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and Communication","monthly_downloads":6126,"total_dependent_repos":2,"total_dependent_packages":1,"readme":"\u003cdiv align=\"center\"\u003e\n\u003cpicture\u003e\n  \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/ml-energy/zeus/master/docs/assets/img/logo_dark.svg\"\u003e\n  \u003csource media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/ml-energy/zeus/master/docs/assets/img/logo_light.svg\"\u003e\n  \u003cimg alt=\"Zeus logo\" width=\"55%\" src=\"https://raw.githubusercontent.com/ml-energy/zeus/master/docs/assets/img/logo_light.svg\"\u003e\n\u003c/picture\u003e\n\u003ch1\u003eDeep Learning Energy Measurement and Optimization\u003c/h1\u003e\n\n[![Slack workspace](https://badgen.net/badge/icon/Join%20workspace/b31b1b?icon=slack\u0026label=Slack)](https://join.slack.com/t/zeus-ml/shared_invite/zt-36fl1m7qa-Ihky6FbfxLtobx40hMj3VA)\n[![Docker Hub](https://badgen.net/docker/pulls/symbioticlab/zeus?icon=docker\u0026label=Docker%20pulls)](https://hub.docker.com/r/symbioticlab/zeus)\n[![Homepage](https://custom-icon-badges.demolab.com/badge/Homepage-ml.energy-23d175.svg?logo=home\u0026logoColor=white\u0026logoSource=feather)](https://ml.energy/zeus)\n[![Apache-2.0 License](https://custom-icon-badges.herokuapp.com/github/license/ml-energy/zeus?logo=law)](/LICENSE)\n\u003c/div\u003e\n\n---\n**Project News** ⚡ \n\n- \\[2026/02\\] Supported by [Laude Institute's Slingshots // TWO](https://www.laude.org/updates/slingshots-two)!\n- \\[2025/12\\] With NVIDIA, Google, and Meta, we led a NeurIPS 25 tutorial on [Energy and Power as First‑Class ML Design Metrics](https://ml.energy/tutorials/neurips25/)!\n- \\[2025/12\\] [The ML.ENERGY leaderboard](https://ml.energy/leaderboard) got a major upgrade to v3. Read our in-depth [technical analysis blog post](https://ml.energy/blog/measurement/energy/diagnosing-inference-energy-consumption-with-the-mlenergy-leaderboard-v30/).\n- \\[2025/09\\] We shared our experience and design philosophy for [The ML.ENERGY Benchmark](https://github.com/ml-energy/benchmark) in our [NeurIPS 25 D\u0026B Spotlight paper](https://neurips.cc/virtual/2025/loc/san-diego/poster/121781).\n- \\[2025/05\\] Zeus now supports CPU, DRAM, AMD GPU, Apple Silicon, and NVIDIA Jetson platform energy measurement!\n- \\[2024/11\\] Perseus, an optimizer for large model training, appeared at SOSP'24! [Paper](https://dl.acm.org/doi/10.1145/3694715.3695970) | [Blog](https://ml.energy/zeus/research_overview/perseus) | [Optimizer](https://ml.energy/zeus/optimize/pipeline_frequency_optimizer)\n- \\[2024/05\\] Zeus is now a PyTorch ecosystem project. Read the PyTorch blog post [here](https://pytorch.org/blog/zeus/)!\n- \\[2024/02\\] Zeus was selected as a [2024 Mozilla Technology Fund awardee](https://foundation.mozilla.org/en/blog/open-source-AI-for-environmental-justice/)!\n---\n\nZeus is a library for (1) [**measuring**](https://ml.energy/zeus/measure) the energy consumption of Deep Learning workloads and (2) [**optimizing**](https://ml.energy/zeus/optimize) their energy consumption.\n\nZeus is part of [The ML.ENERGY Initiative](https://ml.energy).\n\n## Repository Organization\n\n```\nzeus/\n├── zeus/             # ⚡ Zeus Python package\n│  ├── monitor/       #    - Energy and power measurement (programmatic \u0026 CLI)\n│  ├── optimizer/     #    - Collection of time and energy optimizers\n│  ├── device/        #    - Abstraction layer over CPU and GPU devices\n│  ├── utils/         #    - Utility functions and classes\n│  ├── _legacy/       #    - Legacy code to keep our research papers reproducible\n│  ├── metric.py      #    - Prometheus metric export support\n│  ├── show_env.py    #    - Installation \u0026 device detection verification script\n│  └── callback.py    #    - Base class for callbacks during training\n│\n├── zeusd             # 🌩️ Zeus daemon\n│\n├── docker/           # 🐳 Dockerfiles and Docker Compose files\n│\n└── examples/         # 🛠️ Zeus usage examples\n```\n\n## Getting Started\n\nPlease refer to our [Getting Started](https://ml.energy/zeus/getting_started) page.\nAfter that, you might look at\n\n- [Measuring Energy](https://ml.energy/zeus/measure)\n- [Optimizing Energy](https://ml.energy/zeus/optimize)\n\n### Docker image\n\nWe provide a Docker image fully equipped with all dependencies and environments.\nRefer to our [Docker Hub repository](https://hub.docker.com/r/mlenergy/zeus) and [`Dockerfile`](docker/Dockerfile).\n\n### Examples\n\nWe provide working examples for integrating and running Zeus in the [`examples/`](/examples) directory.\n\n## Research\n\nZeus is rooted on multiple research papers.\nEven more research is ongoing, and Zeus will continue to expand and get better at what it's doing.\n\n1. Zeus (NSDI 23): [Paper](https://www.usenix.org/conference/nsdi23/presentation/you) | [Blog](https://ml.energy/zeus/research_overview/zeus) | [Slides](https://www.usenix.org/system/files/nsdi23_slides_chung.pdf)\n1. Chase (ICLR Workshop 23): [Paper](https://arxiv.org/abs/2303.02508)\n1. Perseus (SOSP 24): [Paper](https://arxiv.org/abs/2312.06902) | [Blog](https://ml.energy/zeus/research_overview/perseus) | [Slides](https://jaewonchung.me/pdf.js/web/viewer.html?file=/assets/attachments/pubs/Perseus_slides.pdf#pagemode=none)\n1. The ML.ENERGY Benchmark (NeurIPS 25 D\u0026B Spotlight): [Paper](https://arxiv.org/abs/2505.06371) | [Repository](https://github.com/ml-energy/benchmark) | [Leaderboard](https://ml.energy/leaderboard)\n1. Where Do the Joules Go? Diagnosing Inference Energy Consumption: [ArXiv](https://arxiv.org/abs/2601.22076) | [Blog](https://ml.energy/blog/measurement/energy/diagnosing-inference-energy-consumption-with-the-mlenergy-leaderboard-v30/)\n\nIf you find Zeus relevant to your research, please consider citing:\n\n```bibtex\n@inproceedings{zeus-nsdi23,\n    title     = {Zeus: Understanding and Optimizing {GPU} Energy Consumption of {DNN} Training},\n    author    = {Jie You and Jae-Won Chung and Mosharaf Chowdhury},\n    booktitle = {USENIX NSDI},\n    year      = {2023}\n}\n```\n\n## Other Resources\n\n1. Energy-Efficient Deep Learning with PyTorch and Zeus (PyTorch conference 2023): [Recording](https://youtu.be/veM3x9Lhw2A) | [Slides](https://ml.energy/assets/attachments/pytorch_conf_2023_slides.pdf)\n\n## Contact\n\nJae-Won Chung (jwnchung@umich.edu)\n\n## Newsletter\n\nSubscribe to the [ML.ENERGY newsletter](https://buttondown.com/ml-energy) for the latest news on Zeus and other projects by the ML.ENERGY Initiative.\n","funding_links":["https://github.com/sponsors/ml-energy","https://opencollective.com/ml-energy"],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["energy-consumption","power-consumption","sustainability","power","software-systems"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/3060","html_url":"https://ost.ecosyste.ms/projects/3060"}