csresmap.py
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#! /usr/bin/env python
# ==========================================================================
# Generates a residual map.
#
# Copyright (C) 2014-2016 Michael Mayer
#
# 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 <http://www.gnu.org/licenses/>.
#
# ==========================================================================
import sys
import gammalib
import ctools
# ============== #
# csresmap class #
# ============== #
class csresmap(ctools.cscript):
"""
Generates a residual map.
This class implements the creation of a residual map. It derives from
the ctools.cscript class which provides support for parameter files,
command line arguments, and logging. In that way the Python script
behaves just as a regular ctool.
"""
# Constructor
def __init__(self, *argv):
"""
Constructor.
"""
# Set name
self._name = "csresmap"
self._version = "1.1.0"
# Initialise class members
self._algorithm = "SUB"
self._resmap = None
self._modcube = "NONE"
self._use_maps = False
self._skip_binning = False
self._publish = False
self._outfile = ""
self._use_maps = False
self._skip_binning = False
self._edisp = False
self._xref = 83.63
self._yref = 22.01
self._emin = 0.1
self._emax = 100.0
self._enumbins = 0
self._ebinalg = "LOG"
self._coordsys = "CEL"
self._proj = "CAR"
self._nxpix = 200
self._nypix = 200
self._binsz = 0.02
self._publish = False
self._chatter = 2
self._clobber = True
self._debug = False
self._log_clients = False
# Initialise observation container from constructor arguments.
self._obs, argv = self._set_input_obs(argv)
# Initialise application by calling the appropriate class
# constructor.
self._init_cscript(argv)
# Return
return
# Private methods
def _get_parameters(self):
"""
Get parameters from parfile and setup the observation.
"""
# Initialise some flags
self._use_maps = False
self._skip_binning = False
# First check if the inobs parameter is a counts cube
if self._obs.size() == 0 and self["inobs"].filename() != "NONE":
filename = gammalib.GFilename(self["inobs"].filename())
if filename.is_fits():
cta = gammalib.GCTAObservation()
cta.load(filename)
if cta.eventtype() == "CountsCube":
self._skip_binning = True
# If we have a counts cube, then ask whether we also have a model
if self._skip_binning:
self._modcube = self["modcube"].filename()
if self._modcube != "NONE":
self._use_maps = True
# If not two maps are given, proceed to set up observation
if not self._use_maps:
# Set observation if not done before
if self._obs.size() == 0:
self._require_inobs("csresmap.get_parameters()")
self._obs = self._get_observations()
# Check if we have exactly one binned CTA observation
if self._obs.size() == 1:
if self._obs[0].classname() == "GCTAObservation":
if self._obs[0].eventtype() == "CountsCube":
# Skip ctbin step later on
self._skip_binning = True
# Set models if we have none
if self._obs.models().size() == 0:
self._obs.models(self["inmodel"].filename())
# Skip query for spatial parameters if a binning is provided in the observation
if not self._skip_binning:
# Read other parameters
self._xref = self["xref"].real()
self._yref = self["yref"].real()
self._emin = self["emin"].real()
self._emax = self["emax"].real()
self._enumbins = self["enumbins"].integer()
self._ebinalg = self["ebinalg"].string()
self._coordsys = self["coordsys"].string()
self._proj = self["proj"].string()
self._nxpix = self["nxpix"].integer()
self._nypix = self["nypix"].integer()
self._binsz = self["binsz"].real()
# Read energy dispersion flag
self._edisp = self["edisp"].boolean()
# Read algorithm
self._algorithm = self["algorithm"].string()
# Read standard parameters
self._publish = self["publish"].boolean()
self._chatter = self["chatter"].integer()
self._clobber = self["clobber"].boolean()
self._debug = self["debug"].boolean()
# Read ahead output parameters
if (self._read_ahead()):
self["outmap"].filename()
# Write input parameters into logger
if self._logTerse():
self._log_parameters()
self._log("\n")
# Return
return
# Public methods
def run(self):
"""
Run the script.
"""
# Switch screen logging on in debug mode
if self._logDebug():
self._log.cout(True)
# Get parameters
self._get_parameters()
# Write observation into logger
if self._logTerse():
self._log("\n")
self._log.header1("Observation")
self._log(str(self._obs))
self._log("\n")
# Use input file directly if given
if self._use_maps:
countmap = gammalib.GSkyMap(self["inobs"].filename())
modelmap = gammalib.GSkyMap(self._modcube)
else:
# ...
if self._skip_binning:
cta_counts_cube = gammalib.GCTAEventCube(self._obs[0].events().clone())
# ...
else:
# Write header
if self._logTerse():
self._log("\n")
self._log.header1("Generate binned map (ctbin)")
# Create countsmap
bin = ctools.ctbin(self._obs)
bin["nxpix"].integer(self._nxpix)
bin["nypix"].integer(self._nypix)
bin["proj"].string(self._proj)
bin["coordsys"].string(self._coordsys)
bin["xref"].real(self._xref)
bin["yref"].real(self._yref)
bin["enumbins"].integer(self._enumbins)
bin["ebinalg"].string(self._ebinalg)
bin["emin"].real(self._emin)
bin["emax"].real(self._emax)
bin["binsz"].real(self._binsz)
bin["chatter"].integer(self._chatter)
bin["clobber"].boolean(self._clobber)
bin["debug"].boolean(self._debug)
bin.run()
# Retrieve counts cube
cta_counts_cube = bin.cube()
# Assign GCTAEventCube to skymap
countmap = cta_counts_cube.counts()
# Write header
if self._logTerse():
self._log("\n")
self._log.header1("Generate model map (ctmodel)")
# Create model map
model = ctools.ctmodel(self._obs)
model.cube(cta_counts_cube)
model["chatter"].integer(self._chatter)
model["clobber"].boolean(self._clobber)
model["debug"].boolean(self._debug)
model["edisp"].boolean(self._edisp)
model.run()
# Get model map into GSkyMap object
modelmap = model.cube().counts().copy()
# Store counts map as residual map. Note that we need a
# special construct here to avoid memory leaks. This seems
# to be a SWIG feature as SWIG creates a new object when
# calling bin.cube()
#residualmap = bin.cube().counts()
self._resmap = countmap.copy()
self._resmap.stack_maps()
modelmap.stack_maps()
# Continue calculations depending on given algorithm
if self._algorithm == "SUB":
# Subtract maps
self._resmap -= modelmap
elif self._algorithm == "SUBDIV":
# Subtract and divide by model map
self._resmap -= modelmap
self._resmap /= modelmap
#for pixel in modelmap:
# if pixel != 0.0:
# pixel = 1.0/pixel
#self._resmap *= modelmap
elif self._algorithm == "SUBDIVSQRT":
# subtract and divide by sqrt of model map
self._resmap -= modelmap
self._resmap /= modelmap.sqrt()
#for pixel in modelmap:
# if pixel != 0.0:
# pixel = 1.0/math.sqrt(pixel)
#self._resmap *= modelmap
else:
# Raise error if algorithm is unkown
raise TypeError("Algorithm \""+self._algorithm+"\" not known")
# Optionally publish map
if self._publish:
self.publish()
# Return
return
def execute(self):
"""
Execute the script.
"""
# Open logfile
self.logFileOpen()
# Read ahead output parameters
self._read_ahead(True)
# Run the script
self.run()
# Save residual map
self.save()
# Return
return
def save(self):
"""
Save residual map.
"""
# Write header
if self._logTerse():
self._log("\n")
self._log.header1("Save residual map")
# Get outmap parameter
outmap = self["outmap"].filename()
# Continue only filename and residual map are valid
if self._resmap != None:
# Log file name
if self._logTerse():
self._log(gammalib.parformat("Residual map file"))
self._log(outmap.url())
self._log("\n")
# Save residual map
self._resmap.save(outmap, self._clobber)
# Return
return
def publish(self, name=""):
"""
Publish residual map.
Kwargs:
name: Name of residual map.
"""
# Write header
if self._logTerse():
self._log("\n")
self._log.header1("Publish residual map")
# Continue only if residual map is valid
if self._resmap != None:
# Set default name is user name is empty
if not name:
user_name = self.name
else:
user_name = name
# Log map name
if self._logTerse():
self._log("Publish residual map \""+user_name+"\".\n")
# Publish map
self._resmap.publish(user_name)
# Return
return
def models(self, models):
"""
Set model.
"""
# Copy models
self._obs.models(models.clone())
# Return
return
# ======================== #
# Main routine entry point #
# ======================== #
if __name__ == '__main__':
# Create instance of application
app = csresmap(sys.argv)
# Execute application
app.execute()