Represents a sparse linear solver that uses the Gemeralized Minimal RESidual (GMRES) algorithm.
SystemObject Extreme.Mathematics.AlgorithmsManagedIterativeAlgorithmDenseVectorT,
T,
SolutionReportDenseVectorT,
T Extreme.Mathematics.LinearAlgebra.IterativeSolversIterativeSparseSolverT Extreme.Mathematics.LinearAlgebra.IterativeSolversGeneralizedMinimalResidualSolverT
Namespace:
Extreme.Mathematics.LinearAlgebra.IterativeSolvers
Assembly:
Extreme.Numerics (in Extreme.Numerics.dll) Version: 8.1.1
public class GeneralizedMinimalResidualSolver<T> : IterativeSparseSolver<T>
Public Class GeneralizedMinimalResidualSolver(Of T)
Inherits IterativeSparseSolver(Of T)
generic<typename T>
public ref class GeneralizedMinimalResidualSolver : public IterativeSparseSolver<T>
type GeneralizedMinimalResidualSolver<'T> =
class
inherit IterativeSparseSolver<'T>
end
Type Parameters
- T
The GeneralizedMinimalResidualSolverT type exposes the following members.
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| Name | Description |
---|
 | ConvergenceTests |
Gets the collection of convergence tests for the algorithm.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | EstimatedError |
Gets a value indicating the size of the absolute
error of the result.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | EvaluationsNeeded |
Gets the number of evaluations needed to execute the algorithm.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | EvaluationsRemaining |
Gets the number of evaluations still available.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | HasSharedDegreeOfParallelism |
Indicates whether the degree of parallelism is a property that is shared
across instances.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | InitialGuess |
Gets or sets the solution of the system of equations.
(Inherited from IterativeSparseSolverT.) |
 | IterationsBetweenRestarts |
Gets or sets the number of minor iterations in each major iteration.
|
 | IterationsNeeded |
Gets the number of iterations needed by the
algorithm to reach the desired accuracy.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | IterationsRemaining |
Gets the number of iterations remaining.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | LastCorrection |
Gets the vector containing the residuals of the solution.
(Inherited from IterativeSparseSolverT.) |
 | LeftPreconditioner | (Inherited from IterativeSparseSolverT.) |
 | LinearOperator |
Gets the sparse matrix of the system of equations.
(Inherited from IterativeSparseSolverT.) |
 | MaxDegreeOfParallelism |
Gets or sets the maximum degree of parallelism enabled by this instance.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | MaxEvaluations |
Gets or sets the maximum number of evaluations during the calculation.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | MaxIterations | Gets or sets the maximum number of iterations
to use when approximating the roots of the target
function.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | MinIterations |
Gets or sets the minimum iterations that have to be performed.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ParallelOptions |
Gets or sets the configuration for the parallel behavior of the algorithm.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | Preconditioner | (Inherited from IterativeSparseSolverT.) |
 | Residuals |
Gets the vector containing the residuals of the solution.
(Inherited from IterativeSparseSolverT.) |
 | ResidualTest |
Gets the convergence test based on the size of the residuals.
(Inherited from IterativeSparseSolverT.) |
 | Result |
Gets or sets the solution of the system of equations.
(Inherited from IterativeSparseSolverT.) |
 | RightHandSide |
Gets or sets the right hand side of the system of equations.
(Inherited from IterativeSparseSolverT.) |
 | SolutionReport |
Gets the result of an algorithm after it has executed.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | SolutionTest |
Gets the convergence test based on the size of the residuals.
(Inherited from IterativeSparseSolverT.) |
 | Status | (Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ThrowExceptionOnFailure |
Gets or sets a value indicating whether to throw an
exception when the algorithm fails to converge.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
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| Name | Description |
---|
 | Equals | Determines whether the specified object is equal to the current object. (Inherited from Object.) |
 | Finalize | Allows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection. (Inherited from Object.) |
 | GetHashCode | Serves as the default hash function. (Inherited from Object.) |
 | GetType | Gets the Type of the current instance. (Inherited from Object.) |
 | IncrementEvaluations |
Increments the number of evaluations by one.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | IncrementEvaluations(Int32) |
Increments the number of evaluations by the specified amount.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | Iterate |
Performs one iteration of the algorithm.
(Overrides ManagedIterativeAlgorithmT, TError, TReportIterate.) |
 | Iterated |
Performs operations after the iteration stage of the algorithm is complete.
(Inherited from IterativeSparseSolverT.) |
 | MemberwiseClone | Creates a shallow copy of the current Object. (Inherited from Object.) |
 | OnConvergence |
Performs actions after convergence is achieved.
(Overrides ManagedIterativeAlgorithmT, TError, TReportOnConvergence.) |
 | OnFailure |
Performs any tasks after the main algorithm has failed to converge.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | OnInit |
Performs initialization tasks when the algorithm is first run.
(Overrides IterativeSparseSolverTOnInit.) |
 | ReportFailure |
Records the results of an algorithm in case it fails.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ReportResult |
Records the results of an algorithm.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ReportSuccess |
Records the results of a algorithm that converged successfully.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ResetEvaluations |
Resets the number of evaluations to zero.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | Restart |
Prepares the algorithm to be run again with possibly different inputs.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | Run |
Runs the algorithm.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | Run(ParallelOptions) |
Runs the algorithm using the specified parallelization options.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | SetResult |
Sets the results of an algorithm's execution.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | Solve |
Solves the system of equations and returns the solution.
(Inherited from IterativeSparseSolverT.) |
 | Solve(VectorT) |
Solves the system of equations for the specified right-hand side and returns the result.
(Inherited from IterativeSparseSolverT.) |
 | Solve(VectorT, VectorT) |
Solves the system of equations for the specified right-hand side and returns the result.
(Inherited from IterativeSparseSolverT.) |
 | TestConvergence |
Checks whether the algorithm has converged.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ThreadSafeIncrementEvaluations |
Increments the number of evaluations by one.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ThreadSafeIncrementEvaluations(Int32) |
Increments the number of evaluations by the specified amount.
(Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ThrowConvergenceException | (Inherited from ManagedIterativeAlgorithmT, TError, TReport.) |
 | ToString | Returns a string that represents the current object. (Inherited from Object.) |
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Use the GeneralizedMinimalResidualSolverT class to solve large, non-symmetric sparse
systems of equations using the Generalized Minimal Residual (GMRES) method.
To solve a system of equations using this class, construct a new instance, passing the matrix of
the system to the constructor.
You can optionally set a preconditioner by setting the
Preconditioner property. By default, a JacobiPreconditionerT
is used. Finally, the Solve method solves the system.
Once the algorithm finished, the Status property indicates
whether the algorithm completed successfully.
The memory requirements of the GMRES method increase with every iteration. To limit memory use, the algorithm
is restarted after a number of iterations specified by the IterationsBetweenRestarts property.
The default value is 30.
Reference