analyze-and-convert

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Analyze a HuggingFace model and attempt OpenVINO conversion — probe properties, run strategy matrix, classify failures, and produce a structured routing report.

openvinotoolkit By openvinotoolkit schedule Updated 5/27/2026

name: analyze-and-convert description: Analyze a HuggingFace model and attempt OpenVINO conversion — probe properties, run strategy matrix, classify failures, and produce a structured routing report.

Skill: Analyze and Convert

When to use

When you have a model ID (or local path) and need to determine whether it converts to OpenVINO IR, identify why it fails, and emit routing signals for the next agent in the pipeline.

Steps

Execute in strict order — each step produces files consumed by the next.

Step File Purpose
1 probe-model.md Gather model profile (architecture, task, op types) without downloading weights
2 try-conversion.md Run conversion strategy matrix (optimum-cli / ovc / convert_model), capture all outputs
3 classify-failure.md Map errors to taxonomy, extract missing_op / shape_inference / accuracy signals (skip on full success)
4 build-report.md Assemble structured report, emit <!-- agent-result --> marker for orchestrator
Install via CLI
npx skills add https://github.com/openvinotoolkit/openvino --skill analyze-and-convert
Repository Details
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