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Category
Developer Tools
Rank
No. 2494Tools index
Pricing
Open Source
Type
TOOL
GitHub
2 stars
Latest release
v1.0.2
Date

About

Entail checks whether the configuration a model's files declare, such as RoPE base and scaling, soft-capping, sliding windows, chat templates, and prediction type, actually matches what the inference engine (transformers, vLLM, SGLang, diffusers) applies at runtime. It repairs mismatches before the first token when possible and logs exactly what broke otherwise; the project found that vLLM's launch-time rope_scaling override silently changes the RoPE base for 64 of the 180 most-downloaded Hugging Face models that use it, at roughly 1% added load time.

Why it made the leaderboard

Silent config mismatches between a model card and the serving engine produce wrong outputs with no warning; this catches that bug class automatically at roughly 1% load-time overhead.

Tags

llminferencevllmropehuggingfaceconfig-validation

Tech Stack

Python

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Editorially curated, with community endorsements as a secondary signal. Corrections welcome.