haystack.yaml

$schema: "generation-config-schema/guten-tag-generation-config.schema.yaml"

templates:
  - &base
    length: 10000
    semi-supervised: true
    supervised: true

  - &haystack-sine-20
    <<: *base
    base-oscillations:
      - kind: sine
        frequency: 4
        variance: 0.05
      - kind: sine
        frequency: 2
        variance: 0.05
      - kind: sine
        frequency: 1
        variance: 0.05
      - kind: sine
        frequency: 0.5
        variance: 0.05
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1
      - kind: formula
        variance: 0.05
        formula:
          base: 1
          operation:
            kind: "*"
            operand:
              base: 2
      - kind: formula
        variance: 0.05
        formula:
          base: 2
          operation:
            kind: "*"
            operand:
              base: 3
      - kind: formula
        variance: 0.05
        formula:
          base: 3
          operation:
            kind: "*"
            operand:
              base: 4
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "+"
            operand:
              base: 1
      - kind: formula
        variance: 0.05
        formula:
          base: 1
          operation:
            kind: "+"
            operand:
              base: 2
      - kind: formula
        variance: 0.05
        formula:
          base: 2
          operation:
            kind: "+"
            operand:
              base: 3
      - kind: formula
        variance: 0.05
        formula:
          base: 3
          operation:
            kind: "+"
            operand:
              base: 4
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "-"
            operand:
              base: 1
      - kind: formula
        variance: 0.05
        formula:
          base: 1
          operation:
            kind: "-"
            operand:
              base: 2
      - kind: formula
        variance: 0.05
        formula:
          base: 2
          operation:
            kind: "-"
            operand:
              base: 3
      - kind: formula
        variance: 0.05
        formula:
          base: 3
          operation:
            kind: "-"
            operand:
              base: 4
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "+"
            operand:
              base: 1
      - kind: formula
        variance: 0.05
        formula:
          base: 1
          operation:
            kind: "+"
            operand:
              base: 2
      - kind: formula
        variance: 0.05
        formula:
          base: 2
          operation:
            kind: "+"
            operand:
              base: 3
      - kind: formula
        variance: 0.05
        formula:
          base: 3
          operation:
            kind: "+"
            operand:
              base: 4

  - &haystack-sine-10
    <<: *base
    base-oscillations:
      - kind: sine
        frequency: 4
        variance: 0.05
      - kind: sine
        frequency: 2
        variance: 0.05
      - kind: sine
        frequency: 1
        variance: 0.05
      - kind: sine
        frequency: 0.5
        variance: 0.05
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1
      - kind: formula
        variance: 0.05
        formula:
          base: 1
          operation:
            kind: "*"
            operand:
              base: 2
      - kind: formula
        variance: 0.05
        formula:
          base: 2
          operation:
            kind: "*"
            operand:
              base: 3
      - kind: formula
        variance: 0.05
        formula:
          base: 3
          operation:
            kind: "*"
            operand:
              base: 4
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "+"
            operand:
              base: 1
      - kind: formula
        variance: 0.05
        formula:
          base: 1
          operation:
            kind: "+"
            operand:
              base: 2

  - &haystack-sine-8
    <<: *base
    base-oscillations:
      - kind: sine
        frequency: 4
        variance: 0.05
      - kind: sine
        frequency: 2
        variance: 0.05
      - kind: sine
        frequency: 1
        variance: 0.05
      - kind: sine
        frequency: 0.5
        variance: 0.05
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1
      - kind: formula
        variance: 0.05
        formula:
          base: 1
          operation:
            kind: "*"
            operand:
              base: 2
      - kind: formula
        variance: 0.05
        formula:
          base: 2
          operation:
            kind: "*"
            operand:
              base: 3
      - kind: formula
        variance: 0.05
        formula:
          base: 3
          operation:
            kind: "*"
            operand:
              base: 4

  - &haystack-sine-5
    <<: *base
    base-oscillations:
      - kind: sine
        frequency: 4
        variance: 0.05
      - kind: sine
        frequency: 2
        variance: 0.05
      - kind: sine
        frequency: 1
        variance: 0.05
      - kind: sine
        frequency: 0.5
        variance: 0.05
      - kind: formula
        variance: 0.05
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1

  - &haystack-sine-4
    <<: *base
    base-oscillations:
      - kind: sine
        frequency: 4
        variance: 0.05
      - kind: sine
        frequency: 2
        variance: 0.05
      - kind: sine
        frequency: 1
        variance: 0.05
      - kind: sine
        frequency: 0.5
        variance: 0.05

  - &haystack-sine-3
    <<: *base
    base-oscillations:
      - kind: sine
        frequency: 4
        variance: 0.05
      - kind: sine
        frequency: 2
        variance: 0.05
      - kind: sine
        frequency: 1
        variance: 0.05

  - &haystack-ecg-20
    <<: *base
    base-oscillations:
      - kind: ecg
        frequency: 8
      - kind: ecg
        frequency: 4
      - kind: ecg
        frequency: 2
      - kind: ecg
        frequency: 1
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1
      - kind: formula
        formula:
          base: 1
          operation:
            kind: "*"
            operand:
              base: 2
      - kind: formula
        formula:
          base: 2
          operation:
            kind: "*"
            operand:
              base: 3
      - kind: formula
        formula:
          base: 3
          operation:
            kind: "*"
            operand:
              base: 4
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "+"
            operand:
              base: 1
      - kind: formula
        formula:
          base: 1
          operation:
            kind: "+"
            operand:
              base: 2
      - kind: formula
        formula:
          base: 2
          operation:
            kind: "+"
            operand:
              base: 3
      - kind: formula
        formula:
          base: 3
          operation:
            kind: "+"
            operand:
              base: 4
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "-"
            operand:
              base: 1
      - kind: formula
        formula:
          base: 1
          operation:
            kind: "-"
            operand:
              base: 2
      - kind: formula
        formula:
          base: 2
          operation:
            kind: "-"
            operand:
              base: 3
      - kind: formula
        formula:
          base: 3
          operation:
            kind: "-"
            operand:
              base: 4
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "+"
            operand:
              base: 1
      - kind: formula
        formula:
          base: 1
          operation:
            kind: "+"
            operand:
              base: 2
      - kind: formula
        formula:
          base: 2
          operation:
            kind: "+"
            operand:
              base: 3
      - kind: formula
        formula:
          base: 3
          operation:
            kind: "+"
            operand:
              base: 4

  - &haystack-ecg-10
    <<: *base
    base-oscillations:
      - kind: ecg
        frequency: 8
      - kind: ecg
        frequency: 4
      - kind: ecg
        frequency: 2
      - kind: ecg
        frequency: 1
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1
      - kind: formula
        formula:
          base: 1
          operation:
            kind: "*"
            operand:
              base: 2
      - kind: formula
        formula:
          base: 2
          operation:
            kind: "*"
            operand:
              base: 3
      - kind: formula
        formula:
          base: 3
          operation:
            kind: "*"
            operand:
              base: 4
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "+"
            operand:
              base: 1
      - kind: formula
        formula:
          base: 1
          operation:
            kind: "+"
            operand:
              base: 2

  - &haystack-ecg-8
    <<: *base
    base-oscillations:
      - kind: ecg
        frequency: 8
      - kind: ecg
        frequency: 4
      - kind: ecg
        frequency: 2
      - kind: ecg
        frequency: 1
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1
      - kind: formula
        formula:
          base: 1
          operation:
            kind: "*"
            operand:
              base: 2
      - kind: formula
        formula:
          base: 2
          operation:
            kind: "*"
            operand:
              base: 3
      - kind: formula
        formula:
          base: 3
          operation:
            kind: "*"
            operand:
              base: 4

  - &haystack-ecg-5
    <<: *base
    base-oscillations:
      - kind: ecg
        frequency: 8
      - kind: ecg
        frequency: 4
      - kind: ecg
        frequency: 2
      - kind: ecg
        frequency: 1
      - kind: formula
        formula:
          base: 0
          operation:
            kind: "*"
            operand:
              base: 1

  - &haystack-ecg-4
    <<: *base
    base-oscillations:
      - kind: ecg
        frequency: 8
      - kind: ecg
        frequency: 4
      - kind: ecg
        frequency: 2
      - kind: ecg
        frequency: 1

  - &haystack-ecg-3
    <<: *base
    base-oscillations:
      - kind: ecg
        frequency: 8
      - kind: ecg
        frequency: 4
      - kind: ecg
        frequency: 2


timeseries:

  - <<: *haystack-sine-20
    name: haystack-sine-20-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-sine-20
    name: haystack-sine-20-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-ecg-20
    name: haystack-ecg-20-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-ecg-20
    name: haystack-ecg-20-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-sine-10
    name: haystack-sine-10-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-sine-10
    name: haystack-sine-10-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-ecg-10
    name: haystack-ecg-10-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-ecg-10
    name: haystack-ecg-10-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-sine-8
    name: haystack-sine-8-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-sine-8
    name: haystack-sine-8-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-ecg-8
    name: haystack-ecg-8-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-ecg-8
    name: haystack-ecg-8-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-sine-5
    name: haystack-sine-5-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-sine-5
    name: haystack-sine-5-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-ecg-5
    name: haystack-ecg-5-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-ecg-5
    name: haystack-ecg-5-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-sine-4
    name: haystack-sine-4-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-sine-4
    name: haystack-sine-4-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-ecg-4
    name: haystack-ecg-4-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-ecg-4
    name: haystack-ecg-4-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-sine-3
    name: haystack-sine-3-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-sine-3
    name: haystack-sine-3-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0
  - <<: *haystack-ecg-3
    name: haystack-ecg-3-pattern
    anomalies:
      - position: beginning
        length: 100
        channel: 0
        kinds:
          - kind: pattern
            parameters:
              sinusoid_k: 10.0
  - <<: *haystack-ecg-3
    name: haystack-ecg-3-platform
    anomalies:
      - position: end
        length: 100
        channel: 1
        kinds:
          - kind: platform
            parameters:
              value: 0.0