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Docs - Upgrade version and release note (#508)
__Description__ Upgrade version and release note. __Major Revision__ - Upgrade package versions - Add release note for v0.8.0
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docs/developer-guides/using-docker.mdx

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@@ -29,7 +29,7 @@ You need to [clone the code](./development.md#set-up) first before building the
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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/cuda11.1.1.dockerfile .
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--tag superbench-dev --file dockerfile/cuda12.1.dockerfile .
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```
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</TabItem>
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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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--tag superbench-dev --file dockerfile/rocm5.1.x.dockerfile .
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```
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</TabItem>

docs/getting-started/installation.mdx

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```bash
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# create a new virtual environment
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python3 -m venv --system-site-packages ./venv
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python3 -m venv ./venv
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# activate the virtual environment
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source ./venv/bin/activate
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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 v0.7.0 https://github.com/microsoft/superbenchmark`
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`git clone -b v0.8.0 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:v0.7.0-cuda11.1.1`
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`sb deploy -f local.ini -i superbench/superbench:v0.8.0-cuda12.1`
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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: v0.7
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version: v0.8
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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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| v0.8.0-cuda12.1 | SuperBench v0.8.0 with CUDA 12.1 |
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| v0.8.0-cuda11.1.1 | SuperBench v0.8.0 with CUDA 11.1.1 |
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| v0.7.0-cuda11.8 | SuperBench v0.7.0 with CUDA 11.8 |
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| v0.7.0-cuda11.1.1 | SuperBench v0.7.0 with CUDA 11.1.1 |
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| v0.6.0-cuda11.1.1 | SuperBench v0.6.0 with CUDA 11.1.1 |
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| Tag | Description |
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|-------------------------------|--------------------------------------------------|
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| v0.8.0-rocm5.1.3 | SuperBench v0.8.0 with ROCm 5.1.3 |
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| v0.8.0-rocm5.1.1 | SuperBench v0.8.0 with ROCm 5.1.1 |
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| v0.8.0-rocm5.0.1 | SuperBench v0.8.0 with ROCm 5.0.1 |
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| v0.8.0-rocm5.0 | SuperBench v0.8.0 with ROCm 5.0 |
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| v0.7.0-rocm5.1.3 | SuperBench v0.7.0 with ROCm 5.1.3 |
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| v0.7.0-rocm5.1.1 | SuperBench v0.7.0 with ROCm 5.1.1 |
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| v0.7.0-rocm5.0.1 | SuperBench v0.7.0 with ROCm 5.0.1 |

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: v0.7
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version: v0.8
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superbench:
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rules:
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failure-rule:

docs/user-tutorial/result-summary.md

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```yaml title="Example"
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# SuperBench rules
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version: v0.7
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version: v0.8
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superbench:
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rules:
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kernel_launch:

superbench/__init__.py

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Provide hardware and software benchmarks for AI systems.
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"""
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__version__ = '0.7.0'
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__version__ = '0.8.0'
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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: v0.7
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version: v0.8
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superbench:
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enable: null
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var:

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: v0.7
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version: v0.8
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superbench:
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enable: null
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var:

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