: 800
        device/emissions-embodied: 1533.12
        time-reserved: 3600
        device/expected-lifespan: 94608000
        vcpus-total: 8
        vcpus-allocated: 1
      inputs:
        - timestamp: "2023-12-12T00:00:00.000Z"
          duration: 1
          cpu/utilization: 30
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 100
        - timestamp: "2023-12-12T00:00:01.000Z"
          duration: 5
          cpu/utilization: 28
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 150
        - timestamp: "2023-12-12T00:00:06.000Z"
          duration: 7
          cpu/utilization: 40
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 110
        - timestamp: "2023-12-12T00:00:13.000Z"
          duration: 30
          cpu/utilization: 33
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 180
      outputs:
        - timestamp: "2023-12-12T00:00:00.000Z"
          duration: 5
          cpu/utilization: 22.8
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 220
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 2759.6159999999995
          time-reserved: 2880
          device/expected-lifespan: 170294400
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.41509999999999997
          cpu-wattage: 94.57999999999998
          cpu-wattage-times-duration: 258.9
          cpu-energy-raw: 0.00007191666666666668
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000008989583333333334
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.007191666666666666
          carbon: 0.007201794774226282
          sci: 0.00003273543079193765
        - timestamp: "2023-12-12T00:00:05.000Z"
          duration: 5
          cpu/utilization: 29.6
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 92.85714285714285
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 1182.6925714285712
          time-reserved: 2880
          device/expected-lifespan: 72983314.28571428
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.48819999999999997
          cpu-wattage: 46.98428571428572
          cpu-wattage-times-duration: 308.35
          cpu-energy-raw: 0.00008565277777777778
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000010706597222222223
          embodied-carbon: 0.000010128107559614407
          carbon-operational: 0.008565277777777778
          carbon: 0.008575405885337391
          sci: 0.00009235052491901808
        - timestamp: "2023-12-12T00:00:10.000Z"
          duration: 5
          cpu/utilization: 30.6
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 59.14285714285714
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 759.2594285714285
          time-reserved: 2880
          device/expected-lifespan: 46853485.71428572
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.49894999999999995
          cpu-wattage: 31.31738095238095
          cpu-wattage-times-duration: 306.2
          cpu-energy-raw: 0.00008505555555555556
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000010631944444444445
          embodied-carbon: 0.000010128107559614407
          carbon-operational: 0.008505555555555556
          carbon: 0.00851568366311517
          sci: 0.0001439849894729618
        - timestamp: "2023-12-12T00:00:15.000Z"
          duration: 5
          cpu/utilization: 26.4
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 30
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.45380000000000004
          cpu-wattage: 9.454166666666667
          cpu-wattage-times-duration: 283.625
          cpu-energy-raw: 0.00007878472222222222
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000009848090277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.007878472222222222
          carbon: 0.007888600329781836
          sci: 0.0002629533443260612
        - timestamp: "2023-12-12T00:00:20.000Z"
          duration: 5
          cpu/utilization: 26.4
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 30
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.45380000000000004
          cpu-wattage: 9.454166666666667
          cpu-wattage-times-duration: 283.625
          cpu-energy-raw: 0.00007878472222222222
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000009848090277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.007878472222222222
          carbon: 0.007888600329781836
          sci: 0.0002629533443260612
        - timestamp: "2023-12-12T00:00:25.000Z"
          duration: 5
          cpu/utilization: 26.4
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 30
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.45380000000000004
          cpu-wattage: 9.454166666666667
          cpu-wattage-times-duration: 283.625
          cpu-energy-raw: 0.00007878472222222222
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000009848090277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.007878472222222222
          carbon: 0.007888600329781836
          sci: 0.0002629533443260612
        - timestamp: "2023-12-12T00:00:30.000Z"
          duration: 5
          cpu/utilization: 26.4
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 30
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.45380000000000004
          cpu-wattage: 9.454166666666667
          cpu-wattage-times-duration: 283.625
          cpu-energy-raw: 0.00007878472222222222
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000009848090277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.007878472222222222
          carbon: 0.007888600329781836
          sci: 0.0002629533443260612
        - timestamp: "2023-12-12T00:00:35.000Z"
          duration: 5
          cpu/utilization: 26.4
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 30
          cpu/thermal-design-power: 80
          grid/carbon-intensity: 640
          device/emissions-embodied: 255.51999999999998
          time-reserved: 2880
          device/expected-lifespan: 15768000
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.45380000000000004
          cpu-wattage: 9.454166666666667
          cpu-wattage-times-duration: 283.625
          cpu-energy-raw: 0.00007878472222222222
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000009848090277777778
          embodied-carbon: 0.000010128107559614409
          carbon-operational: 0.007878472222222222
          carbon: 0.007888600329781836
          sci: 0.0002629533443260612
        - timestamp: "2023-12-12T00:00:40.000Z"
          duration: 5
          cpu/utilization: 19.8
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 18
          cpu/thermal-design-power: 60
          grid/carbon-intensity: 480
          device/emissions-embodied: 153.312
          time-reserved: 2160.2
          device/expected-lifespan: 9460800
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0.34035000000000004
          cpu-wattage: 5.6725
          cpu-wattage-times-duration: 170.175
          cpu-energy-raw: 0.00004727083333333333
          vcpu-ratio: 8
          cpu-energy-kwh: 0.000005908854166666666
          embodied-carbon: 0.000006076864535768645
          carbon-operational: 0.004727083333333333
          carbon: 0.0047331601978691015
          sci: 0.00026295334432606117
        - timestamp: "2023-12-12T00:00:45.000Z"
          duration: 5
          cpu/utilization: 0
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 0.8
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
        - timestamp: "2023-12-12T00:00:50.000Z"
          duration: 5
          cpu/utilization: 0
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 0.8
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
        - timestamp: "2023-12-12T00:00:55.000Z"
          duration: 5
          cpu/utilization: 0
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 0.8
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
        - timestamp: "2023-12-12T00:01:00.000Z"
          duration: 1
          cpu/utilization: 0
          cloud/instance-type: A1
          cloud/region: uk-west
          requests: 0
          cpu/thermal-design-power: 0
          grid/carbon-intensity: 0
          device/emissions-embodied: 0
          time-reserved: 1
          device/expected-lifespan: 0
          vcpus-total: 8
          vcpus-allocated: 1
          cpu-factor: 0
          cpu-wattage: 0
          cpu-wattage-times-duration: 0
          cpu-energy-raw: 0
          vcpu-ratio: 8
          cpu-energy-kwh: 0
          embodied-carbon: 0
          carbon-operational: 0
          carbon: 0
          sci: 0
      aggregated:
        carbon: 0.06846904616945712
  outputs:
    - carbon: 0.012850811770674785
      timestamp: "2023-12-12T00:00:00.000Z"
      duration: 5
    - carbon: 0.013925811770674782
      timestamp: "2023-12-12T00:00:05.000Z"
      duration: 5
    - carbon: 0.013716783992897007
      timestamp: "2023-12-12T00:00:10.000Z"
      duration: 5
    - carbon: 0.013089700659563674
      timestamp: "2023-12-12T00:00:15.000Z"
      duration: 5
    - carbon: 0.013089700659563674
      timestamp: "2023-12-12T00:00:20.000Z"
      duration: 5
    - carbon: 0.013089700659563674
      timestamp: "2023-12-12T00:00:25.000Z"
      duration: 5
    - carbon: 0.013089700659563674
      timestamp: "2023-12-12T00:00:30.000Z"
      duration: 5
    - carbon: 0.013089700659563674
      timestamp: "2023-12-12T00:00:35.000Z"
      duration: 5
    - carbon: 0.007853820395738204
      timestamp: "2023-12-12T00:00:40.000Z"
      duration: 5
    - carbon: 0
      timestamp: "2023-12-12T00:00:45.000Z"
      duration: 5
    - carbon: 0
      timestamp: "2023-12-12T00:00:50.000Z"
      duration: 5
    - carbon: 0
      timestamp: "2023-12-12T00:00:55.000Z"
      duration: 5
    - carbon: 0
      timestamp: "2023-12-12T00:01:00.000Z"
      duration: 1
  aggregated:
    carbon: 0.11379573122780316