未验证 提交 784e6d74 编写于 作者: C Chris Bracken 提交者: GitHub

Improve the precision of lerpDouble (#20879)

Reduces errors caused by the loss of floating point precision when the
two extrema of the lerp differ significantly in magnitude. Previously,
we used the calculation:

    a + (b - a) * t

When the difference in magnitude between `a` and `b` exceeds the
precision representable by double-precision floating point math, `b - a`
results in the larger-magnitude value of `a` or `b`. The error between
the value produced and the correct value is then scaled by t.

A simple example of the impact can be seen when `a` is significantly
larger in magnitude than `b`. In that case, `b - a` results in `a` and
when `t` is 1.0, the resulting value is `a - (a) * 1.0 == 0`.

The patch transforms the computation to the mathematically-equivalent
expression:

    a * (1.0 - t) + b * t

By scaling each value independently, the behaviour is more accurate.
From the point of view of performance, this adds an extra
multiplication, but multiplication is relatively cheap and the behaviour
is significantly better.

This patch also adds a `precisionErrorTolerance` constant to
test_utils.dart and migrates existing tests to use `closeTo()` for
testing.

The tests themselves *do* currently use values that have an exact
floating-point representation, but we should allow for flexibility in
future implementation changes.
上级 bada9fc5
......@@ -20,21 +20,21 @@ double? lerpDouble(num? a, num? b, double t) {
assert(a.isFinite, 'Cannot interpolate between finite and non-finite values');
assert(b.isFinite, 'Cannot interpolate between finite and non-finite values');
assert(t.isFinite, 't must be finite when interpolating between values');
return a + (b - a) * t as double;
return a * (1.0 - t) + b * t as double;
}
/// Linearly interpolate between two doubles.
///
/// Same as [lerpDouble] but specialized for non-null `double` type.
double _lerpDouble(double a, double b, double t) {
return a + (b - a) * t;
return a * (1.0 - t) + b * t;
}
/// Linearly interpolate between two integers.
///
/// Same as [lerpDouble] but specialized for non-null `int` type.
double _lerpInt(int a, int b, double t) {
return a + (b - a) * t;
return a * (1.0 - t) + b * t;
}
/// Same as [num.clamp] but specialized for non-null [int].
......
......@@ -20,19 +20,19 @@ void main() {
});
test('lerpDouble should treat a null input as 0 if the other input is non-null', () {
expect(lerpDouble(null, 10.0, 0.25), 2.5);
expect(lerpDouble(10.0, null, 0.25), 7.5);
expect(lerpDouble(null, 10.0, 0.25), closeTo(2.5, precisionErrorTolerance));
expect(lerpDouble(10.0, null, 0.25), closeTo(7.5, precisionErrorTolerance));
expect(lerpDouble(null, 10, 0.25), 2.5);
expect(lerpDouble(10, null, 0.25), 7.5);
expect(lerpDouble(null, 10, 0.25), closeTo(2.5, precisionErrorTolerance));
expect(lerpDouble(10, null, 0.25), closeTo(7.5, precisionErrorTolerance));
});
test('lerpDouble should handle interpolation values < 0.0', () {
expect(lerpDouble(0.0, 10.0, -5.0), -50.0);
expect(lerpDouble(10.0, 0.0, -5.0), 60.0);
expect(lerpDouble(0.0, 10.0, -5.0), closeTo(-50.0, precisionErrorTolerance));
expect(lerpDouble(10.0, 0.0, -5.0), closeTo(60.0, precisionErrorTolerance));
expect(lerpDouble(0, 10, -5), -50);
expect(lerpDouble(10, 0, -5), 60);
expect(lerpDouble(0, 10, -5), closeTo(-50, precisionErrorTolerance));
expect(lerpDouble(10, 0, -5), closeTo(60, precisionErrorTolerance));
});
test('lerpDouble should return the start value at 0.0', () {
......@@ -44,11 +44,17 @@ void main() {
});
test('lerpDouble should interpolate between two values', () {
expect(lerpDouble(0.0, 10.0, 0.25), 2.5);
expect(lerpDouble(10.0, 0.0, 0.25), 7.5);
expect(lerpDouble(0.0, 10.0, 0.25), closeTo(2.5, precisionErrorTolerance));
expect(lerpDouble(10.0, 0.0, 0.25), closeTo(7.5, precisionErrorTolerance));
expect(lerpDouble(0, 10, 0.25), 2.5);
expect(lerpDouble(10, 0, 0.25), 7.5);
expect(lerpDouble(0, 10, 0.25), closeTo(2.5, precisionErrorTolerance));
expect(lerpDouble(10, 0, 0.25), closeTo(7.5, precisionErrorTolerance));
// Exact answer: 20.0 - 1.0e-29
expect(lerpDouble(10.0, 1.0e30, 1.0e-29), closeTo(20.0, precisionErrorTolerance));
// Exact answer: 5.0 + 5.0e29
expect(lerpDouble(10.0, 1.0e30, 0.5), closeTo(5.0e29, precisionErrorTolerance));
});
test('lerpDouble should return the end value at 1.0', () {
......@@ -57,14 +63,17 @@ void main() {
expect(lerpDouble(0, 10, 5), 50);
expect(lerpDouble(10, 0, 5), -40);
expect(lerpDouble(1.0e30, 10.0, 1.0), 10.0);
expect(lerpDouble(10.0, 1.0e30, 0.0), 10.0);
});
test('lerpDouble should handle interpolation values > 1.0', () {
expect(lerpDouble(0.0, 10.0, 5.0), 50.0);
expect(lerpDouble(10.0, 0.0, 5.0), -40.0);
expect(lerpDouble(0.0, 10.0, 5.0), closeTo(50.0, precisionErrorTolerance));
expect(lerpDouble(10.0, 0.0, 5.0), closeTo(-40.0, precisionErrorTolerance));
expect(lerpDouble(0, 10, 5), 50);
expect(lerpDouble(10, 0, 5), -40);
expect(lerpDouble(0, 10, 5), closeTo(50, precisionErrorTolerance));
expect(lerpDouble(10, 0, 5), closeTo(-40, precisionErrorTolerance));
});
test('lerpDouble should return input value in all cases if begin/end are equal', () {
......
......@@ -6,6 +6,13 @@
import 'package:test/test.dart';
/// The epsilon of tolerable double precision error.
///
/// This is used in various places in the framework to allow for floating point
/// precision loss in calculations. Differences below this threshold are safe
/// to disregard.
const double precisionErrorTolerance = 1e-10;
/// Asserts that `callback` throws an [AssertionError].
///
/// When running in a VM in which assertions are enabled, asserts that the
......
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