database:
  path: "C:\\repo\\Fahrsimulator_MSY2526_AI\\predict_pipeline\\database.sqlite"
  table: feature_table
  key: _Id

model:
  path: "C:\\repo\\Fahrsimulator_MSY2526_AI\\files_for_testing\\xgb_model_3_groupK.joblib"

scaler:
  use_scaling: True
  path: "C:\\repo\\Fahrsimulator_MSY2526_AI\\predict_pipeline\\normalizer_min_max_global.pkl"

mqtt:
  enabled: true
  host: "localhost"
  port: 1883
  topic: "ml/predictions"
  client_id: "predictor-01"
  qos: 1
  retain: false
  # username: ""
  # password: ""
  tls:
    enabled: false
    # ca_cert: ""
    # client_cert: ""
    # client_key: ""
  publish_format:
    result_key: prediction   # where to store the predicted value in payload
    include_metadata: true   # e.g., timestamps, rowid, etc.

sample:
  columns:
  - _Id
  - start_time
  - FACE_AU01_mean
  - FACE_AU02_mean
  - FACE_AU04_mean
  - FACE_AU05_mean
  - FACE_AU06_mean
  - FACE_AU07_mean
  - FACE_AU09_mean
  - FACE_AU10_mean
  - FACE_AU11_mean
  - FACE_AU12_mean
  - FACE_AU14_mean
  - FACE_AU15_mean
  - FACE_AU17_mean
  - FACE_AU20_mean
  - FACE_AU23_mean
  - FACE_AU24_mean
  - FACE_AU25_mean
  - FACE_AU26_mean
  - FACE_AU28_mean
  - FACE_AU43_mean
  - Fix_count_short_66_150
  - Fix_count_medium_300_500
  - Fix_count_long_gt_1000
  - Fix_count_100
  - Fix_mean_duration
  - Fix_median_duration
  - Sac_count
  - Sac_mean_amp
  - Sac_mean_dur
  - Sac_median_dur
  - Blink_count
  - Blink_mean_dur
  - Blink_median_dur
  - Pupil_mean
  - Pupil_IPA

  fill_nan_with_median: true
  discard_if_all_nan: true

fallback: 
- start_time: 0
- FACE_AU01_mean: 0.5
- FACE_AU02_mean: 0.5
- FACE_AU04_mean: 0.5
- FACE_AU05_mean: 0.5
- FACE_AU06_mean: 0.5
- FACE_AU07_mean: 0.5
- FACE_AU09_mean: 0.5
- FACE_AU10_mean: 0.5
- FACE_AU11_mean: 0.5
- FACE_AU12_mean: 0.5
- FACE_AU14_mean: 0.5
- FACE_AU15_mean: 0.5
- FACE_AU17_mean: 0.5
- FACE_AU20_mean: 0.5
- FACE_AU23_mean: 0.5
- FACE_AU24_mean: 0.5
- FACE_AU25_mean: 0.5
- FACE_AU26_mean: 0.5
- FACE_AU28_mean: 0.5
- FACE_AU43_mean: 0.5
- Fix_count_short_66_150: 2
- Fix_count_medium_300_500: 2
- Fix_count_long_gt_1000: 2
- Fix_count_100: 2
- Fix_mean_duration: 100
- Fix_median_duration: 100
- Sac_count: 2
- Sac_mean_amp: 2
- Sac_mean_dur: 100
- Sac_median_dur: 100
- Blink_count: 2
- Blink_mean_dur: 2
- Blink_median_dur: 2
- Pupil_mean: 2
- Pupil_IPA: 2