Molbap/hf-dev-release
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Pablo Montalvo PRO
Molbap
AI & ML interests
Tensors, vision, data
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updated a dataset 1 day ago
MyTransformersSkills/self-review-skill upvoted an article 10 days ago
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NeoMME: an efficient Multimodal-native and Multilingual EncoderOrganizations
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Post
3651
🚀 New blog: Maintain the unmaintainable – 1M+ Python LOC, 400+ models
How do you stop a million-line library built by thousands of contributors from collapsing under its own weight?
At 🤗 Transformers, we do it with explicit software-engineering tenets, principles that make the codebase hackable at scale.
🔍 Inside the post:
– One Model, One File: readability first — you can still open a modeling file and see the full logic, top to bottom.
– Modular Transformers: visible inheritance that cuts maintenance cost by ~15× while keeping models readable.
– Config-Driven Performance: FlashAttention, tensor parallelism, and attention scheduling are config-level features, not rewrites.
Written with @lysandre ,@pcuenq and @yonigozlan , this is a deep dive into how Transformers stays fast, open, and maintainable.
Read it here → transformers-community/Transformers-tenets
How do you stop a million-line library built by thousands of contributors from collapsing under its own weight?
At 🤗 Transformers, we do it with explicit software-engineering tenets, principles that make the codebase hackable at scale.
🔍 Inside the post:
– One Model, One File: readability first — you can still open a modeling file and see the full logic, top to bottom.
– Modular Transformers: visible inheritance that cuts maintenance cost by ~15× while keeping models readable.
– Config-Driven Performance: FlashAttention, tensor parallelism, and attention scheduling are config-level features, not rewrites.
Written with @lysandre ,@pcuenq and @yonigozlan , this is a deep dive into how Transformers stays fast, open, and maintainable.
Read it here → transformers-community/Transformers-tenets
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Running
Agents
Transformers Modular Refactor
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Interactive analyzer for modular models in Transformers lib
Sleeping
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Modular Detector V2
🧭
Modular addition helper.
Runtime error
Agents
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Transformers Modular Refactor
😻
Interactive analyzer for modular models in Transformers lib
Running
Agents
Transformers Modular Refactor
😻
Interactive analyzer for modular models in Transformers lib
Sleeping
Agents
Transformers Modular Refactor
😻
Interactive analyzer for modular models in Transformers lib
Running
Loc Count Modular
🌍
Loc counter since modular exists.