intellikit

Profile GPU kernels when performance analysis or optimization is required. Use for AMD ROCm GPU metrics, bandwidth, cache hit rates, coalescing, or kernel timing.

Test local kerncap changes end-to-end by profiling an application, extracting a kernel, and validating the reproducer. Use when the user asks to test kerncap against any HIP or Triton workload, or wants to validate extraction on a real GPU application.

Validate GPU kernel correctness by comparing reference and optimized outputs. Use when verifying that an optimized or modified kernel matches a reference implementation.

Profile GPU kernels at source-line granularity with cycle-level timing and stall analysis. Use when identifying performance hotspots at the source code level or analyzing instruction-level metrics mapped to source lines.

Extract GPU kernel assembly and HIP source from HSA packet traces. Use when analyzing what code ran on the GPU, debugging kernel dispatch, or inspecting assembly and source mapping.