ComfyUI Node
Adaptive LoRA Scheduler
A ComfyUI node in WanVideo/Scheduling with 14 inputs and 2 outputs.
Adaptive LoRA Scheduler
- lora_high
- lora_low
- images
- lora_high
- lora_low
◄steps30►
◄start_step0►
◄end_step-1►
◄blend_strategylinear►
◄invertfalse►
◄adaptive_modefrequency_analysis►
◄tuning_goalStandard►
◄adaptive_intensity1.0►
◄preview_onlyfalse►
◄diagram_enabledtrue►
◄custom_curve►
CategoryWanVideo/Scheduling
Inputs (14)
| Name | Type | Default | Description |
|---|---|---|---|
| lora_high | WANVIDLORA | High-frequency LoRA (target/end state) | |
| lora_low | WANVIDLORA | Low-frequency LoRA (start state) | |
| steps | INT | 301–1000 | Total generation steps |
| start_step | INT | 00–1000 | Step to begin blending |
| end_step | INT | -1-1–1000 | Step to end blending (-1 = end) |
| blend_strategy | COMBO | linear | Blend Curve Shape: Linear: Constant transition. Ease-In: Slow start, fast end. Ease-Out: Fast start, slow end. Sigmoid: S-curve (slow start & end). Custom: Use input curve. |
| invert | BOOLEAN | false | Invert blending direction (High→Low instead of Low→High) |
| adaptive_mode | COMBO | frequency_analysis | Modulates the blend curve based on image complexity. Frequency Analysis: Uses FFT to detect texture vs structure. Basic Variance: Simple contrast check. |
| tuning_goal | COMBO | Standard | How to interpret the complexity: Standard: Balanced. Encourage Motion: For simple images, boosts High/Structure LoRA to force movement. Preserve Details: For complex images, reduces High LoRA to protect textures. |
| adaptive_intensity | FLOAT | 1.00–5 | Strength of the adaptive effect. |
| preview_only | BOOLEAN | false | Generate preview without processing LoRAs |
| diagram_enabled | BOOLEAN | true | Show the blend curve diagram in the UI. |
| custom_curveopt | FLOAT | — | |
| imagesopt | IMAGE | Input images for adaptive analysis (Single image for I2V, or video frames) |
Outputs (2)
| Name | Type | Description |
|---|---|---|
| lora_high | WANVIDLORA | — |
| lora_low | WANVIDLORA | — |