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Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M

CVE-2022-23581`CHECK`-failures during Grappler's `IsSimplifiableReshape` in Tensorflow

Medium 6.5

In plain English

A medium-severity security flaw in tensorflow from tensorflow. Proof-of-concept exploit code is public. The chance it is exploited in the next 30 days is estimated at 1.2% (higher than 67% of all known vulnerabilities). Fixed versions are available - upgrade the affected package.

Severity (CVSS 3.1)6.5Medium
Exploit odds (30 days)1.2%top 32.7% of all CVEs
Exploited in the wildNo reportsCISA SSVC: poc
Attack toolingNoneno public tooling known

Official description

Tensorflow is an Open Source Machine Learning Framework. The Grappler optimizer in TensorFlow can be used to cause a denial of service by altering a `SavedModel` such that `IsSimplifiableReshape` would trigger `CHECK` failures. 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

EcosystemPackageFixed inAdvisory
PyPItensorflow2.5.3GHSA-fq86-3f29-px2c
PyPItensorflow2.6.3GHSA-fq86-3f29-px2c
PyPItensorflow2.7.1GHSA-fq86-3f29-px2c
PyPItensorflow2.5.3, 2.6.3, 2.7.1PYSEC-2026-3175
PyPItensorflow-cpu2.6.3GHSA-fq86-3f29-px2c
PyPItensorflow-cpu2.7.1GHSA-fq86-3f29-px2c
PyPItensorflow-cpu2.5.3, 2.6.3PYSEC-2022-90
PyPItensorflow-cpu2.5.3GHSA-fq86-3f29-px2c
PyPItensorflow-gpu2.7.1GHSA-fq86-3f29-px2c
PyPItensorflow-gpu2.5.3, 2.6.3PYSEC-2022-145
PyPItensorflow-gpu2.5.3GHSA-fq86-3f29-px2c
PyPItensorflow-gpu2.6.3GHSA-fq86-3f29-px2c

Affected products (as reported)

VendorProductVersions
tensorflow tensorflow >= 2.7.0, < 2.7.1>= 2.6.0, < 2.6.3< 2.5.3

Weakness: CWE-617 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H

References