diff --git a/lama_cleaner/app/build/asset-manifest.json b/lama_cleaner/app/build/asset-manifest.json
index e6bfc36..ec0719e 100644
--- a/lama_cleaner/app/build/asset-manifest.json
+++ b/lama_cleaner/app/build/asset-manifest.json
@@ -1,7 +1,7 @@
{
"files": {
"main.css": "/static/css/main.bb67386a.chunk.css",
- "main.js": "/static/js/main.3c80dc94.chunk.js",
+ "main.js": "/static/js/main.5cf6948e.chunk.js",
"runtime-main.js": "/static/js/runtime-main.5e86ac81.js",
"static/js/2.ee9dcc6c.chunk.js": "/static/js/2.ee9dcc6c.chunk.js",
"index.html": "/index.html",
@@ -12,6 +12,6 @@
"static/js/runtime-main.5e86ac81.js",
"static/js/2.ee9dcc6c.chunk.js",
"static/css/main.bb67386a.chunk.css",
- "static/js/main.3c80dc94.chunk.js"
+ "static/js/main.5cf6948e.chunk.js"
]
}
\ No newline at end of file
diff --git a/lama_cleaner/app/build/index.html b/lama_cleaner/app/build/index.html
index a71a2df..8e00466 100644
--- a/lama_cleaner/app/build/index.html
+++ b/lama_cleaner/app/build/index.html
@@ -1 +1 @@
-lama-cleaner - Image inpainting powered by SOTA AI model
\ No newline at end of file
+lama-cleaner - Image inpainting powered by SOTA AI model
\ No newline at end of file
diff --git a/lama_cleaner/app/build/static/js/main.3c80dc94.chunk.js b/lama_cleaner/app/build/static/js/main.3c80dc94.chunk.js
deleted file mode 100644
index b7a97f4..0000000
--- a/lama_cleaner/app/build/static/js/main.3c80dc94.chunk.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/lama_cleaner/app/src/components/Settings/ModelSettingBlock.tsx b/lama_cleaner/app/src/components/Settings/ModelSettingBlock.tsx
index e6291a7..d004f74 100644
--- a/lama_cleaner/app/src/components/Settings/ModelSettingBlock.tsx
+++ b/lama_cleaner/app/src/components/Settings/ModelSettingBlock.tsx
@@ -191,6 +191,8 @@ function ModelSettingBlock() {
return renderFCFModelDesc()
case AIModel.SD15:
return undefined
+ case AIModel.SD2:
+ return undefined
case AIModel.Mange:
return undefined
case AIModel.CV2:
@@ -234,10 +236,16 @@ function ModelSettingBlock() {
)
case AIModel.SD15:
return renderModelDesc(
- 'Stable Diffusion',
+ 'Stable Diffusion 1.5',
'https://ommer-lab.com/research/latent-diffusion-models/',
'https://github.com/CompVis/stable-diffusion'
)
+ case AIModel.SD2:
+ return renderModelDesc(
+ 'Stable Diffusion 2',
+ 'https://ommer-lab.com/research/latent-diffusion-models/',
+ 'https://github.com/Stability-AI/stablediffusion'
+ )
case AIModel.Mange:
return renderModelDesc(
'Manga Inpainting',
diff --git a/lama_cleaner/app/src/store/Atoms.tsx b/lama_cleaner/app/src/store/Atoms.tsx
index d2d2130..353c7d6 100644
--- a/lama_cleaner/app/src/store/Atoms.tsx
+++ b/lama_cleaner/app/src/store/Atoms.tsx
@@ -10,6 +10,7 @@ export enum AIModel {
MAT = 'mat',
FCF = 'fcf',
SD15 = 'sd1.5',
+ SD2 = 'sd2',
CV2 = 'cv2',
Mange = 'manga',
}
@@ -294,7 +295,14 @@ const defaultHDSettings: ModelsHDSettings = {
hdStrategyResizeLimit: 768,
hdStrategyCropTrigerSize: 512,
hdStrategyCropMargin: 128,
- enabled: true,
+ enabled: false,
+ },
+ [AIModel.SD2]: {
+ hdStrategy: HDStrategy.ORIGINAL,
+ hdStrategyResizeLimit: 768,
+ hdStrategyCropTrigerSize: 512,
+ hdStrategyCropMargin: 128,
+ enabled: false,
},
[AIModel.Mange]: {
hdStrategy: HDStrategy.CROP,
@@ -318,6 +326,7 @@ export enum SDSampler {
klms = 'k_lms',
kEuler = 'k_euler',
kEulerA = 'k_euler_a',
+ dpmPlusPlus = 'dpm++',
}
export enum SDMode {
@@ -422,7 +431,7 @@ export const isSDState = selector({
key: 'isSD',
get: ({ get }) => {
const settings = get(settingState)
- return settings.model === AIModel.SD15
+ return settings.model === AIModel.SD15 || settings.model === AIModel.SD2
},
})
diff --git a/lama_cleaner/model/sd.py b/lama_cleaner/model/sd.py
index 1b0abba..d983f29 100644
--- a/lama_cleaner/model/sd.py
+++ b/lama_cleaner/model/sd.py
@@ -5,7 +5,7 @@ import cv2
import numpy as np
import torch
from diffusers import PNDMScheduler, DDIMScheduler, LMSDiscreteScheduler, EulerDiscreteScheduler, \
- EulerAncestralDiscreteScheduler
+ EulerAncestralDiscreteScheduler, DPMSolverMultistepScheduler
from loguru import logger
from lama_cleaner.model.base import InpaintModel
@@ -102,27 +102,20 @@ class SD(InpaintModel):
# image = torch.from_numpy(image).unsqueeze(0).to(self.device)
# mask = torch.from_numpy(mask).unsqueeze(0).to(self.device)
- scheduler_kwargs = dict(
- beta_schedule="scaled_linear",
- beta_start=0.00085,
- beta_end=0.012,
- num_train_timesteps=1000,
- )
+ scheduler_config = self.model.scheduler.config
if config.sd_sampler == SDSampler.ddim:
- scheduler = DDIMScheduler(
- **scheduler_kwargs,
- clip_sample=False,
- set_alpha_to_one=False,
- )
+ scheduler = DDIMScheduler.from_config(scheduler_config)
elif config.sd_sampler == SDSampler.pndm:
- scheduler = PNDMScheduler(**scheduler_kwargs, skip_prk_steps=True)
+ scheduler = PNDMScheduler.from_config(scheduler_config)
elif config.sd_sampler == SDSampler.k_lms:
- scheduler = LMSDiscreteScheduler(**scheduler_kwargs)
+ scheduler = LMSDiscreteScheduler.from_config(scheduler_config)
elif config.sd_sampler == SDSampler.k_euler:
- scheduler = EulerDiscreteScheduler(**scheduler_kwargs)
+ scheduler = EulerDiscreteScheduler.from_config(scheduler_config)
elif config.sd_sampler == SDSampler.k_euler_a:
- scheduler = EulerAncestralDiscreteScheduler(**scheduler_kwargs)
+ scheduler = EulerAncestralDiscreteScheduler.from_config(scheduler_config)
+ elif config.sd_sampler == SDSampler.dpm_plus_plus:
+ scheduler = DPMSolverMultistepScheduler.from_config(scheduler_config)
else:
raise ValueError(config.sd_sampler)
@@ -138,13 +131,10 @@ class SD(InpaintModel):
k = 2 * config.sd_mask_blur + 1
mask = cv2.GaussianBlur(mask, (k, k), 0)[:, :, np.newaxis]
- _kwargs = {
- self.image_key: PIL.Image.fromarray(image),
- }
-
img_h, img_w = image.shape[:2]
output = self.model(
+ image=PIL.Image.fromarray(image),
prompt=config.prompt,
negative_prompt=config.negative_prompt,
mask_image=PIL.Image.fromarray(mask[:, :, -1], mode="L"),
@@ -155,7 +145,6 @@ class SD(InpaintModel):
callback=self.callback,
height=img_h,
width=img_w,
- **_kwargs
).images[0]
output = (output * 255).round().astype("uint8")
@@ -217,4 +206,7 @@ class SD(InpaintModel):
class SD15(SD):
model_id_or_path = "runwayml/stable-diffusion-inpainting"
- image_key = "image"
+
+
+class SD2(SD):
+ model_id_or_path = "stabilityai/stable-diffusion-2-inpainting"
diff --git a/lama_cleaner/model_manager.py b/lama_cleaner/model_manager.py
index 70411e1..c9f2b9b 100644
--- a/lama_cleaner/model_manager.py
+++ b/lama_cleaner/model_manager.py
@@ -5,12 +5,13 @@ from lama_cleaner.model.lama import LaMa
from lama_cleaner.model.ldm import LDM
from lama_cleaner.model.manga import Manga
from lama_cleaner.model.mat import MAT
-from lama_cleaner.model.sd import SD15
+from lama_cleaner.model.sd import SD15, SD2
from lama_cleaner.model.zits import ZITS
from lama_cleaner.model.opencv2 import OpenCV2
from lama_cleaner.schema import Config
-models = {"lama": LaMa, "ldm": LDM, "zits": ZITS, "mat": MAT, "fcf": FcF, "sd1.5": SD15, "cv2": OpenCV2, "manga": Manga}
+models = {"lama": LaMa, "ldm": LDM, "zits": ZITS, "mat": MAT, "fcf": FcF, "sd1.5": SD15, "cv2": OpenCV2, "manga": Manga,
+ "sd2": SD2}
class ModelManager:
diff --git a/lama_cleaner/parse_args.py b/lama_cleaner/parse_args.py
index b6de29d..7508bd9 100644
--- a/lama_cleaner/parse_args.py
+++ b/lama_cleaner/parse_args.py
@@ -10,7 +10,7 @@ def parse_args():
parser.add_argument(
"--model",
default="lama",
- choices=["lama", "ldm", "zits", "mat", "fcf", "sd1.5", "cv2", "manga"],
+ choices=["lama", "ldm", "zits", "mat", "fcf", "sd1.5", "cv2", "manga", "sd2"],
)
parser.add_argument(
"--hf_access_token",
@@ -37,7 +37,7 @@ def parse_args():
action="store_true",
help="Enable xFormers optimizations. Requires that xformers package has been installed. See: https://github.com/facebookresearch/xformers"
)
- parser.add_argument("--device", default="cuda", type=str, choices=["cuda", "cpu"])
+ parser.add_argument("--device", default="cuda", type=str, choices=["cuda", "cpu", "mps"])
parser.add_argument("--gui", action="store_true", help="Launch as desktop app")
parser.add_argument(
"--gui-size",
@@ -59,7 +59,7 @@ def parse_args():
if imghdr.what(args.input) is None:
parser.error(f"invalid --input: {args.input} is not a valid image file")
- if args.model.startswith("sd") and not args.sd_run_local:
+ if args.model == 'sd1.5' and not args.sd_run_local:
if not args.hf_access_token.startswith("hf_"):
parser.error(
f"sd(stable-diffusion) model requires huggingface access token. Check how to get token from: https://huggingface.co/docs/hub/security-tokens"
diff --git a/lama_cleaner/schema.py b/lama_cleaner/schema.py
index 41f80bc..47baaa7 100644
--- a/lama_cleaner/schema.py
+++ b/lama_cleaner/schema.py
@@ -25,6 +25,7 @@ class SDSampler(str, Enum):
k_lms = "k_lms"
k_euler = 'k_euler'
k_euler_a = 'k_euler_a'
+ dpm_plus_plus = 'dpm++'
class Config(BaseModel):
diff --git a/requirements.txt b/requirements.txt
index 6b32a72..b9d1fa2 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -10,5 +10,5 @@ pytest
yacs
markupsafe==2.0.1
scikit-image==0.19.3
-diffusers[torch]==0.7.2
+diffusers[torch]==0.9
transformers==4.21.0