overlay the inpaint output to the original image

Reads a checkpoint file, returning properly formatted errors if they arise.

To run a test in a subprocess. In particular, this can avoid (GPU) memory issue. Args: test_case (`unittest.TestCase`):

r""" Save attention processor layers to a directory so that it can be reloaded with the [`~loaders.UNet2DConditionLoadersMixin.load_at

Predict the sample from the previous timestep by reversing the SDE. This function propagates the diffusion process from the learned m

Construct a layernorm module in the T5 style. No bias and no subtraction of mean.

This does the final conversion step: take locally converted weights and apply a global renaming to them. It splits attention layers, and take

Compute the density for sampling the timesteps when doing SD3 training. Courtesy: This was contributed by Rafie Walker in https://github.com/hugg

r""" Converts a state dict to the PEFT format The state dict can be from previous diffusers format (`OLD_DIFFUSERS`), or new diffusers format

Disables the FreeInit mechanism if enabled.

r""" Disable tiled VAE decoding. If `enable_tiling` was previously enabled, this method will go back to computing decoding in one step

r""" Instantiate a pretrained MultiAdapter model from multiple pre-trained adapter models. The model is set in evaluation mode by def