diff --git a/src/refiners/foundationals/latent_diffusion/schedulers/ddpm.py b/src/refiners/foundationals/latent_diffusion/schedulers/ddpm.py
index 528d395..db004fa 100644
--- a/src/refiners/foundationals/latent_diffusion/schedulers/ddpm.py
+++ b/src/refiners/foundationals/latent_diffusion/schedulers/ddpm.py
@@ -56,9 +56,7 @@ class DDPM(Scheduler):
             else tensor(1, device=self.device)
         )
         current_factor = current_cumulative_factor / previous_cumulative_scale_factor
-        estimated_denoised_data = (
-            x - (1 - current_cumulative_factor) ** 0.5 * noise
-        ) / current_cumulative_factor**0.5
+        estimated_denoised_data = (x - (1 - current_cumulative_factor) ** 0.5 * noise) / current_cumulative_factor**0.5
         estimated_denoised_data = estimated_denoised_data.clamp(-1, 1)
         original_data_coeff = (previous_cumulative_scale_factor**0.5 * (1 - current_factor)) / (
             1 - current_cumulative_factor