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CVE-2024-27134: MLflow's excessive directory permissions allow local privilege escalation

November 25, 2024

Excessive directory permissions in MLflow leads to local privilege escalation when using spark_udf. This behavior can be exploited by a local attacker to gain elevated permissions by using a ToCToU attack. The issue is only relevant when the spark_udf() MLflow API is called.

References

  • github.com/advisories/GHSA-qpgc-w4mg-6v92
  • github.com/mlflow/mlflow
  • github.com/mlflow/mlflow/commit/0b1d995d66a678153e01ed3040f3f4dfc16a0d6b
  • github.com/mlflow/mlflow/pull/10874
  • nvd.nist.gov/vuln/detail/CVE-2024-27134

Code Behaviors & Features

Detect and mitigate CVE-2024-27134 with GitLab Dependency Scanning

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Affected versions

All versions before 2.16.0

Fixed versions

  • 2.16.0

Solution

Upgrade to version 2.16.0 or above.

Impact 7 HIGH

CVSS:3.1/AV:L/AC:H/PR:N/UI:R/S:U/C:H/I:H/A:H

Learn more about CVSS

Weakness

  • CWE-276: Incorrect Default Permissions

Source file

pypi/mlflow/CVE-2024-27134.yml

Spotted a mistake? Edit the file on GitLab.

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