// Copyright (C) 2009 Nine Realms, Inc #include "Quadric.h" DEFINE_LOG_CATEGORY_STATIC( LogQuadric, Log, All ); #if defined(_MSC_VER) && !defined(__clang__) #pragma float_control( precise, on, push ) #pragma warning(disable:6011) #endif // LUP factorization using Doolittle's method with partial pivoting template< typename T > bool LUPFactorize( T* RESTRICT A, uint32* RESTRICT Pivot, uint32 Size, T Epsilon ) { for( uint32 i = 0; i < Size; i++ ) { Pivot[i] = i; } for( uint32 i = 0; i < Size; i++ ) { // Find largest pivot in column T MaxValue = FMath::Abs( A[ Size * i + i ] ); uint32 MaxIndex = i; for( uint32 j = i + 1; j < Size; j++ ) { T AbsValue = FMath::Abs( A[ Size * j + i ] ); if( AbsValue > MaxValue ) { MaxValue = AbsValue; MaxIndex = j; } } if( MaxValue < Epsilon ) { // Matrix is singular return false; } // Swap rows pivoting MaxValue to the diagonal if( MaxIndex != i ) { Swap( Pivot[i], Pivot[ MaxIndex ] ); for( uint32 j = 0; j < Size; j++ ) Swap( A[ Size * i + j ], A[ Size * MaxIndex + j ] ); } // Gaussian elimination for( uint32 j = i + 1; j < Size; j++ ) { A[ Size * j + i ] /= A[ Size * i + i ]; for( uint32 k = i + 1; k < Size; k++ ) A[ Size * j + k ] -= A[ Size * j + i ] * A[ Size * i + k ]; } } return true; } // Solve system of equations A*x = b template< typename T > void LUPSolve( const T* RESTRICT LU, const uint32* RESTRICT Pivot, uint32 Size, const T* RESTRICT b, T* RESTRICT x ) { for( uint32 i = 0; i < Size; i++ ) { x[i] = b[ Pivot[i] ]; for( uint32 j = 0; j < i; j++ ) x[i] -= LU[ Size * i + j ] * x[j]; } for( int32 i = Size - 1; i >= 0; i-- ) { for( uint32 j = i + 1; j < Size; j++ ) x[i] -= LU[ Size * i + j ] * x[j]; // Diagonal was filled with max values, all greater than Epsilon x[i] /= LU[ Size * i + i ]; } } // Newton's method iterative refinement. template< typename T > bool LUPSolveIterate( const T* RESTRICT A, const T* RESTRICT LU, const uint32* RESTRICT Pivot, uint32 Size, const T* RESTRICT b, T* RESTRICT x ) { T* Residual = (T*)FMemory_Alloca( 2 * Size * sizeof(T) ); T* Error = Residual + Size; LUPSolve( LU, Pivot, Size, b, x ); bool bCloseEnough = false; for( uint32 k = 0; k < 4; k++ ) { for( uint32 i = 0; i < Size; i++ ) { Residual[i] = b[i]; for( uint32 j = 0; j < Size; j++ ) { Residual[i] -= A[ Size * i + j ] * x[j]; } } LUPSolve( LU, Pivot, Size, Residual, Error ); T MeanSquaredError = 0.0; for( uint32 i = 0; i < Size; i++ ) { x[i] += Error[i]; MeanSquaredError += Error[i] * Error[i]; } if( MeanSquaredError < KINDA_SMALL_NUMBER ) { bCloseEnough = true; break; } } return bCloseEnough; } FQuadric::FQuadric( const FVector& fp0, const FVector& fp1, const FVector& fp2 ) { const QVec3 p0( fp0 ); const QVec3 p1( fp1 ); const QVec3 p2( fp2 ); const QVec3 p01 = p1 - p0; const QVec3 p02 = p2 - p0; // Compute the wedge product, giving the normal direction scaled by // twice the triangle area. QVec3 n = p02 ^ p01; const QScalar Length = sqrt( n | n ); const QScalar area = 0.5 * Length; if( Length < (QScalar)SMALL_NUMBER ) { Zero(); return; } else { n.x /= Length; n.y /= Length; n.z /= Length; } nxx = n.x * n.x; nyy = n.y * n.y; nzz = n.z * n.z; nxy = n.x * n.y; nxz = n.x * n.z; nyz = n.y * n.z; const QScalar dist = -( n | p0 ); dn = dist * n; d2 = dist * dist; #if WEIGHT_BY_AREA nxx *= area; nyy *= area; nzz *= area; nxy *= area; nxz *= area; nyz *= area; dn.x *= area; dn.y *= area; dn.z *= area; d2 *= area; a = area; #else a = 1.0; #endif } FQuadric::FQuadric( const FVector& fp0, const FVector& fp1, const FVector& faceNormal, const float edgeWeight ) { if( !faceNormal.IsNormalized() ) { Zero(); return; } const QVec3 p0( fp0 ); const QVec3 p1( fp1 ); const QVec3 Face( faceNormal ); const QVec3 p01 = p1 - p0; // Compute the wedge product, giving the normal direction scaled by // twice the triangle area. QVec3 n = p01 ^ Face; const QScalar Length = sqrt( n | n ); if (Length < QScalar(SMALL_NUMBER)) { Zero(); return; } else { n.x /= Length; n.y /= Length; n.z /= Length; } const QScalar weight = edgeWeight * sqrt( p01 | p01 ); const QScalar dist = -( n | p0 ); nxx = weight * n.x * n.x; nyy = weight * n.y * n.y; nzz = weight * n.z * n.z; nxy = weight * n.x * n.y; nxz = weight * n.x * n.z; nyz = weight * n.y * n.z; dn = weight * dist * n; d2 = weight * dist * dist; a = 0.0; } float FQuadric::Evaluate( const FVector& Point ) const { // Q(v) = vt*A*v + 2*bt*v + c // v = [ p ] // [ s ] // A = [ C B ] // [ Bt aI ] // C = n*nt // B = -g[ 0 .. m ] // b = [ dn ] // [ -d[ 0 .. m] ] // c = d2 QVec3 p = Point; // A*v = [ C*p + B*s ] // [ Bt*p + a*s ] // C*p QScalar x = p | QVec3( nxx, nxy, nxz ); QScalar y = p | QVec3( nxy, nyy, nyz ); QScalar z = p | QVec3( nxz, nyz, nzz ); // vt*A*v = pt * ( C*p + B*s ) + st * ( Bt*p + a*s ) // pt * (C*p + B*s) QScalar vAv = p | QVec3( x, y, z ); // bt*v QScalar btv = p | dn; // Q(v) = vt*A*v + 2*bt*v + c QScalar Q = vAv + 2.0 * btv + d2; if( Q < 0.0 || !FMath::IsFinite( Q ) ) { Q = 0.0; } return Q; } FQuadricAttr::FQuadricAttr( const FVector& fp0, const FVector& fp1, const FVector& fp2, const float* attr0, const float* attr1, const float* attr2, const float* AttributeWeights, uint32 NumAttributes ) { const QVec3 p0( fp0 ); const QVec3 p1( fp1 ); const QVec3 p2( fp2 ); const QVec3 p01 = p1 - p0; const QVec3 p02 = p2 - p0; // Compute the wedge product, giving the normal direction scaled by // twice the triangle area. QVec3 n = p02 ^ p01; #if VOLUME_CONSTRAINT // Already scaled by area*2 nv = n; dv = -( n | p0 ); #endif const QScalar Length = sqrt( n | n ); const QScalar area = 0.5 * Length; //if (Length < QScalar(SMALL_NUMBER)) if( area < 1e-12 ) { Zero( NumAttributes ); return; } else { n.x /= Length; n.y /= Length; n.z /= Length; } nxx = n.x * n.x; nyy = n.y * n.y; nzz = n.z * n.z; nxy = n.x * n.y; nxz = n.x * n.z; nyz = n.y * n.z; const QScalar dist = -( n | p0 ); dn = dist * n; d2 = dist * dist; // solve for g // (p1 - p0) | g = a1 - a0 // (p2 - p0) | g = a2 - a0 // n | g = 0 QScalar A[] = { p01.x, p01.y, p01.z, p02.x, p02.y, p02.z, n.x, n.y, n.z }; uint32 Pivot[3]; bool bInvertable = LUPFactorize( A, Pivot, 3, (QScalar)1e-12 ); QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); for( uint32 i = 0; i < NumAttributes; i++ ) { if( AttributeWeights[i] == 0.0f ) { g[i].x = 0.0; g[i].y = 0.0; g[i].z = 0.0; d[i] = 0.0; continue; } float a0 = AttributeWeights[i] * attr0[i]; float a1 = AttributeWeights[i] * attr1[i]; float a2 = AttributeWeights[i] * attr2[i]; a0 = FMath::IsFinite( a0 ) ? a0 : 0.0f; a1 = FMath::IsFinite( a1 ) ? a1 : 0.0f; a2 = FMath::IsFinite( a2 ) ? a2 : 0.0f; QVec3 Grad; if( !bInvertable ) { Grad.x = 0.0; Grad.y = 0.0; Grad.z = 0.0; } else { QScalar b[] = { a1 - a0, a2 - a0, 0.0 }; LUPSolve( A, Pivot, 3, b, (QScalar*)&Grad ); // Newton's method iterative refinement. { QScalar Residual[] = { b[0] - ( Grad | p01 ), b[1] - ( Grad | p02 ), b[2] - ( Grad | n ) }; TVec3< QScalar > Error; LUPSolve( A, Pivot, 3, Residual, (QScalar*)&Error ); Grad = Grad + Error; } } g[i] = Grad; // p0 | g + d = a0 d[i] = a0 - ( g[i] | p0 ); nxx += g[i].x * g[i].x; nyy += g[i].y * g[i].y; nzz += g[i].z * g[i].z; nxy += g[i].x * g[i].y; nxz += g[i].x * g[i].z; nyz += g[i].y * g[i].z; dn += d[i] * g[i]; d2 += d[i] * d[i]; } #if WEIGHT_BY_AREA nxx *= area; nyy *= area; nzz *= area; nxy *= area; nxz *= area; nyz *= area; dn.x *= area; dn.y *= area; dn.z *= area; d2 *= area; for( uint32 i = 0; i < NumAttributes; i++ ) { g[i].x *= area; g[i].y *= area; g[i].z *= area; d[i] *= area; } a = area; #else a = 1.0; #endif } void FQuadricAttr::Rebase( const FVector& RESTRICT Point, const float* RESTRICT Attribute, const float* RESTRICT AttributeWeights, uint32 NumAttributes ) { //if( a < (QScalar)SMALL_NUMBER ) if( a < 1e-12 ) return; const QVec3 p0( Point ); // Already scaled by area*2 const QScalar InvA = 1.0 / a; const QScalar Dist2A = -( nv | p0 ); const QScalar DistHalf = 0.25 * Dist2A * InvA; dn = DistHalf * nv; d2 = DistHalf * Dist2A; dv = Dist2A; QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); for( uint32 i = 0; i < NumAttributes; i++ ) { if( AttributeWeights[i] == 0.0f ) continue; float a0 = AttributeWeights[i] * Attribute[i]; checkSlow( FMath::IsFinite( a0 ) ); // p0 | g + d = a0 const QScalar qd = a0 - ( g[i] | p0 ) * InvA; d[i] = qd * a; dn += qd * g[i]; d2 += qd * d[i]; } } void FQuadricAttr::Add( const FQuadricAttr& RESTRICT q, const FVector& RESTRICT Point, const float* RESTRICT Attribute, const float* RESTRICT AttributeWeights, uint32 NumAttributes ) { //if( q.a < (QScalar)SMALL_NUMBER ) if( q.a < 1e-12 ) return; nxx += q.nxx; nyy += q.nyy; nzz += q.nzz; nxy += q.nxy; nxz += q.nxz; nyz += q.nyz; const QVec3 p0( Point ); // Already scaled by area*2 const QScalar InvA = 1.0 / q.a; const QScalar Dist2A = -( q.nv | p0 ); const QScalar DistHalf = 0.25 * Dist2A * InvA; dn += DistHalf * q.nv; d2 += DistHalf * Dist2A; nv += q.nv; dv += Dist2A; QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); QVec3* RESTRICT qg = (QVec3*)( &q + 1 ); for( uint32 i = 0; i < NumAttributes; i++ ) { if( AttributeWeights[i] == 0.0f ) continue; float a0 = AttributeWeights[i] * Attribute[i]; checkSlow( FMath::IsFinite( a0 ) ); // p0 | g + d = a0 const QScalar qd = a0 - ( qg[i] | p0 ) * InvA; const QScalar qda = qd * q.a; g[i] += qg[i]; d[i] += qda; dn += qd * qg[i]; d2 += qd * qda; } a += q.a; } void FQuadricAttr::Add( const FQuadricAttr& RESTRICT q, uint32 NumAttributes ) { nxx += q.nxx; nyy += q.nyy; nzz += q.nzz; nxy += q.nxy; nxz += q.nxz; nyz += q.nyz; dn += q.dn; d2 += q.d2; nv += q.nv; dv += q.dv; QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); QVec3* RESTRICT qg = (QVec3*)( &q + 1 ); QScalar* RESTRICT qd = (QScalar*)( qg + NumAttributes ); for( uint32 i = 0; i < NumAttributes; i++ ) { g[i] += qg[i]; d[i] += qd[i]; } a += q.a; } void FQuadricAttr::Zero( uint32 NumAttributes ) { nxx = 0.0; nyy = 0.0; nzz = 0.0; nxy = 0.0; nxz = 0.0; nyz = 0.0; dn = 0.0; d2 = 0.0; QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); for( uint32 i = 0; i < NumAttributes; i++ ) { g[i] = 0.0; d[i] = 0.0; } a = 0.0; #if VOLUME_CONSTRAINT nv = 0.0; dv = 0.0; #endif } float FQuadricAttr::Evaluate( const FVector& Point, const float* RESTRICT Attributes, const float* RESTRICT AttributeWeights, uint32 NumAttributes ) const { // Q(v) = vt*A*v + 2*bt*v + c // v = [ p ] // [ s ] // A = [ C B ] // [ Bt aI ] // C = n*nt // B = -g[ 0 .. m ] // b = [ dn ] // [ -d[ 0 .. m] ] // c = d2 QScalar px = Point.X; QScalar py = Point.Y; QScalar pz = Point.Z; QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); QScalar* RESTRICT s = (QScalar*)FMemory_Alloca( NumAttributes * sizeof( QScalar ) ); for( uint32 i = 0; i < NumAttributes; i++ ) { s[i] = AttributeWeights[i] * Attributes[i]; } // A*v = [ C*p + B*s ] // [ Bt*p + a*s ] // C*p QScalar x = px * nxx + py * nxy + pz * nxz; QScalar y = px * nxy + py * nyy + pz * nyz; QScalar z = px * nxz + py * nyz + pz * nzz; // B*s for( uint32 i = 0; i < NumAttributes; i++ ) { x -= g[i].x * s[i]; y -= g[i].y * s[i]; z -= g[i].z * s[i]; } // vt*A*v = pt * ( C*p + B*s ) + st * ( Bt*p + a*s ) // pt * (C*p + B*s) QScalar vAv = px * x + py * y + pz * z; // st * ( Bt*p + a*s ) for( uint32 i = 0; i < NumAttributes; i++ ) { vAv += s[i] * ( a * s[i] - g[i].x * px - g[i].y * py - g[i].z * pz ); } // bt*v QScalar btv = px * dn.x + py * dn.y + pz * dn.z; for( uint32 i = 0; i < NumAttributes; i++ ) { btv -= d[i] * s[i]; } // Q(v) = vt*A*v + 2*bt*v + c QScalar Q = vAv + 2.0 * btv + d2; if( Q < 0.0 || !FMath::IsFinite( Q ) ) { Q = 0.0; } return Q; } float FQuadricAttr::CalcAttributesAndEvaluate( const FVector& RESTRICT Point, float* RESTRICT Attributes, const float* RESTRICT AttributeWeights, uint32 NumAttributes ) const { // Q(v) = vt*A*v + 2*bt*v + c // v = [ p ] // [ s ] // A = [ C B ] // [ Bt aI ] // C = n*nt // B = -g[ 0 .. m ] // b = [ dn ] // [ -d[ 0 .. m] ] // c = d2 QVec3 p = Point; // A*v = [ C*p + B*s ] // [ Bt*p + a*s ] #if 0 // C*p + 2*bt*p QScalar x = ( p | QVec3( nxx, nxy, nxz ) ) + 2.0 * dn.x; QScalar y = ( p | QVec3( nxy, nyy, nyz ) ) + 2.0 * dn.y; QScalar z = ( p | QVec3( nxz, nyz, nzz ) ) + 2.0 * dn.z; QScalar w = 0.0; QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); for( uint32 i = 0; i < NumAttributes; i++ ) { if( AttributeWeights[i] != 0.0f ) { QScalar s = ( (p | g[i]) + d[i] ) / a; Attributes[i] = s / AttributeWeights[i]; // Many things cancel when s is the above. // s * ( a * s - g[i][0] * px - g[i][1] * py - g[i][2] * pz ) - 2.0*d[i]*s == -d[i] * s // B*s + b*s x -= g[i].x * s; y -= g[i].y * s; z -= g[i].z * s; w -= d[i] * s; } else { Attributes[i] = 0.0f; } } // vt*A*v = pt * ( C*p + B*s ) + st * ( Bt*p + a*s ) QScalar vAv_2btv = ( p | QVec3( x, y, z ) ) + w; // Q(v) = vt*A*v + 2*bt*v + c QScalar Q = vAv_2btv + d2; #else // C*p QScalar x = p | QVec3( nxx, nxy, nxz ); QScalar y = p | QVec3( nxy, nyy, nyz ); QScalar z = p | QVec3( nxz, nyz, nzz ); // Q(v) = vt*A*v + 2*bt*v + c QScalar Q = ( p | QVec3( x, y, z ) ) + 2.0 * ( p | dn ) + d2; QVec3* RESTRICT g = (QVec3*)( this + 1 ); QScalar* RESTRICT d = (QScalar*)( g + NumAttributes ); for( uint32 i = 0; i < NumAttributes; i++ ) { if( AttributeWeights[i] != 0.0f ) { QScalar pgd = (p | g[i]) + d[i]; QScalar s = pgd / a; Attributes[i] = s / AttributeWeights[i]; // Many things cancel when s is the above. // s * ( a * s - g[i][0] * px - g[i][1] * py - g[i][2] * pz ) - 2.0*d[i]*s == -d[i] * s // B*s + b*s Q -= pgd * s; } else { Attributes[i] = 0.0f; } } #endif if( Q < 0.0 || !FMath::IsFinite( Q ) ) { Q = 0.0; } return Q; } bool FQuadricAttrOptimizer::Optimize( FVector& Position ) const { // A * v = -b // v = [ p ] // [ s ] // A = [ C B ] // [ Bt aI ] // C = n*nt // B = -g[ 0 .. m ] // b = [ dn ] // [ -d[ 0 .. m] ] // ( C - 1/a * B*Bt ) * p = -1/a * B*d - dn if( a < 1e-12 ) { return false; } QScalar InvA = 1.0 / a; // M = C - 1/a * B*Bt QScalar Mxx = nxx - BBtxx * InvA; QScalar Myy = nyy - BBtyy * InvA; QScalar Mzz = nzz - BBtzz * InvA; QScalar Mxy = nxy - BBtxy * InvA; QScalar Mxz = nxz - BBtxz * InvA; QScalar Myz = nyz - BBtyz * InvA; // -1/a * B*d - dn QVec3 aBddn = Bd * InvA - dn; /* float3x3 M = { Mxx, Mxy, Mxz, Mxy, Myy, Myz, Mxz, Myz, Mzz }; float3 b = { aBddnx, aBddny, aBddnz }; p = Inverse(M) * b; */ QScalar M[] = { Mxx, Mxy, Mxz, Mxy, Myy, Myz, Mxz, Myz, Mzz }; QScalar b[] = { aBddn.x, aBddn.y, aBddn.z }; uint32 Pivot[3]; QScalar LU[9]; FMemory::Memcpy( LU, M ); if( LUPFactorize( LU, Pivot, 3, (QScalar)1e-12 ) ) { QScalar p[3]; if( LUPSolveIterate( M, LU, Pivot, 3, b, p ) ) { Position.X = p[0]; Position.Y = p[1]; Position.Z = p[2]; return true; } } return false; } bool FQuadricAttrOptimizer::OptimizeVolume( FVector& Position ) const { // A * v = -b // v = [ p ] // [ s ] // A = [ C B ] // [ Bt aI ] // C = n*nt // B = -g[ 0 .. m ] // b = [ dn ] // [ -d[ 0 .. m] ] // ( C - 1/a * B*Bt ) * p = -1/a * B*d - dn if( a < 1e-12 ) { return false; } QScalar InvA = 1.0 / a; // M = C - 1/a * B*Bt QScalar Mxx = nxx - BBtxx * InvA; QScalar Myy = nyy - BBtyy * InvA; QScalar Mzz = nzz - BBtzz * InvA; QScalar Mxy = nxy - BBtxy * InvA; QScalar Mxz = nxz - BBtxz * InvA; QScalar Myz = nyz - BBtyz * InvA; // -1/a * B*d - dn QVec3 aBddn = Bd * InvA - dn; #if VOLUME_CONSTRAINT // Only use the volume constraint if it is well conditioned if( (nv | nv) > 1e-12 ) { QScalar M[] = { Mxx, Mxy, Mxz, nv.x, Mxy, Myy, Myz, nv.y, Mxz, Myz, Mzz, nv.z, nv.x, nv.y, nv.z, 0.0 }; QScalar b[] = { aBddn.x, aBddn.y, aBddn.z, -dv }; uint32 Pivot[4]; QScalar LU[16]; FMemory::Memcpy( LU, M ); if( LUPFactorize( LU, Pivot, 4, (QScalar)1e-12 ) ) { QScalar p[4]; if( LUPSolveIterate( M, LU, Pivot, 4, b, p ) ) { Position.X = p[0]; Position.Y = p[1]; Position.Z = p[2]; return true; } } } #endif return false; } bool FQuadricAttrOptimizer::OptimizeLinear( const FVector& Position0, const FVector& Position1, FVector& Position ) const { // Optimize on a line instead of full 3D. // A * v = -b // v = [ p ] // [ s ] // A = [ C B ] // [ Bt aI ] // C = n*nt // B = -g[ 0 .. m ] // b = [ dn ] // [ -d[ 0 .. m] ] // ( C - 1/a * B*Bt ) * p = -1/a * B*d - dn if( a < 1e-12 ) { return false; } QScalar InvA = 1.0 / a; // M = C - 1/a * B*Bt QScalar Mxx = nxx - BBtxx * InvA; QScalar Myy = nyy - BBtyy * InvA; QScalar Mzz = nzz - BBtzz * InvA; QScalar Mxy = nxy - BBtxy * InvA; QScalar Mxz = nxz - BBtxz * InvA; QScalar Myz = nyz - BBtyz * InvA; // -1/a * B*d - dn QVec3 aBddn = Bd * InvA - dn; QVec3 p0( Position0 ); QVec3 p1( Position1 ); // M*p0 QVec3 m0( p0.x * Mxx + p0.y * Mxy + p0.z * Mxz, p0.x * Mxy + p0.y * Myy + p0.z * Myz, p0.x * Mxz + p0.y * Myz + p0.z * Mzz ); // M*p1 QVec3 m1( p1.x * Mxx + p1.y * Mxy + p1.z * Mxz, p1.x * Mxy + p1.y * Myy + p1.z * Myz, p1.x * Mxz + p1.y * Myz + p1.z * Mzz ); // M*p1 - M*p0 QVec3 m01 = m1 - m0; /* float3x3 M = { Mxx, Mxy, Mxz, Mxy, Myy, Myz, Mxz, Myz, Mzz }; float3 b = { aBddnx, aBddny, aBddnz }; M * p = b M*( p0 + t*(p1 - p0) ) = b (M*p1 - M*p0) * t = b - M*p0 m01 * t = b - m0 Solved with least squares A*x = b x = (A^T * A)^-1 * A^T * b t = (m01^T * m01)^-1 * m01^T * (b - m0) t = ( m01 | (b - m0) ) / (m01 | m01) */ QScalar m01Sqr = m01 | m01; if( m01Sqr < 1e-16 ) { return false; } QVec3 bm0 = aBddn - m0; QScalar t = (m01 | bm0) / m01Sqr; #if VOLUME_CONSTRAINT QScalar nvSqr = nv | nv; // Only use the volume constraint if it is well conditioned if( nvSqr > 1e-12 ) { /* * If Volume Preservation is desired, a scalar Lagrange multiplier 'lm' is used to inflate the system * * ( M, nv ) ( p ) = ( b ) * ( nv^T, 0 ) ( lm ) ( -dv ) * M * p + lm * nv = b nv^T * p = -dv M*( p0 + t*(p1 - p0) ) + lm*nv = b (M*p1 - M*p0) * t + nv * lm = b - M*p0 (nv | p1 - nv | p0) * t = -dv - (nv | p0) [ M * (p1 - p0), nv ] [ t ] = [ b - M * p0 ] [ nv | (p1 - p0), 0 ] [ lm ] [ -dv - nv | p0 ] [ m01, nv ] [ t ] = [ b - m0 ] [ nv01, 0 ] [ lm ] [ -dv - nv0 ] Solved with least squares A*x = b x = (A^T * A)^-1 * A^T * b */ QScalar nv0 = nv | p0; QScalar nv01 = (nv | p1) - nv0; // A^T * A = // [ m01 | m01 + nv01 | nv01, m01 | nv ] // [ m01 | nv, nv | nv ] QScalar ATAxx = m01Sqr + nv01 * nv01; QScalar ATAxy = m01 | nv; QScalar ATAyy = nvSqr; QScalar det = ATAxx * ATAyy - ATAxy * ATAxy; if( FMath::Abs( det ) > 1e-16 ) { // (A^T * A)^-1 QScalar iATAxx = ATAyy; QScalar iATAxy = -ATAxy; QScalar iATAyy = ATAxx; // A^T * b // [ m01 | (b - m0) - (dv + nv0) * nv01 ] // [ nv | (b - m0) ] QScalar ATb[] = { (m01 | bm0) - (dv + nv0) * nv01, (nv | bm0) }; t = ( iATAxx * ATb[0] + iATAxy * ATb[1] ) / det; } } #endif t = FMath::Clamp< QScalar >( t, 0.0, 1.0 ); QVec3 p = p0 * (1.0 - t) + p1 * t; Position.X = p.x; Position.Y = p.y; Position.Z = p.z; return true; } #if defined(_MSC_VER) && !defined(__clang__) #pragma float_control( pop ) #endif