Catalog
The anypinn create CLI ships 16 built-in catalog entries. Each scaffolds a complete, runnable
project with an ODE/PDE definition, hyperparameters, and a training script.
Run anypinn create --list-templates to see the full list from the command line.
ODE Inverse Problems
| Template | CLI flag | Recovers |
|---|---|---|
| SIR Epidemic Model | --template sir |
Transmission rate β |
| SEIR Epidemic Model | --template seir |
Transmission rate β |
| Damped Oscillator | --template damped-oscillator |
Damping ratio ζ |
| Lotka-Volterra | --template lotka-volterra |
Predation rate β |
| Van der Pol Oscillator | --template van-der-pol |
Nonlinearity μ |
| Lorenz System | --template lorenz |
σ, ρ, β |
| FitzHugh-Nagumo | --template fitzhugh-nagumo |
Timescale ε |
PDE Problems
| Template | CLI flag | Description |
|---|---|---|
| Gray-Scott 2D | --template gray-scott-2d |
Reaction-diffusion pattern formation |
| Poisson 2D | --template poisson-2d |
Elliptic PDE forward problem |
| Heat Equation 1D | --template heat-1d |
Thermal diffusivity recovery |
| Burgers Equation 1D | --template burgers-1d |
Viscosity recovery with shocks |
| Wave Equation 1D | --template wave-1d |
Wave speed recovery |
| Inverse Diffusivity | --template inverse-diffusivity |
Function-valued D(x) recovery |
| Allen-Cahn | --template allen-cahn |
Stiff reaction-diffusion forward |
Utility Templates
| Template | CLI flag | Description |
|---|---|---|
| Custom ODE | --template custom |
Stub skeleton for user-defined ODE |
| Blank | --template blank |
Empty project, start from scratch |