huawei-cloud-cloudrobo-train SKILL.md skillA

huawei-cloud-cloudrobo-train 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-cloudrobo-train@git:20260909.b6bade5

Pins git:20260909.b6bade5 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/cloudrobo/huawei-cloud-cloudrobo-train/SKILL.md
Versions recorded
1
Latest version
git:20260909.b6bade5, committed Sep 9, 2026
Size
52,482 bytes
Repository stars
59
License
MIT

Manage CloudRobo model training tasks and simulation reinforcement learning (SimRL) tasks — create pretrain (TRAIN_FROM_SCRATCH) and finetune (MODEL_TUNING) tasks with FFT/SFT/LORA/QLORA/DEEPSPEED methods; manage the full task lifecycle (create/read/update/delete/stop/restart/resume/draft); save and resubmit draft configs; count tasks by status; monitor execution stages, resource usage, training logs, signed URLs, and events; diagnose failures. SimRL tasks (simulation reinforcement learning)…

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

> **Windows / PowerShell:** Examples use bash syntax. To run on Windows PowerShell:
> - Flatten `\` line continuations to a single line, or end lines with a backtick.
> - Set env vars with `$env:NAME="value"` instead of `export NAME="value"`.
> - Single-quoted JSON `'{"a":"b"}'` works as-is.

## Overview

Manages the full lifecycle of CloudRobo model training tasks and SimRL tasks. Two training modes
(MODEL_TUNING / TRAIN_FROM_SCRATCH), five methods (FFT/SFT/LORA/QLORA/DEEPSPEED). Covers creation,
monitoring, diagnosis, drafts, stats, resume, and pipeline orchestration.

**Two task surfaces (switchable via `--sim-rl`):**

| Surface | API prefix | CLI switch | SDK methods | Resume |
| ------- | ---------- | ---------- | ----------- | ------ |
| Regular training | `/v1/training/train-tasks` | (default) | 19 `train_*` | Yes |
| SimRL | `/v1/training/rl-tasks/simulation` | `--sim-rl` | 16 `sim_rl_*` | No |

**Scenarios:** Fine-tuning, pretraining, simulation RL, draft save/resubmit, monitoring (stages/
resource/events), failure diagnosis, stats. Training runs for hours/days; poll at 30-60s intervals.

```text
Agent → CLI (`cloudrobo train <command> [--sim-rl]`) or SDK (`TrainClient`)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-cloudrobo-train@sha256:cb8217a0e26986d7

The line at the top of this page pins the label git:20260909.b6bade5, 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_cjurvpjyyfkgpgxt.svg)](https://markdownregistry.com/a/art_cjurvpjyyfkgpgxt)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 9, 2026.

versioncommittedcommitsizeaudit
git:20260909.b6bade5 latest2026-09-09 b6bade5 52,482 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 (52482 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_cjurvpjyyfkgpgxt
GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-cloudrobo-train
GET https://markdownregistry.com/api/v1/blob/cb8217a0e26986d7c7c2884df8d727b1466d8f3bbcd04ff8e25f0b31b4738e2d

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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