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        "## MiniMax H3\n\n[MiniMax H3](https://www.minimax.io/blog/minimax-h3) is MiniMax's general-purpose, omni-modal generation model. It jointly understands text, image, video, and audio, and generates video with **native stereo audio**: voice, sound effects, and music are modeled jointly in a single forward pass, not layered on afterward. Output is up to 2K resolution, 24fps, and up to about 15 seconds.\n\n## ComfyUI links\n- [ComfyUI#15224](https://github.com/Comfy-Org/ComfyUI/pull/15224)\n- [🤗 Comfy-Org/MiniMax-H3](https://huggingface.co/Comfy-Org/MiniMax-H3)\n\n## About this workflow\n\nThis template runs the **reference-to-video (ref2va)** task using the `MiniMaxH3ReferenceToVideo` node. It takes any mix of reference images, videos, and standalone audio, and weaves them into the generation to lock in a character's identity, a style, a motion, a camera move, or a voice.\n\n**Key inputs**\n\n- **ref_images / ref_videos / ref_video_audios / ref_audios**: up to 9 reference images, 3 reference videos (each may carry its own paired soundtrack), and 3 standalone reference audio clips\n- **prompt**: reference the inputs by tag, in the exact order they were connected, for example `<Picture 1>`, `<Video 1>`, `<Audio 1>`, then describe the target scene, motion, and audio\n- **ref_image_size**: `match` scales references down to the generation's resolution (faster); `max` keeps up to a 2048px short edge for stronger identity fidelity, at the cost of speed since reference tokens ride along every sampling step\n- **width / height**: set via Resolution Selector.\n- **duration (seconds)**: converted to a valid frame `length` by the Math Expression node\n\n**Sampling and decode**\n\n- Sampler: `res_multistep`. `beta` or `normal` scheduler tends to outperform `simple` for reference-heavy prompts like this one\n- The sampler's joint audio+video `LATENT` output feeds directly into both `VAEDecode` (video, `minimax_h3_video_vae_fp16`) and `VAEDecodeAudio` (audio, `minimax_h3_audio_vae_fp32`); each decode node automatically pulls its own half out of the packed latent. `CreateVideo` then muxes the two into a single MP4 with synced sound\n- The diffusion model here is `minimax_h3_ref2va_pruned_int8_convrot.safetensors`, a different set of weights from the `fl2va` model used by the t2v/i2v templates\n\nRef2va's output is very sensitive to prompt wording; matching the reference tags precisely and being explicit about which reference drives which part of the shot tends to work best."
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        "# Creator Notes\n\n---\n\n### Extending Video Length\n\nThis workflow generates **two video segments** by default. Duplicate the segment groups to create videos of virtually any length.\n\nFor the smoothest transitions, adjust the prompts slightly between segments so the ending of one scene naturally flows into the beginning of the next.\n\n---\n\n### Reference Images\n\n* MiniMax H3 supports **up to 12 reference images per video**.\n* Arrange reference images in chronological order.\n* This workflow automatically takes the last frame of the previous video and feeds it as a reference for the next video\n\n---\n\n### Upscaling\n\nThis workflow is compatible with any upscaling method.\n\nI personally use **NVIDIA RTX Super Resolution**, but you can replace it with any upscaler that better fits your workflow or hardware.\n\n---\n\n### H3 Performance Tuning\n\nThe included performance tuning settings are optimized for **my hardware** and may require adjustment for your system.\n\nDepending on your GPU and available VRAM, you may need to tweak:\n\n* Block Cache\n* Attention patches\n* VRAM/offloading settings\n* Scheduler settings\n* Other performance-related parameters\n\nExperiment to find the best balance between generation speed, VRAM usage, and output quality.\n\n---\n\n### Creator's System\n\nThis workflow was developed and tested on:\n\n* **GPU:** NVIDIA RTX 5080 (16 GB VRAM)\n* **CPU:** AMD Ryzen 9 9900X3D\n* **Memory:** 64 GB RAM\n* **Operating System:** Linux\n\nPerformance will vary depending on your hardware configuration.\n\n---\n\n### Recommendations\n\n* Restart ComfyUI after installing new custom nodes.\n* Keep ComfyUI and all custom nodes up to date.\n* If a node is missing, use **ComfyUI Manager → Install Missing Custom Nodes**.\n* Keep the final frame of one segment visually similar to the first frame of the next for seamless transitions.\n* Save prompt templates to make creating longer videos faster and more consistent.\n"
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