Nodes/MiniMax H3 Contex Loop/MiniMax H3 LMS Upscale Guide (Experimental)
ComfyUI Node

MiniMax H3 LMS Upscale Guide (Experimental)

Experimental LMS refinement AFTER an image/video upscaler. Encodes one enlarged RAW scene as a native guide and creates a fresh AV target at the same size. Does not reconstruct Ref2VA caches, send images to Qwen, or change timing. Requires full-scene sampling memory; this is not a tiled CAT replacement with the same memory footprint. Separate the sampled video latent for decode/save; discard sampled audio. Upscale Segment Save retains the original checkpoint sound.

By ethanfel·Created 2 months ago·Updated about 21 hours ago· 463
MiniMax H3 LMS Upscale Guide (Experimental)
  • state
  • clip
  • video_vae
  • images
  • video
  • positive
  • latent
  • width
  • height
  • raw_frames
  • status
◄promptEnhance this video with sharp, crisp details while preserving a natural photorealistic appearance.►
Categoryconditioning/minimax/context_loop/upscale

Inputs (6)

NameTypeDefaultDescription
stateH3_CHAIN_UPSCALE_STATECurrent scene from a pixel Upscale Adapter. Its RAW frame clock must match the guide exactly.
clipCLIPH3 Qwen text encoder. Only the enhancement caption is encoded; no visual refs/cache are used.
video_vaeVAEH3 video VAE for encoding the enlarged guide.
promptSTRINGEnhance this video with sharp, crisp details while preserving a natural photorealistic appearance.—
imagesoptIMAGEOne complete enlarged RAW scene from DLSS5 or another frame-preserving upscaler. Connect images OR video, not both. No trim or resampling.
videooptVIDEOAlternative RAW 24 fps guide from a VIDEO upscaler. Decoded as ONE FULL SCENE in RAM, not streamed. Its audio is ignored.

Outputs (6)

NameTypeDescription
positiveCONDITIONINGCaption plus a full-length native H3 video guide at frame zero.
latentLATENTFresh empty joint AV target. Use RandomNoise, denoise=1 and LMS + Ref2VA Turbo on the model; do not use Pass-2 AV Prepare.
widthINTActual guide width.
heightINTActual guide height.
raw_framesINTUnchanged RAW frame count.
statusSTRINGGuide route, memory warning and audio preservation contract.