text: """
  Config containing all hardcoded parameters for training strong supervised model on synth-text
  """
  from config import *
  
  num_cuda = "0,1,2,3"
  save_path = './'
  use_cuda = True
  
  batch_size = {
  	'train': 4*len(num_cuda.split(',')),
  	'test': 8*len(num_cuda.split(',')),
  }
  
  num_workers = {
  	'train': 16,
  	'test': 16
  }
  
  pretrained = False
  pretrained_path = './model/63000_model.pkl'
  pretrained_loss_plot_training = './loss_plot_training.npy'
  
  optimizer_iteration = 4//len(num_cuda.split(','))
  
  lr = {
  	1: 1e-4,
  	8000*optimizer_iteration: 5e-5,
  	16000*optimizer_iteration: 2e-5,
  	32000*optimizer_iteration: 1e-5,
  	48000*optimizer_iteration: 1e-6,
  }
  
  num_epochs_strong_supervision = 1.2
  
  periodic_fscore = 300*optimizer_iteration
  periodic_output = 3000*optimizer_iteration
  periodic_save = 3000*optimizer_iteration
  
  visualize_generated = True
  visualize_freq = 21000
  
  weight_threshold = 0.5
  
  model_architecture = 'craft'
  
  seed = 21