agnpy: an open-source python package modelling the radiative processes of jetted active galactic nuclei

This repository contains the scripts to generate the figures included in the paper "agnpy: an open-source python package modelling the radiative processes of jetted active galactic nuclei".

This repository is also archived in zenodo

Content of the repository

The repository contains the following files:

.
├── README.md
├── agnpy_paper.yml
├── Dockerfile
├── figure_2_synchrotron_example.py
├── figure_3_u_targets_example.py
├── figure_4_absorption_example.py
├── figure_5_Mrk421_fit_gammapy.py
├── figure_5_Mrk421_fit_sherpa.py
├── figure_6_PKS1510-089_fit_gammapy.py
├── figure_6_PKS1510-089_fit_sherpa.py
├── figure_7_ssc_validation.py
├── figure_8_ec_disk_validation.py
├── figure_9_ec_blr_validation.py
├── figure_10_ec_dt_validation.py
├── figure_11_ec_cmb_validation.py
├── figure_12_tau_blr_validation.py
├── figure_13_tau_dt_validation.py
├── figure_appendix_C_sed_resolution.py
└── utils.py

scripts

Each python script is named after the figure it produces in the paper, followed by a brief description of the computation performed. Figure 5 and 6, representing the fit of two blazars multi-wavelength SEDs, can be produced either using sherpa or gammapy fitting routines. utils.py contains some utility function for timing and reproduction of the reference results.

yaml environment

The agnpy_paper.yml file can be used to set-up a conda environment containing the same dependencies used in the paper. It is suggested to create a new environment via

conda env create -f agnpy_paper.yml

and activate it

source activate agnpy_paper

after activating the environment, each script can be executed via the command line with

python figure_2_synchrotron_example.py

Docker container

To conserve the exact computational environment of the paper we created a Docker container.
The container is available on Dockerhub.

build the container yourself

After you have installed docker, to build the container using the Dockerfile in this repository type:

docker build -t agnpy_paper .

run the container

To run the container:

docker run -it --rm agnpy_paper

the container shell will open with the agnpy_paper conda environment activated and within the agnpy_paper repository: users can directly run any of the scripts.

The scripts do not display any of the plots, but save them in a figures directory that can be generated by any of the scripts. The easiest solution to visualise the figures produced by the scripts is to create a local figures repository and mount it in the container:

mkdir figures
docker run -it --rm -v $PWD/figures:/root/agnpy_paper/figures agnpy_paper

and then visualise the figures from the local filesysytem.