# s-muhammadkamran/next-word-generation architecture

> Architecture diagram of the GitHub repository s-muhammadkamran/next-word-generation, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-29). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/s-muhammadkamran/next-word-generation
- Repository: https://github.com/s-muhammadkamran/next-word-generation

## Overview

This is a small LSTM next-word text generator, represented by its notebook and documented generated-text output. The README and tree do not show how the text file is used or expose the notebook’s internal stages, so those relationships are omitted.

Main entry points: [`next-word-generation.ipynb`](https://github.com/s-muhammadkamran/next-word-generation/blob/master/next-word-generation.ipynb) (LSTM Generator)

## Diagram (Mermaid)

```mermaid
flowchart TD

node_user(("User"))
node_notebook["LSTM Generator"]
node_output["Generated Text"]

node_notebook -->|"generates"| node_output

click node_notebook "https://github.com/s-muhammadkamran/next-word-generation/blob/master/next-word-generation.ipynb"

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_user toneBlue
class node_notebook toneTeal
class node_output toneIndigo
```

## Components

### Other components

- **User**
- [LSTM Generator](https://github.com/s-muhammadkamran/next-word-generation/blob/master/next-word-generation.ipynb): `next-word-generation.ipynb`
- **Generated Text**

## Connections

- LSTM Generator → Generated Text: generates