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SkillsMP has collected 11 skills from AMD-AGI/GEAK. Open a skill to review its source and details.
Showing 11 of 11 collected skills.
Get a container ready to tune GPU ops on AMD Instinct — audit which tuning tools are present, install the missing bench clients (hipblaslt-bench, ckProfiler, aiter tuners) at versions that match the runtime, and avoid the version-skew failures that silently…
Tune GEMM and fused ops through aiter on AMD Instinct — run the gradlib tuner across hipblaslt/triton/flydsl/asm/torch backends, write tuned config CSVs to the directory the runtime actually reads, and prove engagement with AITER_LOG_TUNED_CONFIG. Use when…
Tune GEMMs on the Composable Kernel path — race CK's compiled instances with ckProfiler, read the instance name to understand why one won, and route the result into a framework through aiter's per-op CK tuners. Use when the op dispatches through CK or when…
The universal loop for tuning GEMM and other GPU ops on AMD Instinct — scope the search space, measure honestly, gate on correctness, and prove the tuned artifact actually engaged. Start here before any language- or framework-specific tuning skill.
Tune FlyDSL kernels on AMD Instinct — build and prune a Config space, set the autotune key, and race FlyDSL against the other backends through aiter's libtype mechanism. Use when the kernel is written in FlyDSL or when deciding whether the FlyDSL path is…
Tune hand-written HIP kernels on AMD Instinct — choose launch geometry against the wave64/CU/LDS limits of the target, use rocprofv3 to get ground-truth kernel timings and occupancy, and confirm which kernel actually ran. Also the profiler reference for…
Tune GEMMs on the hipBLASLt path — capture the exact problem from a live workload, race all solutions with hipblaslt-bench, replay the winner by solution index, and avoid the bracket-number and hot-cache traps. Use when the op dispatches through hipBLASLt…
Tune ops inside an SGLang serving deployment on AMD Instinct — capture real shapes, tune the Triton fused-MoE path into the correct triton_<version> config directory, deploy via SGLANG_MOE_CONFIG_DIR, and read the server log to distinguish an exact config hit…
Tune ops inside a vLLM serving deployment on AMD Instinct — capture the shapes the model actually issues, tune fused-MoE and GEMM paths, deploy configs where vLLM reads them via VLLM_TUNED_CONFIG_FOLDER, and confirm from the server log that the tuned config…
Tune Triton and Gluon GPU kernels on AMD Instinct — build a config space including the AMD-only knobs (waves_per_eu, matrix_instr_nonkdim, kpack), prune it before racing, set the autotune key correctly, and confirm the win exceeds the noise floor. Use when…
Contribute a human-authored, e2e-validated optimization recipe (an "expert skill") to GEAK — scaffold, fill, validate by scope, and open a PR.