CVE Vulnerabilities

CVE-2022-35988

Reachable Assertion

Published: Sep 16, 2022 | Modified: Sep 20, 2022
CVSS 3.x
7.5
HIGH
Source:
NVD
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
CVSS 2.x
RedHat/V2
RedHat/V3
Ubuntu

TensorFlow is an open source platform for machine learning. When tf.linalg.matrix_rank receives an empty input a, the GPU kernel gives a CHECK fail that can be used to trigger a denial of service attack. We have patched the issue in GitHub commit c55b476aa0e0bd4ee99d0f3ad18d9d706cd1260a. The fix will be included in TensorFlow 2.10.0. We will also cherrypick this commit on TensorFlow 2.9.1, TensorFlow 2.8.1, and TensorFlow 2.7.2, as these are also affected and still in supported range. There are no known workarounds for this issue.

Weakness

The product contains an assert() or similar statement that can be triggered by an attacker, which leads to an application exit or other behavior that is more severe than necessary.

Affected Software

Name Vendor Start Version End Version
Tensorflow Google * 2.7.2 (excluding)
Tensorflow Google 2.8.0 (including) 2.8.1 (excluding)
Tensorflow Google 2.9.0 (including) 2.9.1 (excluding)
Tensorflow Google 2.10-rc0 (including) 2.10-rc0 (including)
Tensorflow Google 2.10-rc1 (including) 2.10-rc1 (including)
Tensorflow Google 2.10-rc2 (including) 2.10-rc2 (including)
Tensorflow Google 2.10-rc3 (including) 2.10-rc3 (including)

Extended Description

While assertion is good for catching logic errors and reducing the chances of reaching more serious vulnerability conditions, it can still lead to a denial of service. For example, if a server handles multiple simultaneous connections, and an assert() occurs in one single connection that causes all other connections to be dropped, this is a reachable assertion that leads to a denial of service.

Potential Mitigations

References