SALib with Executioner Example

salib_ex.py

from executioner.salib import *
from SALib.sample import saltelli
from SALib.analyze import sobol

problem = {
  'num_vars': 11,
  'names': ['x1', 'x2', 'x3', 'x4', 'x5', 'x6', 'x7', 'x8', 'x9', 'x10', 'x11'], 
  'bounds': [[0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], [0, 1], 
             [0, 1], [0, 1], [0, 1]]
}

with Executioner() as executioner:
    executioner.onStart(Execute("python dtlz2.py"))
    executioner.add(WriteInput("${x1} ${x2} ${x3} ${x4} ${x5} ${x6} ${x7} ${x8} ${x9} ${x10} ${x11}\n"))
    executioner.add(ParseLine(type=float, name="y"))
    executioner.onComplete(WriteInput("\n")) # send empty line to terminate process
    
    samples = saltelli.sample(problem, 1000, calc_second_order=True)
    Y = executioner.evaluateBatch(SALibSamples(problem, samples))
    Y1 = convert_to_numpy(Y, "y", index=0)
    sobol.analyze(problem, Y1, print_to_console=True)