<commit_before>H2O.AutoModelInput = (_, _go, opts={}) ->
  _trainingFrames = signal []
  _trainingFrame = signal null
  _validationFrames = signal []
  _validationFrame = signal null
  _hasTrainingFrame = lift _trainingFrame, (frame) -> if frame then yes else no
  _columns = signal []
  _column = signal null
  _foldColumn = signal null
  _weightsColumn = signal null
  _canBuildModel = lift _trainingFrame, _column, (frame, column) -> frame and column

  # TODO loss
  defaultSeed = -1
  _seed = signal defaultSeed
  defaultMaxModels = 0
  _maxModels = signal ''
  defaultMaxRunTime = 3600
  _maxRuntimeSecs = signal defaultMaxRunTime
  _stoppingMetrics = signal []
  _stoppingMetric = signal null
  defaultStoppingRounds = 0<commit_msg>PUBDEV-4508: Changed AutoML stopping rounds default to 3<commit_after>H2O.AutoModelInput = (_, _go, opts={}) ->
  _trainingFrames = signal []
  _trainingFrame = signal null
  _validationFrames = signal []
  _validationFrame = signal null
  _hasTrainingFrame = lift _trainingFrame, (frame) -> if frame then yes else no
  _columns = signal []
  _column = signal null
  _foldColumn = signal null
  _weightsColumn = signal null
  _canBuildModel = lift _trainingFrame, _column, (frame, column) -> frame and column

  # TODO loss
  defaultSeed = -1
  _seed = signal defaultSeed
  defaultMaxModels = 0
  _maxModels = signal ''
  defaultMaxRunTime = 3600
  _maxRuntimeSecs = signal defaultMaxRunTime
  _stoppingMetrics = signal []
  _stoppingMetric = signal null
  defaultStoppingRounds = 3
{'fraction_non_alphanumeric': 0.0762656147271532, 'fraction_numerical': 0.013806706114398421, 'mean_word_length': 4.230240549828179, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 9, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '5616942', 'n_tokens_mistral': 475, 'n_tokens_neox': 453, 'n_words': 138}