csmodelinfo.py
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#!/usr/bin/env python
# ==========================================================================
# Dump information about models into log file
#
# Copyright (C) 2015 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 gammalib
import ctools
import sys
# =============== #
# cshessobs class #
# =============== #
class csmodelinfo(ctools.cscript):
"""
This class dumps information about a model container into a logfile or on screen.
This might be helpful for quick access to the model container, e.g. number of sources,
background models, free and fixed parameters etc.
The tool can also dump the models into a region file to display e.g. with ds9.
"""
def __init__(self, *argv):
"""
Constructor.
"""
# Set name
self.name = "csmodelinfo"
self.version = "0.1.0"
# Make sure that parfile exists
file = self.parfile()
# Initialise application
if len(argv) == 0:
ctools.cscript.__init__(self, self.name, self.version)
elif len(argv) == 1:
ctools.cscript.__init__(self, self.name, self.version, *argv)
else:
raise TypeError("Invalid number of arguments given.")
# Set logger properties
self.log_header()
self.log.date(True)
# Return
return
def __del__(self):
"""
Destructor.
"""
# Return
return
def parfile(self):
"""
Check if parfile exists. If parfile does not exist then create a
default parfile. This kluge avoids shipping the cscript with a parfile.
"""
# Set parfile name
parfile = self.name+".par"
try:
pars = gammalib.GApplicationPars(parfile)
except:
# Signal that parfile was not found
print("Parfile \""+parfile+"\" not found. Create default parfile.")
# Create default parfile
pars = gammalib.GApplicationPars()
pars.append(gammalib.GApplicationPar("inmodel","f","a","model.xml","","","Input model XML file"))
pars.append(gammalib.GApplicationPar("ds9file","f","h","NONE","","","DS9 region file containing models"))
pars.append(gammalib.GApplicationPar("pnt_type","s","h","cross","circle|box|diamond|cross|x|arrow|boxcircle","","Marker type for point sources"))
pars.append(gammalib.GApplicationPar("pnt_mark_size","i","h","12","","","Marker size for point sources"))
pars.append(gammalib.GApplicationPar("show_labels","b","h","yes","yes|no","","Add source labels?"))
pars.append(gammalib.GApplicationPar("width","i","h","2","","","Line width for regions"))
pars.append(gammalib.GApplicationPar("font","s","h","helvetica","","","Font for source labels"))
pars.append(gammalib.GApplicationPar("fontsize","i","h","12","","","Font size for source labels"))
pars.append(gammalib.GApplicationPar("fonttype","s","h","normal","normal|bold","","Normal or bold font?"))
pars.append(gammalib.GApplicationPar("fonttype2","s","h","roman","roman|italic","","Use roman or italic font?"))
pars.append(gammalib.GApplicationPar("show_ext_type","b","h","yes","yes|no","","Show type of extended model in source name"))
pars.append(gammalib.GApplicationPar("free_color","s","h","green","","","Color for sources with free parameters (any ds9 color or hex code)"))
pars.append(gammalib.GApplicationPar("fixed_color","s","h","magenta","","","Color for source with fixed parameters (any ds9 color or hex code)"))
pars.append_standard()
pars.append(gammalib.GApplicationPar("logfile","f","h","csmodelinfo.log","","","Log filename"))
pars.save(parfile)
# Return
return
def get_parameters(self):
"""
Get parameters from parfile and setup the observation.
"""
# Get models
self.models = gammalib.GModels(self["inmodel"].filename())
# Get ds9 file
self.ds9file = self["ds9file"].filename()
# Get hidden parameters for region file
self.pnt_type = self["pnt_type"].string()
self.pnt_mark_size = self["pnt_mark_size"].integer()
self.show_labels = self["show_labels"].boolean()
self.width = self["width"].integer()
self.font = self["font"].string()
self.fontsize = self["fontsize"].integer()
self.fonttype = self["fonttype"].string()
self.fonttype2 = self["fonttype2"].string()
self.show_ext_type = self["show_ext_type"].boolean()
self.free_color = self["free_color"].string()
self.fixed_color = self["fixed_color"].string()
# Return
return
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 input parameters into logger
if self.logTerse():
self.log_parameters()
self.log("\n")
if self.logVerbose():
self.log("\n")
self.log.header1("Models in detail")
self.log("\n")
self.log(str(self.models))
self.log("\n")
# Initialise output values
types = {}
instruments = {}
ts = {}
pars_at_limit = {}
free_src_pars = {}
n_par_total = 0
n_par_free = 0
n_par_fixed = 0
n_par_at_limit = 0
n_par_free_bkg = 0
n_par_free_src = 0
n_par_free_spec = 0
n_par_free_spat = 0
n_par_free_temp = 0
# Loop over models and initialise dictionaries with model names
for model in self.models:
types[model.type()] = 0
instruments[model.instruments()] = 0
pars_at_limit[model.name()] = []
# Loop over models again and fill values to be dumped
for model in self.models:
# Model types
types[model.type()] += 1
# Model instruments
instruments[model.instruments()] += 1
# TS
if model.has_ts():
ts[model.name()] = model.ts()
# Skymodel?
skymodel = (model.classname() == "GModelSky")
if skymodel:
free_src_pars[model.name()] = []
# Loop over model parameters
for par in model:
# Increment total parameters
n_par_total += 1
# Check if parameter is at limit
if par.has_range():
if par.value() == par.min() or par.value() == par.max():
pars_at_limit[model.name()].append(par.name())
n_par_at_limit += 1
# Check if model parameter is free/fixed and
# increment respective variable
if par.is_free():
n_par_free += 1
if skymodel:
free_src_pars[model.name()].append(par)
n_par_free_src += 1
else:
n_par_free_bkg += 1
else:
n_par_fixed += 1
# If sky model, divide free parameters into spatial, spectral and temporal
if skymodel:
for par in model.spectral():
if par.is_free():
n_par_free_spec += 1
for par in model.spatial():
if par.is_free():
n_par_free_spat += 1
for par in model.temporal():
if par.is_free():
n_par_free_temp += 1
# Log summary
self.log("\n")
self.log.header1("Summary")
self.log("\n")
# Log instruments
self.log.header3("Instrument specific models")
for inst, n_inst in instruments.iteritems():
if inst == "":
inst = "All"
self.log.parformat(inst)
self.log(str(n_inst))
self.log("\n")
# Log model types
self.log("\n")
self.log.header3("Model types")
for modeltype, n_types in types.iteritems():
self.log.parformat(modeltype)
self.log(str(n_types))
self.log("\n")
# Log parameter information
self.log("\n")
self.log.header2("Parameter information")
self.log.parformat("All parameters")
self.log(str(n_par_total))
self.log("\n")
self.log.parformat("Fixed parameters")
self.log(str(n_par_fixed))
self.log("\n")
self.log.parformat("Free parameters (total)")
self.log(str(n_par_free))
self.log("\n")
self.log.parformat("Free background parameters")
self.log(str(n_par_free_bkg))
self.log("\n")
self.log.parformat("Free source parameters")
self.log(str(n_par_free_src))
self.log("\n")
if n_par_free_spec > 0:
self.log.parformat("Free spectral parameters")
self.log(str(n_par_free_spec))
self.log("\n")
if n_par_free_spat > 0:
self.log.parformat("Free spatial parameters")
self.log(str(n_par_free_spat))
self.log("\n")
if n_par_free_temp > 0:
self.log.parformat("Free temporal parameters")
self.log(str(n_par_free_temp))
self.log("\n")
self.log.parformat("Parameters at limit")
self.log(str(n_par_at_limit))
self.log("\n")
self.log("\n")
# Log parameters at limit (if any)
if n_par_at_limit > 0:
self.log.header3("Parameters at limit")
for source, parameter in pars_at_limit.iteritems():
if len(parameter):
for par in parameter:
self.log.parformat(source)
self.log(par)
self.log("\n")
# Log free parameters if requested
if self.logExplicit() and len(free_src_pars):
self.log("\n")
self.log.header2("Free source parameters")
for source, parameter in free_src_pars.iteritems():
if len(parameter):
self.log.header3(source)
for par in parameter:
self.log(str(par))
self.log("\n")
self.log("\n")
# Log TS values if available
if len(ts):
self.log.header3("Test statistics")
for source,tsvalue in ts.iteritems():
self.log.parformat(source)
self.log("%.2f"%tsvalue)
self.log("\n")
# Return
return
def save(self):
"""
Save pointings to ds9 region file if required
"""
# Check if ds9 file is valid
if not self.ds9file == "NONE":
self.log("\n")
self.log.header1("Save region file")
self.log("\n")
# Open file
f = open(self.ds9file,"w")
# Write coordinate system
f.write("fk5\n")
# Loop over models
for model in self.models:
# Continue only if point source or extended source model
if model.type() == "PointSource" or model.type() == "ExtendedSource":
line = self.model2ds9string(model)
if len(line):
f.write(line+"\n")
# Logging for diffuse components
elif model.type() == "DiffuseSource":
self.log("Skipping diffuse model "+model.name()+"\n")
# Logging for background components
else:
if self.logExplicit():
self.log("Skipping background model "+model.name()+"\n")
# Close file
f.close()
# Return
return
def model2ds9string(self, model):
"""
Converts model instance to ds9 region string
"""
# Initialise return string
ds9string = ""
# Determine color
color = self.fixed_color
for par in model:
if par.is_free():
color = self.free_color
break
# Initialise flag ot continue
is_valid = True
# Retrieve model position
try:
modelpos = model.spatial().dir()
except AttributeError:
self.log("Skipping source "+model.name()+": Could not determine sky position\n")
is_valid = False
# Continue only if position was found
if is_valid:
# Retrieve model type and name
modeltype = model.type()
modelname = model.name()
# Handle point source
if modeltype == "PointSource":
ds9string += "point("
ds9string += str(modelpos.ra_deg())
ds9string += ","
ds9string += str(modelpos.dec_deg())
ds9string += ") # "
ds9string += "point="+self.pnt_type+" "
ds9string += str(self.pnt_mark_size)+" "
# Hanlde extended sources
elif modeltype == "ExtendedSource":
# Retrieve spatial model
spatial = model.spatial()
classname = spatial.classname()
# Handle radial sources
if "Radial" in classname:
# Retrieve short name of model class (e.g. "Gauss" or "Disk)
shorttype = classname.split("Radial")[-1]
# Handle Disk and Shell model
if classname == "GModelSpatialRadialDisk" or classname == "GModelSpatialRadialShell":
size = spatial.radius()
# Handle Gauss Model
elif classname == "GModelSpatialRadialGauss":
size = spatial.sigma()
# Skip if source is unknown
else:
self.log("Skipping source "+model.name()+": Spatial model \""+classname+"\" unkown\n")
is_valid = False
# Append radial ds9 string
if is_valid:
ds9string += "circle("
ds9string += str(modelpos.ra_deg())
ds9string += ","
ds9string += str(modelpos.dec_deg())
ds9string += ","
ds9string += str(size*3600.)+"\") #"
# Handle elliptical sources
elif "Elliptical" in classname:
# Retrieve short name and source size
shorttype = classname.split("Elliptical")[-1]
size1 = spatial.semimajor()
size2 = spatial.semiminor()
angle = spatial.posangle()
# Append elliptical ds9 string
ds9string += "ellipse("
ds9string += str(modelpos.ra_deg())
ds9string += ","
ds9string += str(modelpos.dec_deg())
ds9string += ","
ds9string += str(size1*3600.)+"\""
ds9string += ","
ds9string += str(size2*3600.)+"\""
ds9string += ","
ds9string += str(angle+90.0)+") # "
# Skip if source is neither radial nor elliptical
else:
self.log("Skipping source "+model.name()+": Spatial model neither \"Radial\" nor \"Elliptical\"\n")
# Add short name to modelname
if self.show_ext_type:
modelname +=" ("+shorttype+")"
# Add user defined attributes
ds9string += "color="+color+" "
ds9string += "width="+str(self.width)+" "
ds9string += "font=\""+self.font+" "+str(self.fontsize)+" "+self.fonttype+" "+self.fonttype2+"\" "
ds9string += "text={"+modelname+"}"
# Return string
return ds9string
def execute(self):
"""
Execute the script.
"""
# Run the script
self.run()
# Save ds9 file if required
self.save()
# Return
return
# ======================== #
# Main routine entry point #
# ======================== #
if __name__ == '__main__':
"""
Generates caldb entry.
"""
# Create instance of application
app = csmodelinfo(sys.argv)
# Open logfile
app.logFileOpen()
# Execute application
app.execute()