Add ROCM kernel skill

skills/rocm-kernels/CHANGELOG.md

@@ -0,0 +1,32 @@
+# Changelog
+
+## v0.2 (2026-03-12)
+
+### Added
+- **Transformers integration**: `references/transformers-integration.md` — LLaMA/Mistral/Qwen RMSNorm patching, Flash Attention 2, epsilon handling differences
+- **Transformers injection script**: `scripts/transformers_injection_example.py` — minimal runnable example (~150 lines)
+- **HuggingFace Kernels Hub integration**: `references/huggingface-kernels-integration.md` — `get_kernel`, `has_kernel`, publishing, ROCm compatibility notes
+- **HuggingFace Kernels example script**: `scripts/huggingface_kernels_example.py` — Hub loading, benchmarking, model integration with fallback
+- **GEMM template with XCD swizzle**: Template 5 in `kernel-templates.md` — full GEMM kernel with XCD swizzle for MI355X, L2 cache grouping, autotune configs, Python API, and benchmark
+- **CHANGELOG.md**: Version tracking for skill iterations
+
+### Fixed
+- Broken cross-references: "Template 2" for GEMM → corrected to "Template 5" in `troubleshooting.md`, `kernelbench-classification.md`, and `skill-evaluation-methodology.md`
+- R9700 Memory Bandwidth: filled in ~608 GB/s (was TBD) in SKILL.md
+
+### Updated
+- `SKILL.md` See Also section: added new integration guides, scripts, and Hub links
+- `SKILL.md` argument-hint: added gemm, transformers, huggingface-kernels, get_kernel
+- `manifest.txt`: added all new files
+
+## v0.1 (2026-03-10)
+
+### Added
+- Initial skill with SKILL.md, 4 kernel templates (RMSNorm, RoPE 3D, GEGLU, AdaLN)
+- MI355X and R9700 GPU optimization guides
+- Diffusers integration guide (LTX-Video)
+- Troubleshooting guide (14 ROCm-specific issues)
+- Benchmark scripts: micro-benchmark (`benchmark_kernels.py`) and E2E (`benchmark_e2e.py`)
+- LTX-Video injection example (`ltx_kernel_injection_example.py`)
+- KernelBench classification and evaluation methodology docs
+- Kernel-agent knowledge base