IOPaint/iopaint/model_info.py
2024-01-05 15:19:23 +08:00

100 lines
2.9 KiB
Python

from typing import List
from pydantic import computed_field, BaseModel
from iopaint.const import (
SDXL_CONTROLNET_CHOICES,
SD2_CONTROLNET_CHOICES,
SD_CONTROLNET_CHOICES,
)
from iopaint.model import InstructPix2Pix, Kandinsky22, PowerPaint, SD2
from iopaint.schema import ModelType
class ModelInfo(BaseModel):
name: str
path: str
model_type: ModelType
is_single_file_diffusers: bool = False
@computed_field
@property
def need_prompt(self) -> bool:
return self.model_type in [
ModelType.DIFFUSERS_SD,
ModelType.DIFFUSERS_SDXL,
ModelType.DIFFUSERS_SD_INPAINT,
ModelType.DIFFUSERS_SDXL_INPAINT,
] or self.name in [
InstructPix2Pix.name,
Kandinsky22.name,
PowerPaint.name,
]
@computed_field
@property
def controlnets(self) -> List[str]:
if self.model_type in [
ModelType.DIFFUSERS_SDXL,
ModelType.DIFFUSERS_SDXL_INPAINT,
]:
return SDXL_CONTROLNET_CHOICES
if self.model_type in [ModelType.DIFFUSERS_SD, ModelType.DIFFUSERS_SD_INPAINT]:
if self.name in [SD2.name]:
return SD2_CONTROLNET_CHOICES
else:
return SD_CONTROLNET_CHOICES
if self.name == PowerPaint.name:
return SD_CONTROLNET_CHOICES
return []
@computed_field
@property
def support_strength(self) -> bool:
return self.model_type in [
ModelType.DIFFUSERS_SD,
ModelType.DIFFUSERS_SDXL,
ModelType.DIFFUSERS_SD_INPAINT,
ModelType.DIFFUSERS_SDXL_INPAINT,
]
@computed_field
@property
def support_outpainting(self) -> bool:
return self.model_type in [
ModelType.DIFFUSERS_SD,
ModelType.DIFFUSERS_SDXL,
ModelType.DIFFUSERS_SD_INPAINT,
ModelType.DIFFUSERS_SDXL_INPAINT,
] or self.name in [Kandinsky22.name, PowerPaint.name]
@computed_field
@property
def support_lcm_lora(self) -> bool:
return self.model_type in [
ModelType.DIFFUSERS_SD,
ModelType.DIFFUSERS_SDXL,
ModelType.DIFFUSERS_SD_INPAINT,
ModelType.DIFFUSERS_SDXL_INPAINT,
]
@computed_field
@property
def support_controlnet(self) -> bool:
return self.model_type in [
ModelType.DIFFUSERS_SD,
ModelType.DIFFUSERS_SDXL,
ModelType.DIFFUSERS_SD_INPAINT,
ModelType.DIFFUSERS_SDXL_INPAINT,
] or self.name in [PowerPaint.name]
@computed_field
@property
def support_freeu(self) -> bool:
return self.model_type in [
ModelType.DIFFUSERS_SD,
ModelType.DIFFUSERS_SDXL,
ModelType.DIFFUSERS_SD_INPAINT,
ModelType.DIFFUSERS_SDXL_INPAINT,
] or self.name in [InstructPix2Pix.name]