object-to-object-replace / iopaint /tests /test_match_histograms.py
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import pytest
import torch
from iopaint.model_manager import ModelManager
from iopaint.schema import SDSampler, HDStrategy
from iopaint.tests.utils import check_device, get_config, assert_equal, current_dir
@pytest.mark.parametrize("device", ["cuda", "mps"])
@pytest.mark.parametrize("sampler", [SDSampler.ddim])
def test_sd_match_histograms(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_lcm_lora=False,
sd_match_histograms=True,
sd_sampler=sampler
)
assert_equal(
model,
cfg,
f"runway_sd_1_5_device_{device}_match_histograms.png",
img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
)