control api

This commit is contained in:
Vladimir Mandic
2024-03-27 11:33:29 -04:00
parent 738f115d06
commit 89e9debbcd
11 changed files with 199 additions and 83 deletions
+85 -41
View File
@@ -1,7 +1,7 @@
from typing import List
from typing import Optional, List
from threading import Lock
from pydantic import BaseModel, Field # pylint: disable=no-name-in-module
from modules import errors, shared
from modules import errors, shared, processing_helpers
from modules.api import models, helpers
from modules.control import run
@@ -9,13 +9,37 @@ from modules.control import run
errors.install()
ReqControl = models.create_model_from_signature(run.control_run, "StableDiffusionProcessingControl")
class ItemControl(BaseModel):
process: str = Field(title="Preprocessor", default="", description="")
model: str = Field(title="Control Model", default="", description="")
strength: float = Field(title="Control model strength", default=1.0, description="")
start: float = Field(title="Control model start", default=0.0, description="")
end: float = Field(title="Control model end", default=1.0, description="")
override: str = Field(title="Override image", default=None, description="")
ReqControl = models.create_model_from_signature(
func = run.control_run,
model_name = "StableDiffusionProcessingControl",
additional_fields = [
{"key": "sampler_name", "type": str, "default": "UniPC"},
{"key": "script_name", "type": str, "default": None},
{"key": "script_args", "type": list, "default": []},
{"key": "send_images", "type": bool, "default": True},
{"key": "save_images", "type": bool, "default": False},
{"key": "alwayson_scripts", "type": dict, "default": {}},
{"key": "ip_adapter", "type": Optional[models.ItemIPAdapter], "default": None, "exclude": True},
{"key": "face", "type": Optional[models.ItemFace], "default": None, "exclude": True},
{"key": "control", "type": Optional[List[ItemControl]], "default": [], "exclude": True},
]
)
class ResControl(BaseModel):
images: List[str] = Field(default=None, title="Image", description="The generated images in base64 format.")
params: dict = Field(default={}, title="Settings", description="Process settings")
info: str = Field(default="", title="Info", description="Process info")
images: List[str] = Field(default=None, title="Images", description="")
processed: List[str] = Field(default=None, title="Processed", description="")
params: dict = Field(default={}, title="Settings", description="")
info: str = Field(default="", title="Info", description="")
class APIControl():
@@ -25,8 +49,7 @@ class APIControl():
def sanitize_args(self, args: dict):
args = vars(args)
"""
args.pop('include_init_images', None) # this is meant to be done by "exclude": True in model
args.pop('sampler_name', None)
args.pop('script_name', None)
args.pop('script_args', None) # will refeed them to the pipeline directly after initializing them
args.pop('alwayson_scripts', None)
@@ -34,7 +57,6 @@ class APIControl():
args.pop('face_id', None)
args.pop('ip_adapter', None)
args.pop('save_images', None)
"""
return args
def sanitize_b64(self, request):
@@ -42,7 +64,6 @@ class APIControl():
for idx in range(0, len(args)):
if isinstance(args[idx], str) and len(args[idx]) >= 1000:
args[idx] = f"<str {len(args[idx])}>"
if hasattr(request, "alwayson_scripts") and request.alwayson_scripts:
for script_name in request.alwayson_scripts.keys():
script_obj = request.alwayson_scripts[script_name]
@@ -51,36 +72,57 @@ class APIControl():
if hasattr(request, "script_args") and request.script_args:
sanitize_str(request.script_args)
def prepare_face_module(self, request):
if hasattr(request, "face") and request.face and not request.script_name and (not request.alwayson_scripts or "face" not in request.alwayson_scripts.keys()):
request.script_name = "face"
request.script_args = [
request.face.mode,
request.face.source_images,
request.face.ip_model,
request.face.ip_override_sampler,
request.face.ip_cache_model,
request.face.ip_strength,
request.face.ip_structure,
request.face.id_strength,
request.face.id_conditioning,
request.face.id_cache,
request.face.pm_trigger,
request.face.pm_strength,
request.face.pm_start,
request.face.fs_cache
def prepare_face_module(self, req):
if hasattr(req, "face") and req.face and not req.script_name and (not req.alwayson_scripts or "face" not in req.alwayson_scripts.keys()):
req.script_name = "face"
req.script_args = [
req.face.mode,
req.face.source_images,
req.face.ip_model,
req.face.ip_override_sampler,
req.face.ip_cache_model,
req.face.ip_strength,
req.face.ip_structure,
req.face.id_strength,
req.face.id_conditioning,
req.face.id_cache,
req.face.pm_trigger,
req.face.pm_strength,
req.face.pm_start,
req.face.fs_cache
]
del request.face
del req.face
def prepare_control(self, req):
from modules.control.unit import Unit, unit_types
req.units = []
if req.unit_type not in unit_types:
shared.log.error(f'Control uknown unit type: type={req.unit_type} available={unit_types}')
return req.control
for u in req.control:
unit = Unit(
enabled = True,
unit_type = req.unit_type,
model_id = u.model,
process_id = u.process,
strength = u.strength,
start = u.start,
end = u.end,
)
if u.override is not None:
unit.override = helpers.decode_base64_to_image(u.override)
req.units.append(unit)
return req.control
def post_control(self, req: ReqControl):
self.prepare_face_module(req)
orig_control = self.prepare_control(req)
del req.control
# prepare args
args = req.copy(update={ # Override __init__ params
# "sampler_name": helpers.validate_sampler_name(req.sampler_name or req.sampler_index),
# "sampler_index": processing_helpers.get_sampler_index(req.sampler_name),
# "do_not_save_samples": not req.save_images,
# "do_not_save_grid": not req.save_images,
"sampler_index": processing_helpers.get_sampler_index(req.sampler_name),
"no_save": not req.save_images,
"is_generator": False,
"inputs": [helpers.decode_base64_to_image(x) for x in req.inputs] if req.inputs else None,
"inits": [helpers.decode_base64_to_image(x) for x in req.inits] if req.inits else None,
@@ -93,21 +135,23 @@ class APIControl():
with self.queue_lock:
shared.state.begin('api-control', api=True)
# selectable_scripts, selectable_script_idx = script.get_selectable_script(req.script_name, script_runner)
# script_args = script.init_script_args(p, req, self.default_script_arg, selectable_scripts, selectable_script_idx, script_runner)
# output_images, _processed_images, output_info = run_control(**args, **script_args)
output_images = []
output_processed = []
output_info = ''
res = run.control_run(**args)
for item in res:
if len(item) > 0 and isinstance(item[0], list):
output_images += item[0]
output_info += item[2]
if len(item) > 0 and (isinstance(item[0], list) or item[0] is None): # output_images
output_images += item[0] if item[0] is not None else []
output_processed += [item[1]] if item[1] is not None else []
output_info += item[2] if len(item) > 2 and item[2] is not None else ''
else:
output_info += item
shared.state.end(api=False)
# return
b64images = list(map(helpers.encode_pil_to_base64, output_images)) if send_images else []
b64processed = list(map(helpers.encode_pil_to_base64, output_processed)) if send_images else []
self.sanitize_b64(req)
return ResControl(images=b64images, params=vars(req), info=output_info)
req.units = orig_control
return ResControl(images=b64images, processed=b64processed, params=vars(req), info=output_info)
+23 -7
View File
@@ -380,9 +380,14 @@ StableDiffusionImg2ImgProcessingAPI = ResImg2Img
# helper function
def create_model_from_signature(func: Callable, model_name: str, base_model: Type[BaseModel] = BaseModel, exclude_fields: List[str] = []):
def create_model_from_signature(func: Callable, model_name: str, base_model: Type[BaseModel] = BaseModel, additional_fields: List = [], exclude_fields: List[str] = []):
from PIL import Image
class Config:
extra = 'allow'
args, _, varkw, defaults, kwonlyargs, kwonlydefaults, annotations = inspect.getfullargspec(func)
config = Config if varkw else None # Allow extra params if there is a **kwargs parameter in the function signature
defaults = defaults or []
args = args or []
for arg in exclude_fields:
@@ -398,17 +403,28 @@ def create_model_from_signature(func: Callable, model_name: str, base_model: Typ
annotations[k] = str
elif str(v) == 'typing.List[modules.control.unit.Unit]':
annotations[k] = List[str]
params = {param: (annotations.get(param, Any), default) for param, default in zip(args, defaults)}
model_fields = {param: (annotations.get(param, Any), default) for param, default in zip(args, defaults)}
class Config:
extra = 'allow'
for fld in additional_fields:
model_def = ModelDef(
field=underscore(fld["key"]),
field_alias=fld["key"],
field_type=fld["type"],
field_value=fld["default"],
field_exclude=fld["exclude"] if "exclude" in fld else False)
model_fields[model_def.field] = (model_def.field_type, Field(default=model_def.field_value, alias=model_def.field_alias, exclude=model_def.field_exclude))
config = Config if varkw else None # Allow extra params if there is a **kwargs parameter in the function signature
for fld in exclude_fields:
if fld in model_fields:
del model_fields[fld]
return create_model(
model = create_model(
model_name,
**params,
**model_fields,
**keyword_only_params,
__base__=base_model,
__config__=config,
)
model.__config__.allow_population_by_field_name = True
model.__config__.allow_mutation = True
return model