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//
// Copyright (c) 2017-2021, Novartis Institutes for BioMedical Research Inc.
// and other RDKit contributors
//
// All rights reserved.
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are
// met:
//
// * Redistributions of source code must retain the above copyright
// notice, this list of conditions and the following disclaimer.
// * Redistributions in binary form must reproduce the above
// copyright notice, this list of conditions and the following
// disclaimer in the documentation and/or other materials provided
// with the distribution.
// * Neither the name of Novartis Institutes for BioMedical Research Inc.
// nor the names of its contributors may be used to endorse or promote
// products derived from this software without specific prior written
// permission.
//
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
// "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
// LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
// OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
// SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
// LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
// DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
// THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
// (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
// OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
//
#include "RGroupDecomp.h"
#include "RGroupDecompData.h"
#include <GraphMol/RDKitBase.h>
#include <GraphMol/Substruct/SubstructMatch.h>
#include <GraphMol/SmilesParse/SmilesWrite.h>
#include <GraphMol/SmilesParse/SmilesParse.h>
#include <GraphMol/ChemTransforms/ChemTransforms.h>
#include <boost/dynamic_bitset.hpp>
#include <set>
#include <utility>
#include <vector>
// #define VERBOSE 1
namespace RDKit {
// Attachment Points
// labeled cores => isotopes
// atom mappings
// atom indices => use -1 - atom index, range is [-1, ...., -num_atoms]
const std::string RLABEL = "tempRlabel";
const std::string RLABEL_TYPE = "tempRlabelType";
const std::string RLABEL_CORE_INDEX = "rLabelCoreIndex";
const std::string SIDECHAIN_RLABELS = "sideChainRlabels";
const std::string done = "RLABEL_PROCESSED";
const std::string CORE = "Core";
const std::string RPREFIX = "R";
const std::string _rgroupInputDummy = "_rgroupInputDummy";
const std::string UNLABELLED_CORE_ATTACHMENT = "unlabeledCoreAttachment";
const std::string MISSING_RGROUP = "missingRGroup";
namespace {
void ADD_MATCH(R_DECOMP &match, int rlabel) {
if (match.find(rlabel) == match.end()) {
match[rlabel] = boost::make_shared<RGroupData>();
}
}
} // namespace
RGroupDecomposition::RGroupDecomposition(
const ROMol &inputCore, const RGroupDecompositionParameters ¶ms)
: data(new RGroupDecompData(inputCore, params)) {}
RGroupDecomposition::RGroupDecomposition(
const std::vector<ROMOL_SPTR> &cores,
const RGroupDecompositionParameters ¶ms)
: data(new RGroupDecompData(cores, params)) {}
RGroupDecomposition::~RGroupDecomposition() { delete data; }
int RGroupDecomposition::add(const ROMol &inmol) {
// get the sidechains if possible
// Add hs for better symmetrization
RWMol mol(inmol);
const bool explicitOnly = false;
const bool addCoords = true;
MolOps::addHs(mol, explicitOnly, addCoords);
// mark any wildcards in input molecule:
for (auto &atom : mol.atoms()) {
if (atom->getAtomicNum() == 0) {
atom->setProp(_rgroupInputDummy, true);
// clean any existing R group numbers
atom->setIsotope(0);
atom->setAtomMapNum(0);
if (atom->hasProp(common_properties::_MolFileRLabel)) {
atom->clearProp(common_properties::_MolFileRLabel);
}
atom->setProp(common_properties::dummyLabel, "*");
}
}
int core_idx = 0;
const RCore *rcore = nullptr;
std::vector<MatchVectType> tmatches;
std::vector<MatchVectType> tmatches_filtered;
// Find the first matching core (onlyMatchAtRGroups)
// or the first core that requires the smallest number
// of newly added labels and is a superstructure of
// the first matching core
int global_min_heavy_nbrs = -1;
SubstructMatchParameters sssparams(params().substructmatchParams);
sssparams.uniquify = false;
sssparams.recursionPossible = true;
for (const auto &core : data->cores) {
{
// matching the core to the molecule is a two step process
// First match to a reduced representation (the core minus terminal
// R-groups). Next, match the R-groups. We do this as the core may not be
// a substructure match for the molecule if a single molecule atom matches
// 2 RGroup attachments (see https://github.com/rdkit/rdkit/pull/4002)
// match the reduced represenation:
std::vector<MatchVectType> baseMatches =
SubstructMatch(mol, *core.second.matchingMol, sssparams);
tmatches.clear();
for (const auto &baseMatch : baseMatches) {
// Match the R Groups
auto matchesWithDummy =
core.second.matchTerminalUserRGroups(mol, baseMatch, sssparams);
tmatches.insert(tmatches.end(), matchesWithDummy.cbegin(),
matchesWithDummy.cend());
}
}
if (tmatches.empty()) {
continue;
}
std::vector<int> tmatches_heavy_nbrs(tmatches.size(), 0);
size_t i = 0;
for (const auto &mv : tmatches) {
bool passes_filter = data->params.onlyMatchAtRGroups;
boost::dynamic_bitset<> target_match_indices(mol.getNumAtoms());
for (const auto &match : mv) {
target_match_indices[match.second] = 1;
}
// target atoms that map to user defined R-groups
std::vector<int> targetAttachments;
for (const auto &match : mv) {
const Atom *atm = mol.getAtomWithIdx(match.second);
// is this a labelled rgroup or not?
if (!core.second.isCoreAtomUserLabelled(match.first)) {
// nope... if any neighbor is not part of the substructure
// make sure we are a hydrogen, otherwise, skip the match
for (const auto &nbri :
boost::make_iterator_range(mol.getAtomNeighbors(atm))) {
const auto &nbr = mol[nbri];
if (nbr->getAtomicNum() != 1 &&
!target_match_indices[nbr->getIdx()]) {
if (data->params.onlyMatchAtRGroups) {
passes_filter = false;
break;
} else {
++tmatches_heavy_nbrs[i];
}
}
}
} else {
// labelled R-group
if (core.second.isTerminalRGroupWithUserLabel(match.first)) {
targetAttachments.push_back(match.second);
}
}
if (!passes_filter && data->params.onlyMatchAtRGroups) {
break;
}
if (passes_filter && data->params.onlyMatchAtRGroups) {
for (auto attachmentIdx : targetAttachments) {
if (!core.second.checkAllBondsToAttachmentPointPresent(
mol, attachmentIdx, mv)) {
passes_filter = false;
break;
}
}
}
}
if (passes_filter) {
tmatches_filtered.push_back(mv);
}
++i;
}
if (!data->params.onlyMatchAtRGroups) {
int min_heavy_nbrs = *std::min_element(tmatches_heavy_nbrs.begin(),
tmatches_heavy_nbrs.end());
if (!rcore || (min_heavy_nbrs < global_min_heavy_nbrs &&
!SubstructMatch(*core.second.core, *rcore->core, sssparams)
.empty())) {
i = 0;
tmatches_filtered.clear();
for (const auto heavy_nbrs : tmatches_heavy_nbrs) {
if (heavy_nbrs <= min_heavy_nbrs) {
tmatches_filtered.push_back(std::move(tmatches[i]));
}
++i;
}
global_min_heavy_nbrs = min_heavy_nbrs;
rcore = &core.second;
core_idx = core.first;
if (global_min_heavy_nbrs == 0) {
break;
}
}
} else if (!tmatches_filtered.empty()) {
rcore = &core.second;
core_idx = core.first;
break;
}
}
tmatches = std::move(tmatches_filtered);
if (tmatches.size() > 1) {
if (data->params.matchingStrategy == NoSymmetrization) {
tmatches.resize(1);
} else if (data->matches.size() == 0) {
// Greedy strategy just grabs the first match and
// takes the best matches from the rest
if (data->params.matchingStrategy == Greedy) {
tmatches.resize(1);
}
}
}
if (rcore == nullptr) {
BOOST_LOG(rdDebugLog) << "No core matches" << std::endl;
return -1;
}
// strategies
// ==========
// Exhaustive - saves all matches and optimizes later exhaustive
// May never finish due to combinatorial complexity
// Greedy - matches to *FIRST* available match
// GreedyChunks - default - process every N chunks
// Should probably scan all mols first to find match with
// smallest number of matches...
std::vector<RGroupMatch> potentialMatches;
std::unique_ptr<ROMol> tMol;
for (const auto &tmatche : tmatches) {
const bool replaceDummies = false;
const bool labelByIndex = true;
const bool requireDummyMatch = false;
bool hasCoreDummies = false;
auto coreCopy =
rcore->replaceCoreAtomsWithMolMatches(hasCoreDummies, mol, tmatche);
tMol.reset(replaceCore(mol, *coreCopy, tmatche, replaceDummies,
labelByIndex, requireDummyMatch));
#ifdef VERBOSE
std::cerr << "Core Match core_idx " << core_idx << " idx "
<< data->matches.size() << ": " << MolToSmarts(*coreCopy)
<< std::endl;
#endif
if (tMol) {
#ifdef VERBOSE
std::cerr << "All Fragments " << MolToSmiles(*tMol) << std::endl;
#endif
R_DECOMP match;
// rlabel rgroups
MOL_SPTR_VECT fragments = MolOps::getMolFrags(*tMol, false);
std::set<int> coreAtomAnyMatched;
for (size_t i = 0; i < fragments.size(); ++i) {
std::vector<int> attachments;
boost::shared_ptr<ROMol> &newMol = fragments[i];
newMol->setProp<int>("core", core_idx);
newMol->setProp<int>("idx", data->matches.size());
newMol->setProp<int>("frag_idx", i);
#ifdef VERBOSE
std::cerr << "Fragment " << MolToSmiles(*newMol) << std::endl;
#endif
for (auto at : newMol->atoms()) {
unsigned int elno = at->getAtomicNum();
if (elno == 0) {
unsigned int index =
at->getIsotope(); // this is the index into the core
// it messes up when there are multiple ?
if (!at->hasProp(_rgroupInputDummy)) {
int rlabel;
auto coreAtom = rcore->core->getAtomWithIdx(index);
coreAtomAnyMatched.insert(index);
if (coreAtom->getPropIfPresent(RLABEL, rlabel)) {
std::vector<int> rlabelsOnSideChain;
at->getPropIfPresent(SIDECHAIN_RLABELS, rlabelsOnSideChain);
rlabelsOnSideChain.push_back(rlabel);
at->setProp(SIDECHAIN_RLABELS, rlabelsOnSideChain);
data->labels.insert(rlabel); // keep track of all labels used
attachments.push_back(rlabel);
}
} else {
// restore input wildcard
at->clearProp(_rgroupInputDummy);
}
}
}
if (attachments.size() > 0) {
// reject multiple attachments?
// what to do with labelled cores ?
std::string newCoreSmi = MolToSmiles(*newMol, true);
for (size_t attach_idx = 0; attach_idx < attachments.size();
++attach_idx) {
int rlabel = attachments[attach_idx];
ADD_MATCH(match, rlabel);
match[rlabel]->add(newMol, attachments);
#ifdef VERBOSE
std::cerr << "Fragment " << i << " R" << rlabel << " "
<< MolToSmiles(*newMol) << std::endl;
#endif
}
} else {
// special case, only one fragment
if (fragments.size() == 1) { // need to make a new core
// remove the sidechains
// GJ I think if we ever get here that it's really an error and I
// believe that I've fixed the case where this code was called.
// Still, I'm too scared to delete the block.
RWMol newCore(mol);
for (const auto &mvpair : tmatche) {
const Atom *coreAtm = rcore->core->getAtomWithIdx(mvpair.first);
Atom *newCoreAtm = newCore.getAtomWithIdx(mvpair.second);
int rlabel;
if (coreAtm->getPropIfPresent(RLABEL, rlabel)) {
newCoreAtm->setProp<int>(RLABEL, rlabel);
}
newCoreAtm->setProp<bool>("keep", true);
}
newCore.beginBatchEdit();
for (const auto atom : newCore.atoms()) {
if (!atom->hasProp("keep")) {
newCore.removeAtom(atom);
}
}
newCore.commitBatchEdit();
if (newCore.getNumAtoms()) {
std::string newCoreSmi = MolToSmiles(newCore, true);
// add a new core if possible
auto newcore = data->newCores.find(newCoreSmi);
int core_idx = 0;
if (newcore == data->newCores.end()) {
core_idx = data->newCores[newCoreSmi] = data->newCoreLabel--;
data->cores[core_idx] = RCore(newCore);
return add(inmol);
}
}
}
}
}
if (match.size()) {
auto numberUserGroupsInMatch = std::accumulate(
match.begin(), match.end(), 0,
[](int sum, std::pair<int, boost::shared_ptr<RGroupData>> p) {
return p.first > 0 && !p.second->is_hydrogen ? ++sum : sum;
});
int numberMissingUserGroups =
rcore->numberUserRGroups - numberUserGroupsInMatch;
CHECK_INVARIANT(numberMissingUserGroups >= 0,
"Data error in missing user rgroup count");
potentialMatches.emplace_back(
core_idx, numberMissingUserGroups, match,
hasCoreDummies || !data->params.onlyMatchAtRGroups ? coreCopy
: nullptr);
}
}
}
if (potentialMatches.size() == 0) {
BOOST_LOG(rdDebugLog) << "No attachment points in side chains" << std::endl;
return -2;
}
// in case the value ends up being changed in a future version of the code:
if (data->prunePermutations) {
data->permutationProduct = 1;
}
if (data->params.matchingStrategy != GA) {
size_t N = data->permutationProduct;
for (auto matche = data->matches.begin() + data->previousMatchSize;
matche != data->matches.end(); ++matche) {
size_t sz = matche->size();
N *= sz;
}
// oops, exponential is a pain
if (N * potentialMatches.size() > 100000) {
data->permutationProduct = N;
data->process(data->prunePermutations);
}
}
data->matches.push_back(potentialMatches);
if (data->matches.size()) {
if (data->params.matchingStrategy & Greedy ||
(data->params.matchingStrategy & GreedyChunks &&
data->matches.size() > 1 &&
data->matches.size() % data->params.chunkSize == 0)) {
data->process(data->prunePermutations);
}
}
return data->matches.size() - 1;
}
bool RGroupDecomposition::process() { return processAndScore().success; }
RGroupDecompositionProcessResult RGroupDecomposition::processAndScore() {
try {
const bool finalize = true;
return data->process(data->prunePermutations, finalize);
} catch (...) {
return RGroupDecompositionProcessResult(false, -1);
}
}
std::vector<std::string> RGroupDecomposition::getRGroupLabels() const {
// this is a bit of a cheat
RGroupColumns cols = getRGroupsAsColumns();
std::vector<std::string> labels;
for (auto it : cols) {
labels.push_back(it.first);
}
std::sort(labels.begin(), labels.end());
return labels;
}
RWMOL_SPTR RGroupDecomposition::outputCoreMolecule(
const RGroupMatch &match, const UsedLabelMap &usedLabelMap) const {
const auto &core = data->cores[match.core_idx];
if (!match.matchedCore) {
return core.labelledCore;
}
auto coreWithMatches = core.coreWithMatches(*match.matchedCore);
for (auto atomIdx = coreWithMatches->getNumAtoms(); atomIdx--;) {
auto atom = coreWithMatches->getAtomWithIdx(atomIdx);
if (atom->getAtomicNum()) {
continue;
}
auto label = data->getRlabel(atom);
auto missingRGroup = atom->hasProp(MISSING_RGROUP);
Atom *nbrAtom = nullptr;
for (const auto &nbri :
boost::make_iterator_range(coreWithMatches->getAtomNeighbors(atom))) {
nbrAtom = (*coreWithMatches)[nbri];
break;
}
if (nbrAtom) {
bool isUserDefinedLabel =
usedLabelMap.has(label) && usedLabelMap.isUserDefined(label);
auto numExplicitHs = nbrAtom->getNumExplicitHs();
if (usedLabelMap.has(label) && usedLabelMap.getIsUsed(label)) {
if (numExplicitHs) {
nbrAtom->setNumExplicitHs(numExplicitHs - 1);
}
} else if (!isUserDefinedLabel ||
data->params.removeAllHydrogenRGroupsAndLabels) {
coreWithMatches->removeAtom(atomIdx);
// if we remove an unused label from an aromatic atom,
// we need to check whether we need to adjust its explicit
// H count, or it will fail to kekulize
if (isUserDefinedLabel && nbrAtom->getIsAromatic() && !missingRGroup) {
nbrAtom->updatePropertyCache(false);
if (!numExplicitHs) {
nbrAtom->setNumExplicitHs(nbrAtom->getExplicitValence() -
nbrAtom->getDegree());
}
}
}
nbrAtom->updatePropertyCache(false);
}
}
return coreWithMatches;
}
RGroupRows RGroupDecomposition::getRGroupsAsRows() const {
std::vector<RGroupMatch> permutation = data->GetCurrentBestPermutation();
RGroupRows groups;
auto usedLabelMap = UsedLabelMap(data->finalRlabelMapping);
for (auto it = permutation.begin(); it != permutation.end(); ++it) {
auto Rs_seen(usedLabelMap);
// make a new rgroup entry
groups.push_back(RGroupRow());
RGroupRow &out_rgroups = groups.back();
const R_DECOMP &in_rgroups = it->rgroups;
for (const auto &rgroup : in_rgroups) {
const auto realLabel = data->finalRlabelMapping.find(rgroup.first);
CHECK_INVARIANT(realLabel != data->finalRlabelMapping.end(),
"unprocessed rlabel, please call process() first.");
Rs_seen.setIsUsed(realLabel->second);
out_rgroups[RPREFIX + std::to_string(realLabel->second)] =
rgroup.second->combinedMol;
}
out_rgroups[CORE] = outputCoreMolecule(*it, Rs_seen);
}
return groups;
}
//! return rgroups in column order group[attachment_point][molidx] = ROMol
RGroupColumns RGroupDecomposition::getRGroupsAsColumns() const {
std::vector<RGroupMatch> permutation = data->GetCurrentBestPermutation();
RGroupColumns groups;
std::unordered_set<std::string> rGroupWithRealMol{CORE};
auto usedLabelMap = UsedLabelMap(data->finalRlabelMapping);
unsigned int molidx = 0;
for (auto it = permutation.begin(); it != permutation.end(); ++it, ++molidx) {
auto Rs_seen(usedLabelMap);
const R_DECOMP &in_rgroups = it->rgroups;
for (const auto &rgroup : in_rgroups) {
const auto realLabel = data->finalRlabelMapping.find(rgroup.first);
CHECK_INVARIANT(realLabel != data->finalRlabelMapping.end(),
"unprocessed rlabel, please call process() first.");
CHECK_INVARIANT(rgroup.second->combinedMol->hasProp(done),
"Not done! Call process()");
CHECK_INVARIANT(!Rs_seen.getIsUsed(realLabel->second),
"R group label appears multiple times!");
Rs_seen.setIsUsed(realLabel->second);
std::string r = RPREFIX + std::to_string(realLabel->second);
RGroupColumn &col = groups[r];
if (molidx && col.size() < molidx - 1) {
col.resize(molidx - 1);
}
col.push_back(rgroup.second->combinedMol);
rGroupWithRealMol.insert(r);
}
groups[CORE].push_back(outputCoreMolecule(*it, Rs_seen));
// add empty entries to columns where this molecule didn't appear
for (const auto &realLabel : data->finalRlabelMapping) {
if (!Rs_seen.getIsUsed(realLabel.second)) {
std::string r = RPREFIX + std::to_string(realLabel.second);
groups[r].push_back(boost::make_shared<RWMol>());
}
}
}
// purge R-group entries that have no mols
for (auto it = groups.begin(); it != groups.end();) {
auto itToErase = groups.end();
if (!rGroupWithRealMol.count(it->first)) {
itToErase = it;
}
++it;
if (itToErase != groups.end()) {
groups.erase(itToErase);
}
}
return groups;
}
const RGroupDecompositionParameters &RGroupDecomposition::params() const {
return data->params;
}
namespace {
std::vector<unsigned int> Decomp(RGroupDecomposition &decomp,
const std::vector<ROMOL_SPTR> &mols) {
auto t0 = std::chrono::steady_clock::now();
std::vector<unsigned int> unmatched;
for (size_t i = 0; i < mols.size(); ++i) {
int v = decomp.add(*mols[i].get());
if (v == -1) {
unmatched.push_back(i);
}
checkForTimeout(t0, decomp.params().timeout);
}
decomp.process();
return unmatched;
}
} // namespace
unsigned int RGroupDecompose(const std::vector<ROMOL_SPTR> &cores,
const std::vector<ROMOL_SPTR> &mols,
RGroupRows &rows,
std::vector<unsigned int> *unmatchedIndices,
const RGroupDecompositionParameters &options) {
RGroupDecomposition decomp(cores, options);
std::vector<unsigned int> unmatched = Decomp(decomp, mols);
if (unmatchedIndices) {
*unmatchedIndices = unmatched;
}
rows = decomp.getRGroupsAsRows();
return mols.size() - unmatched.size();
}
unsigned int RGroupDecompose(const std::vector<ROMOL_SPTR> &cores,
const std::vector<ROMOL_SPTR> &mols,
RGroupColumns &columns,
std::vector<unsigned int> *unmatchedIndices,
const RGroupDecompositionParameters &options) {
RGroupDecomposition decomp(cores, options);
std::vector<unsigned int> unmatched = Decomp(decomp, mols);
if (unmatchedIndices) {
*unmatchedIndices = unmatched;
}
columns = decomp.getRGroupsAsColumns();
return mols.size() - unmatched.size();
}
} // namespace RDKit
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