CVE-2021-41213
CVE-2021-41213 · Deadlock in mutually recursive `tf.function` objects
This page contains facts from public vulnerability sources. Check the original advisory before updating.
TensorFlow is an open source platform for machine learning. In affected versions the code behind `tf.function` API can be made to deadlock when two `tf.function` decorated Python functions are mutually recursive. 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. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range.
CVSS 5.5 · Medium · EPSS 0.2% · Fix available
- Published
- Updated
Stack: python
Affected products and versions
tensorflow
- Versions
- >= 2.6.0, < 2.6.1: Affected
- >= 2.5.0, < 2.5.2: Affected
- < 2.4.4: Affected
No fix published
tensorflow PyPI
- Versions
- 2.6.0
- Affected ranges
- ECOSYSTEM: ≥ 2.6.0, < 2.6.1
Update to 2.6.1
tensorflow PyPI
- Versions
- 2.5.0
- 2.5.1
- Affected ranges
- ECOSYSTEM: ≥ 2.5.0, < 2.5.2
Update to 2.5.2
tensorflow PyPI
- Versions
- 0.12.0
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.10.0
- 1.10.1
- 1.11.0
- 1.12.0
- 1.12.2
- 1.12.3
- 1.13.1
- 1.13.2
- 1.14.0
- 1.15.0
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.1
- 1.3.0
- 1.4.0
- 1.4.1
- 1.5.0
- 1.5.1
- 1.6.0
- 1.7.0
- 1.7.1
- 1.8.0
- 1.9.0
- 2.0.0
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.1.4
- 2.2.0
- 2.2.1
- 2.2.2
- 2.2.3
- 2.3.0
- 2.3.1
- 2.3.2
- 2.3.3
- 2.3.4
- 2.4.0
- 2.4.1
- 2.4.2
- 2.4.3
- Affected ranges
- ECOSYSTEM: < 2.4.4
Update to 2.4.4
tensorflow-cpu PyPI
- Versions
- 2.6.0
- Affected ranges
- ECOSYSTEM: ≥ 2.6.0, < 2.6.1
Update to 2.6.1
tensorflow-cpu PyPI
- Versions
- 2.5.0
- 2.5.1
- Affected ranges
- ECOSYSTEM: ≥ 2.5.0, < 2.5.2
Update to 2.5.2
tensorflow-cpu PyPI
- Versions
- 1.15.0
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.1.4
- 2.2.0
- 2.2.1
- 2.2.2
- 2.2.3
- 2.3.0
- 2.3.1
- 2.3.2
- 2.3.3
- 2.3.4
- 2.4.0
- 2.4.1
- 2.4.2
- 2.4.3
- Affected ranges
- ECOSYSTEM: < 2.4.4
Update to 2.4.4
tensorflow-gpu PyPI
- Versions
- 2.6.0
- Affected ranges
- ECOSYSTEM: ≥ 2.6.0, < 2.6.1
Update to 2.6.1
tensorflow-gpu PyPI
- Versions
- 2.5.0
- 2.5.1
- Affected ranges
- ECOSYSTEM: ≥ 2.5.0, < 2.5.2
Update to 2.5.2
tensorflow-gpu PyPI
- Versions
- 0.12.0
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.10.0
- 1.10.1
- 1.11.0
- 1.12.0
- 1.12.2
- 1.12.3
- 1.13.1
- 1.13.2
- 1.14.0
- 1.15.0
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.1
- 1.3.0
- 1.4.0
- 1.4.1
- 1.5.0
- 1.5.1
- 1.6.0
- 1.7.0
- 1.7.1
- 1.8.0
- 1.9.0
- 2.0.0
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.1.4
- 2.2.0
- 2.2.1
- 2.2.2
- 2.2.3
- 2.3.0
- 2.3.1
- 2.3.2
- 2.3.3
- 2.3.4
- 2.4.0
- 2.4.1
- 2.4.2
- 2.4.3
- Affected ranges
- ECOSYSTEM: < 2.4.4
Update to 2.4.4
tensorflow PyPI
- Versions
- 0.12.0
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.10.0
- 1.10.1
- 1.11.0
- 1.12.0
- 1.12.2
- 1.12.3
- 1.13.1
- 1.13.2
- 1.14.0
- 1.15.0
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.1
- 1.3.0
- 1.4.0
- 1.4.1
- 1.5.0
- 1.5.1
- 1.6.0
- 1.7.0
- 1.7.1
- 1.8.0
- 1.9.0
- 2.0.0
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.1.4
- 2.2.0
- 2.2.0rc0
- 2.2.0rc1
- 2.2.0rc2
- 2.2.0rc3
- 2.2.0rc4
- 2.2.1
- 2.2.2
- 2.2.3
- 2.3.0
- 2.3.0rc0
- 2.3.0rc1
- 2.3.0rc2
- 2.3.1
- 2.3.2
- 2.3.3
- 2.3.4
- 2.4.0
- 2.4.0rc0
- 2.4.0rc1
- 2.4.0rc2
- 2.4.0rc3
- 2.4.0rc4
- 2.4.1
- 2.4.2
- 2.4.3
- 2.5.0
- 2.5.1
- 2.6.0
- 2.7.0rc0
- 2.7.0rc1
- Affected ranges
- GIT: < afac8158d43691661ad083f6dd9e56f327c1dcb7
- ECOSYSTEM: < 2.4.4 ∪ ≥ 2.5.0, < 2.5.2 ∪ ≥ 2.6.0, < 2.6.1 ∪ ≥ 2.7.0rc0, < 2.7.0
Update to 2.4.4; Update to 2.5.2; Update to 2.6.1; Update to 2.7.0
tensorflow-cpu PyPI
- Versions
- 1.15.0
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.1.4
- 2.2.0
- 2.2.1
- 2.2.2
- 2.2.3
- 2.3.0
- 2.3.1
- 2.3.2
- 2.3.3
- 2.3.4
- 2.4.0
- 2.4.1
- 2.4.2
- 2.4.3
- 2.5.0
- 2.5.1
- 2.6.0
- 2.7.0rc0
- 2.7.0rc1
- Affected ranges
- GIT: < afac8158d43691661ad083f6dd9e56f327c1dcb7
- ECOSYSTEM: < 2.4.4 ∪ ≥ 2.5.0, < 2.5.2 ∪ ≥ 2.6.0, < 2.6.1 ∪ ≥ 2.7.0rc0, < 2.7.0
Update to 2.4.4; Update to 2.5.2; Update to 2.6.1; Update to 2.7.0
tensorflow-gpu PyPI
- Versions
- 0.12.0
- 0.12.1
- 1.0.0
- 1.0.1
- 1.1.0
- 1.10.0
- 1.10.1
- 1.11.0
- 1.12.0
- 1.12.2
- 1.12.3
- 1.13.1
- 1.13.2
- 1.14.0
- 1.15.0
- 1.15.2
- 1.15.3
- 1.15.4
- 1.15.5
- 1.2.0
- 1.2.1
- 1.3.0
- 1.4.0
- 1.4.1
- 1.5.0
- 1.5.1
- 1.6.0
- 1.7.0
- 1.7.1
- 1.8.0
- 1.9.0
- 2.0.0
- 2.0.1
- 2.0.2
- 2.0.3
- 2.0.4
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.1.4
- 2.2.0
- 2.2.1
- 2.2.2
- 2.2.3
- 2.3.0
- 2.3.1
- 2.3.2
- 2.3.3
- 2.3.4
- 2.4.0
- 2.4.1
- 2.4.2
- 2.4.3
- 2.5.0
- 2.5.1
- 2.6.0
- 2.7.0rc0
- 2.7.0rc1
- Affected ranges
- GIT: < afac8158d43691661ad083f6dd9e56f327c1dcb7
- ECOSYSTEM: < 2.4.4 ∪ ≥ 2.5.0, < 2.5.2 ∪ ≥ 2.6.0, < 2.6.1 ∪ ≥ 2.7.0rc0, < 2.7.0
Update to 2.4.4; Update to 2.5.2; Update to 2.6.1; Update to 2.7.0