GNN System

Interactive visualization of Graph Neural Network processing for .STEP file generation

Workflow Progress

Step 1

File Input

Select .STEP file

Step 2

Graph Construction

B-rep to graph conversion

Step 3

GNN Processing

Neural network processing

Step 4

B-Rep Reconstruction

Generate new model

Step 1: File Input

Available .STEP Files

bracket_simple.STEP

ID: step001

flange_complex.STEP

ID: step002

No File Selected

Please select a .STEP file from the list to view its details and proceed to the next step.

About .STEP Files

STEP (Standard for the Exchange of Product Data) files contain 3D model data including geometric and manufacturing information. In this workflow, we'll convert the B-Rep (Boundary Representation) data into face-adjacency graphs for GNN processing.

B-Rep Processing

Convert STEP files to face-adjacency graphs

GNN Processing

Encoder-decoder neural network processing

Model Generation

Generate new 3D models from latent space