def test_single_annot_distinctiveness_params(ibs, aid):
r"""
CommandLine:
python -m ibeis.algo.hots.distinctiveness_normalizer --test-test_single_annot_distinctiveness_params --show
python -m ibeis.algo.hots.distinctiveness_normalizer --test-test_single_annot_distinctiveness_params --show --db GZ_ALL
Example:
>>> # DISABLE_DOCTEST
>>> from ibeis.algo.hots.distinctiveness_normalizer import * # NOQA
>>> import plottool as pt
>>> import ibeis
>>> # build test data
>>> ibs = ibeis.opendb(ut.get_argval('--db', type_=str, default='PZ_MTEST'))
>>> aid = ut.get_argval('--aid', type_=int, default=1)
>>> # execute function
>>> test_single_annot_distinctiveness_params(ibs, aid)
>>> pt.show_if_requested()
"""
####
# TODO: Also paramatarize the downweighting based on the keypoint size
####
# HACK IN ABILITY TO SET CONFIG
from ibeis.init.main_commands import postload_commands
from ibeis.algo import Config
postload_commands(ibs, None)
import plottool as pt
#cfglbl_list = cfgdict_list
#ut.all_dict_combinations_lbls(varied_dict)
# Get info to find distinctivness of
species_text = ibs.get_annot_species(aid)
# FIXME; qreq_ params for config rowid
vecs = ibs.get_annot_vecs(aid)
kpts = ibs.get_annot_kpts(aid)
chip = ibs.get_annot_chips(aid)
# Paramater space to search
# TODO: use slicing to control the params being varied
# Use GridSearch class to modify paramaters as you go.
varied_dict = Config.DCVS_DEFAULT.get_varydict()
print('Varied Dict: ')
print(ut.dict_str(varied_dict))
cfgdict_list, cfglbl_list = ut.make_constrained_cfg_and_lbl_list(varied_dict)
# Get groundtruthish distinctivness map
# for objective function
# Load distinctivness normalizer
with ut.Timer('Loading Distinctivness Normalizer for %s' % (species_text)):
dstcvnss_normer = request_species_distinctiveness_normalizer(species_text)
# Get distinctivness over all params
dstncvs_list = [dstcvnss_normer.get_distinctiveness(vecs, **cfgdict)
for cfgdict in ut.ProgIter(cfgdict_list, lbl='get dstcvns')]
#fgweights = ibs.get_annot_fgweights([aid])[0]
#dstncvs_list = [x * fgweights for x in dstncvs_list]
fnum = 1
import functools
show_func = functools.partial(show_chip_distinctiveness_plot, chip, kpts)
ut.interact_gridsearch_result_images(
show_func, cfgdict_list, cfglbl_list, dstncvs_list,
score_list=None, fnum=fnum, figtitle='dstncvs gridsearch')
pt.present()
def main(gui=True, dbdir=None, defaultdb='cache',
allow_newdir=False, db=None,
delete_ibsdir=False,
**kwargs):
"""
Program entry point
Inits the system environment, an IBEISControl, and a GUI if requested
Args:
gui (bool): (default=True) If gui is False a gui instance will not be created
dbdir (None): full directory of a database to load
db (None): name of database to load relative to the workdir
allow_newdir (bool): (default=False) if False an error is raised if a
a new database is created
defaultdb (str): codename of database to load if db and dbdir is None. a value
of 'cache' will open the last database opened with the GUI.
Returns:
dict: main_locals
"""
set_newfile_permissions()
from ibeis.init import main_commands
from ibeis.init import sysres
# Display a visible intro message
msg1 = '''
_____ ....... _______ _____ _______
| |_____| |______ | |______
..|.. |.....| |______s__|__ ______|
'''
msg2 = '''
_____ ______ _______ _____ _______
| |_____] |______ | |______
__|__ |_____] |______ __|__ ______|
'''
if NOT_QUIET:
print(msg2 if '--myway' not in sys.argv else msg1)
# Init the only two main system api handles
ibs = None
back = None
if NOT_QUIET:
print('[main] ibeis.main_module.main()')
_preload()
DIAGNOSTICS = NOT_QUIET
if DIAGNOSTICS:
import os
import utool as ut
import ibeis
print('[main] MAIN DIAGNOSTICS')
print('[main] * username = %r' % (ut.get_user_name()))
print('[main] * ibeis.__version__ = %r' % (ibeis.__version__,))
print('[main] * computername = %r' % (ut.get_computer_name()))
print('[main] * cwd = %r' % (os.getcwd(),))
print('[main] * sys.argv = %r' % (sys.argv,))
# Parse directory to be loaded from command line args
# and explicit kwargs
dbdir = sysres.get_args_dbdir(defaultdb, allow_newdir, db, dbdir, cache_priority=False)
if delete_ibsdir is True:
from ibeis.other import ibsfuncs
assert allow_newdir, 'must be making new directory if you are deleting everything!'
ibsfuncs.delete_ibeis_database(dbdir)
# Execute preload commands
main_commands.preload_commands(dbdir, **kwargs) # PRELOAD CMDS
try:
# Build IBEIS Control object
ibs = _init_ibeis(dbdir)
if gui and USE_GUI:
back = _init_gui(activate=kwargs.get('activate', True))
back.connect_ibeis_control(ibs)
except Exception as ex:
print('[main()] IBEIS LOAD imageseted exception: %s %s' % (type(ex), ex))
raise
main_commands.postload_commands(ibs, back) # POSTLOAD CMDS
main_locals = {'ibs': ibs, 'back': back}
return main_locals
def main(gui=True,
dbdir=None,
defaultdb='cache',
allow_newdir=False,
db=None,
delete_ibsdir=False,
**kwargs):
"""
Program entry point
Inits the system environment, an IBEISControl, and a GUI if requested
Args:
gui (bool): (default=True) If gui is False a gui instance will not be created
dbdir (None): full directory of a database to load
db (None): name of database to load relative to the workdir
allow_newdir (bool): (default=False) if False an error is raised if a
a new database is created
defaultdb (str): codename of database to load if db and dbdir is None. a value
of 'cache' will open the last database opened with the GUI.
Returns:
dict: main_locals
"""
set_newfile_permissions()
from ibeis.init import main_commands
from ibeis.init import sysres
# Display a visible intro message
msg1 = '''
_____ ....... _______ _____ _______
| |_____| |______ | |______
..|.. |.....| |______s__|__ ______|
'''
msg2 = '''
_____ ______ _______ _____ _______
| |_____] |______ | |______
__|__ |_____] |______ __|__ ______|
'''
if NOT_QUIET:
print(msg2 if '--myway' not in sys.argv else msg1)
# Init the only two main system api handles
ibs = None
back = None
if NOT_QUIET:
print('[main] ibeis.main_module.main()')
_preload()
DIAGNOSTICS = NOT_QUIET
if DIAGNOSTICS:
import os
import utool as ut
import ibeis
print('[main] MAIN DIAGNOSTICS')
print('[main] * username = %r' % (ut.get_user_name()))
print('[main] * ibeis.__version__ = %r' % (ibeis.__version__, ))
print('[main] * computername = %r' % (ut.get_computer_name()))
print('[main] * cwd = %r' % (os.getcwd(), ))
print('[main] * sys.argv = %r' % (sys.argv, ))
# Parse directory to be loaded from command line args
# and explicit kwargs
dbdir = sysres.get_args_dbdir(defaultdb,
allow_newdir,
db,
dbdir,
cache_priority=False)
if delete_ibsdir is True:
from ibeis.other import ibsfuncs
assert allow_newdir, 'must be making new directory if you are deleting everything!'
ibsfuncs.delete_ibeis_database(dbdir)
# Execute preload commands
main_commands.preload_commands(dbdir, **kwargs) # PRELOAD CMDS
try:
# Build IBEIS Control object
ibs = _init_ibeis(dbdir)
if gui and USE_GUI:
back = _init_gui(activate=kwargs.get('activate', True))
back.connect_ibeis_control(ibs)
except Exception as ex:
print('[main()] IBEIS LOAD imageseted exception: %s %s' %
(type(ex), ex))
raise
main_commands.postload_commands(ibs, back) # POSTLOAD CMDS
main_locals = {'ibs': ibs, 'back': back}
return main_locals
