Agent Skills › R6410418/Jackrong-llm-finetuning-guide › qwen-mtp-gguf-release

qwen-mtp-gguf-release

GitHub

用于准备、验证、转换和量化 Qwen 系列 GGUF 模型的仓库级工作流包装器，支持预检、冒烟测试及受控发布。

.agents/skills/qwen-mtp-gguf-release/SKILL.md R6410418/Jackrong-llm-finetuning-guide

触发场景

需要构建或转换 Qwen MTP GGUF 模型执行模型发布前的预检与验证流程

安装

npx skills add R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -g -y

更多选项

非标准路径

npx skills add https://github.com/R6410418/Jackrong-llm-finetuning-guide/tree/main/.agents/skills/qwen-mtp-gguf-release -g -y

不安装直接使用

npx skills use R6410418/Jackrong-llm-finetuning-guide@qwen-mtp-gguf-release

指定 Agent (Claude Code)

npx skills add R6410418/Jackrong-llm-finetuning-guide --skill qwen-mtp-gguf-release -a claude-code -g -y

安装 repo 全部 skill

npx skills add R6410418/Jackrong-llm-finetuning-guide --all -g -y

预览 repo 内 skill

npx skills add R6410418/Jackrong-llm-finetuning-guide --list

SKILL.md

Frontmatter

{
    "name": "qwen-mtp-gguf-release",
    "description": "Repository-level wrapper for the canonical Qwen MTP or nextn GGUF release workflow. Use when Codex needs to prepare, validate, convert, quantize, smoke-test, or optionally release Qwen-family GGUF artifacts from this repository while preserving the canonical implementation under qwen-mtp-gguf\/."
}

Qwen MTP GGUF Release

Use this as a lightweight repository wrapper. The canonical implementation lives under qwen-mtp-gguf/.

Required Reading

Read these files before running or changing the workflow:

qwen-mtp-gguf/SKILL.md
qwen-mtp-gguf/README.md

Load the reference files inside qwen-mtp-gguf/references/ only when the task touches sizing, extraction, conversion, troubleshooting, or agent packaging.

Operating Rules

Reuse qwen-mtp-gguf/scripts/ rather than copying conversion logic.
Run the canonical pipeline with --preflight-only before any conversion or model download.
Treat disk shortages, model-config mismatches, missing tools, and missing token access as blockers.
Keep examples public-safe with placeholders for model IDs, local paths, output repos, and tokens.
Keep Hugging Face upload disabled unless the user explicitly authorizes upload for that run.
Keep cleanup disabled unless confirmed uploads are verified.
Never publish or upload artifacts merely because GitHub sync was approved.

Canonical Flow

Inspect requested target model, MTP source model, output mode, quant formats, and available machine resources.
Run the canonical preflight command from qwen-mtp-gguf/SKILL.md.
Review preflight_report.md and stop on hard blockers.
Run the full canonical pipeline only after the user accepts the launch plan and safety gates.
Smoke-test outputs before any upload.
Upload only when separately authorized, then clean up only after successful upload confirmation.