CVE-2020-15197

MEDIUM

Tensorflow <2.3.1 - DoS

Title source: llm
STIX 2.1

Description

In Tensorflow before version 2.3.1, the `SparseCountSparseOutput` implementation does not validate that the input arguments form a valid sparse tensor. In particular, there is no validation that the `indices` tensor has rank 2. This tensor must be a matrix because code assumes its elements are accessed as elements of a matrix. However, malicious users can pass in tensors of different rank, resulting in a `CHECK` assertion failure and a crash. This can be used to cause denial of service in serving installations, if users are allowed to control the components of the input sparse tensor. The issue is patched in commit 3cbb917b4714766030b28eba9fb41bb97ce9ee02 and is released in TensorFlow version 2.3.1.

References (3)

Core 3

Scores

CVSS v3 6.3
EPSS 0.0022
EPSS Percentile 44.4%
Attack Vector NETWORK
CVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:C/C:N/I:N/A:H

Details

CWE
CWE-617 CWE-20
Status published
Products (4)
google/tensorflow 2.3.0
pypi/tensorflow 2.3.0 - 2.3.1PyPI
pypi/tensorflow-cpu 2.3.0 - 2.3.1PyPI
pypi/tensorflow-gpu 2.3.0 - 2.3.1PyPI
Published Sep 25, 2020
Tracked Since Feb 18, 2026