Release - SuperBench v0.12.0 (#729)

**Description**

Cherry-pick bug fixes from v0.12.0 to main.

**Major Revisions**

* #725
* #727
* #728
Co-authored-by: Hongtao Zhang <hongtaozhang@microsoft.com>
Co-authored-by: Yifan Xiong <yixio@microsoft.com>
Co-authored-by: Guoshuai Zhao <guzhao@microsoft.com>

---------
Co-authored-by: Hongtao Zhang <hongtaozhang@microsoft.com>

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: {

website/package-lock.json

 {
   "name": "superbench-website",
-  "version": "0.11.0",
+  "version": "0.12.0",
   "lockfileVersion": 1,
   "requires": true,
   "dependencies": {

website/package.json

 {
   "name": "superbench-website",
-  "version": "0.11.0",
+  "version": "0.12.0",
   "private": true,
   "scripts": {
     "docusaurus": "docusaurus",