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# Copyright (c) 2016-2017 Weitian LI <weitian@aaronly.me>
# MIT license
"""
Interface to the simulations of various supported foreground components.
Currently supported foregrounds:
- Galactic synchrotron
- Galactic free-free
- Galactic supernova remnants
- Extragalactic clusters of galaxies (radio halos)
- Extragalactic point sources (multiple types)
"""
import logging
import time
from collections import OrderedDict
from .galactic import (Synchrotron as GalacticSynchrotron,
FreeFree as GalacticFreeFree,
SuperNovaRemnants as GalacticSNR)
from .extragalactic import (GalaxyClusters as EGGalaxyClusters,
PointSources as EGPointSources)
from .products import Products
logger = logging.getLogger(__name__)
# All supported foreground components:
COMPONENTS_ALL = OrderedDict([
("galactic/synchrotron", GalacticSynchrotron),
("galactic/freefree", GalacticFreeFree),
("galactic/snr", GalacticSNR),
("extragalactic/clusters", EGGalaxyClusters),
("extragalactic/pointsources", EGPointSources),
])
class Foregrounds:
"""
Interface to the simulations of supported foreground components.
Parameters
----------
configs : `~ConfigManager`
An `ConfigManager` instance containing both the default and user
configurations.
For more details, see the example configuration specification.
Attributes
----------
componentsID : list[str]
List of IDs of the enabled simulation components
frequencies : 1D `~numpy.ndarray`
List of frequencies where the foreground components are simulated.
"""
def __init__(self, configs):
self.configs = configs
self._set_configs()
# Initialize the products manifest
logger.info("Initialize the products manifest ...")
self.manifestfile = self.configs.get_path("output/manifest")
if self.manifestfile:
self.products = Products(self.manifestfile, load=False)
self.products.frequencies = (self.frequencies, "MHz")
else:
self.products = None
logger.warning("Output products manifest not configured!")
def _set_configs(self):
"""
Load the configs and set the corresponding class attributes.
"""
comp_enabled, comp_available = self.configs.foregrounds
self.componentsID = comp_enabled
logger.info("All supported simulation components: {0}".format(
", ".join(comp_available)))
logger.info("Enabled components: {0}".format(
", ".join(self.componentsID)))
#
self.frequencies = self.configs.frequencies
logger.info("Simulation frequencies: "
"{min:.2f} - {max:.2f} [MHz] (#{num:d})".format(
min=min(self.frequencies),
max=max(self.frequencies),
num=len(self.frequencies)))
#
self.clobber = self.configs.getn("output/clobber")
def preprocess(self):
"""
Perform the (global) preparation procedures for the simulations.
"""
logger.info("Perform preprocessing for foreground simulations ...")
logger.info("^_^ nothing to do :-)")
def simulate_component(self, compID):
"""
Do simulation for the specified foreground component.
"""
logger.info("==================================================")
logger.info(">>> Simulate component: %s <<<" % compID)
logger.info("==================================================")
t1_start = time.perf_counter()
t2_start = time.process_time()
comp_cls = COMPONENTS_ALL[compID]
comp_obj = comp_cls(self.configs)
comp_obj.preprocess()
skyfiles = comp_obj.simulate()
if self.products:
self.products.add_component(compID, skyfiles)
comp_obj.postprocess()
t1_stop = time.perf_counter()
t2_stop = time.process_time()
logger.info("--------------------------------------------------")
logger.info("Elapsed time: %.1f [min]" % ((t1_stop-t1_start)/60))
logger.info("CPU process time: %.1f [min]" % ((t2_stop-t2_start)/60))
logger.info("--------------------------------------------------")
def simulate(self):
"""
Do simulation for all enabled components.
"""
timers = []
for compID in self.componentsID:
t1 = time.perf_counter()
self.simulate_component(compID)
t2 = time.perf_counter()
timers.append((compID, t1, t2))
logger.info("==================================================")
logger.info(">>> Time usage <<<")
logger.info("==================================================")
for compID, t1, t2 in timers:
logger.info("%s : %.1f [min]" % (compID, (t2-t1)/60))
logger.info("--------------------------------------------------")
def postprocess(self):
"""
Perform the (global) post-simulation operations before the end.
"""
logger.info("Foreground simulation - postprocessing ...")
# Save the products manifest
if self.products:
self.products.dump(clobber=self.clobber, backup=True)
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