About this skill
Optimize existing Triton kernels for NVIDIA TileIR backend on Blackwell GPUs (sm100+). Adds TileIR-specific autotune configs: occupancy, numctas, TMA descriptors. Covers kernel classification (dot-related, norm-like, elementwise, reduction), type-specific transformations, and PTX-vs-TileIR benchmarking. Triggered by: "optimize for TileIR", "add TileIR configs", "Blackwell optimization", "TMA descriptors", "2CTA mode", "occupancy tuning". Kernels use standard import triton; TileIR activates via ENABLETILE=1 when nvtriton is installed.
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- Category
- General
- Reported license
- Not specified
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.