Extensions/ComfyUI-LTXV-TimeGated-LoRA
ComfyUI Extension

ComfyUI-LTXV-TimeGated-LoRA

Temporally apply visual LTX 2.3 LoRAs to selected regions of a single continuous video sampling run.

By Jinx138·Created 3 months ago·Updated 28 days ago· 21
Jinx138/ComfyUI-LTXV-TimeGated-LoRA
Nodes9
On cloudLocal install
CategoryLTXV/LoRA, LTXV/Diagnostics
Stars21
Updated28 days ago

Nodes (9)

LTXV Time-Gated LoRA (LTX 2.3)

Make an LTX 2.3 LoRA appear for one part of the clip — no stitching required

LTXV/LoRA
LTXV Envelope Curve Preview / Analyze (CPU)

See your LTX 2.3 LoRA envelope before you spend a render on it

LTXV/Diagnostics
LTXV Prompt Relay Encode (Scheduled)

Give your LTX 2.3 LoRAs the same clock as your prompts

LTXV/Temporal Director
LTXV Schedule Sync

The master clock of the Temporal Director

LTXV/Temporal Director
LTXV Semantic Segment Planner

Segment planning for PromptRelay, without the Director

LTXV/Timing
LTXV Sigma Tail / Trim

A five-second way to trim a sigma schedule for pass-two experiments

LTXV/Timing
LTXV Temporal Envelope Inspector (v1.3.0)

Check LTX 2.3 timing and envelopes without touching the model

LTXV/Diagnostics
LTXV Temporal Schedule Preview

See the whole LTX 2.3 schedule before you burn a render

LTXV/Temporal Director
LTXV Time-Gated LoRA (Scheduled)

The node that puts a LoRA exactly where you want it in time

LTXV/Temporal Director
Readme

ComfyUI-LTXV-TimeGated-LoRA

Place LoRA effects exactly where they belong in an LTX 2.3 video.

Shape one or more visual LoRAs over the video timeline, align them with prompt segments, and inspect the complete schedule before sampling.

LTXV Temporal Director overview

What it does

ComfyUI-LTXV-TimeGated-LoRA provides two ways to control LoRAs over time:

Temporal Director

A shared timeline for prompt changes and multiple LoRAs.

  • Divide a video into up to 4 semantic segments
  • Route a different prompt into each segment
  • Assign one or more LoRAs to selected segments
  • Shape how each LoRA enters, holds, and leaves
  • Shift LoRA transitions ahead of or behind prompt transitions
  • Preview the complete schedule in seconds and frames

Time-Gated LoRA

The original standalone node remains available for workflows that need direct temporal LoRA control without the shared Director schedule.

Highlights

  • Shared prompt and LoRA timeline
  • Stackable Scheduled Time-Gated LoRAs
  • Prompt Relay integration
  • Automatic prompt separator recovery
  • Independent incoming and outgoing q-curves
  • Movable curve anchors and centered LoRA peaks
  • Symmetric first- and last-segment behavior
  • Seconds-first visual schedule preview
  • Native sigma tail and trim utility
  • Runtime patching without rewriting LoRA files

Automatic prompt parsing

Prompts may use explicit pipe separators:

The camera holds still | The subject begins to move | The action reaches its peak

The Schedule Sync node can also recover missing separators from ordered labels:

segment 1: The camera holds still.

segment 2: The subject begins to move.

segment 3: The action reaches its peak.

This is normalized automatically to three clean prompt segments.

Blank-line-separated paragraphs can also be used when no pipes or segment labels are present.

Main nodes

| Node | Purpose | |---|---| | LTXV Schedule Sync | Creates the shared segment schedule | | LTXV Prompt Relay Encode (Scheduled) | Encodes segment prompts and provides shared transition timing | | LTXV Time-Gated LoRA (Scheduled) | Applies a LoRA to a selected schedule segment | | LTXV Temporal Schedule Preview | Displays segments, durations, prompts, and LoRA curves | | LTXV Time-Gated LoRA (LTX 2.3) | Standalone classic TimeGate workflow | | LTXV Sigma Tail / Trim | Selects or trims a native ComfyUI sigma schedule |

Additional envelope preview, inspection, and segment-planning helpers are included.

Temporal Director setup

Connect the same segment_data output from LTXV Schedule Sync to:

  • LTXV Prompt Relay Encode (Scheduled)
  • every LTXV Time-Gated LoRA (Scheduled)
  • LTXV Temporal Schedule Preview

Connect relay_timing from the Scheduled Prompt Relay node to every Scheduled TimeGate.

Each Scheduled TimeGate can then target a different segment while remaining synchronized to the same prompt timeline.

LTXV Schedule Sync
 ├─ segment_data ──> Prompt Relay Encode (Scheduled)
 ├─ segment_data ──> Time-Gated LoRA (Scheduled) #1
 ├─ segment_data ──> Time-Gated LoRA (Scheduled) #2
 └─ segment_data ──> Temporal Schedule Preview

Prompt Relay Encode (Scheduled)
 └─ relay_timing ──> all Scheduled TimeGate nodes

The data output of each Scheduled TimeGate can be connected to data_1 through data_4 on the preview node.

LoRA curve controls

Each Scheduled TimeGate provides three strength levels:

  • strength_before
  • strength_during
  • strength_after

With ramp_mode = q_curve, the transition shape is controlled by:

  • q_in
  • q_out
  • q_in_shift
  • q_out_shift

The shift controls can move transitions between neighboring segment midpoints.

This supports:

  • gradual lead-ins before a prompt change
  • delayed LoRA activation
  • effects that continue into the following segment
  • early fade-outs
  • centered LoRA peaks without a plateau

The first and last segments use symmetric virtual pre-roll and post-roll regions, so their curves behave like internal segment boundaries.

Installation

ComfyUI Manager

Search for:

ComfyUI-LTXV-TimeGated-LoRA

Install the node package and restart ComfyUI.

Git

cd ComfyUI/custom_nodes
git clone https://github.com/Jinx138/ComfyUI-LTXV-TimeGated-LoRA.git

Restart ComfyUI and hard-refresh the browser.

To update later:

cd ComfyUI/custom_nodes/ComfyUI-LTXV-TimeGated-LoRA
git pull

Requirements

  • ComfyUI
  • Python 3.10 or newer
  • An LTX 2.3 video workflow
  • Visual LTX 2.3 LoRA files

Companion node: The Temporal Director's Scheduled Prompt Relay node requires an installed and enabled ComfyUI-PromptRelay. The classic Time-Gated LoRA nodes and Sigma Tail / Trim can be used without it.

No additional Python packages are required by this repository.

Scope

  • Temporal control currently targets visual LTX 2.3 LoRA layers
  • Temporal audio LoRA gating is not included
  • The Temporal Director supports up to 4 prompt segments
  • Existing classic Time-Gated LoRA workflows remain supported

Because LoRAs can affect motion, anatomy, detail, and temporal consistency differently, test unfamiliar LoRAs individually before stacking them.

Prompt Relay credits

Prompt scheduling support references:

See NOTICE.md for attribution details.

Documentation