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from .base_config import BaseConfig | |
from typing import Union as Union | |
class StyleBasedPix2PixIIConfig(BaseConfig): | |
def __init__(self): | |
super(StyleBasedPix2PixIIConfig, self).__init__() | |
is_greater_than_0 = lambda x: x > 0 | |
# model config | |
self._add_option('model', 'ngf', int, 64, check_func=is_greater_than_0) | |
self._add_option('model', 'min_feats_size', list, [4, 4]) | |
# dataset config | |
self._add_option('dataset', 'data_type', list, ['unpaired']) | |
self._add_option('dataset', 'direction', str, 'AtoB') | |
self._add_option('dataset', 'serial_batches', bool, False) | |
self._add_option('dataset', 'load_size', int, 512, check_func=is_greater_than_0) | |
self._add_option('dataset', 'crop_size', int, 512, check_func=is_greater_than_0) | |
self._add_option('dataset', 'preprocess', Union[list, str], ['resize']) | |
self._add_option('dataset', 'no_flip', bool, True) | |
# training config | |
self._add_option('training', 'beta1', float, 0.1, check_func=is_greater_than_0) | |
self._add_option('training', 'data_aug_prob', float, 0.0, check_func=lambda x: x >= 0.0) | |
self._add_option('training', 'style_mixing_prob', float, 0.0, check_func=lambda x: x >= 0.0) | |
self._add_option('training', 'phase', int, 1, check_func=lambda x: x in [1, 2, 3, 4]) | |
self._add_option('training', 'pretrained_model', str, 'model.pth') | |
self._add_option('training', 'src_text_prompt', str, 'photo') | |
self._add_option('training', 'text_prompt', str, 'a portrait in style of sketch') | |
self._add_option('training', 'image_prompt', str, 'style.png') | |
self._add_option('training', 'lambda_L1', float, 1.0) | |
self._add_option('training', 'lambda_Feat', float, 4.0) | |
self._add_option('training', 'lambda_ST', float, 1.0) | |
self._add_option('training', 'lambda_GAN', float, 1.0) | |
self._add_option('training', 'lambda_CLIP', float, 1.0) | |
self._add_option('training', 'lambda_PROJ', float, 1.0) | |
self._add_option('training', 'ema', float, 0.999) | |
# testing config | |
self._add_option('testing', 'aspect_ratio', float, 1.0, check_func=is_greater_than_0) | |