CVE-2024-5452

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

State
Published
Severity
9.8 Critical
Published
Jun 6, 2024
Updated
Oct 15, 2025
Reserved
May 28, 2024

Read the record on cve.org

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.

Scores

CVSSScoreVectorSource
3.09.8 CriticalCVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H@huntr_ai

Weaknesses

  • CWE-915 Improperly Controlled Modification of Dynamically-Determined Object Attributes

Affected Products

ProductVersions
lightning-ai/pytorch-lightninglightning-ai
  • before 2.3.3Affected

References

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