diff --git a/src/diffusers/schedulers/scheduling_k_dpm_2_ancestral_discrete.py b/src/diffusers/schedulers/scheduling_k_dpm_2_ancestral_discrete.py
index c8b1f2c3be..b8205455d6 100644
--- a/src/diffusers/schedulers/scheduling_k_dpm_2_ancestral_discrete.py
+++ b/src/diffusers/schedulers/scheduling_k_dpm_2_ancestral_discrete.py
@@ -201,7 +201,7 @@ class KDPM2AncestralDiscreteScheduler(SchedulerMixin, ConfigMixin):
         else:
             timesteps = torch.from_numpy(timesteps).to(device)
 
-        timesteps_interpol = self.sigma_to_t(sigmas_interpol).to(device)
+        timesteps_interpol = self.sigma_to_t(sigmas_interpol).to(device, dtype=timesteps.dtype)
         interleaved_timesteps = torch.stack((timesteps_interpol[:-2, None], timesteps[1:, None]), dim=-1).flatten()
 
         self.timesteps = torch.cat([timesteps[:1], interleaved_timesteps])
diff --git a/src/diffusers/schedulers/scheduling_k_dpm_2_discrete.py b/src/diffusers/schedulers/scheduling_k_dpm_2_discrete.py
index 809da798f8..b49cc2e544 100644
--- a/src/diffusers/schedulers/scheduling_k_dpm_2_discrete.py
+++ b/src/diffusers/schedulers/scheduling_k_dpm_2_discrete.py
@@ -190,7 +190,7 @@ class KDPM2DiscreteScheduler(SchedulerMixin, ConfigMixin):
             timesteps = torch.from_numpy(timesteps).to(device)
 
         # interpolate timesteps
-        timesteps_interpol = self.sigma_to_t(sigmas_interpol).to(device)
+        timesteps_interpol = self.sigma_to_t(sigmas_interpol).to(device, dtype=timesteps.dtype)
         interleaved_timesteps = torch.stack((timesteps_interpol[1:-1, None], timesteps[1:, None]), dim=-1).flatten()
 
         self.timesteps = torch.cat([timesteps[:1], interleaved_timesteps])