files/config.yaml

data_csv_path: ./raw_data/anton.csv
drop: null
ds_name: livia_mini
index_col: -1
observation_interval: 5min

column_definition:
  - data_type: categorical
    input_type: id
    name: id
  - data_type: date
    input_type: time
    name: time
  - data_type: real_valued
    input_type: target
    name: gl

encoding_params:
  date:
    - day
    - month
    - year
    - hour
    - minute
    - second

# NA values abbreviation
nan_vals: null

# Interpolation parameters
interpolation_params:
  gap_threshold: 45 # in minutes
  min_drop_length: 240 # in number of points (20 hrs)

scaling_params:
  scaler: None

split_params:
  length_segment: 13
  random_state: 0
  test_percent_subjects: 0.1


# Splitting parameters
#split_params:
#  test_percent_subjects: .1
#  length_segment: 240
#  random_state: 0

# Model params
max_length_input: 192
length_pred: 12

transformer:
  batch_size: 32
  d_model: 96
  dim_feedforward: 448
  dropout: 0.10161152207464333
  in_len: 96
  lr: 0.000840888489686657
  lr_epochs: 16
  max_grad_norm: 0.6740479322943925
  max_samples_per_ts: 50
  n_heads: 4
  num_decoder_layers: 1
  num_encoder_layers: 4

transformer_covariates:
  batch_size: 32
  d_model: 128
  dim_feedforward: 160
  dropout: 0.044926981080245884
  in_len: 108
  lr: 0.00029632347559614453
  lr_epochs: 20
  max_grad_norm: 0.8890169619043728
  max_samples_per_ts: 50
  n_heads: 2
  num_decoder_layers: 2
  num_encoder_layers: 2