Huggingface Transformers

Huggingface Transformers Usages

Huggingface Transformers Addons

Standardize, Don’t Abstract

This explains the design principles (

Tenets) and recent engineering changes that make 1M+ Python LOC and 400+ model architectures "maintainable despite continuous additions." transformers aims to be the Source of Truth for each model implementation, prioritizing performance and reproducibility. Since users are mostly researchers/power users, code is the 'product' and must be easy to read, debug, and modify.

Standardize, Don't Abstract: only commonize infrastructure, keep model semantics inside model files. DRY*: deduplication isn't always good (

DRY Principle* (DO Repeat Yourself). Strategic duplication is allowed for user readability and local semantics. The essence is: "Keep model seantics transparent in one file (for readability/hackability), while reducing maintenance burden through modular definitions and config-based composition."

huggingface.co

https://huggingface.co/spaces/transformers-community/Transformers-tenets

🤗 Transformers

We’re on a journey to advance and democratize artificial intelligence through open source and open science.