The Python Sky Model 3 software
  The Python Sky Model (PySM) is a Python package used by Cosmic Microwave
Background (CMB) experiments to simulate maps, in HEALPix pixelization, of the
various diffuse astrophysical components of Galactic emission relevant at CMB
frequencies (i.e. dust, synchrotron, free-free and Anomalous Microwave
Emission), as well as the CMB itself. These maps may be integrated over a given
instrument bandpass and smoothed with a given instrument beam.
  PySM 2, released in 2016, has become the de-facto standard for simulating
Galactic emission, for example it is used by CMB-S4, Simons Observatory,
LiteBird, PICO, CLASS, POLARBEAR and other CMB experiments, as shown by the 80+
citations of the PySM 2 publication. As the resolution of upcoming experiments
increases, the PySM 2 software has started to show some limitations, the
solution to these issues was to reimplement PySM from scratch focusing on these
features: reimplement all the models with the numba Just-In-Time compiler for
Python to reduce memory overhead and optimize performance; use MPI through
mpi4py to coordinate execution of PySM 3 across multiple nodes and rely on
libsharp, for distributed spherical harmonic transforms; employ the data
utilities infrastructure provided by astropy to download the input templates
and cache them when requested.
  At this stage we strive to maintain full compatibility with PySM 2, therefore
we implement the exact same astrophysical emission models with the same naming
scheme. In the extensive test suite we compare the output of each PySM 3 model
with the results obtained by PySM 2.
