ad-layer-visualizer

What problem does it solve?

It helps you inspect a single transformer decoder layer inside an AutoDeploy FX/SSA graph dump by producing a clear hierarchical diagram, and (optionally) overlaying real GPU kernel names and timings from an nsys trace for performance debugging.

Core Features & Use Cases

• Layer-focused visualization: Select a specific decoder layer number and produce a DOT/PNG diagram from an AutoDeploy graph dump.
• Graph-to-layer extraction logic: Builds the layer subgraph by following SSA dataflow from layer-specific weight references and residual boundaries.
• Optional trace annotation: When you provide an nsys trace, it extracts per-layer kernel sequences and maps them onto diagram nodes to highlight what actually ran and how long it took.

Quick Start

Run the skill and ask it: "Visualize layer 5 from my AutoDeploy graph dumps in /path/to/dumps, and annotate it using /path/to/trace.sqlite, saving the rendered PNGs next to the JSON outputs."