CVE-2022-41887
CVE-2022-41887 · Overflow in `tf.keras.losses.poisson` in Tensorflow
This page contains facts from public vulnerability sources. Check the original advisory before updating.
TensorFlow is an open source platform for machine learning. `tf.keras.losses.poisson` receives a `y_pred` and `y_true` that are passed through `functor::mul` in `BinaryOp`. If the resulting dimensions overflow an `int32`, TensorFlow will crash due to a size mismatch during broadcast assignment. We have patched the issue in GitHub commit c5b30379ba87cbe774b08ac50c1f6d36df4ebb7c. The fix will be included in TensorFlow 2.11. We will also cherrypick this commit on TensorFlow 2.10.1 and 2.9.3, as these are also affected and still in supported range. However, we will not cherrypick this commit into TensorFlow 2.8.x, as it depends on Eigen behavior that changed between 2.8 and 2.9.
CVSS 4.8 · Medium · EPSS 0.5% · Fix available
- Published
- Updated
Stack: python
Affected products and versions
tensorflow
- Versions
- >= 2.10.0, < 2.10.1: Affected
- < 2.9.3: Affected
No fix published
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
- 2.4.4
- 2.5.0
- 2.5.1
- 2.5.2
- 2.5.3
- 2.6.0
- 2.6.0rc0
- 2.6.0rc1
- 2.6.0rc2
- 2.6.1
- 2.6.2
- 2.6.3
- 2.6.4
- 2.6.5
- 2.7.0
- 2.7.0rc0
- 2.7.0rc1
- 2.7.1
- 2.7.2
- 2.7.3
- 2.7.4
- 2.8.0
- 2.8.0rc0
- 2.8.0rc1
- 2.8.1
- 2.8.2
- 2.8.3
- 2.8.4
- 2.9.0
- 2.9.0rc0
- 2.9.0rc1
- 2.9.0rc2
- 2.9.1
- 2.9.2
- Affected ranges
- ECOSYSTEM: < 2.9.3
Update to 2.9.3
tensorflow PyPI
- Versions
- 2.10.0
- Affected ranges
- ECOSYSTEM: ≥ 2.10.0, < 2.10.1
Update to 2.10.1
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
- 2.4.4
- 2.5.0
- 2.5.1
- 2.5.2
- 2.5.3
- 2.6.0
- 2.6.1
- 2.6.2
- 2.6.3
- 2.6.4
- 2.6.5
- 2.7.0
- 2.7.1
- 2.7.2
- 2.7.3
- 2.7.4
- 2.8.0
- 2.8.1
- 2.8.2
- 2.8.3
- 2.8.4
- 2.9.0
- 2.9.0rc0
- 2.9.0rc1
- 2.9.0rc2
- 2.9.1
- 2.9.2
- Affected ranges
- ECOSYSTEM: < 2.9.3
Update to 2.9.3
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
- 2.4.4
- 2.5.0
- 2.5.1
- 2.5.2
- 2.5.3
- 2.6.0
- 2.6.1
- 2.6.2
- 2.6.3
- 2.6.4
- 2.6.5
- 2.7.0
- 2.7.0rc0
- 2.7.0rc1
- 2.7.1
- 2.7.2
- 2.7.3
- 2.7.4
- 2.8.0
- 2.8.0rc0
- 2.8.0rc1
- 2.8.1
- 2.8.2
- 2.8.3
- 2.8.4
- 2.9.0
- 2.9.0rc0
- 2.9.0rc1
- 2.9.0rc2
- 2.9.1
- 2.9.2
- Affected ranges
- ECOSYSTEM: < 2.9.3
Update to 2.9.3
tensorflow-cpu PyPI
- Versions
- 2.10.0
- Affected ranges
- ECOSYSTEM: ≥ 2.10.0, < 2.10.1
Update to 2.10.1
tensorflow-gpu PyPI
- Versions
- 2.10.0
- Affected ranges
- ECOSYSTEM: ≥ 2.10.0, < 2.10.1
Update to 2.10.1
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
- 2.10.0
- 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
- 2.4.4
- 2.5.0
- 2.5.1
- 2.5.2
- 2.5.3
- 2.6.0
- 2.6.0rc0
- 2.6.0rc1
- 2.6.0rc2
- 2.6.1
- 2.6.2
- 2.6.3
- 2.6.4
- 2.6.5
- 2.7.0
- 2.7.0rc0
- 2.7.0rc1
- 2.7.1
- 2.7.2
- 2.7.3
- 2.7.4
- 2.8.0
- 2.8.0rc0
- 2.8.0rc1
- 2.8.1
- 2.8.2
- 2.8.3
- 2.8.4
- 2.9.0
- 2.9.0rc0
- 2.9.0rc1
- 2.9.0rc2
- 2.9.1
- 2.9.2
- Affected ranges
- ECOSYSTEM: < 2.9.3 ∪ ≥ 2.10.0, < 2.10.1
Update to 2.9.3; Update to 2.10.1
tensorflow-cpu PyPI
- Versions
- 1.15.0
- 2.1.0
- 2.1.1
- 2.1.2
- 2.1.3
- 2.1.4
- 2.10.0
- 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
- 2.4.4
- 2.5.0
- 2.5.1
- 2.5.2
- 2.5.3
- 2.6.0
- 2.6.1
- 2.6.2
- 2.6.3
- 2.6.4
- 2.6.5
- 2.7.0
- 2.7.1
- 2.7.2
- 2.7.3
- 2.7.4
- 2.8.0
- 2.8.1
- 2.8.2
- 2.8.3
- 2.8.4
- 2.9.0
- 2.9.0rc0
- 2.9.0rc1
- 2.9.0rc2
- 2.9.1
- 2.9.2
- Affected ranges
- ECOSYSTEM: < 2.9.3 ∪ ≥ 2.10.0, < 2.10.1
Update to 2.9.3; Update to 2.10.1
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
- 2.10.0
- 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
- 2.4.4
- 2.5.0
- 2.5.1
- 2.5.2
- 2.5.3
- 2.6.0
- 2.6.1
- 2.6.2
- 2.6.3
- 2.6.4
- 2.6.5
- 2.7.0
- 2.7.0rc0
- 2.7.0rc1
- 2.7.1
- 2.7.2
- 2.7.3
- 2.7.4
- 2.8.0
- 2.8.0rc0
- 2.8.0rc1
- 2.8.1
- 2.8.2
- 2.8.3
- 2.8.4
- 2.9.0
- 2.9.0rc0
- 2.9.0rc1
- 2.9.0rc2
- 2.9.1
- 2.9.2
- Affected ranges
- ECOSYSTEM: < 2.9.3 ∪ ≥ 2.10.0, < 2.10.1
Update to 2.9.3; Update to 2.10.1
Original sources
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-8fvv-46hw-vpg3
- https://github.com/tensorflow/tensorflow/commit/c5b30379ba87cbe774b08ac50c1f6d36df4ebb7c
- https://github.com/tensorflow/tensorflow/blob/master/tensorflow/core/kernels/cwise_ops_common.h
- https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/keras/losses.py
- https://nvd.nist.gov/vuln/detail/CVE-2022-41887