RES4LYF

Pick the noise your sampler starts from

Rebuild a CONDITIONING from an encoded string

The no-fuss RES sampler drop-in

Encode a Flux prompt without baking in guidance

Style transfer by matching feature statistics

Style transfer through attention injection

RES4LYF's answer to img2img and ad-hoc ControlNet

Apply a style guide to low or high detail bands

Match the overall color and tone of a reference

Drive a generation with two latent guides at once

Steer composition and style with guide images

Refine an image against its own estimate, no reference

Bundle masked and unmasked latent guides for RES4LYF

The kitchen-sink guide behind RES4LYF faceswaps

Reference-image style transfer inside RES4LYF

Soften scattersort seams with an edge mask

Scattersort with per-component targeting

Tile scattersort for tighter reference adherence

Mask a video by time range for guided sampling

RES4LYF inpainting with separate masked and background guidance

The no-fuss RES4LYF inpainting node

Load model, CLIP(s) and VAE in one node with fp8 casting

Schedule sampler parameters over time (and per frame)

Merge several RES4LYF option nodes into one

Unsample-and-resample loops for refinement

Add detail during sampling, on a step window

The text box for RES4LYF's hidden flags

The sync_eps control for RES4LYF flow guiding

Shape guidance across the frames of a video

Feed a raw per-frame weight curve to RES4LYF

Bongmath and implicit refinement, as an option node

Rescale the latent during RES4LYF sampling

Add momentum to the RES4LYF sampling trajectory

Tune the noise injection for SDE sampling

Add SDE noise to only part of the image

Feed your own latent as the SDE noise

Noise scaling and lying sigmas for RES4LYF

Overshoot control for RES4LYF samplers

Switch solvers mid-denoise

Tiled sampling settings for RES4LYF samplers

Tiled sampling for RES4LYF

Torch.compile speedups for Wan video

Different prompts for different regions

Mask-based regional prompts, unlimited zones

Two masked regions plus an unmasked catch-all

Two prompts, two masked regions, one image

Three masked prompt regions in one image

Unlimited regional prompt zones via a bundle

The sampler you build, from an older workflow

The RES4LYF sampler with every knob exposed

Every sampling knob the pack has

The sampler you build, not the one you run

Pick one solver from all 119 of them

A sigma schedule you can shape by hand

Hand one sampler's latent to the next

The all-in-one flow-matching sampler

Schedule eta and noise across the steps

The legacy schedule bundler for the old ClownsharKSampler

The all-in-one sampler for flow-matching models

Steer a generation with a guide latent

Dual guides for subject + background

RES4LYF's noise settings, bundled into one legacy node

Style transfer at the attention level for Flux, SD3.5 and HiDream

Style transfer at the attention level for SD1.5 and SDXL

Full transformer-block control for style transfer on MMDiT models

Style transfer control at the ResBlock level for classic U-Net models

Push RES4LYF style transfer harder

Reference-image style transfer for Flux, SD3.5, HiDream and Chroma

Inject style at specific UNet blocks

Style transfer inside a U-Net's spatial transformer

The finest-grained style-transfer dial RES4LYF has

The node that actually turns a reference image into a style guide

Layer one conditioning onto another at a controlled strength

Crossfade two prompts over the course of a run, not in one jump

Combine up to four conditionings in one node

Combine up to eight conditionings without a chain of combiners

Trim a bloated T5 conditioning down for speed

An experimental T5/CLIP-weighted conditioning blend

Cast your conditioning to double precision

Dump a conditioning object out as text you can actually look at

The fix for SD3.5's silent 77-token quality cliff

The SD3.5-safe replacement for ConditioningZeroOut

A flat (or linear) sigma ramp

Erase and replace concepts in HiDream's two text encoders

A plain empty-latent source for RES4LYF workflows

Empty latents for Cascade, 16-channel, and odd shapes

Kill the plasticky AI look with real grain

Turning off Flux's baked-in guidance so real CFG works

One node to load a whole Flux stack

Keeping real CFG from burning Flux images

Stitch two image batches into one sequence

Stitch two latents into one sequence

Stitch two latent clips together, no re-encode

Stitching per-frame masks into RES4LYF's temporal mask

Pull one frame out of a batch

Pull one frame out of a batch as a latent

Pull one frame out as a latent

Flipping a video latent's frame order

Shrink a per-frame mask to Wan's latent frame rate

Excluding a single frame from RES4LYF's temporal mask

Trim a range of frames out of an image batch

Trim video frames before the VAE decode

Cutting a frame range out of a video latent

Splitting detail from color, Photoshop-style

Split detail from tone, edit, recombine

The gentler frequency-separation blend

Split an image into luminance and color

Crop by pixel coordinates, keep the paste-back data

A one-knob blur for masks and guides

Turning a flat-color layout into ordered zones

Kill the plastic look with film grain

Edge-friendly blur for cleanup and detail work

Pulling two batched images back apart

Fill a canvas from a small tile

A sharpen pass with median or gaussian character

Color-grading a 4-channel latent directly

Channel-wise grading for Flux-style 16-channel latents

Turning one latent into a batch of copies

Copy channel data between two latents

Wiping RES4LYF's stashed metadata off a latent

Keeping guide-crop bookkeeping in sync

Printing what RES4LYF stashed on your latent

Read where a RES4LYF sampler left off

Reading a latent's per-channel average

Matching one latent's color stats to another

Colored noise as a standalone starting point

Plain noise, with mean and spread under your control

Hand-tuned starting noise, one channel at a time

An Empty Latent Image that starts from structured noise

Hand-control the noise you inject into a latent

One latent in, a batch of noised variants out

Fix color and contrast drift in the latent

Blend two latents by structure and by texture, separately

Scale a latent's structure and texture, per channel

Nudge a latent's structure and texture, per channel

A nonlinear curve over a latent's structure and texture

Selectively overwrite a chained sampler's hidden state

Move a latent onto (or off) the GPU

Pull the sampler's raw diffusion state out of a latent

Reattach a chained sampler's hidden state to a new latent

Trim frames off a video latent without breaking sampler state

Scale a latent by a factor without leaving latent space

Upscale a latent through a real VAE roundtrip

Patch specific transformer layers of a model at high precision

The standalone SAMPLER version of RES4LYF's solver, kept for old workflows

The original all-in-one, with shift built in

Bundling img2img guidance and schedule for the old sampler

The older RES4LYF sampler, kept for old workflows

The linear-quadratic schedule with real knobs

Crop to a mask at the ratio you want

Extract just the boundary of a mask, for feathering hard region edges

Turn a soft, grayscale mask into a hard on/off one

Turn a color map into region masks for regional prompting

Turn a flat-color region map into one mask per zone

Draw a mask by hand, right inside the node

Split a mask list into sixteen wireable outputs

Split a mask list into four wireable outputs

Split a mask list into eight wireable outputs

An on/off switch for a mask, without rewiring your graph

The shift knob that actually matters on flow-matching models

Shift that scales with your image size

Set the timestep shift for flow-matching models

Getting your images, masks, and latents ready for RES4LYF unsampling

RES4LYF's style-transfer patch for AuraFlow

Block-level control over RES4LYF's AuraFlow style patch

Prep a Chroma model for RES4LYF's style tricks

RES4LYF's block-level style patch for Chroma

Turn Flux into a style/reference engine for RES4LYF

RES4LYF's style/faceswap patch for Flux, block by block

RES4LYF's style-transfer patch for HiDream

Block-level control over RES4LYF's HiDream style patch

RES4LYF's style-transfer patch for LTX Video

Block-level control over RES4LYF's LTX Video style patch

Precision control for Flux Redux inside RES4LYF's style-transfer system

RES4LYF's style-transfer patch for SD3.5

Block-level control over RES4LYF's SD3.5 style patch

Enable RES4LYF's style engine on your model at high precision

Unlock RES4LYF's Wan video features

Sliding-window attention for long Wan videos

Trade sampling speed for fewer OOM crashes

Rewriting the sigma-to-timestep math for Runge-Kutta samplers

One node for SD3.5's model, CLIP, and VAE

One seed, plus the next one, on demand

One place to set width and height, wired everywhere

One node for a base resolution and its scaled-up counterpart

Run RES4LYF sampling in float32 or float64

Casting a latent to a specific numeric precision, and inspecting all three at once

Force fp16/fp32/fp64 through your sampling graph

Hand a half-sampled latent to the next sampler and change the rules

The noise and denoise settings for RES4LYF samplers

Attaching independent conditioning and CFG to a RES4LYF guide

Separate conditioning and CFG for masked vs. unmasked regions

Feed a custom GUIDER into a RES4LYF sampler

Chaining sampler passes without losing your place

Set the compressed latent size for UltraCascade sampling

The node that actually runs the sampling

Elementwise addition for two noise schedules

Use one schedule as an envelope for another

Force a noise schedule back to positive

A noise floor that reacts to the schedule instead of a fixed number

Spend more steps where the schedule is changing fastest

Nudge every noise level in your schedule up or down

Pad extra values onto the end of a schedule

Reshape a noise schedule with an inverse-trig curve

Another inverse-trig reshape for a noise schedule

The one inverse-trig reshape that doesn't need normalizing

Run a noise schedule through a Lorenz system

Smooth and resample a noise schedule with spline interpolation

Perturb a noise schedule with a classic chaotic map

The hygiene node for after you've been editing sigmas by hand

Remap a schedule's timing through a flow curve

Yes, that Collatz conjecture, applied to your noise schedule

Glue two noise schedules end to end

Generate a noise schedule from an integer sequence

How many steps is that schedule, actually?

The vector-math node in the sigma toolbox

Trim the tail off a noise schedule instead of clamping it

Clean up a sigma schedule with repeated values

Vector-math for two noise schedules, undocumented territory

Bend a noise schedule with easing curves

Wrap a noise schedule into a repeating sawtooth

Keep only the fractional part of every noise value

Type a noise schedule by hand

Reshape a noise schedule with the gamma and beta functions

Run a noise schedule through the bell curve, five different ways

The S-curve version of a noise schedule

Generate a noise schedule from a number-theory conjecture about primes

Generate a schedule that falls off like the harmonic series

Reshape a noise schedule with sinh, cosh, tanh and friends

Pick per-step between two schedules based on a condition

Turn raw sigma values into a 0-1 position within a range

Build an up-then-down noise schedule for unsampling loops

The poly-exponential sibling of the up-down chainsampler schedule

Smooth out a jagged noise schedule

Reshape a schedule with the inverse of x times e^x

A noise schedule generated from the physics diffusion models are built on

Blend two noise schedules by a proportion

Ripple a sine wave into your noise schedule

Compress a noise schedule with a base-2 log

Write your own formula to generate a noise schedule

Write your own sigma-schedule formula

Wrap a sigma schedule with a remainder operation

Scale a whole noise schedule by one number

The two schedules an unsample-then-resample pass needs

A schedule generator built from ML's normalizing flows

Append a value onto a sigma schedule

Rescale a schedule off its typical values, not its extremes

A schedule generator borrowed from topology

Reshape a schedule with a single exponent

Actually see the schedule you built

Make one schedule statistically match another

Scale a whole schedule by one number

Run a sigma schedule through a Turing-pattern simulation

Change a sigma schedule's floating-point precision

Stretch or compress a schedule to a different step count

Set denoise by noise level, not by slicing steps

Pace a schedule out with curved-space geometry

Actually see what a scheduler does to your sigmas

Swap a schedule's minimum value for a different one

Reshape a noise schedule through an S-curve

Ease a schedule in and out like a graphics engineer would

Cut a noise schedule in two for chain sampling

Cut a noise schedule in two for two-stage sampling

Compress a schedule's high end with a square root

Take the front slice of a schedule for chained samplers

Build a multi-stage schedule in one node

Transform a schedule by timestep and decay

Cut a schedule down to its first N steps

Undo whatever Sigmas Pad added

Clamp steps too big for variance-locked SDE

Transform a schedule through the Riemann zeta family

Wiring Stage C's output into Stage B

Encoding an image into Stage C's latent space at a size you actually chose

RES4LYF's Flux Redux applicator, with an actual strength dial

A tangent-shaped noise schedule you can bend

Hand-shape your denoising curve

Shape your own sigma curve with a tangent function

Windowing which frames actually hear your prompt in Wan

The simplest way to split a Wan clip into two prompts

Windowing self-attention and cross-attention separately in Wan

Splitting self- and cross-attention at one pivot point each

A plain multiline text node for your prompts

Two prompt boxes in one node, and that's the whole pitch

Three multiline text boxes in one node, nothing fancier than that

Build prompts out of parts instead of retyping the whole thing

Glue two strings together in RES4LYF

Load a .txt off disk into your workflow

Randomize word order in a prompt, reproducibly

Shuffle your tags and cut the prompt to fit the encoder

Know exactly what CLIP is going to cut before it cuts it

Free-ish speed for AuraFlow, if you'll eat a slow first run

Torch.compile for Flux, with a scalpel instead of an on/off switch

The generic torch.compile node for whatever doesn't have a dedicated one

Torch.compile scoped to SD3.5's MMDiT

The legacy all-in-one sampler for Stable Cascade and UltraCascade

The tiled UltraCascade sampler in RES4LYF

Bake a patched model to disk so you stop re-running the merge

Encode with resizing and masks built in

The style transfer node that works across almost every model family