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69 lines
1.8 KiB
C++
69 lines
1.8 KiB
C++
#include "exponential_model.h"
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#include <math.h>
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#include <assert.h>
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#include "../../poincare/include/poincare_layouts.h"
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using namespace Poincare;
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namespace Regression {
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ExpressionLayout * ExponentialModel::layout() {
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static ExpressionLayout * layout = nullptr;
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if (layout == nullptr) {
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const ExpressionLayout * layoutChildren[] = {
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new CharLayout('a', KDText::FontSize::Small),
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new CharLayout('e', KDText::FontSize::Small),
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new VerticalOffsetLayout(
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new HorizontalLayout(
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new CharLayout('b', KDText::FontSize::Small),
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new CharLayout('X', KDText::FontSize::Small),
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false),
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VerticalOffsetLayout::Type::Superscript,
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false)
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};
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layout = new HorizontalLayout(layoutChildren, 3, false);
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}
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return layout;
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}
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double ExponentialModel::evaluate(double * modelCoefficients, double x) const {
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double a = modelCoefficients[0];
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double b = modelCoefficients[1];
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return a*exp(b*x);
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}
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bool ExponentialModel::levelSetAvailable(double * modelCoefficients) const {
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double a = modelCoefficients[0];
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double b = modelCoefficients[1];
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if (a == 0 || b == 0) {
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return false;
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}
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return true;
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}
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double ExponentialModel::levelSet(double * modelCoefficients, double y) const {
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double a = modelCoefficients[0];
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double b = modelCoefficients[1];
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if (!levelSetAvailable(modelCoefficients) || y/a <= 0) {
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return NAN;
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}
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return log(y/a)/b;
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}
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double ExponentialModel::partialDerivate(double * modelCoefficients, int derivateCoefficientIndex, double x) const {
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double a = modelCoefficients[0];
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double b = modelCoefficients[1];
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if (derivateCoefficientIndex == 0) {
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// Derivate: exp(b*x)
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return exp(b*x);
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}
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if (derivateCoefficientIndex == 1) {
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// Derivate: a*x*exp(b*x)
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return a*x*exp(b*x);
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}
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assert(false);
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return 0.0;
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}
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}
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