Analyze a captured FlyDSL kernel bundle with flyprof: read the roofline/occupancy (counters), tile advice, stall/bubble taxonomy (bubbles), and the ISA<->Python mapping (map). Use after `flyprof capture`, when you need to understand where a kernel spends its stall cycles and how the ISA lines up with the .py source.
Capture a rocprofv3 ATT (Advanced Thread Trace) for a FlyDSL kernel with flyprof, including kernel discovery, tile sizing, and handling empty/out-of-range dispatches. Use when you need to record a kernel's per-instruction trace before analysis, or when `flyprof capture` returned EMPTY_ATT / DISPATCH_OUT_OF_RANGE / NO_KERNEL_DISCOVERED.
Produce and act on a FlyDSL kernel optimization report with flyprof: synthesize the ranked bubble->FlyDSL-knob recommendations, read the ISA<->Python evidence, optionally apply one knob, and verify the change re-profiles better. Use when asked what to change to make a kernel faster, or to turn a captured bundle into an optimization plan.
Diagnose a failing flyprof command by its error code. Use when any flyprof command returns ok:false / a non-zero exit, to decide whether to stop, fix config, retry, or treat the result as a finding. Maps each error.code to a hard action so you don't loop.
Start here to profile a FlyDSL kernel on AMD CDNA (gfx950/MI350X). Router for the flyprof CLI: how to run the fixed capture->analyze->report workflow, read its JSON envelopes, and pick the right sub-skill. Use whenever asked to profile/analyze a kernel, find why a kernel is slow, build an optimization report, or capture an ATT trace for a FlyDSL kernel.