hanyuyuan6/remote-gpu-trainer · SKILL.md

remote-gpu-trainer skillA

remote-gpu-trainer is agent-read markdown (skill) from hanyuyuan6/remote-gpu-trainer: 交付可验证的远程 GPU 运行状态、selection-best checkpoint 和拉回结果，适用于 AutoDL、vast.ai、RunPod、Lambda 或 Paperspace 的启动、调试、监控、续训、多开并行、停止及 OOM/NaN/全零指标排查；常见请求：训练卡住；释放实例会销毁机器及数据盘，绝不等同于关机。长期镜像与恢复交给 mirror-research-artifacts。.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add hanyuyuan6/remote-gpu-trainer/remote-gpu-trainer@git:20260915.96b5512
Exact content
mdr add hanyuyuan6/remote-gpu-trainer/remote-gpu-trainer@sha256:bb1457f442e7d226

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_xzvapsf6y2hpza6y.svg)](https://markdownregistry.com/a/art_xzvapsf6y2hpza6y)

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Versions

versioncommittedcommitsizeaudit
git:20260915.96b5512 latest2026-09-15 96b5512 12,568 BA view · diff
git:20260915.e44ada82026-09-15 e44ada8 12,369 BA view · diff
git:20260810.892e5672026-08-10 892e567 22,294 BA view · diff
git:20260810.974a39f2026-08-10 974a39f 21,970 BA view · diff
git:20260802.37ed2082026-08-02 37ed208 19,043 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (12568 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

hanyuyuan6/remote-gpu-trainer · 63 stars · license MIT · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xzvapsf6y2hpza6y
GET https://markdownregistry.com/api/v1/resolve?ref=hanyuyuan6/remote-gpu-trainer/remote-gpu-trainer
GET https://markdownregistry.com/api/v1/blob/bb1457f442e7d226bff42b7997c94fe7920762f8e0caa003a0e1e22279d77e39