Release SuperBench v0.12.0

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.
• Fix typos in documentation and code.

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).

Result Analysis

• Enhance logging for diagnosis rule baseline errors.

Documentation Updates

• Update CODEOWNERS file.