model_params:
  model_name: "Transformer"
  past_values:
    - "Target_Y"
  past_observed_mask:
    - "Target_Y"
  future_observed_mask:
    - "Target_Y"
  future_values:
    - "Target_Y"
  time_index:
    - "Time_Index"
  past_time_features:
    - Feature_1
    - Feature_2
    - Feature_3
    - Feature_4
    - Feature_5
    - Feature_6
    - Feature_7
    - Feature_8
    - Feature_9
    - Feature_10
    - Feature_11
    - Feature_12
    - Feature_13
    - Feature_14
    - Feature_15
    - Feature_16
    - Feature_17
    - Feature_18
    - Feature_19
    - Feature_20
    - Feature_21
    - Feature_22
    - Feature_23
    - Feature_24
    - Feature_25
    - Feature_26
    - Feature_27
    - Feature_28
    - Feature_29
    - Feature_30
    - Feature_31
    - Feature_32
    - Feature_33
    - Feature_34
    - Feature_35
    - Feature_36
    - Feature_37
    - Feature_38
    - Feature_39
    - Feature_40
    - Feature_41
    - Feature_42
    - Feature_43
    - Feature_44
    - Feature_45
    - Feature_46
    - Feature_47
    - Feature_48
    - Feature_49
    - Feature_50
    - Feature_51
    - Feature_52
    - Feature_53
    - Feature_54
    - Feature_55
    - Feature_56
  future_time_features:
    - Feature_1
    - Feature_2
    - Feature_3
    - Feature_4
    - Feature_5
    - Feature_6
    - Feature_7
    - Feature_8
    - Feature_9
    - Feature_10
    - Feature_11
    - Feature_12
    - Feature_13
    - Feature_14
    - Feature_15
    - Feature_16
    - Feature_17
    - Feature_18
    - Feature_19
    - Feature_20
    - Feature_21
    - Feature_22
    - Feature_23
    - Feature_24
    - Feature_25
    - Feature_26
    - Feature_27
    - Feature_28
    - Feature_29
    - Feature_30
    - Feature_31
    - Feature_32
    - Feature_33
    - Feature_34
    - Feature_35
    - Feature_36
    - Feature_37
    - Feature_38
    - Feature_39
    - Feature_40
    - Feature_41
    - Feature_42
    - Feature_43
    - Feature_44
    - Feature_45
    - Feature_46
    - Feature_47
    - Feature_48
    - Feature_49
    - Feature_50
    - Feature_51
    - Feature_52
    - Feature_53
    - Feature_54
    - Feature_55
    - Feature_56
  static_categorical_features:
    #- "Static_Categorical"
  static_real_features:
  List_to_AddTimeFeatures:
    hour: true
    dayofweek: true
    day: true
    month: true
    quarter: true
    dayofmonth: true
    weekofyear: true
    is_holiday: false
  ConvertTimeFeature:
  ListTimeTransforme: 
    - cos
    - sin
    - identity
  cardinality: 1000
  embedding_dimension:
    - 256
  encoder_layers: 8
  decoder_layers: 8
  d_model: 64
  n_heads: 64
  predict_length: 24
  context_length: 168
  stride : 1 
  distribution_output: "student_t"
  scaling: "mean" 
  use_cache : false 
  lags_sequence:
    - 0
  rate_mask: 0.0
  num_parallel_samples : 100
  encoder_ffn_dim: 256
  decoder_ffn_dim: 256
  encoder_attention_heads: 128
  decoder_attention_heads: 128
  is_encoder_decoder: True
  activation_function: "grelu" 
  dropout: 0.2
  encoder_layerdrop: 0.2
  decoder_layerdrop: 0.2
  attention_dropout: 0.2
  activation_dropout: 0.1
  init_std: 0.02

optimizing_prams:
  learning_rate: 0.001
  optimizer: "AdamW"
  beta_1: 0.9
  beta_2: 0.95
  weight_decay: 0.01
  batch_size: 32
  epoch_max: 200
  precision: "64-true"
  gradient_clip_val: 0.8

experiment:
  name : "Transformer"
  log_model : "all"
  experiment : "0"
  monitor: 'val_loss'
  min_delta : 0.000007
  patience_train : 200
  verbose : True
  checkpoint: