xgb2 = copy.deepcopy(xgb)
with open('../bench/fairml/compas/compas.samples', 'r') as fp:
lines = fp.readlines()
# timers
ltimes = []
vtimes = []
ftimes = []
etimes = []
tested = set()
errors = []
reduced = 0
for i, s in enumerate(lines):
options.explain = [float(v.strip()) for v in s.split(',')]
if tuple(options.explain) in tested:
continue
tested.add(tuple(options.explain))
print('sample {0}: {1}'.format(i, ','.join(s.split(','))))
# first, compute a valid explanation to guarantee
# that an explanation of this size exists
expl = xgb2.explain(options.explain)
# calling lime
timer = resource.getrusage(resource.RUSAGE_CHILDREN).ru_utime + \
resource.getrusage(resource.RUSAGE_SELF).ru_utime
