[Stable Diffusion] Add components function #889
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patil-suraj
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Oct 20, 2022
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| @property | ||
| def components(self) -> Dict[str, Any]: | ||
| r""" | ||
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| The `self.compenents` property can be useful to run different pipelines with the same weights and | ||
| configurations to not have to re-allocate memory. | ||
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| Examples: | ||
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| ```py | ||
| >>> from diffusers import ( | ||
| ... StableDiffusionPipeline, | ||
| ... StableDiffusionImg2ImgPipeline, | ||
| ... StableDiffusionInpaintPipeline, | ||
| ... ) | ||
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| >>> img2text = StableDiffusionPipeline.from_pretrained("CompVis/stable-diffusion-v1-4") | ||
| >>> img2img = StableDiffusionImg2ImgPipeline(**img2text.components) | ||
| >>> inpaint = StableDiffusionInpaintPipeline(**img2text.components) | ||
| ``` | ||
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| Returns: | ||
| A dictionaly containing all the modules needed to initialize the pipleline. | ||
| """ | ||
| components = {k: getattr(self, k) for k in self.config.keys() if not k.startswith("_")} | ||
| expected_modules = set(inspect.signature(self.__init__).parameters.keys()) - set(["self"]) | ||
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| if set(components.keys()) != expected_modules: | ||
| raise ValueError( | ||
| f"{self} has been incorrectly initialized or {self.__class__} is incorrectly implemented. Expected" | ||
| f" {expected_modules} to be defined, but {components} are defined." | ||
| ) | ||
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| return components | ||
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| - Make use of the [Stable Diffusion Mega Pipeline](https://github.com/huggingface/diffusers/tree/main/examples/community#stable-diffusion-mega) or | ||
| - Make use of the `components` functionality to instantiate all components in the most memory-efficient way: | ||
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| ```python | ||
| >>> from diffusers import ( | ||
| ... StableDiffusionPipeline, | ||
| ... StableDiffusionImg2ImgPipeline, | ||
| ... StableDiffusionInpaintPipeline, | ||
| ... ) | ||
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| >>> img2text = StableDiffusionPipeline.from_pretrained("CompVis/stable-diffusion-v1-4") | ||
| >>> img2img = StableDiffusionImg2ImgPipeline(**img2text.components) | ||
| >>> inpaint = StableDiffusionInpaintPipeline(**img2text.components) | ||
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| >>> # now you can use img2text(...), img2img(...), inpaint(...) just like the call methods of each respective pipeline |
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Nice example! We should also explain a bit more details, for example, the revision, dtype.
Also we should mention that each pipeline needs to be placed on a device so it has it's self.device set.
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Yeah leaving this for a follow-up PR ;-)
prathikr
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Oct 26, 2022
* [Stable Diffusion] Add components function * uP
PhaneeshB
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Mar 1, 2023
Co-authored-by: dan <dan@nod-labs.com>
yoonseokjin
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Dec 25, 2023
* [Stable Diffusion] Add components function * uP
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