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[web] Implement ulps for path ops (flutter#19711)
* Implement ulps for path ops * Address review comments * cache abs() * dartfmt and update licenses
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// Copyright 2013 The Flutter Authors. All rights reserved. | ||
// Use of this source code is governed by a BSD-style license that can be | ||
// found in the LICENSE file. | ||
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part of engine; | ||
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// This is a small library to handle stability for floating point operations. | ||
// | ||
// Since we are representing an infinite number of real numbers in finite | ||
// number of bits, when we perform comparisons of coordinates for paths for | ||
// example, we want to make sure that line and curve sections that are too | ||
// close to each other (number of floating point numbers | ||
// representable in bits between two numbers) are handled correctly and | ||
// don't cause algorithms to fail when we perform operations such as | ||
// subtraction or between checks. | ||
// | ||
// Small introduction into floating point comparison: | ||
// | ||
// For some good articles on the topic, see | ||
// https://randomascii.wordpress.com/category/floating-point/page/2/ | ||
// Port based on: | ||
// https://github.com/google/skia/blob/master/include/private/SkFloatBits.h | ||
// | ||
// Here is the 32 bit IEEE representation: | ||
// uint32_t mantissa : 23; | ||
// uint32_t exponent : 8; | ||
// uint32_t sign : 1; | ||
// As you can see it was carefully designed to be reinterpreted as an integer. | ||
// | ||
// Ulps stands for unit in the last place. ulp(x) is the gap between two | ||
// floating point numbers nearest x. | ||
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/// Converts a sign-bit int (float interpreted as int) into a 2s complement | ||
/// int. Also converts 0x80000000 to 0. Allows result to be compared using | ||
/// int comparison. | ||
int signBitTo2sCompliment(int x) => | ||
(x & 0x80000000) != 0 ? (-(x & 0x7fffffff)) : x; | ||
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/// Convert a 2s complement int to a sign-bit (i.e. int interpreted as float). | ||
int twosComplimentToSignBit(int x) { | ||
if ((x & 0x80000000) == 0) { | ||
return x; | ||
} | ||
x = ~x + 1; | ||
x |= 0x80000000; | ||
return x; | ||
} | ||
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class _FloatBitConverter { | ||
final Float32List float32List; | ||
final Int32List int32List; | ||
_FloatBitConverter._(this.float32List, this.int32List); | ||
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factory _FloatBitConverter() { | ||
Float32List float32List = Float32List(1); | ||
return _FloatBitConverter._( | ||
float32List, float32List.buffer.asInt32List(0, 1)); | ||
} | ||
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int toInt(Float32List source, int index) { | ||
float32List[0] = source[index]; | ||
return int32List[0]; | ||
} | ||
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int toBits(double x) { | ||
float32List[0] = x; | ||
return int32List[0]; | ||
} | ||
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double toDouble(int bits) { | ||
int32List[0] = bits; | ||
return float32List[0]; | ||
} | ||
} | ||
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// Singleton bit converter to prevent typed array allocations. | ||
final _FloatBitConverter _floatBitConverter = _FloatBitConverter(); | ||
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// Converts float to bits. | ||
int float2Bits(Float32List source, int index) { | ||
return _floatBitConverter.toInt(source, index); | ||
} | ||
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// Converts bits to float. | ||
double bitsToFloat(int bits) { | ||
return _floatBitConverter.toDouble(bits); | ||
} | ||
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const int floatBitsExponentMask = 0x7F800000; | ||
const int floatBitsMatissaMask = 0x007FFFFF; | ||
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/// Returns a float as 2s complement int to be able to compare floats to each | ||
/// other. | ||
int floatFromListAs2sCompliment(Float32List source, int index) => | ||
signBitTo2sCompliment(float2Bits(source, index)); | ||
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int floatAs2sCompliment(double x) => | ||
signBitTo2sCompliment(_floatBitConverter.toBits(x)); | ||
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double twosComplimentAsFloat(int x) => bitsToFloat(twosComplimentToSignBit(x)); | ||
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bool _argumentsDenormalized(double a, double b, int epsilon) { | ||
double denormalizedCheck = kFltEpsilon * epsilon / 2; | ||
return a.abs() <= denormalizedCheck && b.abs() <= denormalizedCheck; | ||
} | ||
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bool equalUlps(double a, double b, int epsilon, int depsilon) { | ||
if (_argumentsDenormalized(a, b, depsilon)) { | ||
return true; | ||
} | ||
int aBits = floatAs2sCompliment(a); | ||
int bBits = floatAs2sCompliment(b); | ||
// Find the difference in ULPs. | ||
return aBits < bBits + epsilon && bBits < aBits + epsilon; | ||
} | ||
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/// General equality check that covers between, product and division by using | ||
/// ulps epsilon 16. | ||
bool almostEqualUlps(double a, double b) { | ||
const int kUlpsEpsilon = 16; | ||
return equalUlps(a, b, kUlpsEpsilon, kUlpsEpsilon); | ||
} | ||
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/// Equality using the same error term for between comparison. | ||
bool almostBequalUlps(double a, double b) { | ||
const int kUlpsEpsilon = 2; | ||
return equalUlps(a, b, kUlpsEpsilon, kUlpsEpsilon); | ||
} | ||
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/// Equality check for product. | ||
bool almostPequalUlps(double a, double b) { | ||
const int kUlpsEpsilon = 8; | ||
return equalUlps(a, b, kUlpsEpsilon, kUlpsEpsilon); | ||
} | ||
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/// Equality check for division. | ||
bool almostDequalUlps(double a, double b) { | ||
const int kUlpsEpsilon = 16; | ||
return equalUlps(a, b, kUlpsEpsilon, kUlpsEpsilon); | ||
} | ||
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/// Checks if 2 points are roughly equal (ulp 256) to each other. | ||
bool approximatelyEqual(double ax, double ay, double bx, double by) { | ||
if (approximatelyEqualT(ax, bx) && approximatelyEqualT(ay, by)) { | ||
return true; | ||
} | ||
if (!roughlyEqualUlps(ax, bx) || !roughlyEqualUlps(ay, by)) { | ||
return false; | ||
} | ||
final double dx = (ax - bx); | ||
final double dy = (ay - by); | ||
double dist = math.sqrt(dx * dx + dy * dy); | ||
double tiniest = math.min(math.min(math.min(ax, bx), ay), by); | ||
double largest = math.max(math.max(math.max(ax, bx), ay), by); | ||
largest = math.max(largest, -tiniest); | ||
return almostDequalUlps(largest, largest + dist); | ||
} | ||
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/// Equality check for comparing curve T values in the range of 0 to 1. | ||
/// | ||
/// For general numbers (larger and smaller) use | ||
/// AlmostEqualUlps instead. | ||
bool approximatelyEqualT(double t1, double t2) { | ||
return approximatelyZero(t1 - t2); | ||
} | ||
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bool approximatelyZero(double value) => value.abs() < kFltEpsilon; | ||
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bool roughlyEqualUlps(double a, double b) { | ||
const int kUlpsEpsilon = 256; | ||
const int kDUlpsEpsilon = 1024; | ||
return equalUlps(a, b, kUlpsEpsilon, kDUlpsEpsilon); | ||
} | ||
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bool dEqualUlpsEpsilon(double a, double b, int epsilon) { | ||
int aBits = floatAs2sCompliment(a); | ||
int bBits = floatAs2sCompliment(b); | ||
// Find the difference in ULPs. | ||
return aBits < bBits + epsilon && bBits < aBits + epsilon; | ||
} | ||
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// Checks equality for division. | ||
bool almostDequalUlpsDouble(double a, double b) { | ||
final double absA = a.abs(); | ||
final double absB = b.abs(); | ||
if (absA < kScalarMax && absB < kScalarMax) { | ||
return almostDequalUlps(a, b); | ||
} | ||
return (a - b).abs() / math.max(absA, absB) < kDblEpsilonSubdivideErr; | ||
} | ||
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const double kFltEpsilon = 1.19209290E-07; // == 1 / (2 ^ 23) | ||
const double kDblEpsilon = 2.22045e-16; | ||
const double kFltEpsilonCubed = kFltEpsilon * kFltEpsilon * kFltEpsilon; | ||
const double kFltEpsilonHalf = kFltEpsilon / 2; | ||
const double kFltEpsilonDouble = kFltEpsilon * 2; | ||
// Epsilon to use when ordering vectors. | ||
const double kFltEpsilonOrderableErr = kFltEpsilon * 16; | ||
const double kFltEpsilonSquared = kFltEpsilon * kFltEpsilon; | ||
// Use a compile-time constant for FLT_EPSILON_SQRT to avoid initializers. | ||
// A 17 digit constant guarantees exact results. | ||
const double kFltEpsilonSqrt = 0.00034526697709225118; // sqrt(kFltEpsilon); | ||
const double kFltEpsilonInverse = 1 / kFltEpsilon; | ||
const double kDblEpsilonErr = kDblEpsilon * 4; | ||
const double kDblEpsilonSubdivideErr = kDblEpsilon * 16; | ||
const double kRoughEpsilon = kFltEpsilon * 64; | ||
const double kMoreRoughEpsilon = kFltEpsilon * 256; | ||
const double kWayRoughEpsilon = kFltEpsilon * 2048; | ||
const double kBumpEpsilon = kFltEpsilon * 4096; | ||
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// Scalar max is based on 32 bit float since [PathRef] stores values in | ||
// Float32List. | ||
const double kScalarMax = 3.402823466e+38; | ||
const double kScalarMin = -kScalarMax; |
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// Copyright 2013 The Flutter Authors. All rights reserved. | ||
// Use of this source code is governed by a BSD-style license that can be | ||
// found in the LICENSE file. | ||
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import 'dart:typed_data'; | ||
import 'package:test/test.dart'; | ||
import 'package:ui/src/engine.dart'; | ||
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void main() { | ||
group('Float Int conversions', (){ | ||
test('Should convert signbit to 2\'s compliment', () { | ||
expect(signBitTo2sCompliment(0), 0); | ||
expect(signBitTo2sCompliment(0x7fffffff).toUnsigned(32), 0x7fffffff); | ||
expect(signBitTo2sCompliment(0x80000000), 0); | ||
expect(signBitTo2sCompliment(0x8f000000).toUnsigned(32), 0xf1000000); | ||
expect(signBitTo2sCompliment(0x8fffffff).toUnsigned(32), 0xf0000001); | ||
expect(signBitTo2sCompliment(0xffffffff).toUnsigned(32), 0x80000001); | ||
expect(signBitTo2sCompliment(0x8f000000), -251658240); | ||
expect(signBitTo2sCompliment(0x8fffffff), -268435455); | ||
expect(signBitTo2sCompliment(0xffffffff), -2147483647); | ||
}); | ||
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test('Should convert 2s compliment to signbit', () { | ||
expect(twosComplimentToSignBit(0), 0); | ||
expect(twosComplimentToSignBit(0x7fffffff), 0x7fffffff); | ||
expect(twosComplimentToSignBit(0), 0); | ||
expect(twosComplimentToSignBit(0xf1000000).toRadixString(16), 0x8f000000.toRadixString(16)); | ||
expect(twosComplimentToSignBit(0xf0000001), 0x8fffffff); | ||
expect(twosComplimentToSignBit(0x80000001), 0xffffffff); | ||
expect(twosComplimentToSignBit(0x81234561), 0xfedcba9f); | ||
expect(twosComplimentToSignBit(-5), 0x80000005); | ||
}); | ||
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test('Should convert float to bits', () { | ||
Float32List floatList = Float32List(1); | ||
floatList[0] = 0; | ||
expect(float2Bits(floatList, 0), 0); | ||
floatList[0] = 0.1; | ||
expect(float2Bits(floatList, 0).toUnsigned(32).toRadixString(16), 0x3dcccccd.toRadixString(16)); | ||
floatList[0] = 123456.0; | ||
expect(float2Bits(floatList, 0).toUnsigned(32).toRadixString(16), 0x47f12000.toRadixString(16)); | ||
floatList[0] = -0.1; | ||
expect(float2Bits(floatList, 0).toUnsigned(32).toRadixString(16), 0xbdcccccd.toRadixString(16)); | ||
floatList[0] = -123456.0; | ||
expect(float2Bits(floatList, 0).toUnsigned(32).toRadixString(16), 0xc7f12000.toRadixString(16)); | ||
}); | ||
}); | ||
group('Comparison', () { | ||
test('Should compare equality based on ulps', () { | ||
// If number of floats between a=1.1 and b are below 16, equals should | ||
// return true. | ||
final double a = 1.1; | ||
int aBits = floatAs2sCompliment(a); | ||
double b = twosComplimentAsFloat(aBits + 1); | ||
expect(almostEqualUlps(a, b), true); | ||
b = twosComplimentAsFloat(aBits + 15); | ||
expect(almostEqualUlps(a, b), true); | ||
b = twosComplimentAsFloat(aBits + 16); | ||
expect(almostEqualUlps(a, b), false); | ||
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// Test between variant of equalUlps. | ||
b = twosComplimentAsFloat(aBits + 1); | ||
expect(almostBequalUlps(a, b), true); | ||
b = twosComplimentAsFloat(aBits + 1); | ||
expect(almostBequalUlps(a, b), true); | ||
b = twosComplimentAsFloat(aBits + 2); | ||
expect(almostBequalUlps(a, b), false); | ||
}); | ||
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test('Should compare 2 coordinates based on ulps', () { | ||
double a = 1.1; | ||
int aBits = floatAs2sCompliment(a); | ||
double b = twosComplimentAsFloat(aBits + 1); | ||
expect(approximatelyEqual(5.0, a, 5.0, b), true); | ||
b = twosComplimentAsFloat(aBits + 16); | ||
expect(approximatelyEqual(5.0, a, 5.0, b), true); | ||
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// Increase magnitude which should start checking with ulps rather than | ||
// fltEpsilon. | ||
a = 3000000.1; | ||
aBits = floatAs2sCompliment(a); | ||
b = twosComplimentAsFloat(aBits + 1); | ||
expect(approximatelyEqual(5.0, a, 5.0, b), true); | ||
b = twosComplimentAsFloat(aBits + 16); | ||
expect(approximatelyEqual(5.0, a, 5.0, b), false); | ||
}); | ||
}); | ||
} |