Docs - Upgrade version and release note (#727)

Description

Add release note for v0.12.0

# Main Features
## SuperBench Improvement
1. - [x] Update Image Build Pipeline (#659)
2. - [x] Add support for arm64 build (#660)
3. - [x] Upgrade dependency versions in pipeline (#671)
4. - [x] Fix installation and lint issues (#684)
5. - [x] Update Flake8 repo (#683)
6. - [x] Init latest python support. (#687)
7. - [x] Add image build on arm64 arch (#690)
8. - [x] Enhancement of ignoring errors for import pkg_resources (#692)
9. - [x] Update label in the ROCm image build (#693)
10. - [x] Support cuda12.8 for Blackwell arch (#682)
11. - [x] Merge multi-arch image (#696)
12. - [x] Update OS of runner to the latest. (#702)
13. - [x] cuda arch flag for cublaslt (#701)


## Micro-benchmark Improvement
1. - [x] Bug Fix - Fix numa error on grace cpu in gpu-copy (#658)
2. - [x] Dependency - Bump onnxruntime-gpu version from 1.10.0 to 1.12.0
(#663)
3. - [x] Benchmarks: micro benchmarks - add general CPU bandwidth and
latenc...

README.md

@@ -15,7 +15,7 @@
 
 __SuperBench__ is a validation and profiling tool for AI infrastructure.
 
-📢 [v0.11.0](https://github.com/microsoft/superbenchmark/releases/tag/v0.11.0) has been released!
+📢 [v0.12.0](https://github.com/microsoft/superbenchmark/releases/tag/v0.12.0) has been released!
 
 ## _Check [aka.ms/superbench](https://aka.ms/superbench) for more details._
 

docs/getting-started/installation.mdx

@@ -61,7 +61,7 @@ You can clone the source from GitHub and build it.
 :::note Note
 You should checkout corresponding tag to use release version, for example,
 
-`git clone -b v0.11.0 https://github.com/microsoft/superbenchmark`
+`git clone -b v0.12.0 https://github.com/microsoft/superbenchmark`
 :::
 
 ```bash

docs/getting-started/run-superbench.md

@@ -27,7 +27,7 @@ sb deploy -f remote.ini --host-password [password]
 :::note Note
 You should deploy corresponding Docker image to use release version, for example,
 
-`sb deploy -f local.ini -i superbench/superbench:v0.11.0-cuda12.4`
+`sb deploy -f local.ini -i superbench/superbench:v0.12.0-cuda12.9`
 
 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.
 

docs/superbench-config.mdx

@@ -70,7 +70,7 @@ superbench:
 <TabItem value='example'>
 
 ```yaml
-version: v0.11
+version: v0.12
 superbench:
   enable: benchmark_1
   monitor:

docs/user-tutorial/container-images.mdx

@@ -30,6 +30,11 @@ available tags are listed below for all stable versions.
 
 | Tag                | Description                         |
 |--------------------|-------------------------------------|
+| v0.12.0-cuda12.9   | SuperBench v0.12.0 with CUDA 12.9   |
+| v0.12.0-cuda12.8   | SuperBench v0.12.0 with CUDA 12.8   |
+| v0.12.0-cuda12.4   | SuperBench v0.12.0 with CUDA 12.4   |
+| v0.12.0-cuda12.2   | SuperBench v0.12.0 with CUDA 12.2   |
+| v0.12.0-cuda11.1.1 | SuperBench v0.12.0 with CUDA 11.1.1 |
 | v0.11.0-cuda12.4   | SuperBench v0.11.0 with CUDA 12.4   |
 | v0.11.0-cuda12.2   | SuperBench v0.11.0 with CUDA 12.2   |
 | v0.11.0-cuda11.1.1 | SuperBench v0.11.0 with CUDA 11.1.1 |

docs/user-tutorial/data-diagnosis.md

@@ -65,7 +65,7 @@ superbench:
 example:
 ```yaml
 # SuperBench rules
-version: v0.11
+version: v0.12
 superbench:
   rules:
     failure-rule:

docs/user-tutorial/result-summary.md

@@ -58,7 +58,7 @@ superbench:
 
 ```yaml title="Example"
 # SuperBench rules
-version: v0.11
+version: v0.12
 superbench:
   rules:
     kernel_launch:

superbench/__init__.py

@@ -6,5 +6,5 @@
 Provide hardware and software benchmarks for AI systems.
 """
 
-__version__ = '0.11.0'
+__version__ = '0.12.0'
 __author__ = 'Microsoft'

superbench/config/amd_mi100_hpe.yaml

@@ -3,7 +3,7 @@
 # Server:
 #   - Product: HPE Apollo 6500
 
-version: v0.11
+version: v0.12
 superbench:
   enable: null
   var:

superbench/config/amd_mi100_z53.yaml

@@ -4,7 +4,7 @@
 #   - Product: G482-Z53
 #   - Link: https://www.gigabyte.cn/FileUpload/Global/MicroSite/553/G482-Z53.html
 
-version: v0.11
+version: v0.12
 superbench:
   enable: null
   var:

superbench/config/amd_mi300.yaml

 # SuperBench Config
-version: v0.11
+version: v0.12
 superbench:
   enable: null
   var:

superbench/config/azure/inference/standard_nc64as_t4_v3.yaml

-version: v0.11
+version: v0.12
 superbench:
   enable: null
   monitor:

superbench/config/azure/inference/standard_nc96ads_a100_v4.yaml

-version: v0.11
+version: v0.12
 superbench:
   enable: null
   monitor:

superbench/config/azure/inference/standard_nv18ads_a10_v5.yaml

-version: v0.11
+version: v0.12
 superbench:
   enable: null
   monitor:

superbench/config/azure_ndmv4.yaml

@@ -3,7 +3,7 @@
 # Azure NDm A100 v4
 # reference: https://docs.microsoft.com/en-us/azure/virtual-machines/ndm-a100-v4-series
 
-version: v0.11
+version: v0.12
 superbench:
   enable: null
   monitor:

superbench/config/azure_ndv4.yaml

 # SuperBench Config
-version: v0.11
+version: v0.12
 superbench:
   enable: null
   monitor:

superbench/config/azure_ndv5.yaml

 # SuperBench Config
-version: v0.11
+version: v0.12
 superbench:
   enable:
   monitor:

superbench/config/default.yaml

 # SuperBench Config
-version: v0.11
+version: v0.12
 superbench:
   enable: null
   monitor:

website/blog/2025-08-06-release-0-12.md

+---
+slug: release-sb-v0.12
+title: Releasing SuperBench v0.12
+author: Guoshuai Zhao
+author_title: SuperBench Team
+author_url: https://github.com/guoshzhao
+author_image_url: https://github.com/guoshzhao.png
+tags: [superbench, announcement, release]
+---
+
+We are very happy to announce that **SuperBench 0.12.0 version** is officially released today!
+
+You can install and try SuperBench by following the [Getting Started Tutorial](https://microsoft.github.io/superbenchmark/docs/getting-started/installation).
+
+## SuperBench 0.12.0 Release Notes
+
+### SuperBench Improvements
+
+- Optimized cutlass build process for faster builds and smaller binaries.
+- Improve image build pipeline.
+- Add support for arm64 builds.
+- Upgrade pipeline dependencies.
+- Fix SuperBench installation and code lint issues.
+- Update Flake8 repository.
+- Add support for the latest Python versions.
+- Enhance error handling for `pkg_resources` imports.
+- Update ROCm image build labels.
+- Add CUDA 12.8 and CUDA 12.9 support.
+- Consolidate multi-architecture Docker images.
+- Upgrade runner OS to latest version.
+
+### Micro-benchmark Improvements
+
+- Add general CPU bandwidth and latency benchmarks.
+- Add nvbandwidth build process and benchmarks.
+- Add architecture support for 10.0 in gemm-flops.
+- Add GPU Stream micro benchmark.
+- Add FP4 GEMM FLOPS support in `cublaslt_gemm` benchmark.
+- Add Grace CPU support for CPU Stream benchmark.
+- Revise CPU Stream benchmark.
+- Fix NUMA error on Grace CPU in gpu-copy benchmark.
+- Bump onnxruntime-gpu dependency from 1.10.0 to 1.12.0.
+- Fix stderr message in gpu-copy benchmark.
+- Fix TensorRT inference parsing.
+- Handle N/A values in nvbandwidth benchmark.
+- Avoid unintended nvbandwidth function calls in all benchmarks.
+- Support CUDA arch flag and autotuning in `cublaslt` GEMM.
+
+## Model-benchmark Improvements
+
+- Add LLaMA-2 model benchmarks.
+- Add Mixture of Experts model benchmarks.
+- Add DeepSeek inference benchmark (AMD GPU).
+- Fix typos in documentation and code.
+
+### Result Analysis
+
+- Enhance logging for diagnosis rule baseline errors.
+
+### Documentation Updates
+
+- Update CODEOWNERS file.

website/docusaurus.config.js

@@ -101,7 +101,7 @@ module.exports = {
     announcementBar: {
       id: 'supportus',
       content:
-        '📢 <a href="https://microsoft.github.io/superbenchmark/blog/release-sb-v0.11">v0.11.0</a> has been released! ' +
+        '📢 <a href="https://microsoft.github.io/superbenchmark/blog/release-sb-v0.11">v0.12.0</a> has been released! ' +
         '⭐️ If you like SuperBench, give it a star on <a target="_blank" rel="noopener noreferrer" href="https://github.com/microsoft/superbenchmark">GitHub</a>! ⭐️',
     },
     algolia: {