/usr/lib/python2.7/dist-packages/chemfp/openeye.py is in python-chemfp 1.1p1-2.1.
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"""
# Copyright (c) 2010-2013 Andrew Dalke Scientific, AB (Gothenburg, Sweden)
# Licensed under "the MIT license"
# See the contents of COPYING or "__init__.py" for full license details.
from __future__ import absolute_import
import sys
import os
import errno
import ctypes
import warnings
from openeye.oechem import *
from openeye.oegraphsim import *
from . import ParseError
from . import types
from . import io
from . import error_handlers
from . import argparse
__all__ = ["read_structures", "get_path_fingerprinter", "get_maccs_fingerprinter"]
class UnknownFormat(KeyError):
def __str__(self):
return "Unknown format %r" % (self.args[0],)
############# Used when generate the FPS header
SOFTWARE = "OEGraphSim/%(release)s (%(version)s)" % dict(
release = OEGraphSimGetRelease(),
version = OEGraphSimGetVersion())
OEGRAPHSIM_API_VERSION = "1"
if "OEMakeCircularFP" in globals():
OEGRAPHSIM_API_VERSION = "2"
if OEGRAPHSIM_API_VERSION == "1":
# Set some v2 values beause it simplifies code later on.
# (Beware: v2 actually uses different values than these!)
OEFPAtomType_DefaultPathAtom = OEFPAtomType_DefaultAtom
OEFPBondType_DefaultPathBond = OEFPBondType_DefaultBond
OEFPAtomType_DefaultCircularAtom = OEFPAtomType_DefaultAtom
OEFPBondType_DefaultCircularBond = OEFPBondType_DefaultBond
OEFPAtomType_DefaultTreeAtom = OEFPAtomType_DefaultAtom
OEFPBondType_DefaultTreeBond = OEFPBondType_DefaultBond
##### Handle the atom and bond type flags for path fingerprints
# The atom and bond type flags can be specified on the command-line
#
# --atype=DefaultAtom --btype=BondOrder,InRing
# --atype AtomicNumber,InRing --btype DefaultBond,InRing
#
# The type fields may be separated by either a "," or a "|".
# The relevant OpenEye function (OEGetFPAtomType() and
# OEGetFPBondType()) use a "|" but that requires escaping for
# the shell, so I support "," as well.
# There's another conversion of the integer type values into a string
# representation, used when generating the canonical form of the
# generation parameters for the FPS output. That case uses "|"
# (and not ",") and omits the DefaultAtom and DefaultBond name.
# The result is easier to parse with the OpenEye API functions.
# Note: Version 1.0 of OEGraphSim uses different names than 2.0 (Grr!)
# OpenEye says these names will not change again. We'll see.
_atype_flags = [(OEGetFPAtomType(atype), atype) for atype in (
OEFPAtomType_Aromaticity, # Arom
OEFPAtomType_AtomicNumber, # AtmNum
OEFPAtomType_Chiral, # Chiral
OEFPAtomType_EqHalogen, # EqHalo
OEFPAtomType_FormalCharge, # FCharge
OEFPAtomType_HvyDegree, # HvyDeg
OEFPAtomType_Hybridization, # Hyb
OEFPAtomType_InRing, # InRing
OEFPAtomType_EqAromatic, # EqArom
)]
if OEGRAPHSIM_API_VERSION != "1":
# HCount added in 2.0.0
_atype_flags.extend([ (OEGetFPAtomType(atype), atype) for atype in (
OEFPAtomType_HCount, # HCount
OEFPAtomType_EqHBondAcceptor, # EqHBAcc
OEFPAtomType_EqHBondDonor, # EqHBDon
)])
_btype_flags = [(OEGetFPBondType(btype), btype) for btype in
(OEFPBondType_BondOrder,
OEFPBondType_Chiral,
OEFPBondType_InRing)]
# I support the DefaultAtom and DefaultBond special values.
# (Note: complex bitflags go first; it simplifies the flag->description code)
if OEGRAPHSIM_API_VERSION == "1":
_path_atype_flags = ([("DefaultAtom", OEFPAtomType_DefaultAtom)] + _atype_flags +
[("Default", OEFPAtomType_DefaultAtom)])
_path_btype_flags = ([("DefaultBond", OEFPBondType_DefaultBond)] + _btype_flags +
[("Default", OEFPBondType_DefaultBond)])
_path_atypes = dict(_path_atype_flags)
_path_btypes = dict(_path_btype_flags)
else:
# Version 2 of the API; this adds circular and tree fingerprints
# and changes the default atom flags. The chemfp support also
# changed. It still accepts the "Default" names as input, but
# normalizes them to the full "|" names. (This matches what
# OEGraphSim does.)
_atype_default_flags = [("DefaultPathAtom", OEFPAtomType_DefaultPathAtom),
("DefaultCircularAtom", OEFPAtomType_DefaultCircularAtom),
("DefaultTreeAtom", OEFPAtomType_DefaultTreeAtom),
("DefaultAtom", OEFPAtomType_DefaultAtom)]
_btype_default_flags = [("DefaultPathBond", OEFPBondType_DefaultPathBond),
("DefaultCircularBond", OEFPBondType_DefaultCircularBond),
("DefaultTreeBond", OEFPBondType_DefaultTreeBond),
("DefaultBond", OEFPBondType_DefaultBond)]
_path_atype_flags = _atype_flags + _atype_default_flags + [("Default", OEFPAtomType_DefaultPathAtom)]
_path_btype_flags = _btype_flags + _btype_default_flags + [("Default", OEFPBondType_DefaultPathBond)]
_circular_atype_flags = _atype_flags + _atype_default_flags + [
("Default", OEFPAtomType_DefaultCircularAtom)]
_circular_btype_flags = _btype_flags + _btype_default_flags + [
("Default", OEFPBondType_DefaultCircularBond)]
_tree_atype_flags = _atype_flags + _atype_default_flags + [("Default", OEFPAtomType_DefaultTreeAtom)]
_tree_btype_flags = _btype_flags + _btype_default_flags + [("Default", OEFPBondType_DefaultTreeBond)]
_path_atypes = dict(_path_atype_flags)
_path_btypes = dict(_path_btype_flags)
_circular_atypes = dict(_circular_atype_flags)
_circular_btypes = dict(_circular_btype_flags)
_tree_atypes = dict(_tree_atype_flags)
_tree_btypes = dict(_tree_btype_flags)
## Go from a "," or "|" separated text field to an integer value
# Removes extra whitespace, but none should be present.
def _get_type_value(a_or_b, table, description):
value = 0
# Allow both "|" and "," as separators
# (XXX OEGraphSim 2.0.0 only allows "|")
description = description.replace("|", ",")
for word in description.split(","):
word = word.strip()
try:
value |= table[word]
except KeyError:
if not word:
raise ValueError("Missing %s flag" % (a_or_b,))
raise ValueError("Unknown %s type %r" % (a_or_b, word))
return value
def path_atom_description_to_value(description):
"""path_atom_description_to_value(description) -> integer
Convert an atom description like FormalCharge,EqHalogen
or FormalCharge|EqHalogen into its atom type value.
This is similar to OEGetFPAtomType except both "|" and "," are
allowed seperators and "AtomDefault" is an allowed term.
"""
return _get_type_value("path atom", _path_atypes, description)
def path_bond_description_to_value(description):
"""bond_description_to_value(description) -> integer
Convert an bond description like BondOrder,Chiral
or BondOrder|Chiral into its bond type value.
This is similar to OEGetFPBondType except both "|" and "," are
allowed seperators and "BondDefault" is an allowed term.
"""
return _get_type_value("path bond", _path_btypes, description)
if OEGRAPHSIM_API_VERSION != "1":
def circular_atom_description_to_value(description):
return _get_type_value("circular atom", _circular_atypes, description)
def circular_bond_description_to_value(description):
return _get_type_value("circular bond", _circular_btypes, description)
def tree_atom_description_to_value(description):
return _get_type_value("tree atom", _tree_atypes, description)
def tree_bond_description_to_value(description):
return _get_type_value("tree bond", _tree_btypes, description)
else:
def not_available(*args, **kwargs):
raise NotImplementedError("Unsupported in this version of OEGraphSim")
circular_atom_description_to_value = circular_bond_description_to_value = \
tree_atom_description_to_value = tree_bond_description_to_value = not_available
## Go from an integer value into a canonical description
# I could use OEGetFPAtomType() and OEGetFPBondType() but I wanted
# something which has a fixed sort order even for future releases,
# which isn't part of those functions.
def _get_type_description(a_or_b, flags, value):
words = []
for (word, flag) in flags:
if flag & value == flag:
# After over 12 years of full-time use of Python,
# I finally have a chance to use the xor operator.
value = value ^ flag
words.append(word)
if value != 0:
raise AssertionError("Unsupported %s value %d" % (a_or_b, value))
return "|".join(words)
def path_atom_value_to_description(value):
"""atom_value_to_description(value) -> string
Convert from an atom type string into its text description,
separated by "|"s. The result are compatible with
OEGetFPAtomType and are in canonical order.
"""
return _get_type_description("path atom", _path_atype_flags, value)
def path_bond_value_to_description(value):
"""bond_value_to_description(value) -> string
Convert from a bond type string into its text description,
separated by "|"s. The result are compatible with
OEGetFPBontType and are in canonical order.
"""
return _get_type_description("path bond", _path_btype_flags, value)
if OEGRAPHSIM_API_VERSION != "1":
def circular_atom_value_to_description(value):
return _get_type_description("circular atom", _circular_atype_flags, value)
def circular_bond_value_to_description(value):
return _get_type_description("circular bond", _circular_btype_flags, value)
def tree_atom_value_to_description(value):
return _get_type_description("tree atom", _tree_atype_flags, value)
def tree_bond_value_to_description(value):
return _get_type_description("tree bond", _tree_btype_flags, value)
else:
circular_atom_value_to_description = circular_bond_value_to_description = \
tree_atom_value_to_description = tree_bond_value_to_description = not_available
##### Create a function which generate fingerprints
# I use functions which return functions because it was a nice way to
# hide the differences between the two fingerprinters. I also found
# that I can save a bit of time by not creating a new fingerprint each
# time. The measured speedup is about 2% for MACCS166 and 6% for path
# fingerprints.
# Just like the OEGraphMol, these fingerprints must not be reused or
# stored. They are mutated EVERY TIME. They are NOT thread-safe.
# If you need to use these in multiple threads, then make multiple
# fingerprinters.
# Believe it or not, reusing the preallocated fingerprint measurably
# helps the performance.
def get_path_fingerprinter(numbits, minbonds, maxbonds, atype, btype):
# Extra level of error checking since I expect people will think
# of this as part of the public API.
if not (16 <= numbits <= 65536):
raise ValueError("numbits must be between 16 and 65536 (inclusive)")
if not (0 <= minbonds):
raise ValueError("minbonds must be 0 or greater")
if not (minbonds <= maxbonds):
raise ValueError("maxbonds must not be smaller than minbonds")
# XXX validate the atype and type values?
# It's a simple mask against the | of all possible value, then test for 0.
# However, I'm not sure what to report as the error message.
fp = OEFingerPrint()
fp.SetSize(numbits)
data_location = int(fp.GetData())
num_bytes = (numbits+7)//8
def path_fingerprinter(mol):
OEMakePathFP(fp, mol, numbits, minbonds, maxbonds, atype, btype)
return ctypes.string_at(data_location, num_bytes)
return path_fingerprinter
def get_maccs_fingerprinter():
fp = OEFingerPrint()
# Call SetSize() now to force space allocation, so I only need one GetData()
fp.SetSize(166)
data_location = int(fp.GetData())
num_bytes = (166+7)//8
def maccs_fingerprinter(mol):
OEMakeMACCS166FP(fp, mol)
return ctypes.string_at(data_location, num_bytes)
return maccs_fingerprinter
if OEGRAPHSIM_API_VERSION == "2":
def get_circular_fingerprinter(numbits, minradius, maxradius, atype, btype):
# Extra level of error checking since I expect people will think
# of this as part of the public API.
if not (16 <= numbits <= 65536):
raise ValueError("numbits must be between 16 and 65536 (inclusive)")
if not (0 <= minradius):
raise ValueError("minradius must be 0 or greater")
if not (minradius <= maxradius):
raise ValueError("maxradius must not be smaller than minradius")
fp = OEFingerPrint()
fp.SetSize(numbits)
data_location = int(fp.GetData())
num_bytes = (numbits+7)//8
def circular_fingerprinter(mol):
OEMakeCircularFP(fp, mol, numbits, minradius, maxradius, atype, btype)
return ctypes.string_at(data_location, num_bytes)
return circular_fingerprinter
def get_tree_fingerprinter(numbits, minbonds, maxbonds, atype, btype):
# Extra level of error checking since I expect people will think
# of this as part of the public API.
if not (16 <= numbits <= 65536):
raise ValueError("numbits must be between 16 and 65536 (inclusive)")
if not (0 <= minbonds):
raise ValueError("minbonds must be 0 or greater")
if not (minbonds <= maxbonds):
raise ValueError("maxbonds must not be smaller than minbonds")
fp = OEFingerPrint()
fp.SetSize(numbits)
data_location = int(fp.GetData())
num_bytes = (numbits+7)//8
def tree_fingerprinter(mol):
OEMakeTreeFP(fp, mol, numbits, minbonds, maxbonds, atype, btype)
return ctypes.string_at(data_location, num_bytes)
return tree_fingerprinter
else:
get_circular_fingerprinter = not_available
get_tree_fingerprinter = not_available
### A note on fingerprints and ctypes.string_at
# The FPS format and OEFingerPrint.GetData() values used identical bit
# and byte order. Bytes are in little-endian order and bits are in
# big-endian order. That means I can use GetData() to get the
# underlying C storage area, use ctypes to turn that into a Python
# string, which I then hex encode.
# The other option is to use OEFingerPrint.ToHexString(). But that's
# pure little endian, so I would need a transposition to make the bits
# be what I want them to be. OEChem's hex strings also end with a flag
# which says how many extra bits to trim, which I don't need since I
# handle it a different way.
# Here's some info about the bit order, which I tested by setting a
# few bits though the API then seeing what changed in the hex string
# and in the underlying GetData() field.
# The bit pattern
# 01234567 89ABCDEF pure little endian
# 10011100 01000011
#
# 93 2C using ToHexString() (pure little endian)
# 0x39 c2 using hex(ord(GetData())) (litle endian byte, big endian bit)
#
# 76543210 FEDCBA98
# 00111001 11000010 little endian byte, big endian bit
################ Handle formats
# Make format names to OEChem format types
_formats = {
"smi": OEFormat_SMI,
"ism": OEFormat_ISM,
"can": OEFormat_CAN,
"sdf": OEFormat_SDF,
"mol": OEFormat_SDF,
"skc": OEFormat_SKC,
"mol2": OEFormat_MOL2,
"mmod": OEFormat_MMOD,
"oeb": OEFormat_OEB,
"bin": OEFormat_BIN,
}
# Some trickiness to verify that the format specification is
# supported, but without doing anything (yet) to set those flags.
# I return a function which will set the file stream parameters
# correctly.
def _do_nothing(ifs):
pass
# Format is something like ".sdf.gz" or "pdb" or "smi.gz"
def _get_format_setter(format=None):
if format is None:
return _do_nothing
fmt = format.lower()
is_compressed = 0
if fmt.endswith(".gz"):
is_compressed = 1
fmt = fmt[:-3] # Should be something like ".sdf" or "sdf" or "smi"
format_flag = _formats.get(fmt, None)
if format_flag is None:
raise ValueError("Unknown structure format %r" % (format,))
def set_format(ifs):
ifs.SetFormat(format_flag)
if is_compressed:
ifs.Setgz(is_compressed)
return set_format
def _open_stdin(set_format, aromaticity_flavor):
ifs = oemolistream()
ifs.open()
set_format(ifs)
if aromaticity_flavor is not None:
flavor = ifs.GetFlavor(ifs.GetFormat())
flavor |= aromaticity_flavor
ifs.SetFlavor(ifs.GetFormat(), flavor)
return ifs
def _open_ifs(filename, set_format, aromaticity_flavor):
ifs = oemolistream()
if not ifs.open(filename):
# Let Python try to do better error reporting.
open(filename).close()
# If that didn't work, give up and fake it.
# (Did manual coverage testing for this. The test cases I can
# think of, like tricky timing, are too tricky.)
raise IOError(errno.EIO, "OEChem cannot open the file", filename)
set_format(ifs)
if aromaticity_flavor is not None:
flavor = ifs.GetFlavor(ifs.GetFormat())
flavor |= aromaticity_flavor
ifs.SetFlavor(ifs.GetFormat(), flavor)
return ifs
# This code is a bit strange. It needs to do eager error checking but
# lazy parsing. That is, it needs to check right away that the file
# can be opened (if it exists) and the format is understood. But it
# can wait until later to actually parse the files.
_aromaticity_sorted = (
# ("default", None),
("openeye", OEIFlavor_Generic_OEAroModelOpenEye),
("daylight", OEIFlavor_Generic_OEAroModelDaylight),
("tripos", OEIFlavor_Generic_OEAroModelTripos),
("mdl", OEIFlavor_Generic_OEAroModelMDL),
("mmff", OEIFlavor_Generic_OEAroModelMMFF),
)
_aromaticity_flavors = dict(_aromaticity_sorted)
_aromaticity_flavor_names = [pair[0] for pair in _aromaticity_sorted]
_aromaticity_flavors[None] = OEIFlavor_Generic_OEAroModelOpenEye
del _aromaticity_sorted, pair
# If unspecified, use "openeye" (this is what OEChem does internally)
_aromaticity_flavors[None] = _aromaticity_flavors["openeye"] # Allow "None"
def is_valid_format(filename, format):
format_name, compression = io.normalize_format(filename, format,
default=("smi", ""))
if compression not in ("", ".gz"):
return False
try:
_get_format_setter(format_name + compression)
return True
except ValueError:
return False
def is_valid_aromaticity(aromaticity):
return aromaticity in _aromaticity_flavors
# Part of the code (parameter checking, opening the file) are eager.
# Actually reading the structures is lazy.
def read_structures(filename=None, format=None, id_tag=None, aromaticity=None, errors="strict"):
try:
aromaticity_flavor = _aromaticity_flavors[aromaticity]
except KeyError:
raise ValueError("Unsupported aromaticity model %r" % (aromaticity,))
error_handler = error_handlers.get_parse_error_handler(errors)
# Check that that the format is known
format_name, compression = io.normalize_format(filename, format,
default=("smi", ""))
if compression not in ("", ".gz"):
raise ValueError("Unsupported compression type for %r" % (filename,))
set_format = _get_format_setter(format_name + compression)
# Input is from a file
if filename is None:
ifs = _open_stdin(set_format, aromaticity_flavor)
filename_repr = "<stdin>"
else:
ifs = _open_ifs(filename, set_format, aromaticity_flavor)
filename_repr = repr(filename)
# Only SD files can take the id_tag
if ifs.GetFormat() != OEFormat_SDF:
id_tag = None
# Lazy structure reader
return _iter_structures(ifs, id_tag, filename_repr, error_handler)
def _iter_structures(ifs, id_tag, filename_repr, error_handler):
def where():
return " for record #%d of %s" % (recno+1, filename_repr)
if id_tag is None:
for recno, mol in enumerate(ifs.GetOEGraphMols()):
title = mol.GetTitle()
id = io.remove_special_characters_from_id(title)
if not id:
error_handler("Missing title" + where())
continue
yield id, mol
else:
for recno, mol in enumerate(ifs.GetOEGraphMols()):
dirty_id = OEGetSDData(mol, id_tag)
if not dirty_id:
if not OEHasSDData(mol, id_tag):
error_handler("Missing id tag %r%s" % (id_tag, where()))
continue
id = io.remove_special_characters_from_id(dirty_id)
if not id:
msg = "Empty id tag %r" % (id_tag,)
error_handler(msg + where())
continue
yield id, mol
def _read_fingerprints(structure_reader, fingerprinter):
for (id, mol) in structure_reader:
yield id, fingerprinter(mol)
from .types import FingerprintFamilyConfig, nonnegative_int
def _read_structures(metadata, source, format, id_tag, errors):
return read_structures(source, format, id_tag=id_tag,
aromaticity=metadata.aromaticity, errors=errors)
def _correct_numbits(s):
try:
if not s.isdigit():
raise ValueError
i = int(s)
if not (16 <= i <= 65536):
raise ValueError
except ValueError:
raise ValueError("must be between 16 and 65536 bits")
return i
_base = FingerprintFamilyConfig(
software = SOFTWARE,
read_structures = _read_structures)
######### These are appropriate for OEGraphSim 1.0 #############
def _check_v1(func):
def make_fingerprinter(*args, **kwargs):
if OEGRAPHSIM_API_VERSION != "1":
raise TypeError("This version of OEChem does not support the OEGraphSim 1.0.0 fingerprints")
return func(*args, **kwargs)
return make_fingerprinter
OpenEyePathFingerprintFamily_v1 = _base.clone(
name = "OpenEye-Path/1",
format_string = ("numbits=%(numbits)s minbonds=%(minbonds)s "
"maxbonds=%(maxbonds)s atype=%(atype)s btype=%(btype)s"),
num_bits = lambda d: d["numbits"],
make_fingerprinter = _check_v1(get_path_fingerprinter))
_path = OpenEyePathFingerprintFamily_v1
_path.add_argument("numbits", decoder=_correct_numbits, metavar="INT", default=4096,
help="number of bits in the path fingerprint")
_path.add_argument("minbonds", decoder=nonnegative_int, metavar="INT", default=0,
help="minimum number of bonds in the path fingerprint")
_path.add_argument("maxbonds", decoder=nonnegative_int, metavar="INT", default=5,
help="maximum number of bonds in the path fingerprint")
_path.add_argument("atype", decoder=path_atom_description_to_value,
encoder=path_atom_value_to_description,
help="atom type as a '|' separated list of terms", default=OEFPAtomType_DefaultAtom)
_path.add_argument("btype", decoder=path_bond_description_to_value,
encoder=path_bond_value_to_description,
help="bond type as a '|' separated list of terms", default=OEFPBondType_DefaultBond)
OpenEyeMACCSFingerprintFamily_v1 = _base.clone(
name = "OpenEye-MACCS166/1",
num_bits = 166,
make_fingerprinter = _check_v1(get_maccs_fingerprinter))
######### These are appropriate for OEGraphSim 2.0 #############
def _check_v2(func):
def make_fingerprinter(*args, **kwargs):
if OEGRAPHSIM_API_VERSION == "1":
raise TypeError("This version of OEChem does not support the OEGraphSim 2.0.0 fingerprints")
return func(*args, **kwargs)
return make_fingerprinter
_ff = OpenEyePathFingerprintFamily_v2 = OpenEyePathFingerprintFamily_v1.clone(
name = "OpenEye-Path/2",
make_fingerprinter = _check_v2(get_path_fingerprinter))
_ff.add_argument("atype", decoder=path_atom_description_to_value,
encoder=path_atom_value_to_description,
help="atom type", default=OEFPAtomType_DefaultPathAtom)
_ff.add_argument("btype", decoder=path_bond_description_to_value,
encoder=path_bond_value_to_description,
help="bond type", default=OEFPBondType_DefaultPathBond)
OpenEyeMACCSFingerprintFamily_v2 = OpenEyeMACCSFingerprintFamily_v1.clone(
name = "OpenEye-MACCS166/2",
make_fingerprinter = _check_v2(get_maccs_fingerprinter))
_circular_ff = OpenEyeCircularFingerprintFamily_v2 = _base.clone(
name = "OpenEye-Circular/2",
format_string = ("numbits=%(numbits)s minradius=%(minradius)s "
"maxradius=%(maxradius)s atype=%(atype)s btype=%(btype)s"),
num_bits = lambda d: d["numbits"],
make_fingerprinter = _check_v2(get_circular_fingerprinter))
_circular_ff.add_argument("numbits", decoder=_correct_numbits, metavar="INT", default=4096,
help="number of bits in the circular fingerprint")
_circular_ff.add_argument("minradius", decoder=nonnegative_int, metavar="INT", default=0,
help="minimum radius for the circular fingerprint")
_circular_ff.add_argument("maxradius", decoder=nonnegative_int, metavar="INT", default=5,
help="maximum radius for the circular fingerprint")
_circular_ff.add_argument("atype", decoder=circular_atom_description_to_value,
encoder=circular_atom_value_to_description,
help="atom type", default=OEFPAtomType_DefaultCircularAtom)
_circular_ff.add_argument("btype", decoder=circular_bond_description_to_value,
encoder=circular_bond_value_to_description,
help="bond type", default=OEFPBondType_DefaultCircularBond)
_tree_ff = OpenEyeTreeFingerprintFamily_v2 = _base.clone(
name = "OpenEye-Tree/2",
format_string = ("numbits=%(numbits)s minbonds=%(minbonds)s "
"maxbonds=%(maxbonds)s atype=%(atype)s btype=%(btype)s"),
num_bits = lambda d: d["numbits"],
make_fingerprinter = _check_v2(get_tree_fingerprinter))
_tree_ff.add_argument("numbits", decoder=_correct_numbits, metavar="INT", default=4096,
help="number of bits in the tree fingerprint")
_tree_ff.add_argument("minbonds", decoder=nonnegative_int, metavar="INT", default=0,
help="minimum number of bonds in the tree fingerprint")
_tree_ff.add_argument("maxbonds", decoder=nonnegative_int, metavar="INT", default=4,
help="maximum number of bonds in the tree fingerprint")
_tree_ff.add_argument("atype", decoder=tree_atom_description_to_value,
encoder=tree_atom_value_to_description,
help="atom type", default=OEFPAtomType_DefaultTreeAtom)
_tree_ff.add_argument("btype", decoder=tree_bond_description_to_value,
encoder=tree_bond_value_to_description,
help="bond type", default=OEFPBondType_DefaultTreeBond)
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