Contract-first design and coverage discipline for FLA kernel and numerical changes. Use before implementation to define supported cells, numerical budgets, dispatch semantics, compatibility, tests, and benchmarks.
原文语言:英语
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SkillsMP 已收集 fla-org/flash-linear-attention 中的 9 个 Skill。打开任一 Skill 可查看来源和详情。
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Contract-first design and coverage discipline for FLA kernel and numerical changes. Use before implementation to define supported cells, numerical budgets, dispatch semantics, compatibility, tests, and benchmarks.
原文语言:英语
Checklist and workflow for preparing an MR/PR in the FLA repo. Covers CONTRIBUTING.md compliance, test plan, benchmark evidence, and PR body structure.
原文语言:英语
Guidelines for Ascend NPU kernel / Triton-Ascend backend performance work in the FLA repo. Covers profiling with torch_npu, PipeUtilization/MemoryUB CSV analysis, Cube/Vector/MTE/UB bottleneck diagnosis, and kernel optimization (UB tiling, grid splits,…
原文语言:英语
Disciplined, reproducible loop for making an FLA kernel faster (Triton, Gluon, TileLang, CuTe) without ever breaking or gaming correctness. Synthesizes the task-contract / three-phase / iteration-protocol / silent-bug-catalog discipline of agent…
原文语言:英语
Workflow for porting an existing Triton kernel in `fla/ops/**` to Gluon (`triton.experimental.gluon`) to gain explicit control over tensor layouts, shared memory, async data movement (cp.async / TMA), MMA (WGMMA / tcgen05), and scheduling (persistent kernels,…
原文语言:英语
Guidelines for NVIDIA GPU kernel / Triton / Gluon / TileLang / CUDA backend performance work in the FLA repo. Covers profiling workflow, hardware baselines, and MR-ready performance evidence requirements. Uses an installed ncu-report-skill when a task needs…
原文语言:英语
Guidelines for kernel correctness testing and coverage in fla/ops/** and related modules, including common Triton grid/addressing pitfalls. Helps decide what tests to add or run before an MR.
原文语言:英语
Workflow for FLA backend dispatch decorators and backend implementations. Use when touching fla.ops.backends, @dispatch-decorated functions, BaseBackend subclasses, backend verifier methods, backend env vars, or backend tests.
原文语言:英语
FLA KDA kernel workflow and public technical notes. Use when modifying or reviewing fla/ops/kda/**, KDA gate modes, chunk intra/inter kernels, safe_gate behavior, KDA backends, or KDA-specific tests and benchmarks.
原文语言:英语