add remove bg model selection

This commit is contained in:
Qing
2024-02-08 16:49:54 +08:00
parent cf9ceea4e6
commit 8060e16c70
19 changed files with 915 additions and 222 deletions

View File

@@ -1,11 +1,117 @@
import json
import random
from enum import Enum
from pathlib import Path
from typing import Optional, Literal, List
from iopaint.const import (
INSTRUCT_PIX2PIX_NAME,
KANDINSKY22_NAME,
POWERPAINT_NAME,
ANYTEXT_NAME,
SDXL_CONTROLNET_CHOICES,
SD2_CONTROLNET_CHOICES,
SD_CONTROLNET_CHOICES,
)
from loguru import logger
from pydantic import BaseModel, Field, field_validator
from pydantic import BaseModel, Field, field_validator, computed_field
class ModelType(str, Enum):
INPAINT = "inpaint" # LaMa, MAT...
DIFFUSERS_SD = "diffusers_sd"
DIFFUSERS_SD_INPAINT = "diffusers_sd_inpaint"
DIFFUSERS_SDXL = "diffusers_sdxl"
DIFFUSERS_SDXL_INPAINT = "diffusers_sdxl_inpaint"
DIFFUSERS_OTHER = "diffusers_other"
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 [
INSTRUCT_PIX2PIX_NAME,
KANDINSKY22_NAME,
POWERPAINT_NAME,
ANYTEXT_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 "sd2" in self.name.lower():
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,
] or self.name in [POWERPAINT_NAME, ANYTEXT_NAME]
@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,
]
@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 [INSTRUCT_PIX2PIX_NAME]
class Choices(str, Enum):
@@ -20,6 +126,16 @@ class RealESRGANModel(Choices):
RealESRGAN_x4plus_anime_6B = "RealESRGAN_x4plus_anime_6B"
class RemoveBGModel(Choices):
u2net = "u2net"
u2netp = "u2netp"
u2net_human_seg = "u2net_human_seg"
u2net_cloth_seg = "u2net_cloth_seg"
silueta = "silueta"
isnet_general_use = "isnet-general-use"
briaai_rmbg_1_4 = "briaai/RMBG-1.4"
class Device(Choices):
cpu = "cpu"
cuda = "cuda"
@@ -44,15 +160,6 @@ class CV2Flag(str, Enum):
INPAINT_TELEA = "INPAINT_TELEA"
class ModelType(str, Enum):
INPAINT = "inpaint" # LaMa, MAT...
DIFFUSERS_SD = "diffusers_sd"
DIFFUSERS_SD_INPAINT = "diffusers_sd_inpaint"
DIFFUSERS_SDXL = "diffusers_sdxl"
DIFFUSERS_SDXL_INPAINT = "diffusers_sdxl_inpaint"
DIFFUSERS_OTHER = "diffusers_other"
class HDStrategy(str, Enum):
# Use original image size
ORIGINAL = "Original"
@@ -124,6 +231,7 @@ class ApiConfig(BaseModel):
interactive_seg_model: InteractiveSegModel
interactive_seg_device: Device
enable_remove_bg: bool
remove_bg_model: str
enable_anime_seg: bool
enable_realesrgan: bool
realesrgan_device: Device
@@ -313,6 +421,9 @@ class GenInfoResponse(BaseModel):
class ServerConfigResponse(BaseModel):
plugins: List[PluginInfo]
modelInfos: List[ModelInfo]
removeBGModel: RemoveBGModel
removeBGModels: List[str]
enableFileManager: bool
enableAutoSaving: bool
enableControlnet: bool
@@ -326,6 +437,11 @@ class SwitchModelRequest(BaseModel):
name: str
class SwitchPluginModelRequest(BaseModel):
plugin_name: str
model_name: str
AdjustMaskOperate = Literal["expand", "shrink", "reverse"]