Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M
CVE-2022-23560Read and Write outside of bounds in TFLite
High 8.8
In plain English
A high-severity out-of-bounds read in tensorflow from tensorflow. 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. An attacker can craft a TFLite model that would allow limited reads and writes outside of arrays in TFLite. This exploits missing validation in the conversion from sparse tensors to dense tensors. The fix is 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. Users are advised to upgrade as soon as possible.
Affected packages & fixed versions
| Ecosystem | Package | Fixed in | Advisory |
|---|---|---|---|
| PyPI | tensorflow | 2.5.3 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow | 2.6.3 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow | 2.7.1 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3099 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-69 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-124 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-4hvf-hxvg-f67v |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-4hvf-hxvg-f67v |
Affected products (as reported)
| Vendor | Product | Versions |
|---|---|---|
| tensorflow | tensorflow | >= 2.7.0, < 2.7.1>= 2.6.0, < 2.6.3< 2.5.3 |
Weakness: CWE-125, CWE-787 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-4hvf-hxvg-f67v x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/6364463d6f5b6254cac3d6aedf999b6a96225038 x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/ca6f96b62ad84207fbec580404eaa7dd7403a550/tensorflow/lite/kernels/internal/utils/sparsity_format_converter.cc#L252-L293 x_refsource_MISC