text: import caffe
  import surgery, score
  
  import numpy as np
  import os
  
  import setproctitle
  setproctitle.setproctitle(os.path.basename(os.getcwd()))
  
  weights = '../vgg16fc.caffemodel'
  
  # init
  caffe.set_device(int(sys.argv[1]))
  caffe.set_mode_gpu()
  
  solver = caffe.SGDSolver('solver.prototxt')
  solver.net.copy_from(weights)
  
  # surgeries
  interp_layers = [k for k in solver.net.params.keys() if 'up' in k]
  surgery.interp(solver.net, interp_layers)
  
  # scoring
  test = np.loadtxt('../data/nyud/test.txt', dtype=str)
  
  for _ in range(50):
      solver.step(2000)
      score.seg_tests(solver, False, val, layer='score')
  