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Transformers

The flagship Python library for loading, running, and fine-tuning pretrained models

CategoryModels, APIs & Runtimes
Runtime EnvironmentPersonal PC · VPS · Cloud
Install DifficultyMedium
Official Sitehttps://huggingface.co/docs/transformers
GitHubhttps://github.com/huggingface/transformers
Install & Usage Docshttps://huggingface.co/docs/transformers
Visit Official SiteGitHubInstall & Usage Docs

What is it?

Download and run or fine-tune thousands of pretrained models with a few lines of Python. It is the core library of the Hugging Face ecosystem and a great starting point for working directly with models.

What can it do?

  • Load and run pretrained models
  • Training and fine-tuning (Trainer API)
  • Tokenizers and pipelines
  • PyTorch and TensorFlow backends

Who is it for?

Anyone comfortable with Python who wants to load open-source models or train them.

Pros

  • Huge ecosystem of models, examples, and docs
  • One library from inference to fine-tuning
  • Fast support for the latest models

Cautions

  • API changes fairly often between versions
  • Large models need a lot of GPU memory

Hands-on Testing

No hands-on test notes yet. Only verified findings get added here.