Science Score: 31.0%

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    Low similarity (6.1%) to scientific vocabulary
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Repository

Basic Info
  • Host: GitHub
  • Owner: w11nd
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 3.51 MB
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  • Watchers: 1
  • Forks: 0
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Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
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README.md

SuperBench

Build Image Codecov Website Latest Release Docker Pulls License

| Azure Pipelines | Build Status | |--------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | cpu-unit-test | Build Status | | cuda-unit-test | Build Status | | ansible-integration-test | Build Status |

SuperBench is a validation and profiling tool for AI infrastructure.

📢 v0.11.0 has been released!

Check aka.ms/superbench for more details.

Citations

To cite SuperBench in your publications:

bib @inproceedings {superbench, author = {Yifan Xiong and Yuting Jiang and Ziyue Yang and Lei Qu and Guoshuai Zhao and Shuguang Liu and Dong Zhong and Boris Pinzur and Jie Zhang and Yang Wang and Jithin Jose and Hossein Pourreza and Jeff Baxter and Kushal Datta and Prabhat Ram and Luke Melton and Joe Chau and Peng Cheng and Yongqiang Xiong and Lidong Zhou}, title = {{SuperBench}: Improving Cloud {AI} Infrastructure Reliability with Proactive Validation}, booktitle = {2024 USENIX Annual Technical Conference (USENIX ATC 24)}, year = {2024}, isbn = {978-1-939133-41-0}, address = {Santa Clara, CA}, pages = {835--850}, url = {https://www.usenix.org/conference/atc24/presentation/xiong}, publisher = {USENIX Association}, month = jul }

Trademarks

This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.

Owner

  • Login: w11nd
  • Kind: user

Citation (CITATION.bib)

@inproceedings {superbench,
	author = {Yifan Xiong and Yuting Jiang and Ziyue Yang and Lei Qu and Guoshuai Zhao and Shuguang Liu and Dong Zhong and Boris Pinzur and Jie Zhang and Yang Wang and Jithin Jose and Hossein Pourreza and Jeff Baxter and Kushal Datta and Prabhat Ram and Luke Melton and Joe Chau and Peng Cheng and Yongqiang Xiong and Lidong Zhou},
	title = {{SuperBench}: Improving Cloud {AI} Infrastructure Reliability with Proactive Validation},
	booktitle = {2024 USENIX Annual Technical Conference (USENIX ATC 24)},
	year = {2024},
	isbn = {978-1-939133-41-0},
	address = {Santa Clara, CA},
	pages = {835--850},
	url = {https://www.usenix.org/conference/atc24/presentation/xiong},
	publisher = {USENIX Association},
	month = jul
}

GitHub Events

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  • Push event: 1
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Dependencies

.github/workflows/build-image.yml actions
  • actions/checkout v2 composite
  • docker/build-push-action v2 composite
  • docker/login-action v1 composite
  • docker/setup-buildx-action v1 composite
  • docker/setup-qemu-action v1 composite
.github/workflows/build-win.yml actions
  • actions/checkout v2 composite
.github/workflows/codeql-analysis.yml actions
  • actions/checkout v3 composite
  • github/codeql-action/analyze v2 composite
  • github/codeql-action/autobuild v2 composite
  • github/codeql-action/init v2 composite
.github/workflows/gh-pages.yml actions
  • actions/checkout v2 composite
  • actions/setup-node v2 composite
  • webfactory/ssh-agent v0.5.0 composite
.github/workflows/lint.yml actions
  • actions/checkout v2 composite
website/package-lock.json npm
  • 1287 dependencies
website/package.json npm
  • @docusaurus/core 2.0.0-beta.1
  • @docusaurus/preset-classic 2.0.0-beta.1
  • @docusaurus/theme-search-algolia ^2.0.0-beta.4
  • @mdx-js/react ^1.6.21
  • @svgr/webpack ^5.5.0
  • clsx ^1.1.1
  • file-loader ^6.2.0
  • prism-react-renderer ^1.2.1
  • react ^17.0.1
  • react-dom ^17.0.1
  • url-loader ^4.1.1
superbench/benchmarks/micro_benchmarks/directx_gemm_flops_performance/packages.config nuget
  • Microsoft.AI.DirectML 1.11.0
setup.py pypi
  • ansible_base >=2.10.9
  • ansible_runner >=2.0.0rc1,
  • colorlog >=6.7.0
  • importlib_metadata *
  • jinja2 >=2.10.1
  • joblib >=1.0.1
  • jsonlines >=2.0.0
  • knack >=0.7.2
  • markdown >=3.3.0
  • matplotlib >=3.0.0
  • natsort >=7.1.1
  • networkx >=2.5
  • numpy >=1.19.2
  • omegaconf ==2.3.0
  • openpyxl >=3.0.7
  • packaging >=21.0
  • pandas >=1.1.5
  • protobuf <=3.20.3
  • pssh *
  • pyyaml >=5.3
  • requests >=2.27.1
  • seaborn >=0.11.2
  • tcping >=0.1.1rc1
  • types-requests *
  • urllib3 >=1.26.9
  • xlrd >=2.0.1
  • xlsxwriter >=1.3.8
  • xmltodict >=0.12.0
third_party/Megatron/requirements.txt pypi
  • apex *
  • black ==21.4b0
  • einops *
  • isort >=5.5.4
  • mpi4py *
  • nltk *
  • parameterized *
  • pybind11 *
  • regex *
  • sentencepiece *
  • six *
  • tqdm *
  • typing_extensions ==4.9.0
  • wandb *