experiments.py

#Run a few experiments, which will take a few minutes
session_num = 0
for num_filters in HP_NUM_FILTERS.domain.values:
  for dropout_rate in (HP_DROPOUT.domain.min_value, HP_DROPOUT.domain.max_value):
    for activation in HP_ACTIVATION.domain.values:
      for num_units in HP_NUM_UNITS.domain.values:
        for optimizer in HP_OPTIMIZER.domain.values:
          
          hparams = {
              HP_NUM_FILTERS: num_filters,
              HP_DROPOUT: dropout_rate,
              HP_ACTIVATION: activation,
              HP_NUM_UNITS: num_units,
              HP_OPTIMIZER: optimizer
              
          }
          run_name = "run-%d" % session_num
          print('--- Starting trial: %s' % run_name)
          print({h.name: hparams[h] for h in hparams})
          run('logs/hparam_tuning/' + run_name, hparams)
          session_num += 1