1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
//! Multivariate root finding algorithms.
//!
//! This module provides methods for finding roots of systems of nonlinear equations.
//! Given F: R^n -> R^n, find x such that F(x) = 0.
//!
//! # Runtime-Generic Architecture
//!
//! All operations are implemented generically over numr's `Runtime` trait.
//! The same code works on CPU, CUDA, and WebGPU backends with **zero duplication**.
//!
//! ```text
//! roots/
//! ├── mod.rs # Exports only (pub mod + pub use)
//! ├── traits/
//! │ ├── mod.rs # Exports only
//! │ ├── newton.rs # NewtonSystemAlgorithms trait
//! │ ├── broyden.rs # Broyden1Algorithms trait
//! │ └── levenberg_marquardt.rs # LevenbergMarquardtAlgorithms trait
//! ├── impl_generic/
//! │ ├── mod.rs # Exports + TensorRootResult
//! │ ├── newton.rs # newton_system_impl()
//! │ ├── broyden.rs # broyden1_impl()
//! │ └── levenberg_marquardt.rs # levenberg_marquardt_impl()
//! ├── cpu/
//! │ ├── mod.rs # Exports only
//! │ ├── newton.rs # CpuClient impl for NewtonSystemAlgorithms
//! │ ├── broyden.rs # CpuClient impl for Broyden1Algorithms
//! │ └── levenberg_marquardt.rs # CpuClient impl for LevenbergMarquardtAlgorithms
//! ├── cuda/
//! │ ├── mod.rs # Exports only (feature-gated)
//! │ ├── newton.rs # CudaClient impl
//! │ ├── broyden.rs # CudaClient impl
//! │ └── levenberg_marquardt.rs # CudaClient impl
//! └── wgpu/
//! ├── mod.rs # Exports only (feature-gated)
//! ├── newton.rs # WgpuClient impl
//! ├── broyden.rs # WgpuClient impl
//! └── levenberg_marquardt.rs # WgpuClient impl
//! ```
// Re-export traits
pub use ;
// Re-export result type from impl_generic
pub use TensorRootResult;
/// Alias for TensorRootResult for convenience
pub type RootTensorResult<R> = ;
/// Options for multivariate root finding.