feat: assemble lateral LS quadratic programs

This commit is contained in:
梁薄云
2026-08-04 00:58:09 +08:00
parent c225b17d37
commit f703d418ab
4 changed files with 766 additions and 8 deletions
@@ -0,0 +1,39 @@
using System;
using System.Collections.Generic;
using System.Collections.ObjectModel;
using System.Threading;
using MultiWheelC.TrajectoryPlanning.EMPlanner;
namespace EMPlannerVerificationHost;
internal sealed class FakeQpSolver : IQpSolver
{
private readonly QpSolveResult _result;
public FakeQpSolver(QpSolveResult result)
{
_result = result ?? throw new ArgumentNullException(nameof(result));
LastWarmStart = Array.Empty<double>();
}
public QuadraticProgram? LastProblem { get; private set; }
public QpSolverSettings? LastSettings { get; private set; }
public IReadOnlyList<double> LastWarmStart { get; private set; }
public QpSolveResult Solve(QuadraticProgram problem, QpSolverSettings settings, IReadOnlyList<double> warmStart,
CancellationToken cancellationToken)
{
LastProblem = problem ?? throw new ArgumentNullException(nameof(problem));
LastSettings = settings ?? throw new ArgumentNullException(nameof(settings));
var copy = new List<double>(warmStart == null ? 0 : warmStart.Count);
if (warmStart != null)
{
for (int index = 0; index < warmStart.Count; index++)
copy.Add(warmStart[index]);
}
LastWarmStart = new ReadOnlyCollection<double>(copy);
return _result;
}
}
@@ -1,5 +1,6 @@
using System;
using System.Collections.Generic;
using System.Threading;
using EMPlannerVerificationHost;
using MultiWheelC.TrajectoryPlanning.CoarsePath;
using MultiWheelC.TrajectoryPlanning.CoarsePath.Vehicle;
@@ -15,6 +16,10 @@ internal static class LateralModelChecks
VerifiesExactDiscreteDynamicsForUnequalStations();
VerifiesPlanningInputBoundariesAndDefensiveCopies();
VerifiesLateralResultPublicationContract();
VerifiesNormalizedObjectiveAndHardConstraints();
VerifiesAllNamedCostScales();
VerifiesEmptyHardBoundIntersectionFailsBeforeSolve();
VerifiesFakeSolverCapturesTheNeutralQpBoundary();
}
private static void VerifiesDeterministicVariableLayout()
@@ -127,33 +132,291 @@ internal static class LateralModelChecks
Verification.Equal(validated, result.Path, "fallback path is preserved");
}
private static DirectionSegmentView CreateStraightSegment()
private static void VerifiesNormalizedObjectiveAndHardConstraints()
{
EmPlannerConfiguration configuration = CreateUnitScaleConfiguration();
LateralPlanningInput input = CreateModelInput(EmTerminalType.Goal, configuration,
new[] { 0.2d, -0.1d, 0.3d });
LateralCandidate linearization = LateralCandidate.Integrate(input.ReferenceStations, 0d, 0d, 0d,
new[] { 0d, 0d });
LateralConstraintBuilder builder = CreateConstraintBuilder();
Verification.True(builder.TryBuild(input, linearization, out QuadraticProgram problem, out string failureReason),
"unit-scale QP builds: " + failureReason);
var layout = new LateralVariableLayout(3);
Verification.NearlyEqual(30d, MatrixValue(problem.UpperTriangularP, layout.L(0), layout.L(0)),
"reference plus previous P coefficient");
Verification.NearlyEqual(20d, MatrixValue(problem.UpperTriangularP, layout.DDDL(0), layout.DDDL(0)),
"jerk P coefficient");
Verification.NearlyEqual(-2d, problem.LinearCost[layout.L(0)], "previous-seed q coefficient");
for (int interval = 0; interval < 2; interval++)
{
double ds = input.ReferenceStations[interval + 1] - input.ReferenceStations[interval];
Verification.Equal(1, CountExactEqualityRows(problem, new Dictionary<int, double>
{
{ layout.DDL(interval), -1d },
{ layout.DDL(interval + 1), 1d },
{ layout.DDDL(interval), -ds },
}), "ddl dynamics equality " + interval);
Verification.Equal(1, CountExactEqualityRows(problem, new Dictionary<int, double>
{
{ layout.DL(interval), -1d },
{ layout.DL(interval + 1), 1d },
{ layout.DDL(interval), -ds },
{ layout.DDDL(interval), -0.5d * ds * ds },
}), "dl dynamics equality " + interval);
Verification.Equal(1, CountExactEqualityRows(problem, new Dictionary<int, double>
{
{ layout.L(interval), -1d },
{ layout.L(interval + 1), 1d },
{ layout.DL(interval), -ds },
{ layout.DDL(interval), -0.5d * ds * ds },
{ layout.DDDL(interval), -ds * ds * ds / 6d },
}), "l dynamics equality " + interval);
}
for (int station = 0; station < layout.StationCount; station++)
{
Verification.True(HasFiniteNonEqualityBound(problem, layout.L(station)), "finite lateral hard bound " + station);
Verification.True(HasFiniteNonEqualityBound(problem, layout.DL(station)), "finite slope hard bound " + station);
Verification.True(HasFiniteNonEqualityBound(problem, layout.DDL(station)), "finite second-derivative hard bound " + station);
}
for (int interval = 0; interval < layout.StationCount - 1; interval++)
Verification.True(HasFiniteNonEqualityBound(problem, layout.DDDL(interval)), "finite jerk hard bound " + interval);
Verification.Equal(1, CountExactEqualityRows(problem, new Dictionary<int, double> { { layout.L(2), 1d } }),
"goal terminal l equality");
Verification.Equal(1, CountExactEqualityRows(problem, new Dictionary<int, double> { { layout.DL(2), 1d } }),
"goal terminal dl equality");
LateralPlanningInput rolling = CreateModelInput(EmTerminalType.RollingSafetyStop, configuration,
new[] { 0.2d, -0.1d, 0.3d });
Verification.True(builder.TryBuild(rolling, linearization, out QuadraticProgram rollingProblem, out string rollingReason),
"rolling QP builds: " + rollingReason);
Verification.NearlyEqual(50d, MatrixValue(rollingProblem.UpperTriangularP, layout.L(2), layout.L(2)),
"rolling terminal adds normalized objective cost");
Verification.Equal(0, CountExactEqualityRows(rollingProblem, new Dictionary<int, double> { { layout.L(2), 1d } }),
"rolling terminal has no l equality");
Verification.Equal(0, CountExactEqualityRows(rollingProblem, new Dictionary<int, double> { { layout.DL(2), 1d } }),
"rolling terminal has no dl equality");
}
private static void VerifiesAllNamedCostScales()
{
EmPlannerConfiguration configuration = EmPlannerConfiguration.CreateDefault();
configuration.Corridor.MaximumLateralOffsetMeters = 2d;
configuration.Lateral.MaximumLateralSlope = 4d;
configuration.Lateral.MaximumLateralSecondDerivativePerMeter = 5d;
configuration.Lateral.MaximumLateralThirdDerivativePerSquareMeter = 6d;
LateralPlanningInput input = CreateModelInput(EmTerminalType.RollingSafetyStop, configuration,
new[] { 0.2d, 0.2d, 0.2d }, referenceCurvatureDerivative: 4d, maximumVehicleCurvature: 7d);
LateralCandidate linearization = LateralCandidate.Integrate(input.ReferenceStations, 0d, 0d, 0d,
new[] { 0d, 0d });
LateralConstraintBuilder builder = CreateConstraintBuilder();
Verification.True(builder.TryBuild(input, linearization, out QuadraticProgram problem, out string failureReason),
"non-unit-scale QP builds: " + failureReason);
var layout = new LateralVariableLayout(3);
Verification.NearlyEqual(7.5d, MatrixValue(problem.UpperTriangularP, layout.L(0), layout.L(0)),
"reference and previous costs divide by lateral scale squared");
Verification.NearlyEqual(-0.5d, problem.LinearCost[layout.L(0)],
"previous target coefficient divides by lateral scale squared");
Verification.NearlyEqual(0.125d, MatrixValue(problem.UpperTriangularP, layout.DL(0), layout.DL(0)),
"heading cost divides by slope scale squared");
Verification.NearlyEqual(5d / 9d, MatrixValue(problem.UpperTriangularP, layout.DDDL(0), layout.DDDL(0)),
"jerk cost divides by third-derivative scale squared");
Verification.NearlyEqual(0.4d + 10d / 49d + 3.125d,
MatrixValue(problem.UpperTriangularP, layout.DDL(0), layout.DDL(0)),
"second derivative, curvature, and curvature variation use their named scales");
Verification.NearlyEqual(12.5d, MatrixValue(problem.UpperTriangularP, layout.L(2), layout.L(2)),
"rolling terminal cost divides by lateral scale squared");
EmPlannerConfiguration denominatorConfiguration = CreateUnitScaleConfiguration();
denominatorConfiguration.Lateral.MaximumLateralStepPerIterationMeters = 0.5d;
LateralPlanningInput denominatorInput = CreateModelInput(EmTerminalType.RollingSafetyStop, denominatorConfiguration,
Array.Empty<double>(), 0d, 2d);
Verification.True(builder.TryBuild(denominatorInput, linearization, out QuadraticProgram denominatorProblem,
out string denominatorReason), "denominator QP builds: " + denominatorReason);
Verification.True(HasBoundWithUpper(denominatorProblem, layout.L(0), 0.4d),
"Frenet denominator is intersected as a finite hard lateral bound");
}
private static void VerifiesEmptyHardBoundIntersectionFailsBeforeSolve()
{
EmPlannerConfiguration configuration = CreateUnitScaleConfiguration();
LateralPlanningInput input = CreateModelInput(EmTerminalType.RollingSafetyStop, configuration,
Array.Empty<double>(), 0d, 0d, 0.9d, 0.9d, 1d);
LateralCandidate linearization = LateralCandidate.Integrate(input.ReferenceStations, 0d, 0d, 0d,
new[] { 0d, 0d });
Verification.True(!CreateConstraintBuilder().TryBuild(input, linearization, out QuadraticProgram problem,
out string failureReason), "empty corridor/trust intersection is infeasible before solve");
Verification.True(problem == null && failureReason.Length > 0, "infeasible build returns no QP and a reason");
}
private static void VerifiesFakeSolverCapturesTheNeutralQpBoundary()
{
EmPlannerConfiguration configuration = CreateUnitScaleConfiguration();
LateralPlanningInput input = CreateModelInput(EmTerminalType.Goal, configuration, Array.Empty<double>());
LateralCandidate linearization = LateralCandidate.Integrate(input.ReferenceStations, 0d, 0d, 0d,
new[] { 0d, 0d });
Verification.True(CreateConstraintBuilder().TryBuild(input, linearization, out QuadraticProgram problem,
out string reason), "fake solver problem builds: " + reason);
var expected = new QpSolveResult(QpSolveStatus.Solved, new double[problem.VariableCount], 0d, 0d, 0d, 1,
TimeSpan.Zero, "fake", string.Empty);
var solver = new FakeQpSolver(expected);
var settings = new QpSolverSettings(10, 1e-5d, 1e-5d, TimeSpan.FromSeconds(1d), true, false, false);
QpSolveResult actual = solver.Solve(problem, settings, new[] { 1d, 2d }, CancellationToken.None);
Verification.Equal(expected, actual, "fake solver returns configured result");
Verification.Equal(problem, solver.LastProblem, "fake solver records QP");
Verification.Equal(settings, solver.LastSettings, "fake solver records settings");
Verification.NearlyEqual(2d, solver.LastWarmStart[1], "fake solver records a defensive warm-start copy");
}
private static DirectionSegmentView CreateStraightSegment(double referenceCurvatureDerivative = 0d,
double referenceCurvature = 0d)
{
var points = new List<SmoothedPathPoint>
{
Point(0d, 0d),
Point(1d, 1d),
Point(2d, 2d),
Point(0d, 0d, referenceCurvatureDerivative, referenceCurvature),
Point(1d, 1d, referenceCurvatureDerivative, referenceCurvature),
Point(2d, 2d, referenceCurvatureDerivative, referenceCurvature),
};
return new DirectionSegmentView(0, TravelDirection.Forward, points,
new ReferenceBoundary(0, 0d, EmBoundaryType.None, 0d),
new ReferenceBoundary(0, 2d, EmBoundaryType.Goal, 2d), 0d);
}
private static SmoothedPathPoint Point(double x, double s)
private static SmoothedPathPoint Point(double x, double s, double curvatureDerivative = 0d, double curvature = 0d)
{
return new SmoothedPathPoint(x, 0d, 0d, 0d, s, TravelDirection.Forward, 0d, 0d, 0d, 1d,
return new SmoothedPathPoint(x, 0d, 0d, 0d, s, TravelDirection.Forward, curvature, curvature,
curvatureDerivative, 1d,
false, SmoothedPathPointSource.Anchor);
}
private static VehicleParameters CreateVehicle()
private static EmPlannerConfiguration CreateUnitScaleConfiguration()
{
EmPlannerConfiguration configuration = EmPlannerConfiguration.CreateDefault();
configuration.Corridor.MaximumLateralOffsetMeters = 1d;
configuration.Lateral.MaximumLateralSlope = 1d;
configuration.Lateral.MaximumLateralSecondDerivativePerMeter = 1d;
configuration.Lateral.MaximumLateralThirdDerivativePerSquareMeter = 1d;
return configuration;
}
private static LateralPlanningInput CreateModelInput(EmTerminalType terminalType, EmPlannerConfiguration configuration,
IReadOnlyList<double> previousL, double referenceCurvatureDerivative = 0d, double referenceCurvature = 0d,
double startL = 0d, double corridorMinimum = -1d, double corridorMaximum = 1d,
double maximumVehicleCurvature = 1d)
{
DirectionSegmentView segment = CreateStraightSegment(referenceCurvatureDerivative, referenceCurvature);
double corridorSeed = Math.Max(corridorMinimum, Math.Min(corridorMaximum, 0d));
var stations = new[]
{
new LateralInterval(0d, corridorMinimum, corridorMaximum, startL),
new LateralInterval(1d, corridorMinimum, corridorMaximum, corridorSeed),
new LateralInterval(2d, corridorMinimum, corridorMaximum, corridorSeed),
};
var seed = new List<FrenetProjection>();
for (int index = 0; index < previousL.Count; index++)
seed.Add(new FrenetProjection(ReferencePathInterpolator.Interpolate(segment, index), previousL[index], 0d, 0d));
return new LateralPlanningInput(segment, new StaticCorridor(stations),
new FrenetProjection(ReferencePathInterpolator.Interpolate(segment, 0d), startL, 0d, 0d), terminalType,
CreateVehicle(maximumVehicleCurvature), configuration, seed);
}
private static LateralObjectiveBuilder CreateObjectiveBuilder()
{
return new LateralObjectiveBuilder();
}
private static LateralConstraintBuilder CreateConstraintBuilder()
{
return new LateralConstraintBuilder(CreateObjectiveBuilder());
}
private static double MatrixValue(SparseCscMatrix matrix, int row, int column)
{
for (int index = matrix.ColumnPointers[column]; index < matrix.ColumnPointers[column + 1]; index++)
{
if (matrix.RowIndices[index] == row)
return matrix.Values[index];
}
return 0d;
}
private static int CountExactEqualityRows(QuadraticProgram problem, IReadOnlyDictionary<int, double> expected)
{
int count = 0;
for (int row = 0; row < problem.ConstraintCount; row++)
{
if (Math.Abs(problem.LowerBounds[row] - problem.UpperBounds[row]) <= 1e-12d &&
RowMatches(problem.ConstraintMatrix, row, expected))
{
count++;
}
}
return count;
}
private static bool HasFiniteNonEqualityBound(QuadraticProgram problem, int variable)
{
for (int row = 0; row < problem.ConstraintCount; row++)
{
if (Math.Abs(problem.LowerBounds[row] - problem.UpperBounds[row]) > 1e-12d &&
RowMatches(problem.ConstraintMatrix, row, new Dictionary<int, double> { { variable, 1d } }) &&
!double.IsInfinity(problem.LowerBounds[row]) && !double.IsInfinity(problem.UpperBounds[row]))
{
return true;
}
}
return false;
}
private static bool HasBoundWithUpper(QuadraticProgram problem, int variable, double upper)
{
for (int row = 0; row < problem.ConstraintCount; row++)
{
if (RowMatches(problem.ConstraintMatrix, row, new Dictionary<int, double> { { variable, 1d } }) &&
Math.Abs(problem.UpperBounds[row] - upper) <= 1e-12d)
{
return true;
}
}
return false;
}
private static bool RowMatches(SparseCscMatrix matrix, int targetRow, IReadOnlyDictionary<int, double> expected)
{
var actual = new Dictionary<int, double>();
for (int column = 0; column < matrix.ColumnCount; column++)
{
for (int index = matrix.ColumnPointers[column]; index < matrix.ColumnPointers[column + 1]; index++)
{
if (matrix.RowIndices[index] == targetRow)
actual[column] = matrix.Values[index];
}
}
if (actual.Count != expected.Count)
return false;
foreach (KeyValuePair<int, double> expectedEntry in expected)
{
if (!actual.TryGetValue(expectedEntry.Key, out double value) || Math.Abs(value - expectedEntry.Value) > 1e-12d)
return false;
}
return true;
}
private static VehicleParameters CreateVehicle(double maximumCurvature = 1d)
{
return new VehicleParameters
{
LengthMeters = 0.1d,
WidthMeters = 0.1d,
SafetyMarginMeters = 0d,
MaximumCurvaturePerMeter = 1d,
MaximumCurvaturePerMeter = maximumCurvature,
};
}