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A working CLI implementation (thouska#139, thouska#143)
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philippkraft
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Aug 28, 2018
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from __future__ import division, print_function, unicode_literals | ||
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import click | ||
import inspect | ||
from . import algorithms, database, describe | ||
import click | ||
import inspect | ||
import io | ||
import os | ||
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def get_config_from_file(): | ||
""" | ||
Gets the spotpy configuration from a config file 'spotpy.conf'. | ||
Example: | ||
sampler = mc | ||
dbtype = csv | ||
parallel = seq | ||
# This is a comment | ||
runs = 10 | ||
""" | ||
config = {} | ||
if os.path.exists('spotpy.conf'): | ||
with io.open('spotpy.conf') as f: | ||
for line in f: | ||
if not line.strip().startswith('#'): | ||
try: | ||
k, v = line.split('=', 1) | ||
config[k.strip()] = v.strip() | ||
except ValueError: | ||
pass | ||
return config | ||
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def get_sampler_from_string(sampler_name): | ||
return getattr(algorithms, sampler_name) | ||
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def make_type_from_module(module, *exclude): | ||
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def use(cl): | ||
# Check if class name starts with an exclusion term | ||
return inspect.isclass(cl) and not any([cl.__name__.startswith(ex) for ex in ('_', ) + exclude]) | ||
members = inspect.getmembers(module, use) | ||
return click.Choice([n for n, m in members if not n.startswith('_')]) | ||
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@click.group(context_settings=dict(help_option_names=['-h', '--help'])) | ||
def cli(): | ||
pass | ||
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@cli.command() | ||
@click.pass_context | ||
@click.option('--sampler', '-s', type=make_type_from_module(algorithms), default='mc', | ||
help='Select the spotpy sampler') | ||
@click.option('--dbformat', type=make_type_from_module(database, 'Pick'), default='ram', | ||
help='The type of the database') | ||
@click.option('--dbname', type=click.STRING, help='The name of the database, leave open for ram') | ||
@click.option('--parallel', '-p', type=click.Choice(['seq', 'mpc', 'mpi']), default='seq', | ||
help='Parallelization: seq = no parallelization, mpi = MPI (for clusters), mpc = multiprocessing') | ||
@click.option('--runs', '-n', type=click.INT, default=1, help='Number of runs') | ||
def run(ctx, **kwargs): | ||
""" | ||
Runs a sampler for automatic calibration | ||
""" | ||
setup = ctx.obj | ||
sampler_class = get_sampler_from_string(kwargs.pop('sampler')) | ||
runs = kwargs.pop('runs') | ||
sampler = sampler_class(setup, **kwargs) | ||
sampler.sample(runs) | ||
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@cli.command() | ||
@click.pass_context | ||
def gui(ctx): | ||
""" | ||
Shows a GUI for manual calibration | ||
""" | ||
from spotpy.gui.mpl import GUI | ||
setup = ctx.obj | ||
gui = GUI(setup) | ||
gui.show() | ||
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def main(setup): | ||
# Prevent help text from wrapping | ||
cli.help = '\b\n' + describe.setup(setup).replace('\n\n', '\n\b\n') | ||
config = get_config_from_file() | ||
cli(obj=setup, auto_envvar_prefix='SPOTPY', default_map=config) | ||
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""" | ||
Shows the usage of the matplotlib GUI | ||
Needs at least Python 3.5 | ||
""" | ||
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from __future__ import division, print_function, unicode_literals | ||
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from spotpy.cli import main | ||
#from spotpy.examples.spot_setup_cmf_lumped import SingleStorage as spot_setup | ||
from spotpy.examples.spot_setup_rosenbrock import spot_setup | ||
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if __name__ == '__main__': | ||
setup = spot_setup() | ||
main(setup) |
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sampler = abc | ||
dbtype = csv | ||
parallel = seq | ||
# This is a comment |