diff options
Diffstat (limited to 'fg21sim')
| -rw-r--r-- | fg21sim/__init__.py | 8 | ||||
| -rw-r--r-- | fg21sim/foregrounds.py | 200 |
2 files changed, 205 insertions, 3 deletions
diff --git a/fg21sim/__init__.py b/fg21sim/__init__.py index b829e5b..8ff996e 100644 --- a/fg21sim/__init__.py +++ b/fg21sim/__init__.py @@ -17,8 +17,10 @@ __description__ = ("Realistic Foregrounds Simulation for " "EoR 21cm Signal Detection") -# Set default logging handle to avoid "No handler found" warnings. import logging -from logging import NullHandler -logging.getLogger(__name__).addHandler(NullHandler()) +from .foregrounds import Foregrounds + + +# Set default logging handle to avoid "No handler found" warnings. +logging.getLogger(__name__).addHandler(logging.NullHandler()) diff --git a/fg21sim/foregrounds.py b/fg21sim/foregrounds.py new file mode 100644 index 0000000..77db498 --- /dev/null +++ b/fg21sim/foregrounds.py @@ -0,0 +1,200 @@ +# Copyright (c) 2016 Weitian LI <liweitianux@live.com> +# MIT license + +""" +Interface to the simulations of various supported foreground components. + +Currently supported foregrounds: + +- Galactic synchrotron +- Galactic free-free +- Galactic supernova remnants +""" + +import os +import logging +from datetime import datetime, timezone +from collections import OrderedDict + +import numpy as np +import astropy.units as au +from astropy.io import fits +import healpy as hp + +from .galactic import (Synchrotron as GalacticSynchrotron, + FreeFree as GalacticFreeFree, + SuperNovaRemnants as GalacticSNR) +from ..utils import write_fits_healpix + + +logger = logging.getLogger(__name__) + + +class Foregrounds: + """Interface to the simulations of supported foreground components. + + All the enabled components are also combined to make the total foreground + map, as controlled by the configurations. + + Parameters + ---------- + configs : `ConfigManager` + An `ConfigManager` instance containing both the default and user + configurations. + For more details, see the example configuration specification. + + Attributes + ---------- + COMPONENTS_ALL : `OrderedDict` + Ordered dictionary of all supported simulation components, with keys + the IDs of the components, and values the corresponding component + class. + components_id : list[str] + List of IDs of the enabled simulation components + components : `OrderedDict` + Ordered dictionary of the enabled simulation components, with keys + the IDs of the components, and values the corresponding component + instance/object. + frequencies : 1D `~numpy.ndarray` + List of frequencies where the foreground components are simulated. + freq_unit : `~astropy.units.Unit` + Unit of the frequency + """ + # All supported foreground components + COMPONENTS_ALL = OrderedDict([ + ("galactic/synchrotron", GalacticSynchrotron), + ("galactic/freefree", GalacticFreeFree), + ("galactic/snr", GalacticSNR), + ]) + + def __init__(self, configs): + self.configs = configs + self._set_configs() + # Initialize enabled components + self.components = OrderedDict() + for comp in self.components_id: + logger.info("Initialize component: {0}".format(comp)) + comp_cls = self.COMPONENTS_ALL[comp] + self.components[comp] = comp_cls(configs) + logger.info("Done initialize %d components!" % len(self.components)) + + def _set_configs(self): + """Load the configs and set the corresponding class attributes.""" + self.components_id = self.configs.getn("common/components") + logger.info("All supported simulation components: {0}".format( + ", ".join(list(self.COMPONENTS_ALL.keys())))) + logger.info("Enabled components: {0}".format( + ", ".join(self.components_id))) + # + self.frequencies = np.array(self.configs.frequencies, ndmin=1) + self.freq_unit = au.Unit(self.configs.getn("frequency/unit")) + logger.info("Simulation frequencies: " + "{min:.2f} - {max:.2f} {unit} (#{num:d})".format( + min=self.frequencies.min(), + max=self.frequencies.max(), + num=len(self.frequencies), + unit=self.freq_unit)) + # + self.filename_pattern = self.configs.getn("output/filename_pattern") + self.use_float = self.configs.getn("output/use_float") + self.combine = self.configs.getn("output/combine") + self.prefix = self.configs.getn("output/combine_prefix") + self.clobber = self.configs.getn("output/clobber") + self.nside = self.configs.getn("common/nside") + + def _make_filepath(self, **kwargs): + """Make the path of output file according to the filename pattern + and output directory loaded from configurations. + """ + data = { + "prefix": self.prefix, + } + data.update(kwargs) + filename = self.filename_pattern.format(**data) + filetype = self.configs.getn("output/filetype") + if filetype == "fits": + filename += ".fits" + else: + raise NotImplementedError("unsupported filetype: %s" % filetype) + filepath = os.path.join(self.output_dir, filename) + return filepath + + def _make_header(self): + """Make the header with detail information (e.g., parameters and + history) for the simulated products. + """ + header = fits.Header() + header["COMP"] = (", ".join(self.components_id), + "Emission components") + header["UNIT"] = ("Kelvin", "Map unit") + header["CREATOR"] = (__name__, "File creator") + # TODO: + history = [] + comments = [] + for hist in history: + header.add_history(hist) + for cmt in comments: + header.add_comment(cmt) + self.header = header + logger.info("Created FITS header") + + def _output(self, hpmap, frequency): + """Write the simulated free-free map to disk with proper header + keywords and history. + """ + if not os.path.exists(self.output_dir): + os.mkdir(self.output_dir) + logger.info("Created output dir: {0}".format(self.output_dir)) + # + filepath = self._make_filepath(frequency=frequency) + if not hasattr(self, "header"): + self._make_header() + header = self.header.copy() + header["FREQ"] = (frequency, "Frequency [ MHz ]") + header["DATE"] = ( + datetime.now(timezone.utc).astimezone().isoformat(), + "File creation date" + ) + if self.use_float: + hpmap = hpmap.astype(np.float32) + write_fits_healpix(filepath, hpmap, header=header, + clobber=self.clobber) + logger.info("Write simulated map to file: {0}".format(filepath)) + + def preprocess(self): + """Perform the preparation procedures for the final simulations.""" + logger.info("Perform preprocessing for all enabled components ...") + for comp_obj in self.components.values(): + comp_obj.preprocess() + + def simulate(self): + """Simulate the enabled components, as well as combine all the + simulated components to make up the total foregrounds. + + This is the *main interface* to the foreground simulations. + + NOTE + ---- + For each requested frequency, all enabled components are simulated, + which are combined to compose the total foreground and save to disk. + In this way, less memory is required, since the number of components + are generally much less than the number of frequency bins. + """ + npix = hp.nside2npix(self.nside) + nfreq = len(self.frequencies) + for i, f in enumerate(self.frequencies): + logger.info("[#{0}/{1}] ".format(i+1, nfreq) + + "Simulating components at {freq} {unit} ...".format( + freq=f, unit=self.freq_unit)) + hpmap_f = np.zeros(npix) + for comp_obj in self.components.values(): + hpmap_f += comp_obj.simulate_frequency(f) + # + if self.combine: + self._output(hpmap_f, f) + + def postprocess(self): + """Perform the post-simulation operations before the end.""" + logger.info("Perform postprocessing for all enabled components ...") + for comp_obj in self.components.values(): + comp_obj.postprocess() |