gemseo / algos / ode

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ode_solvers_factory module

A factory to instantiate ODE solvers from their class names.

class gemseo.algos.ode.ode_solvers_factory.ODESolversFactory(use_cache=False)[source]

Bases: BaseAlgoFactory

This class instantiates and ODE solver from its class name.

Parameters:

use_cache (bool) –

Whether to cache the created objects.

By default it is set to False.

clear_lib_cache()

Clear the library cache.

Return type:

None

create(name)

Create a driver library from an algorithm name.

Parameters:

name (str) – The name of an algorithm.

Returns:

The driver.

Raises:

ImportError – If the library is not available.

Return type:

DriverLibrary

execute(problem, algo_name='RK45', **options)[source]

Execute the solver.

Find the appropriate library and execute the solver on the problem to solve the ordinary differential equation s(t)' = f(t, s(t))

Parameters:
  • problem (ODEProblem) – The ordinary differential equation that defines the problem

  • algo_name (str) –

    The algorithm name.

    By default it is set to “RK45”.

  • **options (Any) – The options for the algorithm, see associated JSON file.

Returns:

The solution.

Return type:

OptimizationResult

get_class(name)

Return a class from its name.

Parameters:

name (str) – The name of the class.

Returns:

The class.

Raises:

ImportError – If the class is not available.

Return type:

type

get_library_name(name)

Return the name of the library related to the name of a class.

Parameters:

name (str) – The name of the class.

Returns:

The name of the library.

Return type:

str

is_available(name)

Check the availability of a library name or algorithm name.

Parameters:

name (str) – The name of the library name or algorithm name.

Returns:

Whether the library or algorithm is available.

Return type:

bool

property algo_names_to_libraries: dict[str, str]

The mapping from the algorithm names to the libraries.

property algorithms: list[str]

The available algorithms names.

property libraries: list[str]

List the available library names in the present configuration.

Returns:

The names of the available libraries.

Examples using ODESolversFactory

Solve an ODE: the Van der Pol problem

Solve an ODE: the Van der Pol problem