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minor: update Readme with discord link and benchmarks (#19) 

* minor: update Readme with discord link

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@ -7,7 +7,7 @@
<p align="center">
<a href="https://github.com/alibaba/zvec/actions" style="text-decoration:none;"><img src="https://github.com/alibaba/zvec/actions/workflows/linux_x64_docker_ci.yml/badge.svg?branch=main" alt="Linux x64 CI"/></a>
<a href="https://codecov.io/github/alibaba/zvec" ><img src="https://codecov.io/github/alibaba/zvec/graph/badge.svg?token=O81CT45B66"/></a>
<a href="https://codecov.io/github/alibaba/zvec" ><img src="https://codecov.io/github/alibaba/zvec/graph/badge.svg?token=O81CT45B66" alt="Code Coverage"/></a>
<a href="https://pypi.org/project/zvec/" style="text-decoration:none;"><img src="https://img.shields.io/pypi/v/zvec.svg" alt="PyPI Release"/></a>
<a href="https://github.com/alibaba/zvec/blob/main/LICENSE" style="text-decoration: none;"><img src="https://img.shields.io/badge/license-Apache%202.0-blue.svg" alt="License"/></a>
</p>
@ -16,7 +16,7 @@
**Zvec** is an open-source, in-process vector database — lightweight, lightning-fast, and designed to embed directly into applications. Built on **Proxima** (Alibaba's battle-tested vector search engine), it delivers production-grade, low-latency, scalable similarity search with minimal setup.
[📚 Quick Start](https://zvec.org/en/docs/quickstart/) | 🌐 [Website](https://zvec.org/en/) | [📖 Documentation](https://zvec.org/en/docs/) | [📊 Benchmarks](https://zvec.org/en/docs/benchmarks/)
[📚 Quick Start](https://zvec.org/en/docs/quickstart/) | 🌐 [Website](https://zvec.org/en/) | [📖 Documentation](https://zvec.org/en/docs/) | [📊 Benchmarks](https://zvec.org/en/docs/benchmarks/) | [💜 Discord](https://discord.gg/ZSbbfAKk)
## 💫 Features
@ -69,13 +69,20 @@ results = collection.query(
topk=10
)
# Results: list of {'id': str, 'score': float, ...}, sorted by relevance
# Results: list of {'id': str, 'score': float, ...}, sorted by relevance
print(results)
```
## 📈 Performance at Scale
Zvec delivers exceptional speed and efficiency, making it ideal for demanding production workloads.
<img src="https://zvec.oss-cn-hongkong.aliyuncs.com/qps_10M.svg" width="800" alt="Zvec Performance Benchmarks" />
For detailed benchmark methodology, configurations, and complete results, please see our [Benchmarks documentation](https://zvec.org/en/docs/benchmarks/).
## ❤️ Contributing
We welcome and appreciate contributions from the community!
Whether you're fixing a bug, adding a feature, or improving documentation, your help makes Zvec better for everyone.
We welcome and appreciate contributions from the community! Whether you're fixing a bug, adding a feature, or improving documentation, your help makes Zvec better for everyone.
Check out our [Contributing Guide](./CONTRIBUTING.md) to get started!