235 lines
6.6 KiB
Python
235 lines
6.6 KiB
Python
import os
|
|
|
|
from lama_cleaner.tests.utils import check_device, get_config, assert_equal
|
|
|
|
os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
|
|
from pathlib import Path
|
|
|
|
import pytest
|
|
import torch
|
|
|
|
from lama_cleaner.model_manager import ModelManager
|
|
from lama_cleaner.schema import HDStrategy, SDSampler, FREEUConfig
|
|
|
|
current_dir = Path(__file__).parent.absolute().resolve()
|
|
save_dir = current_dir / "result"
|
|
save_dir.mkdir(exist_ok=True, parents=True)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps"])
|
|
@pytest.mark.parametrize(
|
|
"sampler",
|
|
[
|
|
SDSampler.ddim,
|
|
SDSampler.pndm,
|
|
SDSampler.k_lms,
|
|
SDSampler.k_euler,
|
|
SDSampler.k_euler_a,
|
|
SDSampler.lcm,
|
|
],
|
|
)
|
|
def test_runway_sd_1_5_all_samplers(
|
|
device,
|
|
sampler,
|
|
):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-inpainting",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
)
|
|
cfg = get_config(
|
|
strategy=HDStrategy.ORIGINAL,
|
|
prompt="a fox sitting on a bench",
|
|
sd_steps=sd_steps,
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
name = f"device_{device}_{sampler}"
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_sd_{name}.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps", "cpu"])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.lcm])
|
|
def test_runway_sd_lcm_lora(device, sampler):
|
|
check_device(device)
|
|
|
|
sd_steps = 5
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-inpainting",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
)
|
|
cfg = get_config(
|
|
strategy=HDStrategy.ORIGINAL,
|
|
prompt="face of a fox, sitting on a bench",
|
|
sd_steps=sd_steps,
|
|
sd_guidance_scale=2,
|
|
sd_lcm_lora=True,
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_sd_1_5_lcm_lora_device_{device}.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps", "cpu"])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
|
|
def test_runway_sd_freeu(device, sampler):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-inpainting",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
)
|
|
cfg = get_config(
|
|
strategy=HDStrategy.ORIGINAL,
|
|
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(),
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_sd_1_5_freeu_device_{device}.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps"])
|
|
@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
|
|
def test_runway_sd_sd_strength(device, strategy, sampler):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-inpainting",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
)
|
|
cfg = get_config(
|
|
strategy=strategy,
|
|
prompt="a fox sitting on a bench",
|
|
sd_steps=sd_steps,
|
|
sd_strength=0.8,
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_sd_strength_0.8_device_{device}.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps", "cpu"])
|
|
@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
|
|
def test_runway_norm_sd_model(device, strategy, sampler):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-v1-5",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
)
|
|
cfg = get_config(
|
|
strategy=strategy, prompt="face of a fox, sitting on a bench", sd_steps=sd_steps
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_{device}_norm_sd_model_device_{device}.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda"])
|
|
@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.k_euler_a])
|
|
def test_runway_sd_1_5_cpu_offload(device, strategy, sampler):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name="runwayml/stable-diffusion-inpainting",
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
cpu_offload=True,
|
|
)
|
|
cfg = get_config(
|
|
strategy=strategy, prompt="a fox sitting on a bench", sd_steps=sd_steps
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
name = f"device_{device}_{sampler}"
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"runway_sd_{strategy.capitalize()}_{name}_cpu_offload.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|
|
|
|
|
|
@pytest.mark.parametrize("device", ["cuda", "mps", "cpu"])
|
|
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
|
|
@pytest.mark.parametrize(
|
|
"name",
|
|
[
|
|
"sd-v1-5-inpainting.ckpt",
|
|
"sd-v1-5-inpainting.safetensors",
|
|
"v1-5-pruned-emaonly.safetensors",
|
|
],
|
|
)
|
|
def test_local_file_path(device, sampler, name):
|
|
sd_steps = check_device(device)
|
|
model = ModelManager(
|
|
name=name,
|
|
device=torch.device(device),
|
|
disable_nsfw=True,
|
|
sd_cpu_textencoder=False,
|
|
cpu_offload=False,
|
|
)
|
|
cfg = get_config(
|
|
strategy=HDStrategy.ORIGINAL,
|
|
prompt="a fox sitting on a bench",
|
|
sd_steps=sd_steps,
|
|
)
|
|
cfg.sd_sampler = sampler
|
|
|
|
name = f"device_{device}_{sampler}_{name}"
|
|
|
|
assert_equal(
|
|
model,
|
|
cfg,
|
|
f"sd_local_model_{name}.png",
|
|
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
|
|
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
|
|
)
|