name	triton-hip-reference-kernel-search
description	Search and adapt Triton/HIP kernel patterns from a corpus to optimize AMD GPUs; use to find similar ops and reuse tiling/occupancy strategies.

AMD Kernel Patterns

Use when you need real kernel templates (attention, layernorm, matmul, activations) to adapt for AMD/ROCm.
Do not load the entire corpus; grep targeted snippets instead.

Search references/train_crawl.json with ripgrep for relevant ops; keep context tight.
Extract only needed code and descriptions; rewrite for wave64 occupancy, LDS tiling, vectorized/coalesced access, and bank-conflict avoidance.
Cite source file and lines; pair with reflection prompts to validate correctness and performance.

references/SEARCH.md: Grep commands and tips for slicing snippets efficiently.

name	triton-hip-reference-kernel-search
description	Search and adapt Triton/HIP kernel patterns from a corpus to optimize AMD GPUs; use to find similar ops and reuse tiling/occupancy strategies.

Use when you need real kernel templates (attention, layernorm, matmul, activations) to adapt for AMD/ROCm.
Do not load the entire corpus; grep targeted snippets instead.

Search references/train_crawl.json with ripgrep for relevant ops; keep context tight.
Extract only needed code and descriptions; rewrite for wave64 occupancy, LDS tiling, vectorized/coalesced access, and bank-conflict avoidance.
Cite source file and lines; pair with reflection prompts to validate correctness and performance.

references/SEARCH.md: Grep commands and tips for slicing snippets efficiently.

triton-hip-reference-kernel-search