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import unittest
import pytest
from .template import (
is_full_coverage,
APITestTemplate,
girl_img,
mask_img,
mask_small_img,
)
class TestInpaintFullCoverage(unittest.TestCase):
def setUp(self):
if not is_full_coverage:
pytest.skip()
def test_inpaint(self):
for gen_type in ("img2img", "txt2img"):
if gen_type == "img2img":
payload = {
"init_images": [girl_img],
"mask": mask_img,
}
unit = {}
else:
payload = {}
unit = {
"image": {
"image": girl_img,
"mask": mask_img,
}
}
unit["model"] = "control_v11p_sd15_inpaint [ebff9138]"
for i_resize, resize_mode in enumerate(
("Just Resize", "Crop and Resize", "Resize and Fill")
):
# Gen 512x768(input image size) for resize.
if resize_mode == "Crop and Resize":
payload["height"] = 768
payload["width"] = 512
# Gen 512x512 for inner fit.
if resize_mode == "Crop and Resize":
payload["height"] = 512
payload["width"] = 512
# Gen 768x768 for outer fit.
if resize_mode == "Resize and Fill":
payload["height"] = 768
payload["width"] = 768
if gen_type == "img2img":
payload["resize_mode"] = i_resize
else:
unit["resize_mode"] = resize_mode
for module in ("inpaint_only", "inpaint", "inpaint_only+lama"):
unit["module"] = module
with self.subTest(
gen_type=gen_type,
resize_mode=resize_mode,
module=module,
):
self.assertTrue(
APITestTemplate(
f"{gen_type}_{resize_mode}_{module}",
gen_type,
payload_overrides=payload,
unit_overrides=unit,
).exec()
)
def test_inpaint_no_mask(self):
"""Inpaint should fail if no mask is provided. Output should not contain
ControlNet detected map."""
for gen_type in ("img2img", "txt2img"):
if gen_type == "img2img":
payload = {
"init_images": [girl_img],
}
unit = {}
else:
payload = {}
unit = {
"image": {
"image": girl_img,
}
}
unit["model"] = "control_v11p_sd15_inpaint [ebff9138]"
unit["module"] = "inpaint_only"
with self.subTest(gen_type=gen_type):
self.assertTrue(
APITestTemplate(
f"{gen_type}_no_mask_fail",
gen_type,
payload_overrides=payload,
unit_overrides=unit,
).exec()
)
def test_inpaint_double_mask(self):
"""When mask is provided for both a1111 img2img input and ControlNet
unit input, ControlNet input mask should be used."""
self.assertTrue(
APITestTemplate(
f"img2img_double_mask",
"img2img",
payload_overrides={
"init_images": [girl_img],
"mask": mask_img,
},
unit_overrides={
"image": {
"image": girl_img,
"mask": mask_small_img,
},
"model": "control_v11p_sd15_inpaint [ebff9138]",
"module": "inpaint",
},
).exec()
)
def test_img2img_mask_on_unit(self):
""" Usecase for inpaint_global_harmonious. """
self.assertTrue(
APITestTemplate(
f"img2img_mask_on_unit",
"img2img",
payload_overrides={
"init_images": [girl_img],
},
unit_overrides={
"image": {
"image": girl_img,
"mask": mask_small_img,
},
"model": "control_v11p_sd15_inpaint [ebff9138]",
"module": "inpaint",
},
).exec()
)
def test_outpaint_without_mask(self):
self.assertTrue(
APITestTemplate(
f"img2img_outpaint_without_mask",
"img2img",
payload_overrides={
"init_images": [girl_img],
"width": 768,
"height": 768,
"resize_mode": 2,
},
unit_overrides={
"model": "control_v11p_sd15_inpaint [ebff9138]",
"module": "inpaint_only+lama",
},
).exec()
)
self.assertTrue(
APITestTemplate(
f"txt2img_outpaint_without_mask",
"txt2img",
payload_overrides={
"width": 768,
"height": 768,
},
unit_overrides={
"model": "control_v11p_sd15_inpaint [ebff9138]",
"module": "inpaint_only+lama",
"image": {
"image": girl_img,
},
"resize_mode": 2,
},
).exec()
)
def test_inpaint_crop(self):
self.assertTrue(
APITestTemplate(
"img2img_inpaint_crop",
"img2img",
payload_overrides={
"init_images": [girl_img],
"inpaint_full_res": True,
"mask": mask_small_img,
},
unit_overrides={
"model": "control_v11p_sd15_canny [d14c016b]",
"module": "canny",
"inpaint_crop_input_image": True,
},
).exec()
)
self.assertTrue(
APITestTemplate(
"img2img_inpaint_no_crop",
"img2img",
payload_overrides={
"init_images": [girl_img],
"inpaint_full_res": True,
"mask": mask_small_img,
},
unit_overrides={
"model": "control_v11p_sd15_canny [d14c016b]",
"module": "canny",
"inpaint_crop_input_image": False,
},
).exec()
)
if __name__ == "__main__":
unittest.main()
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