| import 'package:flutter/gestures.dart'; |
| import 'package:test/test.dart'; |
| |
| |
| void main() { |
| approx(double value, double expectation) { |
| const double eps = 1e-6; |
| return (value - expectation).abs() < eps; |
| } |
| |
| test('Least-squares fit: linear polynomial to line', () { |
| List<double> x = [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]; |
| List<double> y = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]; |
| List<double> w = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]; |
| |
| LeastSquaresSolver solver = new LeastSquaresSolver(x, y, w); |
| PolynomialFit fit = solver.solve(1); |
| |
| expect(fit.coefficients.length, 2); |
| expect(approx(fit.coefficients[0], 1.0), isTrue); |
| expect(approx(fit.coefficients[1], 0.0), isTrue); |
| expect(approx(fit.confidence, 1.0), isTrue); |
| }); |
| |
| test('Least-squares fit: linear polynomial to sloped line', () { |
| List<double> x = [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]; |
| List<double> y = [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0]; |
| List<double> w = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]; |
| |
| LeastSquaresSolver solver = new LeastSquaresSolver(x, y, w); |
| PolynomialFit fit = solver.solve(1); |
| |
| expect(fit.coefficients.length, 2); |
| expect(approx(fit.coefficients[0], 1.0), isTrue); |
| expect(approx(fit.coefficients[1], 1.0), isTrue); |
| expect(approx(fit.confidence, 1.0), isTrue); |
| }); |
| |
| test('Least-squares fit: quadratic polynomial to line', () { |
| List<double> x = [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]; |
| List<double> y = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]; |
| List<double> w = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]; |
| |
| LeastSquaresSolver solver = new LeastSquaresSolver(x, y, w); |
| PolynomialFit fit = solver.solve(2); |
| |
| expect(fit.coefficients.length, 3); |
| expect(approx(fit.coefficients[0], 1.0), isTrue); |
| expect(approx(fit.coefficients[1], 0.0), isTrue); |
| expect(approx(fit.coefficients[2], 0.0), isTrue); |
| expect(approx(fit.confidence, 1.0), isTrue); |
| }); |
| |
| test('Least-squares fit: quadratic polynomial to sloped line', () { |
| List<double> x = [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0]; |
| List<double> y = [1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0]; |
| List<double> w = [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]; |
| |
| LeastSquaresSolver solver = new LeastSquaresSolver(x, y, w); |
| PolynomialFit fit = solver.solve(2); |
| |
| expect(fit.coefficients.length, 3); |
| expect(approx(fit.coefficients[0], 1.0), isTrue); |
| expect(approx(fit.coefficients[1], 1.0), isTrue); |
| expect(approx(fit.coefficients[2], 0.0), isTrue); |
| expect(approx(fit.confidence, 1.0), isTrue); |
| }); |
| |
| } |