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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/.
- #include "AtA_cached.h"
- #include <iostream>
- #include <vector>
- #include <utility>
- 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]);
- }
- }
- #ifdef IGL_STATIC_LIBRARY
- 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>&);
- #endif
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