from typing import Iterator import pytest from refiners.foundationals.latent_diffusion import SD1UNet, SDXLUNet from refiners.foundationals.latent_diffusion.freeu import SDFreeUAdapter, FreeUResidualConcatenator @pytest.fixture(scope="module", params=[True, False]) def unet(request: pytest.FixtureRequest) -> Iterator[SD1UNet | SDXLUNet]: xl: bool = request.param unet = SDXLUNet(in_channels=4) if xl else SD1UNet(in_channels=4) yield unet def test_freeu_adapter(unet: SD1UNet | SDXLUNet) -> None: freeu = SDFreeUAdapter(unet, backbone_scales=[1.2, 1.2], skip_scales=[0.9, 0.9]) assert len(list(unet.walk(FreeUResidualConcatenator))) == 0 with pytest.raises(AssertionError) as exc: freeu.eject() assert "could not find" in str(exc.value) freeu.inject() assert len(list(unet.walk(FreeUResidualConcatenator))) == 2 freeu.eject() assert len(list(unet.walk(FreeUResidualConcatenator))) == 0 def test_freeu_adapter_too_many_scales(unet: SD1UNet | SDXLUNet) -> None: num_blocks = len(unet.UpBlocks) with pytest.raises(AssertionError): SDFreeUAdapter(unet, backbone_scales=[1.2] * (num_blocks + 1), skip_scales=[0.9] * (num_blocks + 1)) def test_freeu_adapter_inconsistent_scales(unet: SD1UNet | SDXLUNet) -> None: with pytest.raises(AssertionError): SDFreeUAdapter(unet, backbone_scales=[1.2, 1.2], skip_scales=[0.9, 0.9, 0.9])