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huggingface/transformers

https://github.com/huggingface/transformers.git · scanned 2026-05-17 20:10 UTC (2 weeks, 3 days ago) · 10 languages

2314 findings (164 legacy + 2150 scanner) 8/10 scanners ran 88th percentile · Python · huge (>500K LoC) Scanner says 78 (higher by 10)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 weeks, 3 days ago · v2 · 164 findings from 1 source. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

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Bug-class explainers. Each card groups findings of the same shape — these are the patterns most likely to ship to prod and reappear in future scans unless you systematically fix the cause, not just the instance.

Fragile runtime 68 findings
What it is: Code that runs but breaks under predictable input — division by zero, missing keys, unbounded loops, off-by-one slicing.
Why it matters: Reaches production undetected because happy-path tests pass. First user with a weird input crashes the request.
How AI causes it: AI loves writing the happy path; doesn't probe edge cases unless explicitly asked.
Fix approach: Add property-based tests. Wrap external inputs with explicit validators. Use the framework's typed deserializer (Pydantic, attrs).
12 matching findings on this repo
  • low Duplicate top-level symbol appears in a patch-style file src/transformers/models/deepseek_v2/configuration…:1
  • low Duplicate top-level symbol appears in a patch-style file src/transformers/models/deberta_v2/modeling_deber…:1
  • low Duplicate top-level symbol appears in a patch-style file src/transformers/models/pp_doclayout_v2/modeling_…:1
  • low Duplicate top-level symbol appears in a patch-style file src/transformers/models/mobilenet_v1/modeling_mob…:1
  • low Duplicate top-level symbol appears in a patch-style file src/transformers/models/deepseek_v3/modeling_deep…:1
  • low Duplicate top-level symbol appears in a patch-style file src/transformers/models/deepseek_v2/modeling_deep…:1
  • low Duplicate top-level symbol appears in a patch-style file src/transformers/models/seamless_m4t_v2/modeling_…:1
  • low Duplicated implementation block across source files src/transformers/models/mobilenet_v2/image_proces…:30
  • low Duplicated implementation block across source files src/transformers/models/jina_embeddings_v3/modula…:123
  • low Duplicated implementation block across source files src/transformers/models/jina_embeddings_v3/modula…:122
  • low Duplicated implementation block across source files src/transformers/models/jina_embeddings_v3/modula…:71
  • low Duplicated implementation block across source files src/transformers/models/jina_embeddings_v3/modula…:38
View all fragile runtime findings →
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