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MixedPreconditionedCg

Struct MixedPreconditionedCg 

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pub struct MixedPreconditionedCg { /* private fields */ }
Expand description

Mixed CPU/GPU preconditioned conjugate gradient solver.

The preconditioner (ILU(0)) runs entirely on CPU; SpMV is the hot path that would execute on GPU in a real deployment. In this pure-Rust implementation SpMV uses GpuPrecondCsr::spmv, which simulates the GPU compute path without an actual GPU dependency.

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impl MixedPreconditionedCg

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pub fn new(a: &GpuPrecondCsr, max_iter: usize, tol: f64) -> SparseResult<Self>

Create a new solver, pre-computing ILU(0) from matrix a.

§Errors

Propagates any error from Ilu0Preconditioner::compute.

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pub fn solve( &self, a: &GpuPrecondCsr, b: &Array1<f64>, ) -> SparseResult<(Array1<f64>, usize)>

Solve Ax = b using preconditioned CG (Fletcher-Reeves with ILU(0)).

Returns (x, iterations_used).

§Errors

Returns SparseError::ValueError if b.len() != a.nrows.

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