example-config.yaml

timeseries:
  - name: example-ecg-signal
    length: 10000
    anomalies:
    - position: middle
      length: 200
      kinds:
      - kind: frequency
        frequency_factor: 2.0
    base-oscillations:
    - amplitude: 15
      ecg-sim-method: ecgsyn
      frequency: 1
      kind: ecg
      offset: -2
      variance: 0.01


mutations:
  - &ecg-mutations
    n_mutations: 10
    mutations:
      - name: base-oscillations.0.frequency
        paths:
          - base-oscillations.0.frequency
        dtype: float
        min: 0.4
        max: 0.8
      - name: base-oscillations.0.variance
        paths:
          - base-oscillations.0.variance
        dtype: float
        min: 0.001
        max: 0.1
      - name: anomalies.0.length
        paths:
          - anomalies.0.length
        dtype: int
        min: 100
        max: 500


studies:
  - name: simple-study-using-LOF
    study_override: true
    algorithm: sub_lof
    n_trials:
      train: 100
      validation: 20
      test_model: 20
      test_full_optimization: 100
#    start_from_snapshot:
#      study_name: simple-study-using-LOF
#      train: false
#      best_thresholds: false
#      fixed_parameters: false
#      test: false
    timeseries:
      - name: example-ecg-signal
        <<: *ecg-mutations
    parameters:
     - name: window_size
       dtype: int
       min: 50
       max: 250
     - name: n_neighbors
       dtype: int
       min: 2
       max: 100
     - name: leaf_size
       dtype: int
       min: 10
       max: 80
     - name: random_state
       dtype: int
       min: 0
       max: 42