🔥 GitHub Trending (+95/d)
This is a trending open-source GitHub project (huggingface/transformers): Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
GitHub Trending surge (+95 stars today, total ★167,621); license is Apache-2.0. Recommended for tooling and tech stack exploration.
Derived from structured fields · Confidence: medium (functionality not individually tested)
| Name | huggingface/transformers |
|---|---|
| Description | Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training. |
| Official / source | https://github.com/huggingface/transformers |
| License | Apache-2.0 |
| Language | Python |
| Stars | 167,621 |
Chinese editor copy (original, collapsed)
① 这是什么
🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.
② 值不值得用
GitHub Trending 爆发增长(单日新增 +95 星,总 ★167,621),社区关注度极高。建议重点评估工作流完整度与架构扩展性,商用请核对开源许可(Apache-2.0)。
③ 怎么开始
快速克隆:`git clone https://github.com/huggingface/transformers`,阅读官方 README 并按其 Python 环境依赖指引运行。
④ 关键证据
- Star 167,621 (今日 +95) · Fork 34854 · 语言 Python
- 许可 Apache-2.0
- 仓库源:https://github.com/huggingface/transformers
- 作者/组织:huggingface
- 主题标签:audio, deep-learning, deepseek, gemma
⑤ 注意事项与坑
热门开源项目迭代迅速,部分依赖版本或 API Key 配置需参考官方最新说明;未进行全流程沙箱实测,建议在隔离环境验证。
Best for: developers exploring tooling, tech stacks, or reusing assets under Apache-2.0 license.
Consider if: you require commercial SLA or cannot maintain open-source dependencies.
Status: machine-checked (structure & source validation); functionality not individually tested.
Minimal verification (3 steps)
- License — Apache-2.0
- Last push — 2026-10-13
- Run CLI — npx aiskillready search transformers
Use it like this
npx aiskillready search transformers # official CLI, verified runnable (aiskillready@0.2.0)
Note: `npx aiskillready` is this site's published CLI (npm aiskillready@0.2.0) — verified runnable; third-party commands are given per official docs and not individually tested. We don't fabricate conclusions.
Glossary: what are SKILL.md / veridrop / schema? (expand)
- SKILL.md — The manifest file of a skill: how to install and use it.
- veridrop — A third-party API-gateway observer: data source for this site's Observation entries.
- schema — The data-structure versioning convention for machine-readable JSON.
- Agent Skills client — An app/tool that supports the Agent Skills standard and can install and run skills.
- Skill registry — A public directory of who published which skills (e.g. skills.sh).
Trust layer: machine check / cost / confidence / schema (expand)
Related (what you should know)
Related (3) · expand
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Something wrong / command failed? File an issue with the entry ID; it feeds back into the next revision.
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AI block · machine-readable JSON (click to expand)
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