VYPR
Critical severityNVD Advisory· Published Jun 6, 2024· Updated Oct 15, 2025

RCE via Property/Class Pollution in lightning-ai/pytorch-lightning

CVE-2024-5452

Description

A remote code execution (RCE) vulnerability exists in the lightning-ai/pytorch-lightning library version 2.2.1 due to improper handling of deserialized user input and mismanagement of dunder attributes by the deepdiff library. The library uses deepdiff.Delta objects to modify application state based on frontend actions. However, it is possible to bypass the intended restrictions on modifying dunder attributes, allowing an attacker to construct a serialized delta that passes the deserializer whitelist and contains dunder attributes. When processed, this can be exploited to access other modules, classes, and instances, leading to arbitrary attribute write and total RCE on any self-hosted pytorch-lightning application in its default configuration, as the delta endpoint is enabled by default.

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Affected packages

Versions sourced from the GitHub Security Advisory.

PackageAffected versionsPatched versions
lightningPyPI
< 2.3.32.3.3

Affected products

2

Patches

Vulnerability mechanics

References

6

News mentions

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