rename to iopaint

2024-01-05 15:19:23 +08:00
parent f1f18aa6cd
commit a73e2a531f
101 changed files with 180 additions and 253 deletions
--- a/iopaint/tests/test_sdxl.py
+++ b/iopaint/tests/test_sdxl.py
@@ -0,0 +1,140 @@
+import os
+
+from iopaint.tests.utils import check_device, current_dir
+
+os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
+
+import pytest
+import torch
+
+from iopaint.model_manager import ModelManager
+from iopaint.schema import HDStrategy, SDSampler, FREEUConfig
+from iopaint.tests.test_model import get_config, assert_equal
+
+
+@pytest.mark.parametrize("device", ["cuda", "mps"])
+@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
+@pytest.mark.parametrize("sampler", [SDSampler.ddim])
+def test_sdxl(device, strategy, sampler):
+    sd_steps = check_device(device)
+
+    model = ModelManager(
+        name="diffusers/stable-diffusion-xl-1.0-inpainting-0.1",
+        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,
+        sd_strength=1.0,
+        sd_guidance_scale=7.0,
+    )
+    cfg.sd_sampler = sampler
+
+    assert_equal(
+        model,
+        cfg,
+        f"sdxl_device_{device}.png",
+        img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
+        mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
+        fx=2,
+        fy=2,
+    )
+
+
+@pytest.mark.parametrize("device", ["cuda", "mps"])
+@pytest.mark.parametrize("strategy", [HDStrategy.ORIGINAL])
+@pytest.mark.parametrize("sampler", [SDSampler.ddim])
+def test_sdxl_lcm_lora_and_freeu(device, strategy, sampler):
+    sd_steps = check_device(device)
+
+    model = ModelManager(
+        name="diffusers/stable-diffusion-xl-1.0-inpainting-0.1",
+        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,
+        sd_strength=1.0,
+        sd_guidance_scale=2.0,
+        sd_lcm_lora=True,
+    )
+    cfg.sd_sampler = sampler
+
+    name = f"device_{device}_{sampler}"
+
+    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(
+        strategy=strategy,
+        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,
+        f"sdxl_{name}_freeu_device_{device}.png",
+        img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
+        mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
+        fx=2,
+        fy=2,
+    )
+
+
+@pytest.mark.parametrize("device", ["cuda", "mps"])
+@pytest.mark.parametrize(
+    "rect",
+    [
+        [-128, -128, 1024, 1024],
+    ],
+)
+def test_sdxl_outpainting(device, rect):
+    sd_steps = check_device(device)
+
+    model = ModelManager(
+        name="diffusers/stable-diffusion-xl-1.0-inpainting-0.1",
+        device=torch.device(device),
+        disable_nsfw=True,
+        sd_cpu_textencoder=False,
+    )
+
+    cfg = get_config(
+        strategy=HDStrategy.ORIGINAL,
+        prompt="a dog sitting on a bench in the park",
+        sd_steps=sd_steps,
+        use_extender=True,
+        extender_x=rect[0],
+        extender_y=rect[1],
+        extender_width=rect[2],
+        extender_height=rect[3],
+        sd_strength=1.0,
+        sd_guidance_scale=8.0,
+        sd_sampler=SDSampler.ddim,
+    )
+
+    assert_equal(
+        model,
+        cfg,
+        f"sdxl_outpainting_dog_ddim_{'_'.join(map(str, rect))}_device_{device}.png",
+        img_p=current_dir / "overture-creations-5sI6fQgYIuo.png",
+        mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png",
+        fx=1.5,
+        fy=1.5,
+    )