huawei-cloud-modelarts-training-diagnosis SKILL.md skillA

huawei-cloud-modelarts-training-diagnosis from huaweicloud/huaweicloud-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-modelarts-training-diagnosis@git:20260822.c54c1bc

Pins git:20260822.c54c1bc 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-modelarts-training-diagnosis/SKILL.md
Versions recorded
2
Latest version
git:20260822.c54c1bc, committed Aug 22, 2026
First version recorded
Jul 23, 2026
Size
14,455 bytes
Repository stars
59
License
MIT

Huawei Cloud ModelArts training job fault diagnosis skill. Uses hcloud CLI to call ModelArts training job log/event APIs, analyzes training job failures/timeouts/stuck jobs, locates customer training code issues, and provides diagnosis conclusions with fix suggestions and confidence levels. Scenarios: training job failure (status.phase=Failed), timeout (Timeout), abnormal (Abnormal), stuck jobs. Triggers: training job failure, training job timeout, training job stuck, ModelArts training…

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

# ModelArts Training Job Fault Diagnosis

## Overview

This skill provides automated fault diagnosis for Huawei Cloud ModelArts training jobs. It calls ModelArts log and event APIs via hcloud CLI to collect runtime information, analyzes training job failures/timeouts/stuck jobs, and outputs diagnosis conclusions with fix suggestions and confidence levels.

### Architecture

```
User Input
    ↓
Phase 1: Task Discovery (ListTrainingJobs)
    ↓
Phase 2: Status Assessment (ShowTrainingJobDetails)
    ↓
[Early Exit if traceback found in status.task_statuses[].message]
    ↓ (if no traceback)
Phase 3: Information Collection
    ├─ Main Path: ListTrainingJobEvents, ListTrainingJobStages
    └─ Extended Path: ShowTrainingJobLogsPreview, ShowObsUrlOfTrainingJobLogs
    ↓
Phase 4: Analysis (confidence-based inference)
    ↓
Phase 5: Output (diagnosis report + fix suggestions)
```

### Applicable Scenarios

- Training job failure (status.phase = "Failed")
- Training job timeout (status.phase = "Timeout")
- Training job abnormal (status.phase = "Abnormal")
- Training job stuck (running long time with no progress)
- Resource shortage causing training failure

### Typical Use Cases
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-modelarts-training-diagnosis@sha256:496fe91bcbd5b188

The line at the top of this page pins the label git:20260822.c54c1bc, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_4epddsb2hzqb5s2n.svg)](https://markdownregistry.com/a/art_4epddsb2hzqb5s2n)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Jul 23, 2026 and Aug 22, 2026, about one every 31 days.

versioncommittedcommitsizeaudit
git:20260822.c54c1bc latest2026-08-22 c54c1bc 14,455 BA view · diff
git:20260723.0147ef92026-07-23 0147ef9 14,388 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (14455 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

GitHub

huaweicloud/huaweicloud-skills · 59 stars · license MIT · pushed 2026-11-07 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_4epddsb2hzqb5s2n
GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-modelarts-training-diagnosis
GET https://markdownregistry.com/api/v1/blob/496fe91bcbd5b18861c447660a7071abd3dd0c286a8d2c90ff098ff89f5e7e4b

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.

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