mirror of https://github.com/vladmandic/automatic
27 lines
836 B
Python
27 lines
836 B
Python
from copy import deepcopy
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from basicsr.utils import get_root_logger
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from basicsr.utils.registry import LOSS_REGISTRY
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from .losses import (CharbonnierLoss, GANLoss, L1Loss, MSELoss, PerceptualLoss, WeightedTVLoss, g_path_regularize,
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gradient_penalty_loss, r1_penalty)
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__all__ = [
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'L1Loss', 'MSELoss', 'CharbonnierLoss', 'WeightedTVLoss', 'PerceptualLoss', 'GANLoss', 'gradient_penalty_loss',
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'r1_penalty', 'g_path_regularize'
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]
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def build_loss(opt):
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"""Build loss from options.
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Args:
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opt (dict): Configuration. It must constain:
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type (str): Model type.
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"""
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opt = deepcopy(opt)
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loss_type = opt.pop('type')
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loss = LOSS_REGISTRY.get(loss_type)(**opt)
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logger = get_root_logger()
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logger.info(f'Loss [{loss.__class__.__name__}] is created.')
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return loss
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