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#!/usr/bin/env python
# Copyright (c) 2019, Anthony Latorre <tlatorre at uchicago>
#
# 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/>.
"""
Script to combine the fit results from jobs submitted to the grid. It's
expected to be run from a cron job:
PATH=/usr/bin:$HOME/local/bin
SDDM_DATA=$HOME/sddm/src
DQXX_DIR=$HOME/dqxx
0 * * * * module load hdf5; module load py-h5py; module load zlib; cat-grid-jobs --loglevel debug --logfile cat.log --output-dir $HOME/fit_results
The script will loop through all entries in the database and try to combine the
fit results into a single output file.
"""
from __future__ import print_function, division
import os
import sys
import numpy as np
from datetime import datetime
import h5py
from os.path import join, split
from subprocess import check_call
DEBUG = 0
VERBOSE = 1
NOTICE = 2
WARNING = 3
class Logger(object):
"""
Simple logger class that I wrote for the SNO+ DAQ. Very easy to use:
log = Logger()
log.set_logfile("test.log")
log.notice("blah")
log.warn("foo")
The log file format is taken from the Redis log file format which is really
nice since it shows the exact time and severity of each log message.
"""
def __init__(self):
self.logfile = sys.stdout
# by default, we log everything
self.verbosity = DEBUG
def set_verbosity(self, level):
if isinstance(level, int):
self.verbosity = level
elif isinstance(level, basestring):
if level == 'debug':
self.verbosity = DEBUG
elif level == 'verbose':
self.verbosity = VERBOSE
elif level == 'notice':
self.verbosity = NOTICE
elif level == 'warning':
self.verbosity = WARNING
else:
raise ValueError("unknown loglevel '%s'" % level)
else:
raise TypeError("level must be a string or integer")
def set_logfile(self, filename):
self.logfile = open(filename, 'a')
def debug(self, msg):
self.log(DEBUG, msg)
def verbose(self, msg):
self.log(VERBOSE, msg)
def notice(self, msg):
self.log(NOTICE, msg)
def warn(self, msg):
self.log(WARNING, msg)
def log(self, level, msg):
if level < self.verbosity:
return
c = '.-*#'
pid = os.getpid()
now = datetime.now()
buf = now.strftime('%d %b %H:%M:%S.%f')[:-3]
self.logfile.write('%d:%s %c %s\n' % (pid, buf, c[level], msg))
self.logfile.flush()
log = Logger()
# Check that a given file can be accessed with the correct mode.
# Additionally check that `file` is not a directory, as on Windows
# directories pass the os.access check.
def _access_check(fn, mode):
return (os.path.exists(fn) and os.access(fn, mode) and not os.path.isdir(fn))
def which(cmd, mode=os.F_OK | os.X_OK, path=None):
"""Given a command, mode, and a PATH string, return the path which
conforms to the given mode on the PATH, or None if there is no such
file.
`mode` defaults to os.F_OK | os.X_OK. `path` defaults to the result
of os.environ.get("PATH"), or can be overridden with a custom search
path.
"""
# If we're given a path with a directory part, look it up directly rather
# than referring to PATH directories. This includes checking relative to the
# current directory, e.g. ./script
if os.path.dirname(cmd):
if _access_check(cmd, mode):
return cmd
return None
if path is None:
path = os.environ.get("PATH", None)
if path is None:
try:
path = os.confstr("CS_PATH")
except (AttributeError, ValueError):
# os.confstr() or CS_PATH is not available
path = os.defpath
# bpo-35755: Don't use os.defpath if the PATH environment variable is
# set to an empty string
# PATH='' doesn't match, whereas PATH=':' looks in the current directory
if not path:
return None
path = path.split(os.pathsep)
if sys.platform == "win32":
# The current directory takes precedence on Windows.
curdir = os.curdir
if curdir not in path:
path.insert(0, curdir)
# PATHEXT is necessary to check on Windows.
pathext = os.environ.get("PATHEXT", "").split(os.pathsep)
# See if the given file matches any of the expected path extensions.
# This will allow us to short circuit when given "python.exe".
# If it does match, only test that one, otherwise we have to try
# others.
if any(cmd.lower().endswith(ext.lower()) for ext in pathext):
files = [cmd]
else:
files = [cmd + ext for ext in pathext]
else:
# On other platforms you don't have things like PATHEXT to tell you
# what file suffixes are executable, so just pass on cmd as-is.
files = [cmd]
seen = set()
for dir in path:
normdir = os.path.normcase(dir)
if not normdir in seen:
seen.add(normdir)
for thefile in files:
name = os.path.join(dir, thefile)
if _access_check(name, mode):
return name
return None
def splitext(path):
"""
Like os.path.splitext() except it returns the full extension if the
filename has multiple extensions, for example:
splitext('foo.tar.gz') -> 'foo', '.tar.gz'
"""
full_root, full_ext = os.path.splitext(path)
while True:
root, ext = os.path.splitext(full_root)
if ext:
full_ext = ext + full_ext
full_root = root
else:
break
return full_root, full_ext
def cat_grid_jobs(conn, output_dir):
zdab_cat = which("zdab-cat")
if zdab_cat is None:
log.warn("couldn't find zdab-cat in path!",file=sys.stderr)
return
c = conn.cursor()
results = c.execute('SELECT filename, uuid FROM state').fetchall()
unique_results = set(results)
for filename, uuid in unique_results:
head, tail = split(filename)
root, ext = splitext(tail)
# First, find all hdf5 result files
fit_results = c.execute("SELECT submit_file FROM state WHERE state = 'SUCCESS' AND filename = ? AND uuid = ?", (filename, uuid)).fetchall()
fit_results = [fit_result_filename[0] for fit_result_filename in fit_results]
fit_results = ['%s.hdf5' % splitext(fit_result_filename)[0] for fit_result_filename in fit_results]
if len(fit_results) == 0:
log.debug("No fit results found for %s (%s)" % (tail, uuid))
continue
output = join(output_dir,"%s_%s_fit_results.hdf5" % (root,uuid))
if os.path.exists(output):
with h5py.File(output,"a") as fout:
if 'fits' in fout:
total_fits = fout['fits'].shape[0]
if total_fits >= len(fit_results):
log.debug("skipping %s because there are already %i fit results" % (tail,len(fit_results)))
continue
# First we get the full event list along with the data cleaning word, FTP
# position, FTK, and RSP energy from the original zdab and then add the fit
# results.
#
# Note: We send stderr to /dev/null since there can be a lot of warnings
# about PMT types and fit results
with open(os.devnull, 'w') as f:
log.debug("zdab-cat %s -o %s" % (filename,output))
check_call([zdab_cat,filename,"-o",output],stderr=f)
total_events = 0
events_with_fit = 0
total_fits = 0
with h5py.File(output,"a") as fout:
total_events = fout['ev'].shape[0]
for filename in fit_results:
head, tail = split(filename)
with h5py.File(filename) as f:
if 'git_sha1' not in f.attrs:
log.warn("No git sha1 found for %s. Skipping..." % tail)
continue
# Check to see if the git sha1 match
if fout.attrs['git_sha1'] != f.attrs['git_sha1']:
log.debug("git_sha1 is %s for current version but %s for %s" % (fout.attrs['git_sha1'],f.attrs['git_sha1'],tail))
# get fits which match up with the events
valid_fits = f['fits'][np.isin(f['fits'][:][['run','gtid']],fout['ev'][:][['run','gtid']])]
# Add the fit results
fout['fits'].resize((fout['fits'].shape[0]+valid_fits.shape[0],))
fout['fits'][-valid_fits.shape[0]:] = valid_fits
events_with_fit += len(np.unique(valid_fits[['run','gtid']]))
total_fits += len(np.unique(f['fits']['run','gtid']))
log.notice("%s_%s: added %i/%i fit results to a total of %i events" % (filename, uuid, events_with_fit, total_fits, total_events))
if __name__ == '__main__':
import argparse
import sqlite3
parser = argparse.ArgumentParser("concatenate fit results from grid jobs into a single file")
parser.add_argument("--db", type=str, help="database file", default=None)
parser.add_argument('--loglevel',
help="logging level (debug, verbose, notice, warning)",
default='notice')
parser.add_argument('--logfile', default=None,
help="filename for log file")
parser.add_argument('--output-dir', default=None,
help="output directory for fit results")
args = parser.parse_args()
log.set_verbosity(args.loglevel)
if args.logfile:
log.set_logfile(args.logfile)
home = os.path.expanduser("~")
if args.db is None:
args.db = join(home,'state.db')
if args.output_dir is None:
args.output_dir = home
else:
if not os.path.exists(args.output_dir):
log.debug("mkdir %s" % args.output_dir)
os.mkdir(args.output_dir)
conn = sqlite3.connect(args.db)
cat_grid_jobs(conn, args.output_dir)
conn.close()
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