CVE-2022-23591

HIGH

Google Tensorflow < 2.5.2 - Denial of Service

Title source: rule
STIX 2.1

Description

Tensorflow is an Open Source Machine Learning Framework. The `GraphDef` format in TensorFlow does not allow self recursive functions. The runtime assumes that this invariant is satisfied. However, a `GraphDef` containing a fragment such as the following can be consumed when loading a `SavedModel`. This would result in a stack overflow during execution as resolving each `NodeDef` means resolving the function itself and its nodes. 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.

Scores

CVSS v3 7.5
EPSS 0.0034
EPSS Percentile 56.3%
Attack Vector NETWORK
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H

CISA SSVC

Vulnrichment
Exploitation none
Automatable yes
Technical Impact partial

Details

CWE
CWE-674 CWE-400
Status published
Products (5)
google/tensorflow 2.7.0
google/tensorflow < 2.5.2
pypi/tensorflow 0 - 2.5.3PyPI
pypi/tensorflow-cpu 0 - 2.5.3PyPI
pypi/tensorflow-gpu 0 - 2.5.3PyPI
Published Feb 04, 2022
Tracked Since Feb 18, 2026