Nodes/ComfyUI-DiT360/360° KSampler
ComfyUI Node

360° KSampler

A ComfyUI node in DiT360/sampling with 15 inputs and 1 output.

By cedarconnor·Created 10 months ago·Updated 8 months ago· 3
360° KSampler
  • model
  • positive
  • negative
  • latent_image
  • LATENT
seed0
steps20
cfg3.5
sampler_name
scheduler
denoise1.00
circular_padding16
enable_yaw_lossfalse
yaw_loss_weight0.10
enable_cube_lossfalse
cube_loss_weight0.10
CategoryDiT360/sampling

Inputs (15)

NameTypeDefaultDescription
modelMODELConnect your diffusion MODEL (e.g., FLUX UNet + DiT360 LoRA).
seedINT00–18446744073709550000Noise seed. Use a fixed value for reproducible results; use randomize/increment to explore variations.
stepsINT201–10000Diffusion steps. Recommended: ~20. Increase (30-50) for more detail; decrease for speed.
cfgFLOAT3.50–100Classifier-free guidance. Recommended: ~3-5 for FLUX. Too high can cause harsh contrast or blown highlights.
sampler_nameCOMBOSampler algorithm. Recommended: euler. Change only if you know what you prefer.
schedulerCOMBOStep scheduler. Recommended: simple (FLUX default).
positiveCONDITIONINGPositive prompt conditioning.
negativeCONDITIONINGNegative prompt conditioning.
latent_imageLATENTStarting latent. Use 360° Empty Latent for text2img, or a latent from img2img.
denoiseFLOAT1.000–1Denoise strength. Recommended: 1.0 for text2img; <1.0 for img2img to preserve structure.
circular_paddingINT160–128Latent-space circular padding on X for seam reduction. Recommended: start at 0; if seam, try 8-16 (up to 32). Higher values cost VRAM/time.
enable_yaw_lossBOOLEANfalseYaw-rotation consistency loss during sampling. Use if the panorama changes noticeably when yaw-rotated; ~2x slower.
yaw_loss_weightFLOAT0.100–1Yaw loss strength. Recommended: 0.05-0.2. Higher values can over-constrain and reduce detail.
enable_cube_lossBOOLEANfalsePole distortion reduction via cubemap reprojection loss. Use if poles look smeared/warped; ~1.5x slower.
cube_loss_weightFLOAT0.100–1Cube loss strength. Recommended: 0.05-0.2. Increase slowly if poles still look distorted.

Outputs (1)

NameTypeDescription
LATENTLATENT