# chocolate-bar2410/numluau architecture

> Architecture diagram of the GitHub repository chocolate-bar2410/numluau, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-26). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/chocolate-bar2410/numluau
- Repository: https://github.com/chocolate-bar2410/numluau

## Overview

numluau is a scientific-computing library for Luau. Its documented workflow is to obtain the library interface, construct N-dimensional arrays, then use vectorized, broadcast, aggregation, or linear-algebra operations. The repository also contains polynomial, random-number, and logical-comparison capabilities. Source excerpts were unavailable, so internal call wiring is not inferred; the graph shows only the public usage and capability relationships supported by the README and repository structure.

Main entry points: [`numluau/init.luau`](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/init.luau) (Library interface), [`numluau/random/init.luau`](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/random/init.luau) (Random interface), [`numluau/ndarray/constructors.luau`](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/constructors.luau) (Array constructors), [`numluau/polynomial/init.luau`](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/polynomial/init.luau) (Polynomial interface)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_arrays["N-Dimensional Arrays"]
  node_constructors["Array constructors<br/>[constructors.luau]"]
  node_array["ND array<br/>[ndarray.luau]"]
  node_fromtable["Table conversion<br/>[FromTable.luau]"]
  node_broadcast["Broadcasting<br/>[Broadcast.luau]"]
end

subgraph group_math["Numerical Operations"]
  node_elementwise["Elementwise math<br/>[luau_math.luau]"]
  node_aggregations["Aggregations<br/>[aggregations.luau]"]
  node_calculus["Calculus<br/>[calculus.luau]"]
  node_linalg["Linear algebra<br/>[lin_algebra.luau]"]
end

subgraph group_polynomial["Polynomial Tools"]
  node_polynomial["Polynomial operations<br/>[polynomial.luau]"]
  node_polyapi["Polynomial interface<br/>[init.luau]"]
end

subgraph group_random["Random Numbers"]
  node_randomapi["Random interface<br/>[init.luau]"]
  node_generator["Random generator<br/>[generator.luau]"]
  node_prng["PRNG<br/>[prng.luau]"]
end

subgraph group_logical["Logical Operations"]
  node_comparison["Comparisons<br/>[comparison.luau]"]
  node_logical["Logical operations<br/>[logical.luau]"]
end

node_user(("Luau consumer"))
node_api["Library interface<br/>[init.luau]"]

node_user -->|"requires"| node_api
node_api -->|"exposes"| node_constructors
node_api -->|"exposes"| node_elementwise
node_api -->|"exposes"| node_aggregations
node_api -->|"exposes"| node_calculus
node_api -->|"exposes"| node_linalg
node_constructors -->|"creates"| node_array
node_fromtable -->|"converts to"| node_array
node_api -->|"exposes"| node_polyapi
node_polyapi -->|"exposes"| node_polynomial
node_api -->|"exposes"| node_randomapi
node_randomapi -->|"exposes"| node_generator
node_randomapi -->|"exposes"| node_prng
node_api -->|"exposes"| node_comparison
node_api -->|"exposes"| node_logical

click node_api "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/init.luau"
click node_constructors "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/constructors.luau"
click node_array "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/ndarray.luau"
click node_fromtable "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/FromTable.luau"
click node_broadcast "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/Broadcast.luau"
click node_elementwise "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/luau_math.luau"
click node_aggregations "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/aggregations.luau"
click node_calculus "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/calculus.luau"
click node_linalg "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/lin_algebra.luau"
click node_polynomial "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/polynomial/polynomial.luau"
click node_polyapi "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/polynomial/init.luau"
click node_randomapi "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/random/init.luau"
click node_generator "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/random/generator.luau"
click node_prng "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/random/prng.luau"
click node_comparison "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/logical/comparison.luau"
click node_logical "https://github.com/chocolate-bar2410/numluau/blob/main/numluau/logical/logical.luau"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_constructors,node_array,node_fromtable,node_broadcast toneBlue
class node_elementwise,node_aggregations,node_calculus,node_linalg toneAmber
class node_polynomial,node_polyapi toneMint
class node_randomapi,node_generator,node_prng toneRose
class node_comparison,node_logical,node_user toneIndigo
class node_api toneTeal
```

## Components

### N-Dimensional Arrays

- [Array constructors](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/constructors.luau): `numluau/ndarray/constructors.luau`
- [ND array](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/ndarray.luau): `numluau/ndarray/ndarray.luau`
- [Table conversion](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/FromTable.luau): `numluau/ndarray/FromTable.luau`
- [Broadcasting](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/ndarray/Broadcast.luau): `numluau/ndarray/Broadcast.luau`

### Numerical Operations

- [Elementwise math](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/luau_math.luau): `numluau/math/luau_math.luau`
- [Aggregations](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/aggregations.luau): `numluau/math/aggregations.luau`
- [Calculus](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/calculus.luau): `numluau/math/calculus.luau`
- [Linear algebra](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/math/lin_algebra.luau): `numluau/math/lin_algebra.luau`

### Polynomial Tools

- [Polynomial operations](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/polynomial/polynomial.luau): `numluau/polynomial/polynomial.luau`
- [Polynomial interface](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/polynomial/init.luau): `numluau/polynomial/init.luau`

### Random Numbers

- [Random interface](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/random/init.luau): `numluau/random/init.luau`
- [Random generator](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/random/generator.luau): `numluau/random/generator.luau`
- [PRNG](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/random/prng.luau): `numluau/random/prng.luau`

### Logical Operations

- [Comparisons](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/logical/comparison.luau): `numluau/logical/comparison.luau`
- [Logical operations](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/logical/logical.luau): `numluau/logical/logical.luau`

### Other components

- **Luau consumer**
- [Library interface](https://github.com/chocolate-bar2410/numluau/blob/main/numluau/init.luau): `numluau/init.luau`

## Connections

- Luau consumer → Library interface: requires
- Library interface → Array constructors: exposes
- Library interface → Elementwise math: exposes
- Library interface → Aggregations: exposes
- Library interface → Calculus: exposes
- Library interface → Linear algebra: exposes
- Array constructors → ND array: creates
- Table conversion → ND array: converts to
- Library interface → Polynomial interface: exposes
- Polynomial interface → Polynomial operations: exposes
- Library interface → Random interface: exposes
- Random interface → Random generator: exposes
- Random interface → PRNG: exposes
- Library interface → Comparisons: exposes
- Library interface → Logical operations: exposes