old_contents: from __future__ import print_function
  
  from genomic_neuralnet.methods import get_lr_prediction 
  from genomic_neuralnet.analyses import run_optimization
  
  def main():
      params = {} 
      run_optimization(get_lr_prediction, params, 'optimal_en.shelf', 'OLS')
  
  if __name__ == '__main__':
      main()
  
  
new_contents: from __future__ import print_function
  
  from genomic_neuralnet.methods import get_lr_prediction 
  from genomic_neuralnet.analyses import run_optimization
  
  def main():
      params = {} 
      run_optimization(get_lr_prediction, params, 'optimal_lr.shelf', 'OLS')
  
  if __name__ == '__main__':
      main()
  
  
subject: Write OLS results to correct shelf