Catalog

The anypinn create CLI ships 16 built-in templates. Each scaffolds a complete, runnable project with an ODE/PDE definition, hyperparameters, and a training script.

anypinn create --list-templates

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ODE Inverse Problems

• SIR Epidemic Model

  ---

  Recovers transmission rate β from infected counts.

  --template sir

• SEIR Epidemic Model

  ---

  Recovers transmission rate β with exposed compartment.

  --template seir

• Damped Oscillator

  ---

  Recovers damping ratio ζ from displacement data.

  --template damped-oscillator

• Lotka-Volterra

  ---

  Recovers predation rate β from predator-prey dynamics.

  --template lotka-volterra

• Van der Pol Oscillator

  ---

  Recovers nonlinearity parameter μ.

  --template van-der-pol

• Lorenz System

  ---

  Recovers σ, ρ, β from chaotic trajectory.

  --template lorenz

• FitzHugh-Nagumo

  ---

  Recovers timescale ε from neuron spike data.

  --template fitzhugh-nagumo

PDE Problems

• Gray-Scott 2D

  ---

  Reaction-diffusion pattern formation.

  --template gray-scott-2d

• Poisson 2D

  ---

  Elliptic PDE forward problem.

  --template poisson-2d

• Heat Equation 1D

  ---

  Thermal diffusivity recovery.

  --template heat-1d

• Burgers Equation 1D

  ---

  Viscosity recovery with shocks.

  --template burgers-1d

• Wave Equation 1D

  ---

  Wave speed recovery.

  --template wave-1d

• Inverse Diffusivity

  ---

  Function-valued D(x) recovery.

  --template inverse-diffusivity

• Allen-Cahn

  ---

  Stiff reaction-diffusion forward problem.

  --template allen-cahn

Utility Templates

• Custom

  ---

  Stub skeleton for a user-defined ODE/PDE.

  --template custom

• Blank

  ---

  Empty project, start from scratch.

  --template blank