87 lines
2.4 KiB
Python
87 lines
2.4 KiB
Python
import os
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from iopaint.const import SD_BRUSHNET_CHOICES
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from iopaint.tests.utils import check_device, get_config, assert_equal
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os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
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from pathlib import Path
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import pytest
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import torch
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from iopaint.model_manager import ModelManager
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from iopaint.schema import HDStrategy, SDSampler, FREEUConfig
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current_dir = Path(__file__).parent.absolute().resolve()
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save_dir = current_dir / "result"
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save_dir.mkdir(exist_ok=True, parents=True)
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@pytest.mark.parametrize("device", ["cuda", "mps", "cpu"])
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@pytest.mark.parametrize("sampler", [SDSampler.dpm_plus_plus_2m_karras])
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def test_runway_brushnet(device, sampler):
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sd_steps = check_device(device)
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model = ModelManager(
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name="runwayml/stable-diffusion-v1-5",
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device=torch.device(device),
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disable_nsfw=True,
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sd_cpu_textencoder=False,
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)
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cfg = get_config(
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strategy=HDStrategy.ORIGINAL,
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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_guidance_scale=7.5,
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sd_freeu=True,
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sd_freeu_config=FREEUConfig(),
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enable_brushnet=True,
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brushnet_method=SD_BRUSHNET_CHOICES[0]
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)
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cfg.sd_sampler = sampler
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assert_equal(
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model,
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cfg,
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f"brushnet_random_mask_{device}.png",
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img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
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mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
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)
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@pytest.mark.parametrize("device", ["cuda", "mps"])
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@pytest.mark.parametrize("sampler", [SDSampler.dpm_plus_plus_2m_karras])
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@pytest.mark.parametrize(
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"name",
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[
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"v1-5-pruned-emaonly.safetensors",
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],
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)
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def test_brushnet_local_file_path(device, sampler, name):
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sd_steps = check_device(device)
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model = ModelManager(
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name=name,
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device=torch.device(device),
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disable_nsfw=True,
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sd_cpu_textencoder=False,
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cpu_offload=False,
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)
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cfg = get_config(
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strategy=HDStrategy.ORIGINAL,
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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_seed=1234,
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enable_brushnet=True,
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brushnet_method=SD_BRUSHNET_CHOICES[1]
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)
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cfg.sd_sampler = sampler
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assert_equal(
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model,
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cfg,
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f"brushnet_segmentation_mask_{device}.png",
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img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
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mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
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fx=1,
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fy=1,
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)
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