automatic/modules/sd_samplers.py

89 lines
3.4 KiB
Python

import os
import copy
from modules import shared
from modules.sd_samplers_common import samples_to_image_grid, sample_to_image # pylint: disable=unused-import
debug = shared.log.trace if os.environ.get('SD_SAMPLER_DEBUG', None) is not None else lambda *args, **kwargs: None
debug('Trace: SAMPLER')
all_samplers = []
all_samplers = []
all_samplers_map = {}
samplers = all_samplers
samplers_for_img2img = all_samplers
samplers_map = {}
loaded_config = None
def list_samplers():
global all_samplers # pylint: disable=global-statement
global all_samplers_map # pylint: disable=global-statement
global samplers # pylint: disable=global-statement
global samplers_for_img2img # pylint: disable=global-statement
global samplers_map # pylint: disable=global-statement
if not shared.native:
from modules import sd_samplers_compvis, sd_samplers_kdiffusion
all_samplers = [*sd_samplers_compvis.samplers_data_compvis, *sd_samplers_kdiffusion.samplers_data_k_diffusion]
else:
from modules import sd_samplers_diffusers
all_samplers = [*sd_samplers_diffusers.samplers_data_diffusers]
all_samplers_map = {x.name: x for x in all_samplers}
samplers = all_samplers
samplers_for_img2img = all_samplers
samplers_map = {}
# shared.log.debug(f'Available samplers: {[x.name for x in all_samplers]}')
def find_sampler_config(name):
if name is not None and name != 'None':
config = all_samplers_map.get(name, None)
else:
config = all_samplers[0]
return config
def visible_sampler_names():
visible_samplers = [x for x in all_samplers if x.name in shared.opts.show_samplers] if len(shared.opts.show_samplers) > 0 else all_samplers
return visible_samplers
def create_sampler(name, model):
if name == 'Default' and hasattr(model, 'scheduler'):
if getattr(model, "default_scheduler", None) is not None:
model.scheduler = copy.deepcopy(model.default_scheduler)
config = {k: v for k, v in model.scheduler.config.items() if not k.startswith('_')}
shared.log.debug(f'Sampler default {type(model.scheduler).__name__}: {config}')
return model.scheduler
config = find_sampler_config(name)
if config is None or config.constructor is None:
# shared.log.warning(f'Sampler: sampler="{name}" not found')
return None
if not shared.native:
sampler = config.constructor(model)
sampler.config = config
sampler.name = name
sampler.initialize(p=None)
shared.log.debug(f'Sampler: sampler="{name}" config={config.options}')
return sampler
elif shared.native:
sampler = config.constructor(model)
if not hasattr(model, 'scheduler_config'):
model.scheduler_config = sampler.sampler.config.copy()
model.scheduler = sampler.sampler
shared.log.debug(f'Sampler: sampler="{sampler.name}" config={sampler.config}')
return sampler.sampler
else:
return None
def set_samplers():
global samplers # pylint: disable=global-statement
global samplers_for_img2img # pylint: disable=global-statement
samplers = visible_sampler_names()
# samplers_for_img2img = [x for x in samplers if x.name != "PLMS"]
samplers_for_img2img = samplers
samplers_map.clear()
for sampler in all_samplers:
samplers_map[sampler.name.lower()] = sampler.name
for alias in sampler.aliases:
samplers_map[alias.lower()] = sampler.name