Fix typos (#7411)

* Fix typos

* Fix typo in SVD.md

src/diffusers/schedulers/scheduling_euler_discrete.py

@@ -566,7 +566,7 @@ class EulerDiscreteScheduler(SchedulerMixin, ConfigMixin):
             # add_noise is called after first denoising step (for inpainting)
             step_indices = [self.step_index] * timesteps.shape[0]
         else:
-            # add noise is called bevore first denoising step to create inital latent(img2img)
+            # add noise is called before first denoising step to create initial latent(img2img)
             step_indices = [self.begin_index] * timesteps.shape[0]
 
         sigma = sigmas[step_indices].flatten()

src/diffusers/schedulers/scheduling_heun_discrete.py

@@ -472,7 +472,7 @@ class HeunDiscreteScheduler(SchedulerMixin, ConfigMixin):
             # add_noise is called after first denoising step (for inpainting)
             step_indices = [self.step_index] * timesteps.shape[0]
         else:
-            # add noise is called bevore first denoising step to create inital latent(img2img)
+            # add noise is called before first denoising step to create initial latent(img2img)
             step_indices = [self.begin_index] * timesteps.shape[0]
 
         sigma = sigmas[step_indices].flatten()

src/diffusers/schedulers/scheduling_k_dpm_2_ancestral_discrete.py

@@ -498,7 +498,7 @@ class KDPM2AncestralDiscreteScheduler(SchedulerMixin, ConfigMixin):
             # add_noise is called after first denoising step (for inpainting)
             step_indices = [self.step_index] * timesteps.shape[0]
         else:
-            # add noise is called bevore first denoising step to create inital latent(img2img)
+            # add noise is called before first denoising step to create initial latent(img2img)
             step_indices = [self.begin_index] * timesteps.shape[0]
 
         sigma = sigmas[step_indices].flatten()

src/diffusers/schedulers/scheduling_k_dpm_2_discrete.py

@@ -473,7 +473,7 @@ class KDPM2DiscreteScheduler(SchedulerMixin, ConfigMixin):
             # add_noise is called after first denoising step (for inpainting)
             step_indices = [self.step_index] * timesteps.shape[0]
         else:
-            # add noise is called bevore first denoising step to create inital latent(img2img)
+            # add noise is called before first denoising step to create initial latent(img2img)
             step_indices = [self.begin_index] * timesteps.shape[0]
 
         sigma = sigmas[step_indices].flatten()

src/diffusers/schedulers/scheduling_lms_discrete.py

@@ -465,7 +465,7 @@ class LMSDiscreteScheduler(SchedulerMixin, ConfigMixin):
             # add_noise is called after first denoising step (for inpainting)
             step_indices = [self.step_index] * timesteps.shape[0]
         else:
-            # add noise is called bevore first denoising step to create inital latent(img2img)
+            # add noise is called before first denoising step to create initial latent(img2img)
             step_indices = [self.begin_index] * timesteps.shape[0]
 
         sigma = sigmas[step_indices].flatten()

src/diffusers/schedulers/scheduling_unipc_multistep.py

@@ -869,7 +869,7 @@ class UniPCMultistepScheduler(SchedulerMixin, ConfigMixin):
             # add_noise is called after first denoising step (for inpainting)
             step_indices = [self.step_index] * timesteps.shape[0]
         else:
-            # add noise is called bevore first denoising step to create inital latent(img2img)
+            # add noise is called before first denoising step to create initial latent(img2img)
             step_indices = [self.begin_index] * timesteps.shape[0]
 
         sigma = sigmas[step_indices].flatten()