dust3d/third_party/libigl/include/igl/AtA_cached.cpp

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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