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+ # You Only Sample Once (YOSO)
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+
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+ This algorithm was proposed in YOSO.
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+
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+ This model is fine-tuning from PixArt, enabling one-step inference to perform text-to-image generation.
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+
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+ ## usage
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+ ```python
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+ from diffusers import PixArtAlphaPipeline, LCMScheduler, Transformer2DModel, DPMSolverMultistepScheduler
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+
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+ transformer = Transformer2DModel.from_pretrained(
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+ "Yihong666/yoso_pixart512", torch_dtype=torch.float16).to('cuda')
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+
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+ pipe = PixArtAlphaPipeline.from_pretrained("./models--PixArt-alpha--PixArt-XL-2-512x512",
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+ transformer=transformer,
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+ torch_dtype=torch.float16, use_safetensors=True)
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+
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+ pipe = pipe.to('cuda')
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+ pipe.scheduler = LCMScheduler.from_config(pipe.scheduler.config)
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+ pipe.scheduler.config.prediction_type = "v_prediction"
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+ generator = torch.manual_seed(318)
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+ imgs = pipe(prompt="Pirate ship trapped in a cosmic maelstrom nebula, rendered in cosmic beach whirlpool engine, volumetric lighting, spectacular, ambient lights, light pollution, cinematic atmosphere, art nouveau style, illustration art artwork by SenseiJaye, intricate detail.",
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+ num_inference_steps=1,
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+ num_images_per_prompt = 1,
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+ generator = generator,
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+ guidance_scale=1.,
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+ )[0]
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+ imgs[0]
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+ ```
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+ ![Ship](ship.jpg)