tayyabexe/skills · skills/hugging-face-model-trainer/SKILL.md

hugging-face-model-trainer skillA

hugging-face-model-trainer is agent-read markdown (skill) from tayyabexe/skills: This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Should be invoked for .

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 tayyabexe/skills/hugging-face-model-trainer@git:20260130.55b11ff
Exact content
mdr add tayyabexe/skills/hugging-face-model-trainer@sha256:4a0d1a94f8755c96

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_hqgqe4bjh3bze4tc.svg)](https://markdownregistry.com/a/art_hqgqe4bjh3bze4tc)

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Versions

versioncommittedcommitsizeaudit
git:20260130.55b11ff latest2026-01-30 55b11ff 27,941 BA view · diff
git:20260130.4084f372026-01-30 4084f37 27,933 BA view · diff
git:20260112.b417fad2026-01-12 b417fad 27,274 BA view · diff
git:20260107.a25b8e52026-01-07 a25b8e5 27,274 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 (27941 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

tayyabexe/skills · 3 stars · license Apache-2.0 · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hqgqe4bjh3bze4tc
GET https://markdownregistry.com/api/v1/resolve?ref=tayyabexe/skills/hugging-face-model-trainer
GET https://markdownregistry.com/api/v1/blob/4a0d1a94f8755c9671f8addb44735d374163ecff839ffe685b8a52adcaca026e

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.