Nodes/Deno Custom Nodes/(Deno) LTX High resolution Tiled Sampler
ComfyUI Node

(Deno) LTX High resolution Tiled Sampler

DENO Custom Nodes vunknown. The DENO info button checks Comfy Registry and marks this node when an update is available. Refines the video half of an LTX AV latent with step-fused spatial tiles while passing the full audio latent to every tile as context. Audio is kept unchanged so the second pass can use audio sync without re-denoising the sound. Guide-bearing LTX latents are tiled with their guide metadata preserved; for guide-bearing output, run LTXVSeparateAVLatent first, then apply LTXVCropGuides to the video latent before decode.

By Deno2026·Created 4 months ago·Updated 24 days ago· 116
(Deno) LTX High resolution Tiled Sampler
  • noise
  • guider
  • sampler
  • sigmas
  • latent_image
  • output
  • denoised_output
horizontal_tiles2
vertical_tiles2
overlap8
audio_modefreeze
blend_modehann
aggressive_memory_cleanuptrue
debugfalse
CategoryDeno/LTX

Inputs (12)

NameTypeDefaultDescription
noiseNOISENoise source used once for the global AV sampler trajectory.
guiderGUIDERBasicGuider or CFGGuider for the LTX AV second pass, including LTX guide metadata from upstream Sequencer/Add Guide nodes.
samplerSAMPLERComfyUI sampler object. The node keeps the sampler update global.
sigmasSIGMASSigma schedule for the low-denoise AV second-pass refinement.
latent_imageLATENTLTX AV nested latent containing video and audio. If guides are present, run LTXVSeparateAVLatent after this sampler, then apply LTXVCropGuides to the video latent before decode.
horizontal_tilesINT21–8Frame width split count. 2 means left and right tiles.
vertical_tilesINT21–8Frame height split count. 3 means top, middle, and bottom tiles.
overlapINT81–32Overlap in latent video tokens for each model-prediction tile, including guide-bearing video frames.
audio_modeoptCOMBOfreezeFreeze keeps audio unchanged while still using it as context for video denoising.
blend_modeoptCOMBOhannOverlap weighting curve. Hann is the recommended starting point.
aggressive_memory_cleanupoptBOOLEANtrueRun extra cleanup between AV tile predictions. This can be much slower, but may help fragmented VRAM or OOM cases.
debugoptBOOLEANfalsePrint AV hook calls, sigma labels, and tile diagnostics to the ComfyUI console.

Outputs (2)

NameTypeDescription
outputLATENTRefined AV latent. Video is tiled with guide metadata preserved and audio is preserved from the input.
denoised_outputLATENTDenoised AV latent from the callback x0. Video is x0 with guide metadata preserved and audio is preserved from the input.