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Docs - Upgrade version and release note (#277)
__Description__ Upgrade version and release note. __Major Revision__ - Upgrade package versions - Add release note for v0.4.0
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README.md

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[![Docker Pulls](https://img.shields.io/docker/pulls/superbench/superbench.svg)](https://hub.docker.com/r/superbench/superbench/tags)
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[![License](https://img.shields.io/github/license/microsoft/superbenchmark.svg)](LICENSE)
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| Azure Pipelines | Build Status |
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| :---: | :---: |
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| cpu-unit-test | [![Build Status](https://dev.azure.com/msrasrg/SuperBenchmark/_apis/build/status/cpu-unit-test?branchName=main)](https://dev.azure.com/msrasrg/SuperBenchmark/_build/latest?definitionId=77&branchName=main) |
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| cuda-unit-test | [![Build Status](https://dev.azure.com/msrasrg/SuperBenchmark/_apis/build/status/cuda-unit-test?branchName=main)](https://dev.azure.com/msrasrg/SuperBenchmark/_build/latest?definitionId=80&branchName=main) |
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| Azure Pipelines | Build Status |
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|--------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| cpu-unit-test | [![Build Status](https://dev.azure.com/msrasrg/SuperBenchmark/_apis/build/status/cpu-unit-test?branchName=main)](https://dev.azure.com/msrasrg/SuperBenchmark/_build/latest?definitionId=77&branchName=main) |
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| cuda-unit-test | [![Build Status](https://dev.azure.com/msrasrg/SuperBenchmark/_apis/build/status/cuda-unit-test?branchName=main)](https://dev.azure.com/msrasrg/SuperBenchmark/_build/latest?definitionId=80&branchName=main) |
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| ansible-integration-test | [![Build Status](https://dev.azure.com/msrasrg/SuperBenchmark/_apis/build/status/ansible-integration-test?branchName=main)](https://dev.azure.com/msrasrg/SuperBenchmark/_build/latest?definitionId=82&branchName=main) |
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__SuperBench__ is a validation and profiling tool for AI infrastructure.
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📢 [v0.3.0](https://github.com/microsoft/superbenchmark/releases/tag/v0.3.0) has been released!
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📢 [v0.4.0](https://github.com/microsoft/superbenchmark/releases/tag/v0.4.0) has been released!
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## _Check [aka.ms/superbench](https://aka.ms/superbench) for more details._
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docs/getting-started/installation.mdx

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:::note Note
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You should checkout corresponding tag to use release version, for example,
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`git clone -b v0.3.0 https://github.com/microsoft/superbenchmark`
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`git clone -b v0.4.0 https://github.com/microsoft/superbenchmark`
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:::
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```bash

docs/getting-started/run-superbench.md

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:::note Note
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You should deploy corresponding Docker image to use release version, for example,
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`sb deploy -f local.ini -i superbench/superbench:v0.3.0-cuda11.1.1`
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`sb deploy -f local.ini -i superbench/superbench:v0.4.0-cuda11.1.1`
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You should note that version of git repo only determines version of sb CLI, and not the sb container. You should define the container version even if you specified a release version for the git clone.
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docs/superbench-config.mdx

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<TabItem value='example'>
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```yaml
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version: v0.3
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version: v0.4
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superbench:
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enable: benchmark_1
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monitor:

docs/user-tutorial/container-images.mdx

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| Tag | Description |
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| ----------------- | ---------------------------------- |
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| v0.4.0-cuda11.1.1 | SuperBench v0.4.0 with CUDA 11.1.1 |
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| v0.3.0-cuda11.1.1 | SuperBench v0.3.0 with CUDA 11.1.1 |
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| v0.2.1-cuda11.1.1 | SuperBench v0.2.1 with CUDA 11.1.1 |
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| v0.2.0-cuda11.1.1 | SuperBench v0.2.0 with CUDA 11.1.1 |
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| Tag | Description |
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| --------------------------- | ---------------------------------------------- |
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| v0.4.0-rocm4.2-pytorch1.7.0 | SuperBench v0.4.0 with ROCm 4.2, PyTorch 1.7.0 |
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| v0.4.0-rocm4.0-pytorch1.7.0 | SuperBench v0.4.0 with ROCm 4.0, PyTorch 1.7.0 |
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| v0.3.0-rocm4.2-pytorch1.7.0 | SuperBench v0.3.0 with ROCm 4.2, PyTorch 1.7.0 |
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| v0.3.0-rocm4.0-pytorch1.7.0 | SuperBench v0.3.0 with ROCm 4.0, PyTorch 1.7.0 |
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docs/user-tutorial/data-diagnosis.md

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example:
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```yaml
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# SuperBench rules
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version: v0.3
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version: v0.4
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superbench:
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rules:
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failure-rule:

setup.py

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'pytest>=6.2.2',
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'vcrpy>=4.1.1',
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'yapf>=0.30.0',
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'yapf==0.31.0',
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],
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'nvidia': ['py3nvml>=0.2.6'],
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'ort': [

superbench/__init__.py

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Provide hardware and software benchmarks for AI systems.
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"""
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__version__ = '0.3.0'
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__version__ = '0.4.0'
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__author__ = 'Microsoft'

superbench/config/amd_mi100_hpe.yaml

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# Server:
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# - Product: HPE Apollo 6500
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version: v0.3
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version: v0.4
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superbench:
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superbench/config/amd_mi100_z53.yaml

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# - Product: G482-Z53
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# - Link: https://www.gigabyte.cn/FileUpload/Global/MicroSite/553/G482-Z53.html
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version: v0.4
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superbench:
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