cta_root2caldb.py
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#! /usr/bin/env python
# ==========================================================================
# This script generates IRFs in the CALDB format of HEASARC using ROOT 2D
# performance files.
#
# Requirements:
# - pyroot
#
# Copyright (C) 2011 Jurgen Knodlseder
#
# 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/>.
#
# ==========================================================================
from ROOT import TFile, TH1F, TH2F
from gammalib import *
from datetime import datetime
import math
import sys
import glob
import os
# =========== #
# CalDB class #
# =========== #
class caldb():
"""
"""
def __init__(self, conf, path=""):
"""
Constructor.
"""
# Store root path
self.path = path
# Initialise some members
self.cif = None
self.ea = None
self.psf = None
self.edisp = None
self.hdu_cif = None
# Store UTC date of job execution
self.utc = datetime.utcnow().isoformat()[:19]
# Set CALDB information
self.cal_tel = "CTA"
self.cal_inst = conf.upper()
self.cal_det = "NONE"
self.cal_flt = "NONE"
self.cal_class = "BCF"
self.cal_type = "DATA"
self.cal_qual = 0 # 0=good, 1=bad, 2=dubious, ...
self.cal_date = "11/01/01"
self.val_date = "2011-01-01"
self.val_time = "00:00:00"
self.ref_time = 51544.0
self.cal_version = "VERSION(DC1)"
self.cal_cut = "CLASS(BEST)"
self.cal_analysis = "ANALYSIS(IFAE)"
#
self.ea_name = "EFF_AREA"
self.ea_doc = "CAL/GEN/92-019"
self.ea_bounds = [self.cal_version, self.cal_cut, self.cal_analysis]
self.ea_desc = "CTA effective area"
#
self.psf_name = "RPSF"
self.psf_doc = "CAL/GEN/92-020"
self.psf_bounds = [self.cal_version, self.cal_cut, self.cal_analysis]
self.psf_desc = "CTA point spread function"
#
self.edisp_name = "EDISP"
self.edisp_doc = "???"
self.edisp_bounds = [self.cal_version, self.cal_cut, self.cal_analysis]
self.edisp_desc = "CTA energy dispersion"
# Create directory structure
self.make_dirs()
# Return
return
def __del__(self):
"""
"""
# Close calibration
self.close()
# Return
return
def make_dirs(self):
"""
"""
# Set base path
self.base_dir = "data"
self.base_dir += "/"+self.cal_tel.lower()
self.base_dir += "/"+self.cal_inst.lower()
# Set directory names
self.bcf_dir = self.base_dir+"/bcf"
self.ea_dir = self.bcf_dir+"/ea"
self.psf_dir = self.bcf_dir+"/psf"
self.edisp_dir = self.bcf_dir+"/edisp"
# Add path (if required)
if len(self.path) > 0:
self.base_path = self.path+"/"+self.base_dir
self.bcf_path = self.path+"/"+self.bcf_dir
self.ea_path = self.path+"/"+self.ea_dir
self.psf_path = self.path+"/"+self.psf_dir
self.edisp_path = self.path+"/"+self.edisp_dir
else:
self.base_path = self.base_dir
self.bcf_path = self.bcf_dir
self.ea_path = self.ea_dir
self.psf_path = self.psf_dir
self.edisp_path = self.edisp_dir
# Create directory structure
if not os.path.isdir(self.ea_path):
os.makedirs(self.ea_path)
if not os.path.isdir(self.psf_path):
os.makedirs(self.psf_path)
if not os.path.isdir(self.edisp_path):
os.makedirs(self.edisp_path)
# Return
return
def open(self, name, clobber=True):
"""
Open existing or create new calibration.
"""
# Set calibrate file names
self.ea_file = "ea_"+name+".fits"
self.psf_file = "psf_"+name+".fits"
self.edisp_file = "edisp_"+name+".fits"
# Open calibration database index
self.cif = GFits(self.base_path+"/caldb.indx", True)
# If file has no CIF extension than create it now
try:
self.hdu_cif = self.cif.table("CIF")
except:
self.create_cif()
self.hdu_cif = self.cif.table("CIF")
# Open calibration files
self.open_ea(self.ea_path+"/"+self.ea_file)
self.open_psf(self.psf_path+"/"+self.psf_file)
self.open_edisp(self.edisp_path+"/"+self.edisp_file)
# Return
return
def close(self):
"""
Close calibration.
"""
# Add information to CIF. We do this now as before we did not
# necessarily have all the information at hand (in particular
# about the boundaries)
self.add_cif_info()
# Close CIF
if self.cif != None:
self.cif.save(True)
self.cif.close()
self.cif = None
# Close effective area
if self.ea != None:
self.ea.save(True)
self.ea.close()
self.ea = None
# Close point spread function
if self.psf != None:
self.psf.save(True)
self.psf.close()
self.psf = None
# Close energy dispersion
if self.edisp != None:
self.edisp.save(True)
self.edisp.close()
self.edisp = None
# Return
return
def create_cif(self):
"""
Create CIF extension in FITS file.
"""
# Create binary table
table = GFitsBinTable()
# Set boundary
# Attach columns. Reference: CAL/GEN/92-008
table.append_column(GFitsTableStringCol("TELESCOP", 0, 10))
table.append_column(GFitsTableStringCol("INSTRUME", 0, 10))
table.append_column(GFitsTableStringCol("DETNAM", 0, 20))
table.append_column(GFitsTableStringCol("FILTER", 0, 10))
table.append_column(GFitsTableStringCol("CAL_DEV", 0, 20))
table.append_column(GFitsTableStringCol("CAL_DIR", 0, 70))
table.append_column(GFitsTableStringCol("CAL_FILE", 0, 40))
table.append_column(GFitsTableStringCol("CAL_CLAS", 0, 3))
table.append_column(GFitsTableStringCol("CAL_DTYP", 0, 4))
table.append_column(GFitsTableStringCol("CAL_CNAM", 0, 20))
table.append_column(GFitsTableStringCol("CAL_CBD", 0, 70, 9))
table.append_column(GFitsTableShortCol("CAL_XNO", 0))
table.append_column(GFitsTableStringCol("CAL_VSD", 0, 10))
table.append_column(GFitsTableStringCol("CAL_VST", 0, 8))
table.append_column(GFitsTableDoubleCol("REF_TIME", 0))
table.append_column(GFitsTableShortCol("CAL_QUAL", 0))
table.append_column(GFitsTableStringCol("CAL_DATE", 0, 8))
table.append_column(GFitsTableStringCol("CAL_DESC", 0, 70))
# Set keywords. Reference: CAL/GEN/92-008
table.extname("CIF")
table.card("CIFVERSN", "1992a", "Version of CIF format")
# Attach table to FITS file. Note that at this moment the
# FITS table gets connected to the FITS file. Yet since
# nothing was yet written to the FITS file, we cannot read
# anything from it.
self.cif.append(table)
# Return
return
def add_cif_info(self):
"""
Add information to CIF extension.
"""
# Append 3 rows to CIF extension
self.hdu_cif.append_rows(3)
# Add generic information for these 3 rows
for i in range(3):
# Set row number
row = i+self.hdu_cif.nrows()-3
# Set element
self.hdu_cif["TELESCOP"][row] = self.cal_tel
self.hdu_cif["INSTRUME"][row] = self.cal_inst
self.hdu_cif["DETNAM"][row] = self.cal_det
self.hdu_cif["FILTER"][row] = self.cal_flt
self.hdu_cif["CAL_DEV"][row] = "ONLINE"
self.hdu_cif["CAL_CLAS"][row] = self.cal_class
self.hdu_cif["CAL_DTYP"][row] = self.cal_type
self.hdu_cif["CAL_VSD"][row] = self.val_date
self.hdu_cif["CAL_VST"][row] = self.val_time
self.hdu_cif["REF_TIME"][row] = self.ref_time
self.hdu_cif["CAL_QUAL"][row] = self.cal_qual
self.hdu_cif["CAL_DATE"][row] = self.cal_date
# Add effective area information
row = self.hdu_cif.nrows()-3
self.hdu_cif["CAL_DIR"][row] = self.ea_dir
self.hdu_cif["CAL_FILE"][row] = self.ea_file
self.hdu_cif["CAL_CNAM"][row] = self.ea_name
self.hdu_cif["CAL_DESC"][row] = self.ea_desc
self.hdu_cif["CAL_XNO"][row] = 1
for n in range(9):
if n >= len(self.ea_bounds):
self.hdu_cif["CAL_CBD"][row, n] = "NONE"
else:
self.hdu_cif["CAL_CBD"][row, n] = self.ea_bounds[n]
# Add point spread function information
row = self.hdu_cif.nrows()-2
self.hdu_cif["CAL_DIR"][row] = self.psf_dir
self.hdu_cif["CAL_FILE"][row] = self.psf_file
self.hdu_cif["CAL_CNAM"][row] = self.psf_name
self.hdu_cif["CAL_DESC"][row] = self.psf_desc
self.hdu_cif["CAL_XNO"][row] = 1
for n in range(9):
if n >= len(self.psf_bounds):
self.hdu_cif["CAL_CBD"][row, n] = "NONE"
else:
self.hdu_cif["CAL_CBD"][row, n] = self.psf_bounds[n]
# Add energy dispersion information
row = self.hdu_cif.nrows()-1
self.hdu_cif["CAL_DIR"][row] = self.edisp_dir
self.hdu_cif["CAL_FILE"][row] = self.edisp_file
self.hdu_cif["CAL_CNAM"][row] = self.edisp_name
self.hdu_cif["CAL_DESC"][row] = self.edisp_desc
self.hdu_cif["CAL_XNO"][row] = 1
for n in range(9):
if n >= len(self.edisp_bounds):
self.hdu_cif["CAL_CBD"][row, n] = "NONE"
else:
self.hdu_cif["CAL_CBD"][row, n] = self.edisp_bounds[n]
# Return
return
def open_ea(self, filename):
"""
Open effective area extension. If no extension was found
then create one. We do not yet set any data as we don't
know the dimensions of the table yet.
"""
# Open FITS file
self.ea = GFits(filename, True)
# Get extensions. If they do not exist then create them now
try:
self.hdu_ea = self.ea.table("EFFECTIVE AREA")
except:
# Create binary table
table = GFitsBinTable()
# Set extension name
table.extname("EFFECTIVE AREA")
# Set OGIP keywords
self.set_ogip_keywords(table, self.ea_doc, \
["RESPONSE", self.ea_name])
# Append table
self.ea.append(table)
# Get extension
self.hdu_ea = self.ea.table("EFFECTIVE AREA")
# Return
return
def open_psf(self, filename):
"""
Open point spread function extension. If no extension was
found then create one. We do not yet set any data as we don't
know the dimensions of the table yet.
"""
# Open FITS file
self.psf = GFits(filename, True)
# Get extensions. If they do not exist then create them now
try:
self.hdu_psf = self.psf.table("POINT SPREAD FUNCTION")
except:
# Create binary table
table = GFitsBinTable()
# Set extension name
table.extname("POINT SPREAD FUNCTION")
# Set OGIP keywords
self.set_ogip_keywords(table, self.psf_doc, \
["RESPONSE", self.psf_name])
# Append table
self.psf.append(table)
# Get extension
self.hdu_psf = self.psf.table("POINT SPREAD FUNCTION")
# Return
return
def open_edisp(self, filename):
"""
Open energy dispersion extension. If no extension was found
then create one. We do not yet set any data as we don't
know the dimensions of the table yet.
"""
# Open FITS file
self.edisp = GFits(filename, True)
# Get extensions. If they do not exist then create them now
try:
self.hdu_edisp = self.edisp.table("ENERGY DISPERSION")
except:
# Create binary table
table = GFitsBinTable()
# Set extension name
table.extname("ENERGY DISPERSION")
# Set OGIP keywords
self.set_ogip_keywords(table, self.edisp_doc, \
["RESPONSE", self.edisp_name])
# Append table
self.edisp.append(table)
# Get extension
self.hdu_edisp = self.edisp.table("ENERGY DISPERSION")
# Return
return
def set_ogip_keywords(self, hdu, hdudoc, hduclas):
"""
Set standard OGIP keywords for extension.
"""
# Set keywords
hdu.card("ORIGIN", "IRAP", "Name of organization making this file")
hdu.card("DATE", self.utc, "File creation date (YYYY-MM-DDThh:mm:ss UTC)")
hdu.card("TELESCOP", self.cal_tel, "Name of telescope")
hdu.card("INSTRUME", self.cal_inst, "Name of instrument")
hdu.card("DETNAM", self.cal_det, "Name of detector")
hdu.card("HDUCLASS", "OGIP", "")
hdu.card("HDUDOC", hdudoc, "")
for i, item in enumerate(hduclas):
key = "HDUCLAS%d" % (i+1)
hdu.card(key, item, "")
hdu.card("HDUVERS", "1.0.0", "")
# Return
return
def make_2D(self, array, hdu, name, unit, scale=1.0):
"""
Make 2D matrix as function of energy and offset angle from a
ROOT 2D histogram.
Parameters:
array - ROOT 2D histgram.
hdu - FITS HDU.
Keyword:
scale - Scaling factor for histogram values.
"""
# Extract energy and offset angle vectors
energies = array.GetXaxis()
offsets = array.GetYaxis()
neng = energies.GetNbins()
noffset = offsets.GetNbins()
# Attach columns to HDU. We do this only if they do not yet
# exist. This allows adding columns to the same HDU in successive
# calls of this method
#
# ENERG_LO
if not hdu.has("ENERG_LO"):
hdu.append_column(GFitsTableFloatCol("ENERG_LO", 1, neng))
hdu["ENERG_LO"].unit("TeV")
for ieng in range(neng):
e_lo = pow(10.0, energies.GetBinLowEdge(ieng+1))
hdu["ENERG_LO"][0,ieng] = e_lo
#
# ENERG_HI
if not hdu.has("ENERG_HI"):
hdu.append_column(GFitsTableFloatCol("ENERG_HI", 1, neng))
hdu["ENERG_HI"].unit("TeV")
for ieng in range(neng):
e_hi = pow(10.0, energies.GetBinUpEdge(ieng+1))
hdu["ENERG_HI"][0,ieng] = e_hi
#
# THETA_LO
if not hdu.has("THETA_LO"):
hdu.append_column(GFitsTableFloatCol("THETA_LO", 1, noffset))
hdu["THETA_LO"].unit("deg")
for ioff in range(noffset):
o_lo = offsets.GetBinLowEdge(ioff+1)
hdu["THETA_LO"][0,ioff] = o_lo
#
# THETA_LO
if not hdu.has("THETA_HI"):
hdu.append_column(GFitsTableFloatCol("THETA_HI", 1, noffset))
hdu["THETA_HI"].unit("deg")
for ioff in range(noffset):
o_hi = offsets.GetBinUpEdge(ioff+1)
hdu["THETA_HI"][0,ioff] = o_hi
#
# "NAME"
if not hdu.has(name):
hdu.append_column(GFitsTableFloatCol(name, 1, neng*noffset))
hdu[name].unit(unit)
hdu[name].dim([neng, noffset])
for ioff in range(noffset):
for ieng in range(neng):
index = ieng + ioff * neng
value = array.GetBinContent(ieng+1,ioff+1)
hdu[name][0,index] = value * scale
# Collect boundary information
bd_eng = "ENERG(%.4f-%.2f)TeV" % \
(pow(10.0, energies.GetBinLowEdge(1)), \
pow(10.0, energies.GetBinUpEdge(neng)))
bd_off = "THETA(%.2f-%.2f)deg" % \
(offsets.GetBinLowEdge(1), \
offsets.GetBinUpEdge(noffset))
bd_phi = "PHI(0-360)deg"
bounds = [bd_eng, bd_off, bd_phi]
# Return boundary information
return bounds
def root2caldb(self, filename):
"""
Translate ROOT to CALDB information.
Parameters:
filename - ROOT 2D performance filename.
"""
# Open performance file
file = TFile(filename)
# Allocate ROOT 2D array
array = TH2F()
# Make 2D effective 80% area
if self.hdu_ea != None:
file.GetObject("EffectiveArea80_offaxis", array)
bounds = self.make_2D(array, self.hdu_ea, "EFFAREA", "m2", scale=1.0/0.8)
for b in bounds:
self.ea_bounds.append(b)
self.set_cif_keywords(self.hdu_ea, self.ea_name, \
self.ea_bounds, self.ea_desc)
# Make 2D 68% point spread function
if self.hdu_psf != None:
file.GetObject("AngRes_offaxis", array)
bounds = self.make_2D(array, self.hdu_psf, "R68", "deg")
for b in bounds:
self.psf_bounds.append(b)
self.set_cif_keywords(self.hdu_psf, self.psf_name, \
self.psf_bounds, self.psf_desc)
# Make 2D 80% point spread function
if self.hdu_psf != None:
file.GetObject("AngRes80_offaxis", array)
self.make_2D(array, self.hdu_psf, "R80", "deg")
# Make 2D energy resolution
if self.hdu_edisp != None:
file.GetObject("ERes", array)
bounds = self.make_2D(array, self.hdu_edisp, "ERES68", "")
for b in bounds:
self.edisp_bounds.append(b)
self.set_cif_keywords(self.hdu_edisp, self.edisp_name, \
self.edisp_bounds, self.edisp_desc)
# Return
return
def set_cif_keywords(self, hdu, name, bounds,desc):
"""
Set standard CIF keywords for extension.
"""
# Set standard CIF keywords
hdu.card("CSYSNAME", "XMA_POL", "")
hdu.card("CCLS0001", self.cal_class, "Calibration class")
hdu.card("CDTP0001", self.cal_type, "Calibration type")
hdu.card("CCNM0001", name, "Calibration name")
# Set boundary keywords
for n in range(9):
keyname = "CBD%d0001" % (n+1)
if n >= len(bounds):
value = "NONE"
else:
value = bounds[n]
hdu.card(keyname, value, "Calibration boundary")
# Set validity keywords
hdu.card("CVSD0001", self.val_date, "Calibration validity start date (UTC)")
hdu.card("CVST0001", self.val_time, "Calibration validity start time (UTC)")
hdu.card("CDEC0001", desc, "Calibration description")
# Return
return
#==========================#
# Main routine entry point #
#==========================#
if __name__ == '__main__':
"""
This script translates a ROOT 2D performance file in a CALDB compliant
CTA response.
"""
# Set ROOT filename
path = "/Users/jurgen/Documents/Travail/Projects/CTA/WP-MC/root/IFAEOffaxis"
irf = "SubarrayE_offaxis.root"
filename = path+"/"+irf
# Allocate caldb
db = caldb("E")
# Open calibration
db.open("test")
# Translate ROOT to CALDB information
db.root2caldb(filename)