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import importlib
from copy import deepcopy
from os import path as osp
from basicsr.utils import get_root_logger, scandir
from basicsr.utils.registry import LOSS_REGISTRY
from .gan_loss import g_path_regularize, gradient_penalty_loss, r1_penalty
__all__ = ['build_loss', 'gradient_penalty_loss', 'r1_penalty', 'g_path_regularize']
# automatically scan and import loss modules for registry
# scan all the files under the 'losses' folder and collect files ending with '_loss.py'
loss_folder = osp.dirname(osp.abspath(__file__))
loss_filenames = [osp.splitext(osp.basename(v))[0] for v in scandir(loss_folder) if v.endswith('_loss.py')]
# import all the loss modules
_model_modules = [importlib.import_module(f'basicsr.losses.{file_name}') for file_name in loss_filenames]
def build_loss(opt):
"""Build loss from options.
Args:
opt (dict): Configuration. It must contain:
type (str): Model type.
"""
opt = deepcopy(opt)
loss_type = opt.pop('type')
loss = LOSS_REGISTRY.get(loss_type)(**opt)
logger = get_root_logger()
logger.info(f'Loss [{loss.__class__.__name__}] is created.')
return loss
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