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Docs - Upgrade version and release note (#209)
__Description__ Upgrade version and release note. Closes #95 and #170. __Major Revisions__ * Upgrade package versions * Add release note for v0.3.0
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README.md

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__SuperBench__ is a validation and profiling tool for AI infrastructure.
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📢 [v0.2.1](https://github.com/microsoft/superbenchmark/releases/tag/v0.2.1) has been released!
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📢 [v0.3.0](https://github.com/microsoft/superbenchmark/releases/tag/v0.3.0) has been released!
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## _Check [aka.ms/superbench](https://aka.ms/superbench) for more details._
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docs/developer-guides/using-docker.mdx

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<TabItem value='rocm'>
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```bash
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# coming soon
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export DOCKER_BUILDKIT=1
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docker buildx build \
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--platform linux/amd64 --cache-to type=inline,mode=max \
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--tag superbench-dev --file dockerfile/rocm4.2-pytorch1.7.0.dockerfile .
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```
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</TabItem>

docs/getting-started/installation.md

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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 v0.2.1 https://github.com/microsoft/superbenchmark`
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`git clone -b v0.3.0 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:v0.2.1-cuda11.1.1`
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`sb deploy -f local.ini -i superbench/superbench:v0.3.0-cuda11.1.1`
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:::
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## Run

docs/superbench-config.mdx

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<TabItem value='example'>
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```yaml
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version: v0.2
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version: v0.3
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superbench:
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enable: benchmark_1
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var:

docs/tutorial/container-images.mdx

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| Tag | Description |
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| ----------------- | ---------------------------------- |
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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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</TabItem>
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<TabItem value='rocm'>
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Coming soon.
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| Tag | Description |
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| --------------------------- | ---------------------------------------------- |
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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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</TabItem>
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</Tabs>

superbench/__init__.py

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Provide hardware and software benchmarks for AI systems.
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"""
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__version__ = '0.2.1'
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__version__ = '0.3.0'
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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: v0.2
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version: v0.3
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superbench:
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enable: null
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var:
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gemm-flops:
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<<: *default_local_mode
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parameters:
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m: 7680
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n: 8192
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m: 7680
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n: 8192
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k: 8192
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ib-loopback:
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enable: true

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: v0.2
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version: v0.3
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superbench:
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enable: null
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var:

superbench/config/azure_ndv4.yaml

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# SuperBench Config
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version: v0.2
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version: v0.3
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superbench:
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enable: null
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var:

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