mirror of
https://github.com/vladmandic/automatic
synced 2026-09-03 19:40:47 +02:00
Vladimir Mandic
59 lines
2.4 KiB
Python
59 lines
2.4 KiB
Python
import os
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import diffusers
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from modules import shared, sd_hijack_modular
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from modules.logger import log
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debug = os.environ.get('SD_MODULAR_DEBUG', None) is not None
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def get_modular_class(diffusion_pipeline: diffusers.DiffusionPipeline):
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name = diffusion_pipeline.__class__.__name__
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name = name.replace('Pipeline', '').replace('Img2Img', '').replace('Inpaint', '').replace('ImageToVideo', '')
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name = f'{name}AutoBlocks'
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modular_cls = getattr(diffusers, name, None)
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if debug:
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log.trace(f'Modular lookup: key={name} source={diffusion_pipeline.__class__.__name__} target={modular_cls.__name__ if modular_cls else None}')
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return modular_cls
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def is_compatible(diffusion_pipeline: diffusers.DiffusionPipeline) -> bool:
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if not shared.opts.model_modular_enable:
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return False
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compatible = get_modular_class(diffusion_pipeline) is not None
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if not compatible:
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log.debug(f'Modular: source={diffusion_pipeline.__class__.__name__} incompatible pipeline')
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return compatible
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def is_guider(diffusion_pipeline: diffusers.DiffusionPipeline) -> bool:
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guider = getattr(diffusion_pipeline, 'guider', None)
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return guider is not None
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def convert_to_modular(diffusion_pipeline: diffusers.DiffusionPipeline) -> diffusers.ModularPipeline:
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modular_pipe = None
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try:
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modular_cls = get_modular_class(diffusion_pipeline)
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if modular_cls is None:
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raise ValueError(f'unknown: cls={diffusion_pipeline.__class__.__name__}')
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modular_blocks = modular_cls()
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modular_pipe = modular_blocks.init_pipeline()
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components_dct = {k: v for k, v in diffusion_pipeline.components.items() if v is not None}
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modular_pipe.update_components(**components_dct, **diffusion_pipeline.parameters)
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modular_pipe.original_pipe = diffusion_pipeline
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log.debug(f'Modular convert: source={diffusion_pipeline.__class__.__name__} target={modular_pipe.__class__.__name__}')
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except Exception as e:
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log.error(f'Modular: {e}')
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raise e
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sd_hijack_modular.install_state_hook(modular_pipe)
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sd_hijack_modular.register_callbacks(modular_pipe)
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return modular_pipe
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def restore_standard(modular_pipe):
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if hasattr(modular_pipe, 'original_pipe'):
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log.debug(f'Modular: source={modular_pipe.__class__.__name__} target={modular_pipe.original_pipe.__class__.__name__}')
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return modular_pipe.original_pipe
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return modular_pipe
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