Vulnerability · Published Feb 3, 2022 · Assigned by GitHub_M
CVE-2022-21726Out of bounds read in Tensorflow
High 8.1
In plain English
A high-severity out-of-bounds read in the tensorflow package (PyPI). Proof-of-concept exploit code is public. The chance it is exploited in the next 30 days is estimated at 0.8% (higher than 58% of all known vulnerabilities). Fixed versions are available - upgrade the affected package.
Official description
Tensorflow is an Open Source Machine Learning Framework. The implementation of `Dequantize` does not fully validate the value of `axis` and can result in heap OOB accesses. The `axis` argument can be `-1` (the default value for the optional argument) or any other positive value at most the number of dimensions of the input. Unfortunately, the upper bound is not checked and this results in reading past the end of the array containing the dimensions of the input tensor. 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.
Affected packages & fixed versions
| Ecosystem | Package | Fixed in | Advisory |
|---|---|---|---|
| PyPI | tensorflow | 2.5.3 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow | 2.6.3 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow | 2.7.1 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3082 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-50 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-105 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-23hm-7w47-xw72 |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-23hm-7w47-xw72 |
Affected products (as reported)
Weakness: CWE-125 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-23hm-7w47-xw72 x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/23968a8bf65b009120c43b5ebcceaf52dbc9e943 x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/kernels/dequantize_op.cc#L92-L153 x_refsource_MISC