HumanDataProject/config.yaml at main · Action52/HumanDataProject · GitHub

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preprocess:
  data_directory: 'datasets/'
  test_directory: 'datasets/test/'
  val_directory: 'datasets/validation'
  cache_file: true
  shuffle: true
  seed: 100
  batch_size: 30
  is_normalized: true
  train_size: 0.63
  test_size: 0.10
  val_size: 0.27
  smoothing_windows:
    - 20
    - 75
    - 200
  downsamples:
    - 2
    - 4
  drop_labels:
    - 91
    - 92
    - 99
    - 0
  max_length_ts: 215
  channels: 21

results_path: 'results/'

epochs: 5
with_weights: false

convolutions_conf:
  conv1:
    filters: 4
    kernel_size: 10
    activation: 'relu'
  conv2:
    filters: 4
    kernel_size: 10
    activation: 'relu'
  conv3:
    filters: 4
    kernel_size: 10
    activation: 'relu'

dense_conf:
  flatten_dropout:
    dropout: 0.5
  dense1:
    units: 32
    activation: relu
  output:
    units: 6
    activation: softmax

gru:
  units: 128
  return_sequences: true

simple_rnn:
  units: 128
  return_sequences: true
  activation: relu

lstm:
  units: 128
  return_sequences: true
  activation: tanh

cfc:
  units: 128
  return_sequences: true

wiring:
  units: 128
  output_size: 48
  seed: 100
  sparsity_level: 0.75