void test2DFunction2(AdFn* adFn, ClassicFn* classicFn, Scalar x, Scalar yMin, Scalar yMax)
{
    typedef Opm::LocalAd::Evaluation<Scalar, numVars> Eval;

    int n = 100*1000;
    for (int i = 0; i < n; ++ i) {
        Scalar y = Scalar(i)/(n - 1)*(yMax - yMin) + yMin;

        const auto& xEval = Eval::createConstant(x);
        const auto& yEval = Eval::createVariable(y, 1);
        const Eval& zEval = adFn(xEval, yEval);

        Scalar eps = std::numeric_limits<Scalar>::epsilon()*1e7;
        eps = std::max(eps, eps*std::abs(y));

        Scalar z = classicFn(x, y);
        Scalar zStar1 = classicFn(x, y - eps);
        Scalar zStar2 = classicFn(x, y + eps);
        Scalar zPrime = (zStar2 - zStar1)/(2*eps);

        if (std::abs(z - zEval.value)/std::abs(z + zEval.value)
            > std::numeric_limits<Scalar>::epsilon()*1e2)
            throw std::logic_error("oops: value");

        Scalar deltaAbs = std::abs(zPrime - zEval.derivatives[1]);
        Scalar deltaRel = std::abs(deltaAbs/zPrime);
        if (deltaAbs > 1000*eps && deltaRel > 1000*eps)
            throw std::logic_error("oops: derivative @"+std::to_string((long double) x)+": "
                                   + std::to_string((long double) zPrime) + " vs "
                                   + std::to_string((long double) zEval.derivatives[1])
                                   + " delta: " + std::to_string((long double) std::abs(zPrime - zEval.derivatives[1])));
    }
}
Example #2
0
void test2DFunction2(AdFn* adFn, ClassicFn* classicFn, Scalar x, Scalar yMin, Scalar yMax)
{
    typedef Opm::LocalAd::Evaluation<Scalar, VariablesDescriptor, VariablesDescriptor::size> Eval;

    int n = 100*1000;
    for (int i = 0; i < n; ++ i) {
        Scalar y = Scalar(i)/(n - 1)*(yMax - yMin) + yMin;

        const auto& xEval = Eval::createConstant(x);
        const auto& yEval = Eval::createVariable(y, 1);
        const Eval& zEval = adFn(xEval, yEval);

        const Scalar eps = 1e-10;
        Scalar z = classicFn(x, y);
        Scalar zStar1 = classicFn(x, y - eps);
        Scalar zStar2 = classicFn(x, y + eps);
        Scalar zPrime = (zStar2 - zStar1)/(2*eps);

        if (z != zEval.value)
            throw std::logic_error("oops: value");

        Scalar deltaAbs = std::abs(zPrime - zEval.derivatives[1]);
        Scalar deltaRel = std::abs(deltaAbs/zPrime);
        if (deltaAbs > 1e-3 && deltaRel > 1e-3)
            throw std::logic_error("oops: derivative @"+std::to_string((long double) x)+": "
                                   + std::to_string((long double) zPrime) + " vs "
                                   + std::to_string((long double) zEval.derivatives[1])
                                   + " delta: " + std::to_string((long double) std::abs(zPrime - zEval.derivatives[1])));
    }
}
void test1DFunction(AdFn* adFn, ClassicFn* classicFn, Scalar xMin = 1e-6, Scalar xMax = 1000)
{
    typedef Opm::LocalAd::Evaluation<Scalar, numVars> Eval;

    int n = 100*1000;
    for (int i = 0; i < n; ++ i) {
        Scalar x = Scalar(i)/(n - 1)*(xMax - xMin) + xMin;

        const auto& xEval = Eval::createVariable(x, 0);
        const Eval& yEval = adFn(xEval);

        Scalar eps = std::numeric_limits<Scalar>::epsilon()*1e7;
        eps = std::max(eps, eps*std::abs(x));

        Scalar y = classicFn(x);
        Scalar yStar1 = classicFn(x - eps);
        Scalar yStar2 = classicFn(x + eps);
        Scalar yPrime = (yStar2 - yStar1)/(2*eps);

        if (std::abs(y-yEval.value) > 5e-14)
            throw std::logic_error("oops: value");

        Scalar deltaAbs = std::abs(yPrime - yEval.derivatives[0]);
        Scalar deltaRel = std::abs(deltaAbs/yPrime);
        if (deltaAbs > 1000*eps && deltaRel > 1000*eps)
            throw std::logic_error("oops: derivative @"+std::to_string((long double) x)+": "
                                   + std::to_string((long double) yPrime) + " vs "
                                   + std::to_string((long double) yEval.derivatives[0])
                                   + " delta: " + std::to_string((long double) std::abs(yPrime - yEval.derivatives[0])));
    }
}
Example #4
0
void test1DFunction(AdFn* adFn, ClassicFn* classicFn, Scalar xMin = 1e-6, Scalar xMax = 1000)
{
    typedef Opm::LocalAd::Evaluation<Scalar, VariablesDescriptor, VariablesDescriptor::size> Eval;

    int n = 100*1000;
    for (int i = 0; i < n; ++ i) {
        Scalar x = Scalar(i)/(n - 1)*(xMax - xMin) + xMin;

        const auto& xEval = Eval::createVariable(x, 0);
        const Eval& yEval = adFn(xEval);

        const Scalar eps = 1e-10;
        Scalar y = classicFn(x);
        Scalar yStar1 = classicFn(x - eps);
        Scalar yStar2 = classicFn(x + eps);
        Scalar yPrime = (yStar2 - yStar1)/(2*eps);

        if (y != yEval.value)
            throw std::logic_error("oops: value");

        Scalar deltaAbs = std::abs(yPrime - yEval.derivatives[0]);
        Scalar deltaRel = std::abs(deltaAbs/yPrime);
        if (deltaAbs > 1e-3 && deltaRel > 1e-3)
            throw std::logic_error("oops: derivative @"+std::to_string((long double) x)+": "
                                   + std::to_string((long double) yPrime) + " vs "
                                   + std::to_string((long double) yEval.derivatives[0])
                                   + " delta: " + std::to_string((long double) std::abs(yPrime - yEval.derivatives[0])));
    }
}