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CVE-2024-5452 — Remote code execution in lightning — CVE Details

CRITICAL

Remote code execution in pytorch lightning

Published June 29, 2026Updated September 10, 2026Source: osv

Summary

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.

Advisory Timeline

  • First published June 29, 2026 (105 days ago).
  • Last revised September 10, 2026 — 73 days after initial publication.

Remediation

Upgrade to the fixed version using your package manager.

pip
Update lightning to 2.3.3 or later
pip install "lightning>=2.3.3"

After upgrading, run your dependency scanner again to confirm the vulnerability is resolved.

Affected Packages (1)

Affects 1 ecosystem: pypi (1).

PackageEcosystemAffectedFixed In
lightning
pypi
1.8.0, 1.8.0.post1, 1.8.0rc1, 1.8.0rc2 (+64 more)2.3.3

CVSS Score Breakdown

What the CVSS (Common Vulnerability Scoring System) 9.8 score means for each attack dimension.

Attack Vector
Network
Attack Complexity
Low
Privileges Required
None
User Interaction
None
Scope
Unchanged
Confidentiality
High
Integrity
High
Availability
High

CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H

Frequently Asked Questions

What is CVE-2024-5452?
Remote code execution in pytorch lightning This vulnerability has been assigned a severity rating of CRITICAL (CVSS score: 9.8/10).
How do I check if my project is affected by CVE-2024-5452?
CVE-2024-5452 affects lightning. Use GeekWala's free vulnerability scanner to check your dependencies against CVE-2024-5452 and 200,000+ other known vulnerabilities.

Severity & Exploitability

CVSS Score
9.8

Exploitation is straightforward and causes maximum impact. Patch immediately.

Also Known As

PYSEC-2026-385
GHSA-cgwc-qvrx-rf7f
PYSEC-2026-3974

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