Mercurial > repos > iuc > multigps
diff multigps.py @ 2:91127c200437 draft
Uploaded
| author | iuc |
|---|---|
| date | Mon, 03 Apr 2017 11:21:10 -0400 |
| parents | |
| children | 0bec3b2df784 |
line wrap: on
line diff
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/multigps.py Mon Apr 03 11:21:10 2017 -0400 @@ -0,0 +1,265 @@ +import argparse +import os +import shutil +import subprocess +import sys +import tempfile + +BUFF_SIZE = 1048576 +DESIGN_FILE = 'design.tabular' + +parser = argparse.ArgumentParser() +parser.add_argument('--all_events_table', dest='all_events_table', help='Output all events table file') +parser.add_argument('--alphascale', dest='alphascale', type=float, default=None, help='Alpha scaling factor') +parser.add_argument('--chrom_len_file', dest='chrom_len_file', help='File listing the lengths of all chromosomes') +parser.add_argument('--control', dest='control', default=None, help='Input control files and data formats') +parser.add_argument('--diffp', dest='diffp', type=float, default=None, help='Minimum p-value for reporting differential enrichment') +parser.add_argument('--edgerod', dest='edgerod', type=float, default=None, help='EdgeR over-dispersion parameter value') +parser.add_argument('--exclude', dest='exclude', default=None, help='File containing a set of regions to ignore during MultiGPS training') +parser.add_argument('--expt', dest='expt', default=None, help="Input expt files and data formats") +parser.add_argument('--eventsaretxt', dest='eventsaretxt', default=None, help='Append a .txt extension to the events file for browser rendering') +parser.add_argument('--fixedalpha', dest='fixedalpha', type=int, default=None, help='Impose this alpha') +parser.add_argument('--fixedmodelrange', dest='fixedmodelrange', default=None, help='Keep binding model range fixed to inital size') +parser.add_argument('--fixedpb', dest='fixedpb', type=int, default=None, help='Fixed per-base limit') +parser.add_argument('--fixedscaling', dest='fixedscaling', type=float, default=None, help='Multiply control counts by total tag count ratio and then by this factor') +parser.add_argument('--format', dest='format', default=None, help='Input expt file data format') +parser.add_argument('--gaussmodelsmoothing', dest='gaussmodelsmoothing', default=None, help='Use Gaussian model smoothing') +parser.add_argument('--gausssmoothparam', dest='gausssmoothparam', type=int, default=None, help='Smoothing factor') +parser.add_argument('--input_item', dest='input_items', action='append', nargs=7, default=None, help="Input files, attributes and options") +parser.add_argument('--jointinmodel', dest='jointinmodel', default=None, help='Allow joint events in model updates') +parser.add_argument('--mappability', dest='mappability', type=float, default=None, help='Fraction of the genome that is mappable for these experiments') +parser.add_argument('--maxtrainingrounds', dest='maxtrainingrounds', type=int, default=None, help='Maximum number of training rounds for updating binding event read distributions') +parser.add_argument('--medianscale', dest='medianscale', default=None, help='Use the median signal/control ratio as the scaling factor') +parser.add_argument('--meme1proc', dest='meme1proc', default=None, help='Do not run the parallel version of meme') +parser.add_argument('--mememaxw', dest='mememaxw', type=int, default=None, help='Maximum motif width for MEME') +parser.add_argument('--mememinw', dest='mememinw', type=int, default=None, help='Minimum motif width for MEME') +parser.add_argument('--memenmotifs', dest='memenmotifs', type=int, default=None, help='Number of motifs MEME should find for each condition') +parser.add_argument('--minfold', dest='minfold', type=float, default=None, help='Minimum event fold-change vs scaled control') +parser.add_argument('--minqvalue', dest='minqvalue', type=float, default=None, help='Minimum Q-value (corrected p-value) of reported binding events') +parser.add_argument('--minmodelupdateevents', dest='minmodelupdateevents', type=int, default=None, help='Minimum number of events to support an update of the read distribution') +parser.add_argument('--mlconfignotshared', dest='mlconfignotshared', default=None, help='Share component configs in the ML step') +parser.add_argument('--nocache', dest='nocache', default=None, help='Turn off caching of the entire set of experiments') +parser.add_argument('--nodifftests', dest='nodifftests', default=None, help='Run differential enrichment tests') +parser.add_argument('--nomodelsmoothing', dest='nomodelsmoothing', default=None, help='Perform binding model smoothing') +parser.add_argument('--nomodelupdate', dest='nomodelupdate', default=None, help='Perform binding model updates') +parser.add_argument('--nomotifprior', dest='nomotifprior', default=None, help='Perform motif-finding only') +parser.add_argument('--nomotifs', dest='nomotifs', default=None, help='Perform motif-finding and motif priors') +parser.add_argument('--nonunique', dest='nonunique', default=None, help='Use non-unique reads') +parser.add_argument('--noposprior', dest='noposprior', default=None, help='Perform inter-experiment positional prior') +parser.add_argument('--noscaling', dest='noscaling', default=None, help='Do not use signal vs control scaling') +parser.add_argument('--output_bed', dest='output_bed', help='Output bed results file') +parser.add_argument('--output_html', dest='output_html', help='Output html results file') +parser.add_argument('--output_html_files_path', dest='output_html_files_path', help='Output html extra files') +parser.add_argument('--plotscaling', dest='plotscaling', default=None, help='Plot diagnostic information for the chosen scaling method') +parser.add_argument('--poissongausspb', dest='poissongausspb', type=int, default=None, help='Poisson threshold for filtering per base') +parser.add_argument('--prlogconf', dest='prlogconf', type=int, default=None, help='Poisson log threshold for potential region scanning') +parser.add_argument('--probshared', dest='probshared', type=float, default=None, help='Probability that events are shared across conditions') +parser.add_argument('--readdistributionfile', dest='readdistributionfile', default=None, help='Optional binding event read distribution file for initializing models') +parser.add_argument('--regressionscale', dest='regressionscale', default=None, help='Use scaling by regression on binned tag counts') +parser.add_argument('--replicates_counts', dest='replicates_counts', help='Output replicates counts file') +parser.add_argument('--scalewin', dest='scalewin', type=int, default=None, help='Window size for estimating scaling ratios') +parser.add_argument('--seq', dest='seq', default=None, help='Reference genome path') +parser.add_argument('--sesscale', dest='sesscale', default=None, help='Estimate scaling factor by SES') +parser.add_argument('--splinesmoothparam', dest='splinesmoothparam', type=int, default=None, help='Spline smoothing parameter') +parser.add_argument('--threads', dest='threads', type=int, default=4, help='The number of threads to run') +args = parser.parse_args() + + +def generate_design_file(input_items): + design_file = open(DESIGN_FILE, 'w') + for item in input_items: + file_name, label, file_format, condition_name, replicate_name, experiment_type, fixed_read_count = item + file_format = file_format.upper() + items = [file_name, label, file_format, condition_name] + if replicate_name not in ['None', None, '']: + items.append(replicate_name) + if experiment_type not in ['None', None, '']: + items.append(experiment_type) + if fixed_read_count not in ['None', None, '']: + items.append(fixed_read_count) + design_file.write('%s\n' % '\t'.join(items)) + design_file.close() + + +def get_file_with_extension(dir, ext): + file_list = [f for f in os.listdir(dir) if f.endswith(ext)] + if len(file_list) == 1: + return file_list[0] + stop_err('Error running MultiGPS: output file with extension "%s" not generated.' % ext) + + +def get_stderr_exception(tmp_err, tmp_stderr, tmp_out, tmp_stdout, include_stdout=False): + tmp_stderr.close() + # Get stderr, allowing for case where it's very large. + tmp_stderr = open(tmp_err, 'rb') + stderr_str = '' + buffsize = BUFF_SIZE + try: + while True: + stderr_str += tmp_stderr.read(buffsize) + if not stderr_str or len(stderr_str) % buffsize != 0: + break + except OverflowError: + pass + tmp_stderr.close() + if include_stdout: + tmp_stdout = open(tmp_out, 'rb') + stdout_str = '' + buffsize = BUFF_SIZE + try: + while True: + stdout_str += tmp_stdout.read(buffsize) + if not stdout_str or len(stdout_str) % buffsize != 0: + break + except OverflowError: + pass + tmp_stdout.close() + if include_stdout: + return 'STDOUT\n%s\n\nSTDERR\n%s\n' % (stdout_str, stderr_str) + return stderr_str + + +def stop_err(msg): + sys.stderr.write(msg) + sys.exit(1) + + +# Preparation. +tmp_dir = tempfile.mkdtemp(prefix="tmp-multigps-") +os.makedirs(args.output_html_files_path) +# Build the command line. +cmd = 'multigps' +# General options +cmd += ' --threads %s' % args.threads +if args.eventsaretxt is not None: + # Append .txt extensions to events hrefs + # in output dataset so files will render + # in the browser. + cmd += ' --eventsaretxt' +if args.meme1proc is not None: + # Do not run the parallel version of meme. + cmd += ' --meme1proc' +# Experiment. +if args.input_items is not None: + generate_design_file(args.input_items) + cmd += ' --design %s' % DESIGN_FILE +else: + if args.expt is not None: + cmd += ' --expt %s' % args.expt + if args.format is not None: + cmd += ' --format %s' % args.format + if args.control is not None: + cmd += ' --ctrl %s' % args.control +cmd += ' --geninfo %s' % args.chrom_len_file +# Advanced options. +if args.seq is not None: + cmd += ' --seq %s' % args.seq +# Limits on how many reads +if args.fixedpb is not None: + cmd += ' --fixedpb %d' % args.fixedpb +if args.poissongausspb is not None: + cmd += ' --poissongausspb %d' % args.poissongausspb +if args.nonunique is not None: + cmd += ' --nonunique' +if args.mappability is not None: + cmd += ' --mappability %4f' % args.mappability +if args.nocache is not None: + cmd += ' --nocache' +# Scaling data.' +if args.noscaling is not None: + cmd += ' --noscaling %s' % args.noscaling +if args.medianscale is not None: + cmd += ' --medianscale %s' % args.medianscale +if args.regressionscale is not None: + cmd += ' --regressionscale %s' % args.regressionscale +if args.sesscale is not None: + cmd += ' --sesscale %s' % args.sesscale +if args.fixedscaling is not None: + cmd += ' --fixedscaling %4f' % args.fixedscaling +if args.scalewin is not None: + cmd += ' --scalewin %d' % args.scalewin +if args.plotscaling is not None: + cmd += ' --plotscaling %s' % args.plotscaling +# Running MultiGPS. +if args.readdistributionfile is not None: + cmd += ' --d %s' % args.readdistributionfile +if args.maxtrainingrounds is not None: + cmd += ' --r %s' % args.maxtrainingrounds +if args.nomodelupdate is not None: + cmd += ' --nomodelupdate' +if args.minmodelupdateevents is not None: + cmd += ' --minmodelupdateevents %d' % args.minmodelupdateevents +if args.nomodelsmoothing is not None: + cmd += ' --nomodelsmoothing' +if args.splinesmoothparam is not None: + cmd += ' --splinesmoothparam %d' % args.splinesmoothparam +if args.gaussmodelsmoothing is not None: + cmd += ' --gaussmodelsmoothing' +if args.gausssmoothparam is not None: + cmd += ' --gausssmoothparam %s' % args.gausssmoothparam +if args.jointinmodel is not None: + cmd += ' --jointinmodel' +if args.fixedmodelrange is not None: + cmd += ' --fixedmodelrange' +if args.prlogconf is not None: + cmd += ' --prlogconf %d' % args.prlogconf +if args.fixedalpha is not None: + cmd += ' --fixedalpha %d' % args.fixedalpha +if args.alphascale is not None: + cmd += ' --alphascale %4f' % args.alphascale +if args.mlconfignotshared is not None: + cmd += ' --mlconfignotshared' +if args.exclude not in [None, 'None']: + cmd += ' --exclude %s' % args.exclude_file +# MultiGPS priors +if args.noposprior is not None: + cmd += ' --noposprior' +if args.probshared is not None: + cmd += ' --probshared %4f' % args.probshared +if args.memenmotifs is not None: + cmd += ' --memenmotifs %d' % args.memenmotifs +if args.mememinw is not None: + cmd += ' --mememinw %d' % args.mememinw +if args.mememaxw is not None: + cmd += ' --mememaxw %d' % args.mememaxw +if args.nomotifs is not None: + cmd += ' --nomotifs' +if args.nomotifprior is not None: + cmd += ' --nomotifprior' +# Reporting binding events +if args.minqvalue is not None: + cmd += ' --q %4f' % args.minqvalue +if args.minfold is not None: + cmd += ' --minfold %4f' % args.minfold +if args.nodifftests is not None: + cmd += ' --nodifftests' +if args.edgerod is not None: + cmd += ' --edgerod %4f' % args.edgerod +if args.diffp is not None: + cmd += ' --diffp %4f' % args.diffp +# Output directory. +cmd += ' --out %s' % args.output_html_files_path +# Define command response buffers. +tmp_out = tempfile.NamedTemporaryFile(dir=tmp_dir).name +tmp_stdout = open(tmp_out, 'wb') +tmp_err = tempfile.NamedTemporaryFile(dir=tmp_dir).name +tmp_stderr = open(tmp_err, 'wb') +tmp_filename = tempfile.NamedTemporaryFile(dir=tmp_dir).name +# Execute the command. +proc = subprocess.Popen(args=cmd, stderr=tmp_stderr, stdout=tmp_stdout, shell=True) +rc = proc.wait() +if rc != 0: + error_message = get_stderr_exception(tmp_err, tmp_stderr, tmp_out, tmp_stdout) + stop_err(error_message) +# Move each output file to the approapriate output dataset path. +output_bed = get_file_with_extension(args.output_html_files_path, 'bed') +shutil.move(os.path.join(args.output_html_files_path, output_bed), args.output_bed) +output_html = get_file_with_extension(args.output_html_files_path, 'html') +shutil.move(os.path.join(args.output_html_files_path, output_html), args.output_html) +replicates_counts = get_file_with_extension(args.output_html_files_path, 'counts') +shutil.move(os.path.join(args.output_html_files_path, replicates_counts), args.replicates_counts) +all_events_table = get_file_with_extension(args.output_html_files_path, 'table.txt') +shutil.move(os.path.join(args.output_html_files_path, all_events_table), args.all_events_table) +# Clean up. +if os.path.exists(tmp_dir): + shutil.rmtree(tmp_dir)
