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Huggingface Transformers

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2023 May 3 17:8
Editor
Edited
Edited
2026 Feb 13 19:23
Refs
Refs

Standardize, Don’t Abstract

This explains the design principles (s) 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 (* (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

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