IOPaint/lama_cleaner/tests/test_sdxl.py

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import os
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from lama_cleaner.tests.utils import check_device, current_dir
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os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
import pytest
import torch
from lama_cleaner.model_manager import ModelManager
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from lama_cleaner.schema import HDStrategy, SDSampler, FREEUConfig
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from lama_cleaner.tests.test_model import get_config, assert_equal
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@pytest.mark.parametrize("device", ["cuda", "mps"])
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@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
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def test_sdxl(device, strategy, sampler):
sd_steps = check_device(device)
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model = ModelManager(
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name="diffusers/stable-diffusion-xl-1.0-inpainting-0.1",
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device=torch.device(device),
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disable_nsfw=True,
sd_cpu_textencoder=False,
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)
cfg = get_config(
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strategy=strategy,
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prompt="face of a fox, sitting on a bench",
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sd_steps=sd_steps,
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sd_strength=1.0,
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sd_guidance_scale=7.0,
)
cfg.sd_sampler = sampler
assert_equal(
model,
cfg,
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f"sdxl_device_{device}.png",
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img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
fx=2,
fy=2,
)
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@pytest.mark.parametrize("device", ["cuda", "mps"])
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@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
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def test_sdxl_lcm_lora_and_freeu(device, strategy, sampler):
sd_steps = check_device(device)
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model = ModelManager(
name="diffusers/stable-diffusion-xl-1.0-inpainting-0.1",
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device=torch.device(device),
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disable_nsfw=True,
sd_cpu_textencoder=False,
)
cfg = get_config(
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strategy=strategy,
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prompt="face of a fox, sitting on a bench",
sd_steps=sd_steps,
sd_strength=1.0,
sd_guidance_scale=2.0,
sd_lcm_lora=True,
)
cfg.sd_sampler = sampler
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name = f"device_{device}_{sampler}"
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assert_equal(
model,
cfg,
f"sdxl_{name}_lcm_lora.png",
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
fx=2,
fy=2,
)
cfg = get_config(
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strategy=strategy,
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prompt="face of a fox, sitting on a bench",
sd_steps=sd_steps,
sd_guidance_scale=7.5,
sd_freeu=True,
sd_freeu_config=FREEUConfig(),
)
assert_equal(
model,
cfg,
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f"sdxl_{name}_freeu_device_{device}.png",
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img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
fx=2,
fy=2,
)
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@pytest.mark.parametrize("device", ["cuda", "mps"])
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@pytest.mark.parametrize(
"rect",
[
[-128, -128, 1024, 1024],
],
)
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def test_sdxl_outpainting(device, rect):
sd_steps = check_device(device)
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model = ModelManager(
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name="diffusers/stable-diffusion-xl-1.0-inpainting-0.1",
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device=torch.device(device),
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disable_nsfw=True,
sd_cpu_textencoder=False,
)
cfg = get_config(
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strategy=HDStrategy.ORIGINAL,
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prompt="a dog sitting on a bench in the park",
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sd_steps=sd_steps,
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use_extender=True,
extender_x=rect[0],
extender_y=rect[1],
extender_width=rect[2],
extender_height=rect[3],
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sd_strength=1.0,
sd_guidance_scale=8.0,
sd_sampler=SDSampler.ddim,
)
assert_equal(
model,
cfg,
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f"sdxl_outpainting_dog_ddim_{'_'.join(map(str, rect))}_device_{device}.png",
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img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
fx=1.5,
fy=1.5,
)