Add dict input support to from_single_file for reusing loaded weights - #14898
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What does this PR do?
Extends
FromSingleFileMixin.from_single_file()so thatpretrained_model_link_or_path_or_dictaccepts a state dict inaddition to a path/URL. This lets users load multiple pipelines
(e.g. txt2img + img2img) from a single checkpoint without
re-reading and re-parsing the file from disk.
Fixes #14903
Before
def from_single_file(cls, pretrained_model_link_or_path, **kwargs): ...
user had to load the file twice:
txt2img = StableDiffusionPipeline.from_single_file(path)
img2img = StableDiffusionImg2ImgPipeline.from_single_file(path) # re-reads disk
After
def from_single_file(cls, pretrained_model_link_or_path_or_dict, **kwargs): ...
state_dict = load_file("sd_xl_base_1.0.safetensors")
txt2img = StableDiffusionPipeline.from_single_file(state_dict)
img2img = StableDiffusionImg2ImgPipeline.from_single_file(state_dict) # no re-read
How
dictin the first argument; when a dict is passed, skipdownload/file I/O and use the provided tensors directly.
str/os.PathLikebehavior is unchanged (backward compatible).Who can review?
Anyone in the community is free to review
@sayakpaul @DN6 @yiyixuxu