🤗 Diffusers库中文文档

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🤗 Diffusers是用于生成图像、音频甚至分子的3D结构的最先进的预训练扩散模型的首选库。无论您是寻找简单的推理解决方案还是想要训练自己的扩散模型，🤗 Diffusers都是一个支持两者的模块化工具箱。我们的库的设计注重易用性而非性能，注重简单而非轻松，注重可定制性而非抽象化。

该库包含三个主要组件：

1. 最先进的扩散管道，只需几行代码即可进行推理。diffusion pipelines
2. 可互换的噪声调度器，用于平衡生成速度和质量之间的权衡。noise schedulers
3. 预训练模型可用作构建模块，并与调度器组合，用于创建自己的端到端扩散系统。models

支持的管道pipelines

管道 Pipeline	论文/代码库	任务
alt_diffusion	AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities	图像到图像的文本引导生成
audio_diffusion	Audio Diffusion	无条件音频生成
controlnet	Adding Conditional Control to Text-to-Image Diffusion Models	图像到图像的文本引导生成
cycle_diffusion	Unifying Diffusion Models’ Latent Space, with Applications to CycleDiffusion and Guidance	图像到图像的文本引导生成
dance_diffusion	Dance Diffusion	Unconditional Audio Generation
ddpm	Denoising Diffusion Probabilistic Models	Unconditional Image Generation
ddim	Denoising Diffusion Implicit Models	Unconditional Image Generation
if	IF	Image Generation
if_img2img	IF	Image-to-Image Generation
if_inpainting	IF	Image-to-Image Generation
latent_diffusion	High-Resolution Image Synthesis with Latent Diffusion Models	Text-to-Image Generation
latent_diffusion	High-Resolution Image Synthesis with Latent Diffusion Models	Super Resolution Image-to-Image
latent_diffusion_uncond	High-Resolution Image Synthesis with Latent Diffusion Models	Unconditional Image Generation
paint_by_example	Paint by Example: Exemplar-based Image Editing with Diffusion Models	Image-Guided Image Inpainting
pndm	Pseudo Numerical Methods for Diffusion Models on Manifolds	Unconditional Image Generation
score_sde_ve	Score-Based Generative Modeling through Stochastic Differential Equations	Unconditional Image Generation
score_sde_vp	Score-Based Generative Modeling through Stochastic Differential Equations	Unconditional Image Generation
semantic_stable_diffusion	Semantic Guidance	Text-Guided Generation
stable_diffusion_text2img	Stable Diffusion	Text-to-Image Generation
stable_diffusion_img2img	Stable Diffusion	Image-to-Image Text-Guided Generation
stable_diffusion_inpaint	Stable Diffusion	Text-Guided Image Inpainting
stable_diffusion_panorama	MultiDiffusion	Text-to-Panorama Generation
stable_diffusion_pix2pix	InstructPix2Pix: Learning to Follow Image Editing Instructions	Text-Guided Image Editing
stable_diffusion_pix2pix_zero	Zero-shot Image-to-Image Translation	Text-Guided Image Editing
stable_diffusion_attend_and_excite	Attend-and-Excite: Attention-Based Semantic Guidance for Text-to-Image Diffusion Models	Text-to-Image Generation
stable_diffusion_self_attention_guidance	Improving Sample Quality of Diffusion Models Using Self-Attention Guidance	Text-to-Image Generation Unconditional Image Generation
stable_diffusion_image_variation	Stable Diffusion Image Variations	Image-to-Image Generation
stable_diffusion_latent_upscale	Stable Diffusion Latent Upscaler	Text-Guided Super Resolution Image-to-Image
stable_diffusion_model_editing	Editing Implicit Assumptions in Text-to-Image Diffusion Models	Text-to-Image Model Editing
stable_diffusion_2	Stable Diffusion 2	Text-to-Image Generation
stable_diffusion_2	Stable Diffusion 2	Text-Guided Image Inpainting
stable_diffusion_2	Depth-Conditional Stable Diffusion	Depth-to-Image Generation
stable_diffusion_2	Stable Diffusion 2	Text-Guided Super Resolution Image-to-Image
stable_diffusion_safe	Safe Stable Diffusion	Text-Guided Generation
stable_unclip	Stable unCLIP	Text-to-Image Generation
stable_unclip	Stable unCLIP	Image-to-Image Text-Guided Generation
stochastic_karras_ve	Elucidating the Design Space of Diffusion-Based Generative Models	Unconditional Image Generation
text_to_video_sd	Modelscope’s Text-to-video-synthesis Model in Open Domain	Text-to-Video Generation
unclip	Hierarchical Text-Conditional Image Generation with CLIP Latents(implementation by kakaobrain)	Text-to-Image Generation
versatile_diffusion	Versatile Diffusion: Text, Images and Variations All in One Diffusion Model	Text-to-Image Generation
versatile_diffusion	Versatile Diffusion: Text, Images and Variations All in One Diffusion Model	Image Variations Generation
versatile_diffusion	Versatile Diffusion: Text, Images and Variations All in One Diffusion Model	Dual Image and Text Guided Generation
vq_diffusion	Vector Quantized Diffusion Model for Text-to-Image Synthesis	Text-to-Image Generation

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