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48 changes: 15 additions & 33 deletions README.md
Original file line number Diff line number Diff line change
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<div align="center">
<img src="resources/figures/virne-logo-text.png" width="200px"
alt="Virne Logo"
/>
</div>
<div align="center">
<h2 align="center">A Comprehensive Simulator & Benchmark for NFV-RA</h2>
<img src="resources/figures/virne-logo-text.png" width="200" alt="Virne logo">
<h2>A Comprehensive Simulator & Benchmark for NFV-RA</h2>
<p>
<a href="https://deepwiki.com/GeminiLight/virne"><img src="https://deepwiki.com/badge.svg" alt="Ask DeepWiki"></a>
<a href="https://github.com/GeminiLight/virne/releases"><img src="https://img.shields.io/badge/version-1.0.0-blue" alt="Virne version 1.0.0"></a>
<a href="https://pypi.org/project/virne/"><img src="https://img.shields.io/pypi/v/virne?label=pypi" alt="Virne on PyPI"></a>
<a href="https://github.com/GeminiLight/virne/blob/main/LICENSE"><img src="https://img.shields.io/badge/license-Apache--2.0-green" alt="Apache 2.0 license"></a>
</p>
<p>
<a href="https://arxiv.org/abs/2507.19234">✨ Benchmark Paper</a> &nbsp;&nbsp;•&nbsp;&nbsp;
<a href="https://virne.readthedocs.io">Documentation</a> &nbsp;&nbsp;•&nbsp;&nbsp;
<a href="https://github.com/GeminiLight/virne?tab=readme-ov-file#citations">Citations</a> &nbsp;&nbsp;•&nbsp;&nbsp;
<a href="https://github.com/GeminiLight/sdn-nfv-papers">SDN-NFV Papers</a>
</p>
</div>

<div align="center">
<a href="https://deepwiki.com/GeminiLight/virne"><img src="https://deepwiki.com/badge.svg" alt="Ask DeepWiki"></a>
<img src="https://img.shields.io/badge/version-1.0.0-blue" />
<img src="https://img.shields.io/pypi/v/virne?label=pypi" />
<img src="https://img.shields.io/badge/license-Apache--2.0-green" />
</div>
<div align="center">

</div>


<p align="center">
<a href="https://arxiv.org/abs/2507.19234">✨ Benchmark Paper</a> &nbsp;&nbsp;•&nbsp;&nbsp;
<a href="https://virne.readthedocs.io">Documentation</a> &nbsp;&nbsp;•&nbsp;&nbsp;
<a href="https://github.com/GeminiLight/virne?tab=readme-ov-file#citations">Citations</a> &nbsp;&nbsp;•&nbsp;&nbsp;
<a href="https://github.com/GeminiLight/sdn-nfv-papers">SDN-NFV Papers</a>
</p>


--------------------------------------------------------------------------------

**Virne** is a simulator and benchmark for **resource allocation (RA) in Network Functions Virtualisation (NFV)**, with unified support for traditional and **reinforcement learning (RL)**-based algorithms.
Expand All @@ -44,7 +33,7 @@ Virne offers a unified and comprehensive framework for NFV-RA, with the followin
>
> ✨ If you have any questions, please open a new issue or contact me via email (wtfly2018@gmail.com)

![](resources/figures/virne-architecture.png)
![Virne architecture: simulation, solver, environment, and evaluation components](resources/figures/virne-architecture.png)

### Citations

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}
```

### Table of Contents

- [Quickstart](#quickstart)
- [Installation](#installation)
- [Run a Small Experiment](#run-a-small-experiment)
- [Choose a Solver](#choose-a-solver)

## Quickstart

### Installation
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