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#! /usr/bin/env python
import openturns as ot
eps = 0.4
# Instance creation
myFunc = ot.SymbolicFunction(
["x1", "x2"], ["x1*sin(x2)", "cos(x1+x2)", "(x2+1)*exp(x1-2*x2)"]
)
center = ot.Point(myFunc.getInputDimension())
for i in range(center.getDimension()):
center[i] = 1.0 + i
myTaylor = ot.QuadraticTaylor(center, myFunc)
myTaylor.run()
responseSurface = ot.Function(myTaylor.getMetaModel())
print("myTaylor=", repr(myTaylor))
print("responseSurface=", repr(responseSurface))
print("myFunc(", repr(center), ")=", repr(myFunc(center)))
print("responseSurface(", repr(center), ")=", repr(responseSurface(center)))
inPoint = ot.Point(center)
inPoint[0] += eps
inPoint[1] -= eps / 2
print("myFunc(", repr(inPoint), ")=", repr(myFunc(inPoint)))
print("responseSurface(", repr(inPoint), ")=", repr(responseSurface(inPoint)))
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