@@ -643,13 +643,11 @@ def __call__(
643643                in their `set_timesteps` method. If not defined, the default behavior when `num_inference_steps` is 
644644                passed will be used. Must be in descending order. 
645645            guidance_scale (`float`, *optional*, defaults to 4.5): 
646-                 Guidance scale as defined in [Classifier-Free Diffusion Guidance scale as defined in [Classifier-Free 
647-                 Diffusion Guidance](https://huggingface.co/papers/2207.12598). `guidance_scale` is defined as `w` of 
648-                 equation 2. of [Imagen Paper](https://huggingface.co/papers/2205.11487). Guidance scale is enabled by 
649-                 setting `guidance_scale > 1`. Higher guidance scale encourages to generate images that are closely 
650-                 linked to the text `prompt`, usually at the expense of lower image quality. In case of Flux, which is a 
651-                 guidance- distilled model, `guidance_scale > 1` doesn't implement true classifier-free guidance. 
652-                 Specifying `guidance_scale > 1` just mimics it. 
646+                 Embedded guiddance scale is enabled by setting `guidance_scale` > 1. Higher `guidance_scale` encourages a model to  
647+                 generate images more aligned with `prompt` at the expense of lower image quality. 
648+ 
649+                 Guidance-distilled models approximates true classifer-free guidance for `guidance_scale` > 1. Refer to the 
650+                 [paper](https://huggingface.co/papers/2210.03142) to learn more. 
653651            num_images_per_prompt (`int`, *optional*, defaults to 1): 
654652                The number of images to generate per prompt. 
655653            height (`int`, *optional*, defaults to self.unet.config.sample_size): 
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