ov-debug

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Troubleshooting all sorts of failures, crashes, exceptions and errors using debug capabilities. Analyze accuracy, performance, model compilation, or memory issues. Dump tensors and intermediate blobs. Serialize and visualize IRs, execution graphs. Enable verbose, logging. Profile execution. Compare layer outputs. Inspect, trace or dump transformations. Identify executed operations, nodes, primitives, kernels.

openvinotoolkit By openvinotoolkit schedule Updated 5/7/2026

name: ov-debug description: Troubleshooting all sorts of failures, crashes, exceptions and errors using debug capabilities. Analyze accuracy, performance, model compilation, or memory issues. Dump tensors and intermediate blobs. Serialize and visualize IRs, execution graphs. Enable verbose, logging. Profile execution. Compare layer outputs. Inspect, trace or dump transformations. Identify executed operations, nodes, primitives, kernels.

Debug Skill

Prerequisites

Build flags that enable debug capabilities (check CMakeCache.txt in the build dir):

  • -DENABLE_DEBUG_CAPS=ON — CPU/GPU plugin debug env vars, transformation matcher logging

Components

Component Reference file to read Routing hints
openvino_intel_cpu_plugin @components/debug-intel-cpu-plugin.md CPU: inference issues, wrong results, slow inference, tensor dumps, execution graphs
openvino_intel_gpu_plugin @components/debug-intel-gpu-plugin.md GPU: inference issues, wrong results, slow inference, tensor dumps, execution graphs
transformations @components/debug-transformations.md transformation not applied, pass not firing, slow compilation, graph inspection

Steps

  1. Match the user's symptom to the routing hints above to identify the component(s)
  2. Load the component's reference file
  3. Follow the instructions and recommendations for debugging
Install via CLI
npx skills add https://github.com/openvinotoolkit/openvino --skill ov-debug
Repository Details
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article Path SKILL.md
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