Quarter Material Inverse Design

GPU-compatible Gradio app for the quarter-v5 model. Generation uses cuda when invoked; the Hugging Face spaces runtime is available. This supports both ZeroGPU (@spaces.GPU) and dedicated GPU hardware such as Nvidia T4 small.

Requirement curves are defined first, then batched candidates are generated, the closest design is selected, and thermoforming is run from that selected design.

1. Define Material Requirements

Requirement source

Define by Input Values Load from Test Data

Manual Requirement Input

Mode 11 Stress

Initial stiffness

10% strain stiffness

10% strain stress

Mode 11 Lateral

Initial Poisson's ratio (vxy)

10% strain Poisson's ratio (vxy)

Mode 11 eps33

Initial eps33 ratio

10% strain ratio

10% strain eps33

Mode 22 Stress

Initial stiffness

10% strain stiffness

10% strain stress

Mode 22 Lateral

Initial Poisson's ratio (vyx)

10% strain Poisson's ratio (vyx)

Mode 22 eps33

Initial eps33 ratio

10% strain ratio

10% strain eps33

Mode 12 Stress

Initial stiffness

10% strain stiffness

10% strain stress

Number of generated candidates

1 6

Required Stress-Strain Curves

2. Material Inverse Design

Conditioned vs Generated Curves

Generated Designs

Run Log

3. Choose the Closest Generated Design

Generated designs

No selected design is available.

4. Thermoforming Requirements

Thermoforming geometry

Maximum warpage angle A (degree)

Maximum warpage angle B (degree)

Maximum warpage angle C (degree)

Maximum residual stress (MPa)

No selected design is available.

Thermoforming has not run yet.