huggingface-transformers SKILL.md skillA
huggingface-transformers from znlgis/opengis-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add znlgis/opengis-skills/huggingface-transformers@git:20261015.5c73bb3Pins git:20261015.5c73bb3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- znlgis/opengis-skills
- Path
ai/huggingface-transformers/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261015.5c73bb3, committed Oct 15, 2026
- Size
- 15,695 bytes
- Repository stars
- 70
- License
- MIT
Use when running or fine-tuning Hugging Face Transformers models in Python — pipeline() inference for text classification and generation, loading weights with AutoModel/AutoTokenizer, device_map and dtype memory management, tokenizer usage, Trainer fine-tuning, and BGE embeddings for Chinese RAG. Covers transformers v5.x, PyTorch integration, and how its in-process inference differs from Ollama local deployment.
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
> **项目地址：** <https://github.com/huggingface/transformers> > > **官方文档：** <https://huggingface.co/docs/transformers/> > > **许可证：** Apache-2.0 > **最新版本：** v5.19.0（PyPI 与 GitHub Releases 双核实，截至 2026-10） ## 概述 Transformers 是 Hugging Face 开源的模型定义框架，为文本、视觉、音频与多模态模型提供统一的推理与训练接口。它把「配置、模型、预处理器」抽象为三类基类，并只用 `pipeline` 与 `Trainer` 两个 API 覆盖推理与微调两条主线。模型权重托管在 Hugging Face Hub，`from_pretrained()` 可按名称或路径自动下载并缓存。 - **AutoClass**：`AutoModel` / `AutoTokenizer` / `AutoModelForCausalLM` / `AutoModelForSequenceClassification` / `AutoModelForSeq2SeqLM` 等按任务自动推断架构 - **pipeline()**：任务级推理封装，一行完成预处理、前向与后处理 - **Trainer**：PyTorch 训练/评估循环，配合 `TrainingArguments` 配置超参 - **显存管理**：`device_map="auto"`、`dtype="auto"`、`BitsAndBytesConfig` 量化 - **生态**：`datasets`、`evaluate`、`accelerate`、`huggingface_hub`、`safetensors` 协同工作 Transformers 是库（进程内推理/训练），与 Ollama 这类独立推理服务定位不同，详见「最佳实践」。 --- ## 环境准备 要求 Python >= 3.10（v5 起）。 ```bash # 核心：Transformers 与 PyTorch pip install -U transformers torch # 常用配套：数据集、评估指标、多设备调度 pip install -U datasets evaluate accelerate ``` 可选 GPU 加速： ```bash # NVIDIA CUDA（按显卡驱动选择 cu 版本，示例） pip install torch --index-url https://download.pytorch.org/whl/cu124 ``` 量化推理（8bit/4bit）需额外安装： ```bash …
Read the whole file at its exact version.
How to install
mdr add znlgis/opengis-skills/huggingface-transformers@sha256:19b1348b45d02b7fThe line at the top of this page pins the label git:20261015.5c73bb3, 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.
[](https://markdownregistry.com/a/art_acnug6vfnyi7eqp4)
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Versions
The registry has recorded 1 version of this file, committed on Oct 15, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
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- 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
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- pass: No curl or wget piped into a shell
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Source
znlgis/opengis-skills · 70 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_acnug6vfnyi7eqp4 GET https://markdownregistry.com/api/v1/resolve?ref=znlgis/opengis-skills/huggingface-transformers GET https://markdownregistry.com/api/v1/blob/19b1348b45d02b7fa1bacf1ac337ed7e1b50070b949687a2e4a88a526b127043
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.