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# Copyright 2021 DeepMind Technologies Limited | |
# | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
"""A Python wrapper for hmmbuild - construct HMM profiles from MSA.""" | |
import os | |
import re | |
import subprocess | |
from absl import logging | |
from alphafold.data.tools import utils | |
# Internal import (7716). | |
class Hmmbuild(object): | |
"""Python wrapper of the hmmbuild binary.""" | |
def __init__(self, | |
*, | |
binary_path: str, | |
singlemx: bool = False): | |
"""Initializes the Python hmmbuild wrapper. | |
Args: | |
binary_path: The path to the hmmbuild executable. | |
singlemx: Whether to use --singlemx flag. If True, it forces HMMBuild to | |
just use a common substitution score matrix. | |
Raises: | |
RuntimeError: If hmmbuild binary not found within the path. | |
""" | |
self.binary_path = binary_path | |
self.singlemx = singlemx | |
def build_profile_from_sto(self, sto: str, model_construction='fast') -> str: | |
"""Builds a HHM for the aligned sequences given as an A3M string. | |
Args: | |
sto: A string with the aligned sequences in the Stockholm format. | |
model_construction: Whether to use reference annotation in the msa to | |
determine consensus columns ('hand') or default ('fast'). | |
Returns: | |
A string with the profile in the HMM format. | |
Raises: | |
RuntimeError: If hmmbuild fails. | |
""" | |
return self._build_profile(sto, model_construction=model_construction) | |
def build_profile_from_a3m(self, a3m: str) -> str: | |
"""Builds a HHM for the aligned sequences given as an A3M string. | |
Args: | |
a3m: A string with the aligned sequences in the A3M format. | |
Returns: | |
A string with the profile in the HMM format. | |
Raises: | |
RuntimeError: If hmmbuild fails. | |
""" | |
lines = [] | |
for line in a3m.splitlines(): | |
if not line.startswith('>'): | |
line = re.sub('[a-z]+', '', line) # Remove inserted residues. | |
lines.append(line + '\n') | |
msa = ''.join(lines) | |
return self._build_profile(msa, model_construction='fast') | |
def _build_profile(self, msa: str, model_construction: str = 'fast') -> str: | |
"""Builds a HMM for the aligned sequences given as an MSA string. | |
Args: | |
msa: A string with the aligned sequences, in A3M or STO format. | |
model_construction: Whether to use reference annotation in the msa to | |
determine consensus columns ('hand') or default ('fast'). | |
Returns: | |
A string with the profile in the HMM format. | |
Raises: | |
RuntimeError: If hmmbuild fails. | |
ValueError: If unspecified arguments are provided. | |
""" | |
if model_construction not in {'hand', 'fast'}: | |
raise ValueError(f'Invalid model_construction {model_construction} - only' | |
'hand and fast supported.') | |
with utils.tmpdir_manager(base_dir='/tmp') as query_tmp_dir: | |
input_query = os.path.join(query_tmp_dir, 'query.msa') | |
output_hmm_path = os.path.join(query_tmp_dir, 'output.hmm') | |
with open(input_query, 'w') as f: | |
f.write(msa) | |
cmd = [self.binary_path] | |
# If adding flags, we have to do so before the output and input: | |
if model_construction == 'hand': | |
cmd.append(f'--{model_construction}') | |
if self.singlemx: | |
cmd.append('--singlemx') | |
cmd.extend([ | |
'--amino', | |
output_hmm_path, | |
input_query, | |
]) | |
logging.info('Launching subprocess %s', cmd) | |
process = subprocess.Popen(cmd, stdout=subprocess.PIPE, | |
stderr=subprocess.PIPE) | |
with utils.timing('hmmbuild query'): | |
stdout, stderr = process.communicate() | |
retcode = process.wait() | |
logging.info('hmmbuild stdout:\n%s\n\nstderr:\n%s\n', | |
stdout.decode('utf-8'), stderr.decode('utf-8')) | |
if retcode: | |
raise RuntimeError('hmmbuild failed\nstdout:\n%s\n\nstderr:\n%s\n' | |
% (stdout.decode('utf-8'), stderr.decode('utf-8'))) | |
with open(output_hmm_path, encoding='utf-8') as f: | |
hmm = f.read() | |
return hmm | |