ComfyUI Node: Inverted Pruning

Authored by DavidPiazza

Created

Updated

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Run ComfyUI workflows without the setup

No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.

Category

network_bending

Inputs

model MODEL
pruning_mode
  • magnitude_inverted
  • structured_inverted
  • attention_head_removal
  • channel_pruning_inverted
  • gradient_based_inverted
threshold FLOAT
target_layers STRING
preserve_functionality FLOAT
seed INT
gradient_accumulation_steps INT
use_actual_gradients BOOLEAN
gradient_loss_type
  • reconstruction
  • magnitude
  • perceptual
  • variance

Outputs

MODEL

Extension: Network Bending for ComfyUI

A custom node pack for ComfyUI that enables creative manipulation and 'bending' of neural network models. Perform various operations on loaded model checkpoints to create unique and experimental effects.

Authored by DavidPiazza

Looking for a different node?

Other network_bending nodes

Run ComfyUI workflows without the setup

No installs, no CUDA version roulette, no GPU sitting idle on your bill. Bring a workflow and run it in the browser.

Learn more