huawei-cloud-ascend-small-model-migrate SKILL.md skillA
huawei-cloud-ascend-small-model-migrate 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-ascend-small-model-migrate@git:20260604.4d2f1fbPins git:20260604.4d2f1fb 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-ascend-small-model-migrate/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260604.4d2f1fb, committed Jun 4, 2026
- Size
- 16,946 bytes
- Repository stars
- 59
- License
- MIT
Migrate vision/detection/segmentation small models to Ascend NPU, covering the full workflow: model structure analysis, migration verification, performance profiling, and optimization. Based on torch_npu and msprof Use this skill when the user wants to: (1) migrate encoder-only models like ResNet, YOLO, UNet to Ascend NPU, (2) analyze model structure for migration feasibility, (3) verify model inference on NPU, (4) identify performance bottlenecks and get optimization suggestions Trigger: user…
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 Ascend Small Model Migration ## Overview This skill guides the migration workflow for small vision models to Ascend NPU, covering structure analysis → migration verification → performance optimization. **Architecture**: Model Analysis → Environment Setup → NPU Inference → Performance Profiling → Bottleneck Analysis → Optimization Recommendations **Related Skills**: - `huawei-cloud-msmodelslim-model-analysis` - Model structure analysis for migration path determination - `huawei-cloud-msot-msopprof-operator-profiler` - Operator performance data collection - `huawei-cloud-ascend-profiler-db-explorer` - Profiling database analysis for bottleneck identification - `huawei-cloud-ascendc-operator-performance-optim` - Optional: AscendC operator optimization for bottleneck operators ## Architecture Components This skill involves the following cloud services and components: - **Ascend NPU**: Target hardware for model deployment (Ascend 910B series) - **torch_npu**: PyTorch adapter for Ascend NPU - **MSProf**: Ascend profiling tool for performance analysis - **Ultralytics**: YOLO model framework support - **Docker**: Container environment for consistent deployment …
Read the whole file at its exact version.
How to install
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-ascend-small-model-migrate@sha256:2392e5c3838a777bThe line at the top of this page pins the label git:20260604.4d2f1fb, 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_4nosfl7bqhtn3iir)
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Versions
The registry has recorded 1 version of this file, committed on Jun 4, 2026.
Audit of the latest version
- pass: Frontmatter block present
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- pass: Size between 200 bytes and 200 KB (16946 bytes)
- 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
huaweicloud/huaweicloud-skills · 59 stars · license MIT · pushed 2026-11-07 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_4nosfl7bqhtn3iir GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-ascend-small-model-migrate GET https://markdownregistry.com/api/v1/blob/2392e5c3838a777bb12cfa6760898b6f954cb80f7b5aa74485b835122a62c21d
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.