pyroscope

pyroscope

开源连续性能分析平台 帮助开发者优化代码

Pyroscope是一个开源的连续性能分析平台,可帮助开发者发现代码性能问题和瓶颈。它支持高基数标签分析,能够解决CPU使用率高、内存泄漏等问题,并可分析应用调用树。Pyroscope具有低CPU开销,支持水平扩展和高效压缩,兼容多种编程语言,并提供先进的分析界面。它能自动关联性能数据与追踪信息,是一个强大的代码性能优化工具。

Pyroscope性能分析连续分析开源GrafanaGithub开源项目
<p align="center"><img alt="Pyroscope" src="https://github.com/grafana/pyroscope/assets/662636/c1fc4055-b33d-4e69-a450-9e7a7b2317bb" width="100%"/></p>

ci JS Tests Status Go Report License: AGPLv3 FOSSA Status Latest release DockerHub GoDoc

🌟 What is Grafana Pyroscope?

Grafana Pyroscope is an open source continuous profiling platform. It will help you:

  • Find performance issues and bottlenecks in your code
  • Use high-cardinality tags/labels to analyze your application
  • Resolve issues with high CPU utilization
  • Track down memory leaks
  • Understand the call tree of your application
  • Auto-instrument your code to link profiling data to traces

🔥 Pyroscope Live Demo

Pyroscope GIF Demo

🎉 Features

  • Minimal CPU overhead
  • Horizontally scalable
  • Efficient compression, low disk space requirements
  • Can handle high-cardinality tags/labels
  • Calculate the performance "diff" between various tags/labels and time periods
  • Advanced analysis UI

💻 Quick Start: Run Pyroscope Locally

Homebrew

brew install pyroscope-io/brew/pyroscope brew services start pyroscope

Docker

docker run -it -p 4040:4040 grafana/pyroscope

For more documentation on how to configure Pyroscope server, see our server documentation.

Send data to server via Pyroscope agent (language specific)

For more documentation on how to add the Pyroscope agent to your code, see the agent documentation on our website or find language specific examples and documentation below:

<table> <tr> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/go_push/"><img src="https://user-images.githubusercontent.com/23323466/178160549-2d69a325-56ec-4e19-bca7-d460d400b163.png" width="100px;" alt=""/><br /> <b>Golang</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/go_push/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/language-sdk-instrumentation/golang-push" title="golang-examples">Examples</a> </td> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/java/"><img src="https://user-images.githubusercontent.com/23323466/178160550-2b5a623a-0f4c-4911-923f-2c825784d45d.png" width="100px;" alt=""/><br /> <b>Java</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/java/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/language-sdk-instrumentation/java/rideshare" title="java-examples">Examples</a> </td> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/python/"><img src="https://user-images.githubusercontent.com/23323466/178160553-c78b8c15-99b4-43f3-a2a0-252b6c4862b1.png" width="100px;" alt=""/><br /> <b>Python</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/python/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/language-sdk-instrumentation/python" title="python-examples">Examples</a> </td> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/ruby/"><img src="https://user-images.githubusercontent.com/23323466/178160554-b0be2bc5-8574-4881-ac4c-7977c0b2c195.png" width="100px;" alt=""/><br /> <b>Ruby</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/ruby/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/language-sdk-instrumentation/ruby" title="ruby-examples">Examples</a> </td> </tr> <tr> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/nodejs/"><img src="https://user-images.githubusercontent.com/23323466/178160551-a79ee6ff-a5d6-419e-89e6-39047cb08126.png" width="100px;" alt=""/><br /> <b>Node.js</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/nodejs/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/language-sdk-instrumentation/nodejs/express" title="examples">Examples</a> </td> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/dotnet/"><img src="https://user-images.githubusercontent.com/23323466/178160544-d2e189c6-a521-482c-a7dc-5375c1985e24.png" width="100px;" alt=""/><br /> <b>Dotnet</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/dotnet/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/language-sdk-instrumentation/dotnet" title="examples">Examples</a> </td> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/grafana-agent/ebpf/"><img src="https://user-images.githubusercontent.com/23323466/178160548-e974c080-808d-4c5d-be9b-c983a319b037.png" width="100px;" alt=""/><br /> <b>eBPF</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/grafana-agent/ebpf/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/grafana-agent-auto-instrumentation/ebpf" title="examples">Examples</a> </td> <td align="center"><a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/rust/"><img src="https://user-images.githubusercontent.com/23323466/178160555-fb6aeee7-5d31-4bcb-9e3e-41e9f2f7d5b4.png" width="100px;" alt=""/><br /> <b>Rust</b></a><br /> <a href="https://grafana.com/docs/pyroscope/latest/configure-client/language-sdks/rust/" title="Documentation">Documentation</a><br /> <a href="https://github.com/grafana/pyroscope/tree/main/examples/language-sdk-instrumentation/rust/rideshare" title="examples">Examples</a> </td> </tr> </table>

Deployment Diagram

deployment_diagram

Documentation

For more information on how to use Pyroscope with other programming languages, install it on Linux, or use it in production environment, check out our documentation:

Downloads

You can download the latest version of pyroscope for macOS, linux and Docker from our Releases page.

Supported Languages

Our documentation contains the most recent list of supported languages and also an overview over what profiling types are supported per language.

Let us know what other integrations you want to see in our issues or in our slack.

Credits

Pyroscope is possible thanks to the excellent work of many people, including but not limited to:

  • Brendan Gregg — inventor of Flame Graphs
  • Julia Evans — creator of rbspy — sampling profiler for Ruby
  • Vladimir Agafonkin — creator of flamebearer — fast flame graph renderer
  • Ben Frederickson — creator of py-spy — sampling profiler for Python
  • Adam Saponara — creator of phpspy — sampling profiler for PHP
  • Alexei Starovoitov, Brendan Gregg, and many others who made BPF based profiling in Linux kernel possible
  • Jamie Wong — creator of speedscope — interactive flame graph visualizer

Contributing

To start contributing, check out our Contributing Guide

Thanks to the contributors of Pyroscope!

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