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Diffstat (limited to 'extern/Eigen3/Eigen/src/Core/products/TriangularSolverMatrix.h')
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+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2009 Gael Guennebaud <gael.guennebaud@inria.fr>
+//
+// Eigen is free software; you can redistribute it and/or
+// modify it under the terms of the GNU Lesser General Public
+// License as published by the Free Software Foundation; either
+// version 3 of the License, or (at your option) any later version.
+//
+// Alternatively, you can redistribute it and/or
+// modify it under the terms of the GNU General Public License as
+// published by the Free Software Foundation; either version 2 of
+// the License, or (at your option) any later version.
+//
+// Eigen is distributed in the hope that it will be useful, but WITHOUT ANY
+// WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
+// FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License or the
+// GNU General Public License for more details.
+//
+// You should have received a copy of the GNU Lesser General Public
+// License and a copy of the GNU General Public License along with
+// Eigen. If not, see <http://www.gnu.org/licenses/>.
+
+#ifndef EIGEN_TRIANGULAR_SOLVER_MATRIX_H
+#define EIGEN_TRIANGULAR_SOLVER_MATRIX_H
+
+namespace internal {
+
+// if the rhs is row major, let's transpose the product
+template <typename Scalar, typename Index, int Side, int Mode, bool Conjugate, int TriStorageOrder>
+struct triangular_solve_matrix<Scalar,Index,Side,Mode,Conjugate,TriStorageOrder,RowMajor>
+{
+ static EIGEN_DONT_INLINE void run(
+ Index size, Index cols,
+ const Scalar* tri, Index triStride,
+ Scalar* _other, Index otherStride)
+ {
+ triangular_solve_matrix<
+ Scalar, Index, Side==OnTheLeft?OnTheRight:OnTheLeft,
+ (Mode&UnitDiag) | ((Mode&Upper) ? Lower : Upper),
+ NumTraits<Scalar>::IsComplex && Conjugate,
+ TriStorageOrder==RowMajor ? ColMajor : RowMajor, ColMajor>
+ ::run(size, cols, tri, triStride, _other, otherStride);
+ }
+};
+
+/* Optimized triangular solver with multiple right hand side and the triangular matrix on the left
+ */
+template <typename Scalar, typename Index, int Mode, bool Conjugate, int TriStorageOrder>
+struct triangular_solve_matrix<Scalar,Index,OnTheLeft,Mode,Conjugate,TriStorageOrder,ColMajor>
+{
+ static EIGEN_DONT_INLINE void run(
+ Index size, Index otherSize,
+ const Scalar* _tri, Index triStride,
+ Scalar* _other, Index otherStride)
+ {
+ Index cols = otherSize;
+ const_blas_data_mapper<Scalar, Index, TriStorageOrder> tri(_tri,triStride);
+ blas_data_mapper<Scalar, Index, ColMajor> other(_other,otherStride);
+
+ typedef gebp_traits<Scalar,Scalar> Traits;
+ enum {
+ SmallPanelWidth = EIGEN_PLAIN_ENUM_MAX(Traits::mr,Traits::nr),
+ IsLower = (Mode&Lower) == Lower
+ };
+
+ Index kc = size; // cache block size along the K direction
+ Index mc = size; // cache block size along the M direction
+ Index nc = cols; // cache block size along the N direction
+ computeProductBlockingSizes<Scalar,Scalar,4>(kc, mc, nc);
+
+ std::size_t sizeW = kc*Traits::WorkSpaceFactor;
+ std::size_t sizeB = sizeW + kc*cols;
+ ei_declare_aligned_stack_constructed_variable(Scalar, blockA, kc*mc, 0);
+ ei_declare_aligned_stack_constructed_variable(Scalar, allocatedBlockB, sizeB, 0);
+ Scalar* blockB = allocatedBlockB + sizeW;
+
+ conj_if<Conjugate> conj;
+ gebp_kernel<Scalar, Scalar, Index, Traits::mr, Traits::nr, Conjugate, false> gebp_kernel;
+ gemm_pack_lhs<Scalar, Index, Traits::mr, Traits::LhsProgress, TriStorageOrder> pack_lhs;
+ gemm_pack_rhs<Scalar, Index, Traits::nr, ColMajor, false, true> pack_rhs;
+
+ for(Index k2=IsLower ? 0 : size;
+ IsLower ? k2<size : k2>0;
+ IsLower ? k2+=kc : k2-=kc)
+ {
+ const Index actual_kc = (std::min)(IsLower ? size-k2 : k2, kc);
+
+ // We have selected and packed a big horizontal panel R1 of rhs. Let B be the packed copy of this panel,
+ // and R2 the remaining part of rhs. The corresponding vertical panel of lhs is split into
+ // A11 (the triangular part) and A21 the remaining rectangular part.
+ // Then the high level algorithm is:
+ // - B = R1 => general block copy (done during the next step)
+ // - R1 = L1^-1 B => tricky part
+ // - update B from the new R1 => actually this has to be performed continuously during the above step
+ // - R2 = L2 * B => GEPP
+
+ // The tricky part: compute R1 = L1^-1 B while updating B from R1
+ // The idea is to split L1 into multiple small vertical panels.
+ // Each panel can be split into a small triangular part A1 which is processed without optimization,
+ // and the remaining small part A2 which is processed using gebp with appropriate block strides
+ {
+ // for each small vertical panels of lhs
+ for (Index k1=0; k1<actual_kc; k1+=SmallPanelWidth)
+ {
+ Index actualPanelWidth = std::min<Index>(actual_kc-k1, SmallPanelWidth);
+ // tr solve
+ for (Index k=0; k<actualPanelWidth; ++k)
+ {
+ // TODO write a small kernel handling this (can be shared with trsv)
+ Index i = IsLower ? k2+k1+k : k2-k1-k-1;
+ Index s = IsLower ? k2+k1 : i+1;
+ Index rs = actualPanelWidth - k - 1; // remaining size
+
+ Scalar a = (Mode & UnitDiag) ? Scalar(1) : Scalar(1)/conj(tri(i,i));
+ for (Index j=0; j<cols; ++j)
+ {
+ if (TriStorageOrder==RowMajor)
+ {
+ Scalar b = 0;
+ const Scalar* l = &tri(i,s);
+ Scalar* r = &other(s,j);
+ for (Index i3=0; i3<k; ++i3)
+ b += conj(l[i3]) * r[i3];
+
+ other(i,j) = (other(i,j) - b)*a;
+ }
+ else
+ {
+ Index s = IsLower ? i+1 : i-rs;
+ Scalar b = (other(i,j) *= a);
+ Scalar* r = &other(s,j);
+ const Scalar* l = &tri(s,i);
+ for (Index i3=0;i3<rs;++i3)
+ r[i3] -= b * conj(l[i3]);
+ }
+ }
+ }
+
+ Index lengthTarget = actual_kc-k1-actualPanelWidth;
+ Index startBlock = IsLower ? k2+k1 : k2-k1-actualPanelWidth;
+ Index blockBOffset = IsLower ? k1 : lengthTarget;
+
+ // update the respective rows of B from other
+ pack_rhs(blockB, _other+startBlock, otherStride, actualPanelWidth, cols, actual_kc, blockBOffset);
+
+ // GEBP
+ if (lengthTarget>0)
+ {
+ Index startTarget = IsLower ? k2+k1+actualPanelWidth : k2-actual_kc;
+
+ pack_lhs(blockA, &tri(startTarget,startBlock), triStride, actualPanelWidth, lengthTarget);
+
+ gebp_kernel(_other+startTarget, otherStride, blockA, blockB, lengthTarget, actualPanelWidth, cols, Scalar(-1),
+ actualPanelWidth, actual_kc, 0, blockBOffset);
+ }
+ }
+ }
+
+ // R2 = A2 * B => GEPP
+ {
+ Index start = IsLower ? k2+kc : 0;
+ Index end = IsLower ? size : k2-kc;
+ for(Index i2=start; i2<end; i2+=mc)
+ {
+ const Index actual_mc = (std::min)(mc,end-i2);
+ if (actual_mc>0)
+ {
+ pack_lhs(blockA, &tri(i2, IsLower ? k2 : k2-kc), triStride, actual_kc, actual_mc);
+
+ gebp_kernel(_other+i2, otherStride, blockA, blockB, actual_mc, actual_kc, cols, Scalar(-1));
+ }
+ }
+ }
+ }
+ }
+};
+
+/* Optimized triangular solver with multiple left hand sides and the trinagular matrix on the right
+ */
+template <typename Scalar, typename Index, int Mode, bool Conjugate, int TriStorageOrder>
+struct triangular_solve_matrix<Scalar,Index,OnTheRight,Mode,Conjugate,TriStorageOrder,ColMajor>
+{
+ static EIGEN_DONT_INLINE void run(
+ Index size, Index otherSize,
+ const Scalar* _tri, Index triStride,
+ Scalar* _other, Index otherStride)
+ {
+ Index rows = otherSize;
+ const_blas_data_mapper<Scalar, Index, TriStorageOrder> rhs(_tri,triStride);
+ blas_data_mapper<Scalar, Index, ColMajor> lhs(_other,otherStride);
+
+ typedef gebp_traits<Scalar,Scalar> Traits;
+ enum {
+ RhsStorageOrder = TriStorageOrder,
+ SmallPanelWidth = EIGEN_PLAIN_ENUM_MAX(Traits::mr,Traits::nr),
+ IsLower = (Mode&Lower) == Lower
+ };
+
+// Index kc = std::min<Index>(Traits::Max_kc/4,size); // cache block size along the K direction
+// Index mc = std::min<Index>(Traits::Max_mc,size); // cache block size along the M direction
+ // check that !!!!
+ Index kc = size; // cache block size along the K direction
+ Index mc = size; // cache block size along the M direction
+ Index nc = rows; // cache block size along the N direction
+ computeProductBlockingSizes<Scalar,Scalar,4>(kc, mc, nc);
+
+ std::size_t sizeW = kc*Traits::WorkSpaceFactor;
+ std::size_t sizeB = sizeW + kc*size;
+ ei_declare_aligned_stack_constructed_variable(Scalar, blockA, kc*mc, 0);
+ ei_declare_aligned_stack_constructed_variable(Scalar, allocatedBlockB, sizeB, 0);
+ Scalar* blockB = allocatedBlockB + sizeW;
+
+ conj_if<Conjugate> conj;
+ gebp_kernel<Scalar,Scalar, Index, Traits::mr, Traits::nr, false, Conjugate> gebp_kernel;
+ gemm_pack_rhs<Scalar, Index, Traits::nr,RhsStorageOrder> pack_rhs;
+ gemm_pack_rhs<Scalar, Index, Traits::nr,RhsStorageOrder,false,true> pack_rhs_panel;
+ gemm_pack_lhs<Scalar, Index, Traits::mr, Traits::LhsProgress, ColMajor, false, true> pack_lhs_panel;
+
+ for(Index k2=IsLower ? size : 0;
+ IsLower ? k2>0 : k2<size;
+ IsLower ? k2-=kc : k2+=kc)
+ {
+ const Index actual_kc = (std::min)(IsLower ? k2 : size-k2, kc);
+ Index actual_k2 = IsLower ? k2-actual_kc : k2 ;
+
+ Index startPanel = IsLower ? 0 : k2+actual_kc;
+ Index rs = IsLower ? actual_k2 : size - actual_k2 - actual_kc;
+ Scalar* geb = blockB+actual_kc*actual_kc;
+
+ if (rs>0) pack_rhs(geb, &rhs(actual_k2,startPanel), triStride, actual_kc, rs);
+
+ // triangular packing (we only pack the panels off the diagonal,
+ // neglecting the blocks overlapping the diagonal
+ {
+ for (Index j2=0; j2<actual_kc; j2+=SmallPanelWidth)
+ {
+ Index actualPanelWidth = std::min<Index>(actual_kc-j2, SmallPanelWidth);
+ Index actual_j2 = actual_k2 + j2;
+ Index panelOffset = IsLower ? j2+actualPanelWidth : 0;
+ Index panelLength = IsLower ? actual_kc-j2-actualPanelWidth : j2;
+
+ if (panelLength>0)
+ pack_rhs_panel(blockB+j2*actual_kc,
+ &rhs(actual_k2+panelOffset, actual_j2), triStride,
+ panelLength, actualPanelWidth,
+ actual_kc, panelOffset);
+ }
+ }
+
+ for(Index i2=0; i2<rows; i2+=mc)
+ {
+ const Index actual_mc = (std::min)(mc,rows-i2);
+
+ // triangular solver kernel
+ {
+ // for each small block of the diagonal (=> vertical panels of rhs)
+ for (Index j2 = IsLower
+ ? (actual_kc - ((actual_kc%SmallPanelWidth) ? Index(actual_kc%SmallPanelWidth)
+ : Index(SmallPanelWidth)))
+ : 0;
+ IsLower ? j2>=0 : j2<actual_kc;
+ IsLower ? j2-=SmallPanelWidth : j2+=SmallPanelWidth)
+ {
+ Index actualPanelWidth = std::min<Index>(actual_kc-j2, SmallPanelWidth);
+ Index absolute_j2 = actual_k2 + j2;
+ Index panelOffset = IsLower ? j2+actualPanelWidth : 0;
+ Index panelLength = IsLower ? actual_kc - j2 - actualPanelWidth : j2;
+
+ // GEBP
+ if(panelLength>0)
+ {
+ gebp_kernel(&lhs(i2,absolute_j2), otherStride,
+ blockA, blockB+j2*actual_kc,
+ actual_mc, panelLength, actualPanelWidth,
+ Scalar(-1),
+ actual_kc, actual_kc, // strides
+ panelOffset, panelOffset, // offsets
+ allocatedBlockB); // workspace
+ }
+
+ // unblocked triangular solve
+ for (Index k=0; k<actualPanelWidth; ++k)
+ {
+ Index j = IsLower ? absolute_j2+actualPanelWidth-k-1 : absolute_j2+k;
+
+ Scalar* r = &lhs(i2,j);
+ for (Index k3=0; k3<k; ++k3)
+ {
+ Scalar b = conj(rhs(IsLower ? j+1+k3 : absolute_j2+k3,j));
+ Scalar* a = &lhs(i2,IsLower ? j+1+k3 : absolute_j2+k3);
+ for (Index i=0; i<actual_mc; ++i)
+ r[i] -= a[i] * b;
+ }
+ Scalar b = (Mode & UnitDiag) ? Scalar(1) : Scalar(1)/conj(rhs(j,j));
+ for (Index i=0; i<actual_mc; ++i)
+ r[i] *= b;
+ }
+
+ // pack the just computed part of lhs to A
+ pack_lhs_panel(blockA, _other+absolute_j2*otherStride+i2, otherStride,
+ actualPanelWidth, actual_mc,
+ actual_kc, j2);
+ }
+ }
+
+ if (rs>0)
+ gebp_kernel(_other+i2+startPanel*otherStride, otherStride, blockA, geb,
+ actual_mc, actual_kc, rs, Scalar(-1),
+ -1, -1, 0, 0, allocatedBlockB);
+ }
+ }
+ }
+};
+
+} // end namespace internal
+
+#endif // EIGEN_TRIANGULAR_SOLVER_MATRIX_H