huawei-cloud-msmodelslim-model-adapt SKILL.md skillA
huawei-cloud-msmodelslim-model-adapt from huaweicloud/huaweicloud-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-adapt@git:20260604.f4dba6bPins git:20260604.f4dba6b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- huaweicloud/huaweicloud-skills
- Path
skills/ai/modelarts/huawei-cloud-msmodelslim-model-adapt/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260604.f4dba6b, committed Jun 4, 2026
- Size
- 8,737 bytes
- Repository stars
- 59
- License
- MIT
Create basic Transformers model adapters for msModelSlim. Implements required interfaces and completes a four-step verification workflow: generate test model -> full fallback quantization -> weight verification -> quantization description validation. Use this skill when the user wants to: (1) create msModelSlim adapters for decoder-only LLM, (2) adapt understanding VLM text backbones for quantization, (3) implement W8A8/W4A16 quantization workflow for new models. Trigger: user mentions…
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
# Huawei Cloud msModelSlim Model Adapter ## Overview This skill guides how to create basic adapters for new models to run W8A8/W4A16 quantization workflows in msModelSlim. **Architecture**: Model Analysis -> Adapter Creation -> Registration -> Verification (4 Steps) **Related Skills**: - `huawei-cloud-msmodelslim-model-analysis` - Model structure analysis before adapter implementation - `huawei-cloud-ascend-profiler-db-explorer` - Optional: Performance analysis after deployment ## Scope **Supported**: - Decoder-only LLM - Understanding VLM (text/LLM backbone only) **Not supported**: - Multimodal generation (Stable Diffusion/Flux/Wan) - Encoder-only models - Non-Transformers architectures ## Architecture ```text ┌─────────────────────────────────────────────────────────────┐ │ msModelSlim Model Adapter Skill │ ├─────────────────────────────────────────────────────────────┤ │ ┌──────────────────┐ ┌──────────────────────────────┐ │ │ │ Model Analysis │───▶│ Adapter Creation │ │ │ │ - config.json │ │ - LLM Adapter Template │ │ │ │ - modeling_*.py│ │ - VLM Adapter Template │ │ …
Read the whole file at its exact version.
How to install
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-adapt@sha256:f18a553fa409636fThe line at the top of this page pins the label git:20260604.f4dba6b, 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_qj67fry63jngmips)
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Versions
The registry has recorded 1 version of this file, committed on Jun 4, 2026.
Audit of the latest version
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Source
huaweicloud/huaweicloud-skills · 59 stars · license MIT · pushed 2026-11-07 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_qj67fry63jngmips GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-msmodelslim-model-adapt GET https://markdownregistry.com/api/v1/blob/f18a553fa409636fc343e194d44988338c40f6e95371daaee0067a7d3d6b029d
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