Add CLIP Vision model to IP-Adapter info and use this to infer which model to use.

This commit is contained in:
Ryan Dick 2023-09-14 11:57:53 -04:00
parent cadc0839a6
commit 388554448a
4 changed files with 84 additions and 62 deletions

View File

@ -15,11 +15,7 @@ from invokeai.app.invocations.baseinvocation import (
invocation_output,
)
from invokeai.app.invocations.primitives import ImageField
from invokeai.backend.model_management.models.base import BaseModelType
IP_ADAPTER_IMAGE_ENCODER_MODELS = Literal[
"models/core/ip_adapters/sd-1/image_encoder/", "models/core/ip_adapters/sdxl/image_encoder"
]
from invokeai.backend.model_management.models.base import BaseModelType, ModelType
class IPAdapterModelField(BaseModel):
@ -27,14 +23,15 @@ class IPAdapterModelField(BaseModel):
base_model: BaseModelType = Field(description="Base model")
class CLIPVisionModelField(BaseModel):
model_name: str = Field(description="Name of the CLIP Vision image encoder model")
base_model: BaseModelType = Field(description="Base model (usually 'Any')")
class IPAdapterField(BaseModel):
image: ImageField = Field(description="The IP-Adapter image prompt.")
ip_adapter_model: IPAdapterModelField = Field(description="The IP-Adapter model to use.")
# TODO(ryand): Create and use a `CLIPImageEncoderField` instead that is analogous to the `ClipField` used elsewhere.
image_encoder_model: str = Field(description="The name of the CLIP image encoder model.")
image_encoder_model: CLIPVisionModelField = Field(description="The name of the CLIP image encoder model.")
weight: float = Field(default=1.0, ge=0, description="The weight of the IP-Adapter.")
@ -55,17 +52,24 @@ class IPAdapterInvocation(BaseInvocation):
title="IP-Adapter Model",
input=Input.Direct,
)
image_encoder_model: IP_ADAPTER_IMAGE_ENCODER_MODELS = InputField(
default="models/core/ip_adapters/sd-1/image_encoder/", description="The name of the CLIP image encoder model."
)
weight: float = InputField(default=1.0, description="The weight of the IP-Adapter.", ui_type=UIType.Float)
def invoke(self, context: InvocationContext) -> IPAdapterOutput:
# Lookup the CLIP Vision encoder that is intended to be used with the IP-Adapter model.
ip_adapter_info = context.services.model_manager.model_info(
self.ip_adapter_model.model_name, self.ip_adapter_model.base_model, ModelType.IPAdapter
)
image_encoder_model_name = ip_adapter_info["image_encoder_model"].split("/")[-1].strip()
image_encoder_model = CLIPVisionModelField(
model_name=image_encoder_model_name,
base_model=BaseModelType.Any,
)
return IPAdapterOutput(
ip_adapter=IPAdapterField(
image=self.image,
ip_adapter_model=self.ip_adapter_model,
image_encoder_model=self.image_encoder_model,
image_encoder_model=image_encoder_model,
weight=self.weight,
),
)

View File

@ -417,10 +417,9 @@ class DenoiseLatentsInvocation(BaseInvocation):
return None
image_encoder_model_info = context.services.model_manager.get_model(
# TODO(ryand): Get this model_name from the IPAdapterField.
model_name="ip_adapter_sd_image_encoder",
model_name=ip_adapter.image_encoder_model.model_name,
model_type=ModelType.CLIPVision,
base_model=BaseModelType.Any,
base_model=ip_adapter.image_encoder_model.base_model,
context=context,
)

View File

@ -24,8 +24,9 @@ class IPAdapterModelFormat(str, Enum):
class IPAdapterModel(ModelBase):
class CheckpointConfig(ModelConfigBase):
class InvokeAIConfig(ModelConfigBase):
model_format: Literal[IPAdapterModelFormat.InvokeAI]
image_encoder_model: str
def __init__(self, model_path: str, base_model: BaseModelType, model_type: ModelType):
assert model_type == ModelType.IPAdapter
@ -46,6 +47,19 @@ class IPAdapterModel(ModelBase):
raise InvalidModelException(f"Unexpected IP-Adapter model format: {path}")
@classmethod
def probe_config(cls, path: str, **kwargs) -> ModelConfigBase:
image_encoder_config_file = os.path.join(path, "image_encoder.txt")
with open(image_encoder_config_file, "r") as f:
image_encoder_model = f.readline().strip()
return cls.create_config(
path=path,
model_format=cls.detect_format(path),
image_encoder_model=image_encoder_model,
)
@classproperty
def save_to_config(cls) -> bool:
return True

View File

@ -801,6 +801,16 @@ export type components = {
model_format: "diffusers";
error?: components["schemas"]["ModelError"];
};
/** CLIPVisionModelField */
CLIPVisionModelField: {
/**
* Model Name
* @description Name of the CLIP Vision image encoder model
*/
model_name: string;
/** @description Base model (usually 'Any') */
base_model: components["schemas"]["BaseModelType"];
};
/**
* CV2 Infill
* @description Infills transparent areas of an image using OpenCV Inpainting
@ -2457,7 +2467,7 @@ export type components = {
* Image Encoder Model
* @description The name of the CLIP image encoder model.
*/
image_encoder_model: string;
image_encoder_model: components["schemas"]["CLIPVisionModelField"];
/**
* Weight
* @description The weight of the IP-Adapter.
@ -2496,13 +2506,6 @@ export type components = {
* @description The IP-Adapter model.
*/
ip_adapter_model: components["schemas"]["IPAdapterModelField"];
/**
* Image Encoder Model
* @description The name of the CLIP image encoder model.
* @default models/core/ip_adapters/sd-1/image_encoder/
* @enum {string}
*/
image_encoder_model?: "models/core/ip_adapters/sd-1/image_encoder/" | "models/core/ip_adapters/sdxl/image_encoder";
/**
* Weight
* @description The weight of the IP-Adapter.
@ -2516,8 +2519,18 @@ export type components = {
*/
type: "ip_adapter";
};
/** IPAdapterModelCheckpointConfig */
IPAdapterModelCheckpointConfig: {
/** IPAdapterModelField */
IPAdapterModelField: {
/**
* Model Name
* @description Name of the IP-Adapter model
*/
model_name: string;
/** @description Base model */
base_model: components["schemas"]["BaseModelType"];
};
/** IPAdapterModelInvokeAIConfig */
IPAdapterModelInvokeAIConfig: {
/** Model Name */
model_name: string;
base_model: components["schemas"]["BaseModelType"];
@ -2536,16 +2549,8 @@ export type components = {
*/
model_format: "invokeai";
error?: components["schemas"]["ModelError"];
};
/** IPAdapterModelField */
IPAdapterModelField: {
/**
* Model Name
* @description Name of the IP-Adapter model
*/
model_name: string;
/** @description Base model */
base_model: components["schemas"]["BaseModelType"];
/** Image Encoder Model */
image_encoder_model: string;
};
/**
* IPAdapterOutput
@ -4997,7 +5002,7 @@ export type components = {
/** ModelsList */
ModelsList: {
/** Models */
models: (components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"])[];
models: (components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"])[];
};
/**
* Multiply Integers
@ -7263,23 +7268,29 @@ export type components = {
*/
StableDiffusion2ModelFormat: "checkpoint" | "diffusers";
/**
* ControlNetModelFormat
* StableDiffusionOnnxModelFormat
* @description An enumeration.
* @enum {string}
*/
ControlNetModelFormat: "checkpoint" | "diffusers";
/**
* StableDiffusionXLModelFormat
* @description An enumeration.
* @enum {string}
*/
StableDiffusionXLModelFormat: "checkpoint" | "diffusers";
StableDiffusionOnnxModelFormat: "olive" | "onnx";
/**
* StableDiffusion1ModelFormat
* @description An enumeration.
* @enum {string}
*/
StableDiffusion1ModelFormat: "checkpoint" | "diffusers";
/**
* CLIPVisionModelFormat
* @description An enumeration.
* @enum {string}
*/
CLIPVisionModelFormat: "diffusers";
/**
* StableDiffusionXLModelFormat
* @description An enumeration.
* @enum {string}
*/
StableDiffusionXLModelFormat: "checkpoint" | "diffusers";
/**
* IPAdapterModelFormat
* @description An enumeration.
@ -7287,17 +7298,11 @@ export type components = {
*/
IPAdapterModelFormat: "invokeai";
/**
* StableDiffusionOnnxModelFormat
* ControlNetModelFormat
* @description An enumeration.
* @enum {string}
*/
StableDiffusionOnnxModelFormat: "olive" | "onnx";
/**
* CLIPVisionModelFormat
* @description An enumeration.
* @enum {string}
*/
CLIPVisionModelFormat: "diffusers";
ControlNetModelFormat: "checkpoint" | "diffusers";
};
responses: never;
parameters: never;
@ -7747,14 +7752,14 @@ export type operations = {
};
requestBody: {
content: {
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
};
};
responses: {
/** @description The model was updated successfully */
200: {
content: {
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
};
};
/** @description Bad request */
@ -7791,7 +7796,7 @@ export type operations = {
/** @description The model imported successfully */
201: {
content: {
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
};
};
/** @description The model could not be found */
@ -7825,14 +7830,14 @@ export type operations = {
add_model: {
requestBody: {
content: {
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
};
};
responses: {
/** @description The model added successfully */
201: {
content: {
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
};
};
/** @description The model could not be found */
@ -7878,7 +7883,7 @@ export type operations = {
/** @description Model converted successfully */
200: {
content: {
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
};
};
/** @description Bad request */
@ -7973,7 +7978,7 @@ export type operations = {
/** @description Model converted successfully */
200: {
content: {
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelCheckpointConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
"application/json": components["schemas"]["ONNXStableDiffusion1ModelConfig"] | components["schemas"]["StableDiffusion1ModelCheckpointConfig"] | components["schemas"]["StableDiffusion1ModelDiffusersConfig"] | components["schemas"]["VaeModelConfig"] | components["schemas"]["LoRAModelConfig"] | components["schemas"]["ControlNetModelCheckpointConfig"] | components["schemas"]["ControlNetModelDiffusersConfig"] | components["schemas"]["TextualInversionModelConfig"] | components["schemas"]["IPAdapterModelInvokeAIConfig"] | components["schemas"]["CLIPVisionModelDiffusersConfig"] | components["schemas"]["ONNXStableDiffusion2ModelConfig"] | components["schemas"]["StableDiffusion2ModelCheckpointConfig"] | components["schemas"]["StableDiffusion2ModelDiffusersConfig"] | components["schemas"]["StableDiffusionXLModelCheckpointConfig"] | components["schemas"]["StableDiffusionXLModelDiffusersConfig"];
};
};
/** @description Incompatible models */