AMD-AGI/Primus-Turbo

optimize-handoff

Primus-Turbo handoff to the autonomous kernel-optimize loop — collect the prerequisites (kernel path, focused test/bench commands, scoring metric, execution mode, quick-validation harness) a kernel campaign needs and pass them on. Use when pushing a…

原文语言：英语

primus-turbo-develop

Develop, debug, and validate Primus-Turbo operators and modules on AMD GPUs. Covers the layered architecture (ops / kernels-dispatcher / Triton / HIP-CK csrc / modules), how to add or change a feature end-to-end, accuracy verification (SNR, tolerances,…

原文语言：英语

kernel-optimize

AI-driven operator performance optimization framework. Defines the optimization loop, execution environment selection, knowledge routing, and logging conventions to drive agent-autonomous iteration toward hardware limits.

原文语言：英语

develop-feature

Primus-Turbo feature development workflow — the layered architecture (ops / kernels-dispatcher / Triton / HIP-CK csrc / modules), how to wire a new operator end-to-end, which layer to touch, and which existing file to copy. Use when adding or changing a…

原文语言：英语

verify-performance

Primus-Turbo performance verification — run single-operator and suite benchmarks, read the latency/TFLOPS metrics, source real-model shapes, and derive a combined training-step metric. Use when measuring latency or throughput of a Primus-Turbo operator.

原文语言：英语

verify-accuracy

Primus-Turbo accuracy verification — compare an operator against a higher-precision reference for forward and backward, with the right gate (allclose for bf16/fp16/fp32, SNR for fp8/fp4) and FP8 encoding awareness. Use when validating numerical correctness of…

原文语言：英语

tool-rocprof

ROCm profiling workflow for AMD GPU kernels using rocprofv3 and rocprof-compute. Use when profiling hot kernels, collecting counters, diagnosing memory-vs-compute-vs-stall bottlenecks, reading Perfetto traces, or validating low-precision AMD kernels.

原文语言：英语