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26 changes: 0 additions & 26 deletions tests/pipelines/ddpm/test_ddpm.py
Original file line number Diff line number Diff line change
Expand Up @@ -66,32 +66,6 @@ def test_fast_inference(self):
assert np.abs(image_slice.flatten() - expected_slice).max() < 1e-2
assert np.abs(image_from_tuple_slice.flatten() - expected_slice).max() < 1e-2

def test_full_inference(self):
device = "cpu"
unet = self.dummy_uncond_unet
scheduler = DDPMScheduler()

ddpm = DDPMPipeline(unet=unet, scheduler=scheduler)
ddpm.to(device)
ddpm.set_progress_bar_config(disable=None)

generator = torch.Generator(device=device).manual_seed(0)
image = ddpm(generator=generator, output_type="numpy").images

generator = torch.Generator(device=device).manual_seed(0)
image_from_tuple = ddpm(generator=generator, output_type="numpy", return_dict=False)[0]

image_slice = image[0, -3:, -3:, -1]
image_from_tuple_slice = image_from_tuple[0, -3:, -3:, -1]

assert image.shape == (1, 32, 32, 3)
expected_slice = np.array(
[1.0, 3.495e-02, 2.939e-01, 9.821e-01, 9.448e-01, 6.261e-03, 7.998e-01, 8.9e-01, 1.122e-02]
)

assert np.abs(image_slice.flatten() - expected_slice).max() < 1e-2
assert np.abs(image_from_tuple_slice.flatten() - expected_slice).max() < 1e-2

def test_inference_predict_sample(self):
unet = self.dummy_uncond_unet
scheduler = DDPMScheduler(prediction_type="sample")
Expand Down