ai model report

Is LilaRest/gemma-4-31B-it-NVFP4-turbo safe to load?

CLEAN risk. 4 of 49 tracked dependencies carry advisories. Driven by No version-matched advisories and no malicious packages..

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// posture

fig. 01 — posture on eight axes, 100 is clean. Weakest: code execution at 70.

// the finding

not scoredno advisory applies to a version this model pinsCLEAN

INFOconfig.json was authored against transformers 5.5.0.dev0, which has known advisories. Consumers normally install a current version — this only bites if you pin for reproducibility.

1 more finding on this model.

Author: LilaRest
Task: text-generation
Loader: transformers
License: apache-2.0
Downloads: 562,154
Remote code: not required

// dependencies

10 direct, 6 with findings, 41 reachable

Package	Evidence	Advisories	Worst
transformers	direct, runtime	24	none pinned
torch	direct, inferred	13	none pinned
numpy	direct, install	8	hidden
scipy	direct, install	1	hidden
huggingface-hub	direct, install	0	hidden
matplotlib	direct, install	0	hidden
safetensors	direct, install	0	hidden
tokenizers	direct, install	0	hidden

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Risk computed 2026-11-06 at 21:59 UTC. Dependencies come from the model's requirements, its declared loader and the code it ships; advisories from NVD, GHSA and OSV.