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| // This file is part of libigl, a simple c++ geometry processing library. | |
| // | |
| // Copyright (C) 2017 Daniele Panozzo <daniele.panozzo@gmail.com> | |
| // | |
| // This Source Code Form is subject to the terms of the Mozilla Public License | |
| // v. 2.0. If a copy of the MPL was not distributed with this file, You can | |
| // obtain one at http://mozilla.org/MPL/2.0/. | |
| template <typename Scalar> | |
| IGL_INLINE void igl::AtA_cached_precompute( | |
| const Eigen::SparseMatrix<Scalar>& A, | |
| igl::AtA_cached_data& data, | |
| Eigen::SparseMatrix<Scalar>& AtA) | |
| { | |
| // 1 Compute At (this could be avoided, but performance-wise it will not make a difference) | |
| std::vector<std::vector<int> > Col_RowPtr; | |
| std::vector<std::vector<int> > Col_IndexPtr; | |
| Col_RowPtr.resize(A.cols()); | |
| Col_IndexPtr.resize(A.cols()); | |
| for (unsigned k=0; k<A.outerSize(); ++k) | |
| { | |
| unsigned outer_index = *(A.outerIndexPtr()+k); | |
| unsigned next_outer_index = (k+1 == A.outerSize()) ? A.nonZeros() : *(A.outerIndexPtr()+k+1); | |
| for (unsigned l=outer_index; l<next_outer_index; ++l) | |
| { | |
| int col = k; | |
| int row = *(A.innerIndexPtr()+l); | |
| int value_index = l; | |
| assert(col < A.cols()); | |
| assert(col >= 0); | |
| assert(row < A.rows()); | |
| assert(row >= 0); | |
| assert(value_index >= 0); | |
| assert(value_index < A.nonZeros()); | |
| Col_RowPtr[col].push_back(row); | |
| Col_IndexPtr[col].push_back(value_index); | |
| } | |
| } | |
| Eigen::SparseMatrix<Scalar> At = A.transpose(); | |
| At.makeCompressed(); | |
| AtA = At * A; | |
| AtA.makeCompressed(); | |
| assert(AtA.isCompressed()); | |
| // If weights are not provided, use 1 | |
| if (data.W.size() == 0) | |
| data.W = Eigen::VectorXd::Ones(A.rows()); | |
| assert(data.W.size() == A.rows()); | |
| data.I_outer.reserve(AtA.outerSize()); | |
| data.I_row.reserve(2*AtA.nonZeros()); | |
| data.I_col.reserve(2*AtA.nonZeros()); | |
| data.I_w.reserve(2*AtA.nonZeros()); | |
| // 2 Construct the rules | |
| for (unsigned k=0; k<AtA.outerSize(); ++k) | |
| { | |
| unsigned outer_index = *(AtA.outerIndexPtr()+k); | |
| unsigned next_outer_index = (k+1 == AtA.outerSize()) ? AtA.nonZeros() : *(AtA.outerIndexPtr()+k+1); | |
| for (unsigned l=outer_index; l<next_outer_index; ++l) | |
| { | |
| int col = k; | |
| int row = *(AtA.innerIndexPtr()+l); | |
| int value_index = l; | |
| assert(col < AtA.cols()); | |
| assert(col >= 0); | |
| assert(row < AtA.rows()); | |
| assert(row >= 0); | |
| assert(value_index >= 0); | |
| assert(value_index < AtA.nonZeros()); | |
| data.I_outer.push_back(data.I_row.size()); | |
| // Find correspondences | |
| unsigned i=0; | |
| unsigned j=0; | |
| while (i<Col_RowPtr[row].size() && j<Col_RowPtr[col].size()) | |
| { | |
| if (Col_RowPtr[row][i] == Col_RowPtr[col][j]) | |
| { | |
| data.I_row.push_back(Col_IndexPtr[row][i]); | |
| data.I_col.push_back(Col_IndexPtr[col][j]); | |
| data.I_w.push_back(Col_RowPtr[col][j]); | |
| ++i; | |
| ++j; | |
| } else | |
| if (Col_RowPtr[row][i] > Col_RowPtr[col][j]) | |
| ++j; | |
| else | |
| ++i; | |
| } | |
| } | |
| } | |
| data.I_outer.push_back(data.I_row.size()); // makes it more efficient to iterate later on | |
| igl::AtA_cached(A,data,AtA); | |
| } | |
| template <typename Scalar> | |
| IGL_INLINE void igl::AtA_cached( | |
| const Eigen::SparseMatrix<Scalar>& A, | |
| const igl::AtA_cached_data& data, | |
| Eigen::SparseMatrix<Scalar>& AtA) | |
| { | |
| for (unsigned i=0; i<data.I_outer.size()-1; ++i) | |
| { | |
| *(AtA.valuePtr() + i) = 0; | |
| for (unsigned j=data.I_outer[i]; j<data.I_outer[i+1]; ++j) | |
| *(AtA.valuePtr() + i) += *(A.valuePtr() + data.I_row[j]) * data.W[data.I_w[j]] * *(A.valuePtr() + data.I_col[j]); | |
| } | |
| } | |
| template void igl::AtA_cached<double>(Eigen::SparseMatrix<double, 0, int> const&, igl::AtA_cached_data const&, Eigen::SparseMatrix<double, 0, int>&); | |
| template void igl::AtA_cached_precompute<double>(Eigen::SparseMatrix<double, 0, int> const&, igl::AtA_cached_data&, Eigen::SparseMatrix<double, 0, int>&); | |