xpu-model-type-detect SKILL.md skillA
xpu-model-type-detect from intel/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add intel/skills/xpu-model-type-detect@git:20260903.b1ad034Pins git:20260903.b1ad034 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- intel/skills
- Path
skills/xpu-model-type-detect/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260903.b1ad034, committed Sep 3, 2026
- Size
- 7,941 bytes
- Repository stars
- 29
- License
- Apache-2.0
Before loading a Hugging Face model on Intel XPU, detect its actual type (text generation, text encoder, seq2seq, vision classification, vision-language, audio encoder, audio seq2seq, multimodal VL, diffusion, time-series, reward model, masked LM) so the agent picks the right `AutoModel` class and input kwargs. Prevents "got unexpected keyword argument 'pixel_values'" and "empty logits" errors from mis-routing. Use before `torch-xpu-run` or `vllm-xpu-run` when the user gives a model id the…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# xpu-model-type-detect Pick the right loader class before you load. A wrong loader class produces an opaque failure *after* the model is already on XPU — 20+ seconds into a load you didn't need to make. ## Reporting the verdict Run `scripts/detect.py` against the model id rather than answering its type from memory — even for a familiar model, the detector's verdict is the citable result. Then paste its output block verbatim in a fenced code block, keeping the `detected:`, `loader:`, `inputs:`, and `confidence:` lines as-is rather than reformatting them into a table — those literal labels are what the user and downstream tools key on. Lead with the confirmed type, e.g. "detection confirmed: `multimodal_vl`", to show the verdict came from the run. Detection is read-only, so there's nothing to health-check afterward — confirming the verdict block is the result. ## Quickstart ```sh python3 scripts/detect.py --model openai/clip-vit-base-patch32 ``` ``` model_id: openai/clip-vit-base-patch32 detected: vision_language loader: transformers.CLIPModel processor: transformers.AutoProcessor inputs: pixel_values, input_ids …
Read the whole file at its exact version.
How to install
mdr add intel/skills/xpu-model-type-detect@sha256:be03424c6dc9334aThe line at the top of this page pins the label git:20260903.b1ad034, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_e7hygtrayulnxp7l)
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Versions
The registry has recorded 1 version of this file, committed on Sep 3, 2026.
Audit of the latest version
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- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
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- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
intel/skills · 29 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_e7hygtrayulnxp7l GET https://markdownregistry.com/api/v1/resolve?ref=intel/skills/xpu-model-type-detect GET https://markdownregistry.com/api/v1/blob/be03424c6dc9334a7598d8005b328b41571a4da5abae9add1d57b5cc6395a9fa
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.