1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466
|
// Copyright (c) 2017-2019, Novartis Institutes for BioMedical Research Inc.
// 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 <RDBoost/python.h>
#include <RDBoost/Wrap.h>
#include <GraphMol/RDKitBase.h>
#include <RDBoost/python_streambuf.h>
#include <GraphMol/SubstructLibrary/SubstructLibrary.h>
#include <GraphMol/SubstructLibrary/PatternFactory.h>
namespace python = boost::python;
using boost_adaptbx::python::streambuf;
namespace RDKit {
const char *MolHolderBaseDoc =
"Base class for holding molecules used in the Substructure Library.\n"
"Instantiations of this class are passed into the SubstructureLibrary.\n"
"The API is quite simple: \n"
" AddMol(mol) -> adds a molecule to the molecule holder, returns index of "
"molecule\n"
" GetMol(idx) -> return the molecule at index idx\n";
const char *MolHolderDoc =
"Holds raw in-memory molecules\n"
" AddMol(mol) -> adds a molecule to the molecule holder, returns index of "
"molecule\n"
" GetMol(idx,sanitize=True) -> return the molecule at index idx\n";
const char *CachedMolHolderDoc =
"Holds molecules in their binary representation.\n"
"This allows more molecules to be held in memory at a time\n"
" AddMol(mol) -> adds a molecule to the molecule holder, returns index of "
"molecule\n\n"
" AddBinary(data) -> adds a picked molecule molecule to the molecule "
"holder, returns index of molecule\n"
" The data is stored as-is, no checking is done for "
"validity.\n"
" GetMol(idx) -> return the molecule at index idx\n";
const char *CachedSmilesMolHolderDoc =
"Holds molecules as smiles string\n"
"This allows more molecules to be held in memory at a time\n"
" AddMol(mol) -> adds a molecule to the molecule holder, returns index of "
"molecule\n\n"
" AddSmiles(smiles) -> adds a smiles string to the molecule holder, "
"returns index of molecule\n"
" The smiles is stored as-is, no checking is done "
"for validity.\n"
" GetMol(idx) -> return the molecule at index idx\n";
const char *CachedTrustedSmilesMolHolderDoc =
"Holds molecules as trusted smiles string\n"
"This allows more molecules to be held in memory at a time and avoids "
"RDKit sanitization\n"
"overhead.\n"
"See: "
"http://rdkit.blogspot.com/2016/09/avoiding-unnecessary-work-and.html\n"
" AddMol(mol) -> adds a molecule to the molecule holder, returns index of "
"molecule\n\n"
" AddSmiles(smiles) -> adds a smiles string to the molecule holder, "
"returns index of molecule\n"
" The smiles is stored as-is, no checking is done "
"for validity.\n"
" GetMol(idx,s) -> return the molecule at index idx, \n"
" note, only light sanitization is done here, for instance\n"
" the molecules RingInfo is not initialized\n";
const char *PatternHolderDoc =
"Holds fingerprints used for filtering of molecules.";
const char *SubstructLibraryDoc =
"SubstructLibrary: This provides a simple API for substructure searching "
"large datasets\n"
"The SubstructLibrary takes full advantage of available threads during the "
"search operation.\n"
"Basic operation is simple\n"
"\n"
">>> from __future__ import print_function\n"
">>> import os\n"
">>> from rdkit import Chem, RDConfig\n"
">>> from rdkit.Chem import rdSubstructLibrary\n"
">>> library = rdSubstructLibrary.SubstructLibrary()\n"
">>> for mol in Chem.SDMolSupplier(os.path.join(RDConfig.RDDataDir, \n"
"... 'NCI', 'first_200.props.sdf')):\n"
"... idx = library.AddMol(mol)\n"
">>> core = Chem.MolFromSmarts('CCCCOC')\n"
">>> indices = library.GetMatches(core)\n"
">>> len(indices)\n"
"11\n"
"\n"
"Substructure matching options can be sent into GetMatches:\n"
"\n"
">>> indices = library.GetMatches(core, useChirality=False) \n"
">>> len(indices)\n"
"11\n"
"\n"
"Controlling the number of threads or the maximum number of matches "
"returned:\n"
"is also available (the default is to run on all cores)\n"
"\n"
">>> indices = library.GetMatches(core, numThreads=2, maxResults=10) \n"
">>> len(indices)\n"
"10\n"
"\n"
"Working on larger datasets:\n"
"\n"
"Molecules are fairly large objects and will limit the number that can be "
"kept in memory.\n"
"To assist this we supply three other molecule holders:\n"
" CachedMolHolder - stores molecules as their pickled representation\n"
"\n"
" CachedSmilesMolHolder - stores molecules internally as smiles strings\n"
"\n"
" CachedTrustedSmilesMolHolder = excepts (and stores) molecules as "
"trusted smiles strings\n"
"\n"
"Using Pattern fingerprints as a pre-filter:"
"\n"
"Pattern fingerprints provide an easy way to indicate whether the "
"substructure search should be\n"
"be done at all. This is particularly useful with the Binary and Smiles "
"based molecule holders\n"
"as they have an expensive molecule creation step in addition to the "
"substructure searching step\n "
"\n"
">>> library = "
"rdSubstructLibrary.SubstructLibrary(rdSubstructLibrary."
"CachedSmilesMolHolder(), \n"
"... "
"rdSubstructLibrary.PatternHolder())\n"
">>> for mol in Chem.SDMolSupplier(os.path.join(RDConfig.RDDataDir, \n"
"... 'NCI', 'first_200.props.sdf')):\n"
"... idx = library.AddMol(mol)\n"
">>> indices = library.GetMatches(core)\n"
">>> len(indices)\n"
"11\n"
"\n"
"This (obviously) takes longer to initialize. However, both the molecule "
"and pattern\n"
"holders can be populated with raw data, a simple example is below:\n"
"\n"
">>> import csv\n"
">>> molholder = rdSubstructLibrary.CachedSmilesMolHolder()\n"
">>> pattern_holder = rdSubstructLibrary.PatternHolder()\n"
">>> for i, row in "
"enumerate(csv.reader(open(os.path.join(RDConfig.RDDataDir, \n"
"... 'NCI', 'first_200.tpsa.csv')))):\n"
"... if i:\n"
"... idx = molholder.AddSmiles(row[0])\n"
"... idx2 = pattern_holder.AddFingerprint(\n"
"... pattern_holder.MakeFingerprint(Chem.MolFromSmiles(row[0])))\n"
"... assert idx==idx2\n"
">>> library = "
"rdSubstructLibrary.SubstructLibrary(molholder,pattern_holder)\n"
">>> indices = library.GetMatches(core)\n"
">>> len(indices)\n"
"11\n"
"";
python::object SubstructLibrary_Serialize(const SubstructLibrary &cat) {
std::string res = cat.Serialize();
python::object retval = python::object(
python::handle<>(PyBytes_FromStringAndSize(res.c_str(), res.length())));
return retval;
}
struct substructlibrary_pickle_suite : python::pickle_suite {
static python::tuple getinitargs(const SubstructLibrary &self) {
std::string res;
if (!SubstructLibraryCanSerialize()) {
throw_runtime_error("Pickling of FilterCatalog instances is not enabled");
}
res = self.Serialize();
return python::make_tuple(python::object(python::handle<>(
PyBytes_FromStringAndSize(res.c_str(), res.length()))));
};
};
void toStream(const SubstructLibrary &cat, python::object &fileobj) {
streambuf ss(fileobj, 't');
streambuf::ostream ost(ss);
cat.toStream(ost);
}
void initFromStream(SubstructLibrary &cat, python::object &fileobj) {
streambuf ss(fileobj, 'b'); // python StringIO can't seek, so need binary data
streambuf::istream is(ss);
cat.initFromStream(is);
}
boost::shared_ptr<MolHolderBase> GetMolHolder(SubstructLibrary &sslib)
{
// need to convert from a ref to a real shared_ptr
return sslib.getMolHolder();
}
boost::shared_ptr<FPHolderBase> GetFpHolder(SubstructLibrary &sslib)
{
// need to convert from a ref to a real shared_ptr
return sslib.getFpHolder();
}
struct substructlibrary_wrapper {
static void wrap() {
// n.b. there can only be one of these in all wrappings
// python::class_<std::vector<unsigned int> >("UIntVect").def(
// python::vector_indexing_suite<std::vector<unsigned int>, true>());
python::class_<MolHolderBase, boost::shared_ptr<MolHolderBase>,
boost::noncopyable>("MolHolderBase", "",
python::no_init)
.def("__len__", &MolHolderBase::size)
.def("AddMol", &MolHolderBase::addMol,
"Adds molecule to the molecule holder")
.def("GetMol", &MolHolderBase::getMol,
"Returns a particular molecule in the molecule holder\n\n"
" ARGUMENTS:\n"
" - idx: which molecule to return\n\n"
" - sanitize: if sanitize is False, return the internal molecule state [default True]\n\n"
" NOTE: molecule indices start at 0\n")
.def("__len__", &MolHolderBase::size);
python::class_<MolHolder, boost::shared_ptr<MolHolder>,
python::bases<MolHolderBase>>("MolHolder", MolHolderDoc,
python::init<>());
python::class_<CachedMolHolder, boost::shared_ptr<CachedMolHolder>,
python::bases<MolHolderBase>>(
"CachedMolHolder", CachedMolHolderDoc, python::init<>())
.def("AddBinary", &CachedMolHolder::addBinary, (python::args("pickle")),
"Add a binary pickle to the molecule holder, no checking is done "
"on the input data");
python::class_<CachedSmilesMolHolder,
boost::shared_ptr<CachedSmilesMolHolder>,
python::bases<MolHolderBase>>(
"CachedSmilesMolHolder", CachedSmilesMolHolderDoc, python::init<>())
.def("AddSmiles", &CachedSmilesMolHolder::addSmiles,
(python::args("smiles")),
"Add a trusted smiles string to the molecule holder, no checking "
"is done on the input data");
python::class_<CachedTrustedSmilesMolHolder,
boost::shared_ptr<CachedTrustedSmilesMolHolder>,
python::bases<MolHolderBase>>(
"CachedTrustedSmilesMolHolder", CachedTrustedSmilesMolHolderDoc,
python::init<>())
.def("AddSmiles", &CachedTrustedSmilesMolHolder::addSmiles,
(python::args("smiles")),
"Add a trusted smiles string to the molecule holder, no checking "
"is done on the input data");
python::class_<FPHolderBase, boost::shared_ptr<FPHolderBase>,
boost::noncopyable>("FPHolderBase", "", python::no_init)
.def("__len__", &FPHolderBase::size)
.def("AddMol", &FPHolderBase::addMol,
"Adds a molecule to the fingerprint database, returns the index "
"of the new pattern")
.def("AddFingerprint", &FPHolderBase::addFingerprint,
"Adds a raw bit vector to the fingerprint database, returns the "
"index of the supplied pattern")
.def("GetFingerprint", &FPHolderBase::getFingerprint,
python::return_value_policy<python::reference_existing_object>(),
"Return the bit vector at the specified index")
.def("PassesFilter", &FPHolderBase::passesFilter,
(python::args("idx"), python::args("query")),
"Returns True if the specified index passes the filter supplied "
"by the query bit vector")
.def("MakeFingerprint", &FPHolderBase::makeFingerprint,
(python::arg("mol")),
python::return_value_policy<python::manage_new_object>(),
"Compute the query bits for the holder");
python::class_<PatternHolder, boost::shared_ptr<PatternHolder>,
python::bases<FPHolderBase>>(
"PatternHolder", PatternHolderDoc, python::init<>());
python::class_<SubstructLibrary, SubstructLibrary *,
const SubstructLibrary *>(
"SubstructLibrary", SubstructLibraryDoc, python::init<>())
.def(python::init<boost::shared_ptr<MolHolderBase>>())
.def(python::init<boost::shared_ptr<MolHolderBase>,
boost::shared_ptr<FPHolderBase>>())
.def(python::init<std::string>())
.def("GetMolHolder", &GetMolHolder)
.def("GetFpHolder", &GetFpHolder)
.def("AddMol", &SubstructLibrary::addMol, (python::arg("mol")),
"Adds a molecule to the substruct library")
.def("GetMatches", (std::vector<unsigned int>(SubstructLibrary::*)(
const ROMol &, bool, bool, bool, int, int)) &
SubstructLibrary::getMatches,
(python::arg("query"), python::arg("recursionPossible") = true,
python::arg("useChirality") = true,
python::arg("useQueryQueryMatches") = false,
python::arg("numThreads") = -1, python::arg("maxResults") = 1000),
"Get the matches for the query.\n\n"
" Arguments:\n"
" - query: substructure query\n"
" - numThreads: number of threads to use, -1 means all threads\n"
" - maxResults: maximum number of results to return")
.def("GetMatches", (std::vector<unsigned int>(SubstructLibrary::*)(
const ROMol &, unsigned int, unsigned int, bool,
bool, bool, int, int)) &
SubstructLibrary::getMatches,
(python::arg("query"), python::arg("startIdx"),
python::arg("endIdx"), python::arg("recursionPossible") = true,
python::arg("useChirality") = true,
python::arg("useQueryQueryMatches") = false,
python::arg("numThreads") = -1, python::arg("maxResults") = 1000),
"Get the matches for the query.\n\n"
" Arguments:\n"
" - query: substructure query\n"
" - startIdx: index to search from\n"
" - endIdx: index (non-inclusize) to search to\n"
" - numThreads: number of threads to use, -1 means all threads\n"
" - maxResults: maximum number of results to return")
.def("CountMatches", (unsigned int (SubstructLibrary::*)(
const ROMol &, bool, bool, bool, int)) &
SubstructLibrary::countMatches,
(python::arg("query"), python::arg("recursionPossible") = true,
python::arg("useChirality") = true,
python::arg("useQueryQueryMatches") = false,
python::arg("numThreads") = -1, python::arg("maxResults") = 1000),
"Get the matches for the query.\n\n"
" Arguments:\n"
" - query: substructure query\n"
" - numThreads: number of threads to use, -1 means all threads\n")
.def("CountMatches", (unsigned int (SubstructLibrary::*)(
const ROMol &, unsigned int, unsigned int,
bool, bool, bool, int)) &
SubstructLibrary::countMatches,
(python::arg("query"), python::arg("startIdx"),
python::arg("endIdx"), python::arg("recursionPossible") = true,
python::arg("useChirality") = true,
python::arg("useQueryQueryMatches") = false,
python::arg("numThreads") = -1),
"Get the matches for the query.\n\n"
" Arguments:\n"
" - query: substructure query\n"
" - startIdx: index to search from\n"
" - endIdx: index (non-inclusize) to search to\n"
" - numThreads: number of threads to use, -1 means all threads\n")
.def("HasMatch", (bool (SubstructLibrary::*)(const ROMol &, bool, bool,
bool, int)) &
SubstructLibrary::hasMatch,
(python::arg("query"), python::arg("recursionPossible") = true,
python::arg("useChirality") = true,
python::arg("useQueryQueryMatches") = false,
python::arg("numThreads") = -1),
"Get the matches for the query.\n\n"
" Arguments:\n"
" - query: substructure query\n"
" - numThreads: number of threads to use, -1 means all threads\n")
.def("HasMatch",
(bool (SubstructLibrary::*)(const ROMol &, unsigned int,
unsigned int, bool, bool, bool, int)) &
SubstructLibrary::hasMatch,
(python::arg("query"), python::arg("startIdx"),
python::arg("endIdx"), python::arg("recursionPossible") = true,
python::arg("useChirality") = true,
python::arg("useQueryQueryMatches") = false,
python::arg("numThreads") = -1),
"Get the matches for the query.\n\n"
" Arguments:\n"
" - query: substructure query\n"
" - startIdx: index to search from\n"
" - endIdx: index (non-inclusize) to search to\n"
" - numThreads: number of threads to use, -1 means all threads\n")
.def("GetMol", &SubstructLibrary::getMol,
"Returns a particular molecule in the molecule holder\n\n"
" ARGUMENTS:\n"
" - idx: which molecule to return\n\n"
" NOTE: molecule indices start at 0\n")
.def("__len__", &SubstructLibrary::size)
.def("ToStream", &toStream,
python::arg("stream"),
"Serialize a substructure library to a python text stream.\n"
"The stream can be a file in text mode or an io.StringIO type object\n\n"
" ARGUMENTS:\n"
" - stream: a text or text stream like object\n\n"
" >>> from rdkit.Chem import rdSubstructLibrary\n"
" >>> import io\n"
" >>> lib = rdSubstructLibrary.SubstructLibrary()\n"
" >>> stream = io.StringIO()\n"
" >>> lib.ToStream(stream)\n\n"
" or\n"
" >>> with open('rdkit.sslib', 'w') as stream:\n"
" ... lib.ToStream(stream)\n"
)
.def("InitFromStream", &initFromStream,
python::arg("stream"),
"Deserialize a substructure library from a python bytes stream.\n"
"Python doesn't allow seeking operations inside a unicode or string stream anymore\n"
"so this requires opening a file in binary mode or using an io.ByteIO type object\n\n"
" ARGUMENTS:\n"
" - stream: a binary stream like object\n\n"
" SubstructLibrary.Serialize already writes a binary stream\n\n"
" >>> from rdkit.Chem import rdSubstructLibrary\n"
" >>> import io\n"
" >>> lib = rdSubstructLibrary.SubstructLibrary()\n"
" >>> stream = io.BytesIO( lib.Serialize() )\n"
" >>> lib.InitFromStream(stream)\n\n"
" remember to write to text and read from a binary stream\n"
" >>> with open('rdkit.sslib', 'w') as f: lib.ToStream(f)\n"
" >>> with open('rdkit.sslib', 'rb') as f: lib.InitFromStream(f)\n"
)
.def("Serialize", &SubstructLibrary_Serialize)
// enable pickle support
.def_pickle(substructlibrary_pickle_suite())
;
python::def("SubstructLibraryCanSerialize", SubstructLibraryCanSerialize,
"Returns True if the SubstructLibrary is serializable "
"(requires boost serialization");
python::def("AddPatterns", addPatterns,
"Add pattern fingerprints to the given library, use numThreads=-1 to use all available cores",
(python::arg("sslib"), python::arg("numThreads")=1));
}
};
}
void wrap_substructlibrary() { RDKit::substructlibrary_wrapper::wrap(); }
|