Frequently asked questions¶
Below you will find a list of frequently asked questions that has been compiled from your user experience and feedback. In case that you do not find an answer to your question on this page you may post your question on the firstname.lastname@example.org mailing list. To subscribe to this list you simply need to send an e-mail to email@example.com (content is irrelevant). This page will be regularily updated based on the most frequent questions asked.
What is the difference between ctools and GammaLib?
To use a metaphor, ctools is like a village composed of indivdual buildings with different purposes (a school, a church, a townhall, a shop, etc.) while GammaLib is like the bricks that are common to all buildings of the village.
GammaLib is all about the objects you need to assemble a tool. Examples of such objects are “photons”, “events”, “energies”, “times”, “time intervals”, “observations”, “pointing directions”, etc. ctools will put these objects in order to create the functionalities that are needed for the analysis of CTA data. Examples of such functionalities are “selecting events”, “generating a sky map”, “fitting a spectrum”, “generating a light curve”, etc. All the inner workings of the objects happen in GammaLib, while ctools essentially provides the concrete to tie the objects together. In terms of complexity, 95% of the arithemtics are done in GammaLib while ctools is mainly doing some housekeeping.
Are ctools and GammaLib specific to CTA?
The short answer is: ctools yes, GammaLib no.
ctools have been specifically designed to provide the functionalities that are required to analyse CTA data. This does not mean that ctools can not be used for analysing data from other Imaging Air Cherenkov Telescopes; the sole requirement is that the data and response files are provided in a CTA compliant format. However, ctools are not designed to analyse data from Fermi/LAT, INTEGRAL, COMPTEL or other gamma-ray telescopes. Nevertheless, some joint multi-telescope analysis is supported by ctools.
GammaLib, however, is a universal framework with a core that is completely independent of any telescope. Plugins are used to interface GammaLib with the data and response files of specific telescopes. For every new instrument that shall be supported a new plugin needs to be developed. So far, plugins exists for CTA (and Imaging Air Cherenkov Telescopes in general), Fermi/LAT, and COMPTEL. Some support for integration of any arbitrary multi-wavelength data exists.
I want to upgrade ctools, do I have to upgrade GammaLib?
For the moment yes.
The GammaLib interface is still not fully stabilised, hence ctools is continuously adapted to match the interface evolution (see the Download section for a correspondance of versions). We plan however to put the GammaLib interface under change control. ctools should then become more independent from GammaLib.
Should I used binned or unbinned analysis?
This depends on the amount of data you want to analyse and to some extent on the question you want to answer with your analysis. For an unbinned analysis, the computation time increases about linearly with the number of events and hence with the duration of the observation, while for binned analysis the computation time depends only on the number of bins that is used. Consequently, for short observation times (below 30 hours), unbinned analysis is faster, while for longer times it is advantageous to use a binned analysis. If you go to very low energies, either make sure that you have enough energy bins in a binned analysis to sample properly the strong drop in the effective area towards small energies, or better, use unbinned analysis. If you’d like to fit a Gaussian line to your data you may also prefer unbinned over binned analysis, as the fine sampling required to resolve the line may require a prohibitive large number of energy bins for a binned analysis.
How precise are ctools?
The ctools and gammalib codes have a numerical accuracy of better than 1%. This means that if you use ctools to determine for example the flux received from a source or the spectral points of an SED, the relative precision of the flux or the spectral points is better than 1%. The same is true for spatial parameters, such as source position or source extension. For many cases the actual numerical precision is in fact much better than 1%, but in any case, it should never be worse. Note, however, that this does not imply that source parameters can be determined with CTA with an accuracy of 1%. The accuracy depends in the end on the precision to which the instrument response function is known, which should be more in the 10% range.
How to get a ctools log file when running the tool from Python?
By default, tools and scripts run from Python will not generate a log file.
The reason for this is that Python scripts are often used to build ctools
analysis pipelines and workflows, and one generally does not want that such
a script pollutes the workspace with log files. You can however instruct a
ctool or cscript to generate a log file by invoking the
method before running the tool, for example
>>> import ctools >>> sim = ctools.ctobssim() >>> sim.logFileOpen() >>> sim.run()