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#!/usr/bin/env python
import openturns as ot
import openturns.testing as ott
import persalys
import os
import math
import sys
# testcase A: parse output with tokens
with open("input_template0y.txt", "w") as f:
f.write("X0=@X0\n")
f.write("X1=@X1\n")
f.write("X2=@X2\n")
with open("external_program0y.py", "w") as f:
f.write("import sys\n")
f.write('exec(open("input.txt").read())\n')
f.write("Y0=X0+X1+X2\n")
f.write("Y1=X0+X1*X2\n")
f.write('with open("output.txt", "w") as f:\n')
f.write(' f.write("Y0=%.17e\\n" % Y0)\n')
f.write(' f.write("Y1=%.17e\\n" % Y1)\n')
input_file = persalys.CouplingInputFile("input_template0y.txt")
input_file.setConfiguredPath("input.txt")
input_file.setVariables(["X0", "X1", "X2"], ["@X0", "@X1", "@X2"], ["", "", ""])
resource_file = persalys.CouplingResourceFile("external_program0y.py")
output_file = persalys.CouplingOutputFile("output.txt")
output_file.setVariables(["Y0", "Y1"], ["Y0=", "Y1="], [0, 0], [0, 0], [0, 0])
step = persalys.CouplingStep(
sys.executable + " external_program0y.py",
[input_file],
[resource_file],
[output_file],
)
model = persalys.YACSCouplingPhysicalModel("A", [step])
# single evaluation
x = [1.0, 2.0, 3.0]
f = model.getFunction()
y = f(x)
print(y)
ott.assert_almost_equal(y, [6.0, 7.0])
# sampling test
ot_function = model.getFunction()
Y = ot.CompositeRandomVector(ot_function, ot.RandomVector(ot.Normal(3)))
y = Y.getSample(50)
mean, stddev = y.computeMean(), y.computeStandardDeviation()
print(mean, stddev)
ott.assert_almost_equal(mean, [0, 0], 0.3, 0.3)
ott.assert_almost_equal(stddev, [math.sqrt(3.0), 1.415], 0.3, 0.3)
# cleanup
os.remove("input_template0y.txt")
os.remove("external_program0y.py")
# script
myStudy = persalys.Study("myStudy")
myStudy.add(model)
script = myStudy.getPythonScript()
# print('script=', script)
exec(script)
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