用 Stable Diffusion 做音频驱动唇形同步，让视频或虚拟人像的口型与语音对齐，适合做数字人和视频配音。
基于 Diffusers 的实时扩散模型演示应用，用潜在一致性模型把文生图做到近乎即时的出图，并通过 MJPEG 推流展示生成过程。
用 Hugging Face diffusers 把扩散模型从图像搬到音频，能直接训练和生成音乐片段，省去自己搭扩散流程的麻烦。
基于 PyTorch 的扩散模型工具箱，统一加载和训练 Stable Diffusion、FLUX 等模型，做图像、视频、音频生成。
面向 Stable Diffusion 的专业图像生成引擎，提供行业领先的 WebUI，支持文生图、图生图、局部重绘和扩图，适合创作者与商业产品集成。
从单张图片生成结构化、可分解的 3D 网格模型，把物体拆成多个部件分别建模，方便后续编辑和装配。
收集扩散模型可控生成相关论文与资源，涵盖 ControlNet、DreamBooth、IP-Adapter 等方案，方便快速查找图像生成控制与定制化的资料。
…9, 8699, 8537, 8926) - Add TaoMate-H3 realtime AR-diffusion streaming and an LTX 2.5 single-stage text-to-audio pipeline. ( 8268, 6489) - Add optional single-stage Qwen3-
…ate-async training across both autoregressive and diffusion pipelines, including Qwen3-Omni audio and text fully-async RL, the dedicated Omni separate-async V1 trainer, M
…lash experts for LoRA. - Speculative and discrete-diffusion training. DFlash 2, additional Kimi K3 and DeepSeek-V4.1 draft-training paths, streaming EAGLE-3 feature compo
…history. ( 7413, 7633) Extended scheduler-managed diffusion KV into cross-stage transfer and reuse , adding native Mooncake AR-to-DiT handoff, KV prefetch, and HunyuanIma
…ucture. It is a hybrid of an autoregressive and a diffusion stage: an 8B Qwen3-based global language model predicts one semantic audio token per frame while a small depth
…ns a Qwen-style language model in parallel with a diffusion generation pathway, joined by a 3D multimodal RoPE. This release also lands video-to-video and action-conditio