InvokeAI/invokeai/backend/stable_diffusion/vae_tiling.py

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from contextlib import contextmanager
from diffusers.models.autoencoders.autoencoder_kl import AutoencoderKL
from diffusers.models.autoencoders.autoencoder_tiny import AutoencoderTiny
@contextmanager
def patch_vae_tiling_params(
vae: AutoencoderKL | AutoencoderTiny,
tile_sample_min_size: int,
tile_latent_min_size: int,
tile_overlap_factor: float,
):
# Record initial config.
orig_tile_sample_min_size = vae.tile_sample_min_size
orig_tile_latent_min_size = vae.tile_latent_min_size
orig_tile_overlap_factor = vae.tile_overlap_factor
try:
# Apply target config.
vae.tile_sample_min_size = tile_sample_min_size
vae.tile_latent_min_size = tile_latent_min_size
vae.tile_overlap_factor = tile_overlap_factor
yield
finally:
# Restore initial config.
vae.tile_sample_min_size = orig_tile_sample_min_size
vae.tile_latent_min_size = orig_tile_latent_min_size
vae.tile_overlap_factor = orig_tile_overlap_factor