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CVE-2021-41213: Deadlock in mutually recursive `tf.function` objects

November 10, 2021 (updated November 7, 2024)

The code behind tf.function API can be made to deadlock when two tf.function decorated Python functions are mutually recursive:

import tensorflow as tf

@tf.function()
def fun1(num):
if num == 1:
return
print(num)
fun2(num-1)

@tf.function()
def fun2(num):
if num == 0:
return
print(num)
fun1(num-1)

fun1(9)

This occurs due to using a non-reentrant Lock Python object.

Loading any model which contains mutually recursive functions is vulnerable. An attacker can cause denial of service by causing users to load such models and calling a recursive tf.function, although this is not a frequent scenario.

References

  • github.com/advisories/GHSA-h67m-xg8f-fxcf
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-622.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-820.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-405.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/afac8158d43691661ad083f6dd9e56f327c1dcb7
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-h67m-xg8f-fxcf
  • nvd.nist.gov/vuln/detail/CVE-2021-41213

Code Behaviors & Features

Detect and mitigate CVE-2021-41213 with GitLab Dependency Scanning

Secure your software supply chain by verifying that all open source dependencies used in your projects contain no disclosed vulnerabilities. Dependency Scanning using SBOM also detects vulnerabilities from proprietary advisories that this site does not include. Learn more about Dependency Scanning using SBOM →

Affected versions

All versions before 2.4.4, all versions starting from 2.5.0 before 2.5.2, all versions starting from 2.6.0 before 2.6.1

Fixed versions

  • 2.6.1
  • 2.5.2
  • 2.4.4

Solution

Upgrade to versions 2.4.4, 2.5.2, 2.6.1 or above.

Impact 5.5 MEDIUM

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

Learn more about CVSS

Weakness

  • CWE-662: Improper Synchronization
  • CWE-667: Improper Locking

Source file

pypi/tensorflow-cpu/CVE-2021-41213.yml

Spotted a mistake? Edit the file on GitLab.

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