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BA10F.py
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#!/usr/bin/env python
# Copyright (C) 2020 Greenweaves Software Limited
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <https://www.gnu.org/licenses/>.
'''Construct a Profile HMM with Pseudocounts'''
from argparse import ArgumentParser
from os.path import basename
from time import time
from helpers import read_strings
from hmm import ConstructProfileHMM,formatEmission,formatTransition
if __name__=='__main__':
start = time()
parser = ArgumentParser(__doc__)
parser.add_argument('--sample', default=False, action='store_true', help='process sample dataset')
parser.add_argument('--rosalind', default=False, action='store_true', help='process Rosalind dataset')
parser.add_argument('--precision', default=3, help='Controls display of probabilities')
args = parser.parse_args()
if args.sample:
Transition, Emission,StateNames = ConstructProfileHMM(0.358,
'ABCD',
['ADA', 'ADA', 'AAA', 'ADC', '-DA', 'D-A'],
sigma=0.01)
for row in formatTransition(Transition,StateNames,precision=args.precision):
print (row)
print ('--------')
for row in formatEmission(Emission,StateNames,'ABCD',precision=args.precision):
print (row)
if args.rosalind:
Input = read_strings(f'data/rosalind_{basename(__file__).split(".")[0]}.txt')
Transition,Emission,States = ConstructProfileHMM(float(Input[0].split()[0]),
Input[2].split(),
Input[4:],
sigma=float(Input[0].split()[1]))
with open(f'{basename(__file__).split(".")[0]}.txt','w') as f:
for row in formatTransition(Transition,States,precision=args.precision):
print (row)
f.write(f'{row}\n')
print ('--------')
f.write('--------\n')
for row in formatEmission(Emission,States,Input[2].split(),precision=args.precision):
print (row)
f.write(f'{row}\n')
elapsed = time() - start
minutes = int(elapsed/60)
seconds = elapsed - 60*minutes
print (f'Elapsed Time {minutes} m {seconds:.2f} s')