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githubGitHub Advisory DatabaseGHSA-F4W6-H4F5-WX45
HistorySep 16, 2022 - 8:56 p.m.

TensorFlow vulnerable to `CHECK` failure in tf.reshape via overflows

2022-09-1620:56:02
CWE-617
GitHub Advisory Database
github.com
17
tensorflow
tf.reshape
vulnerability
denial of service
overflow
patch
github
security guide
singapore management university

CVSS3

7.5

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

NONE

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

HIGH

CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H

EPSS

0.001

Percentile

35.2%

Impact

The implementation of tf.reshape op in TensorFlow is vulnerable to a denial of service via CHECK-failure (assertion failure) caused by overflowing the number of elements in a tensor:

import tensorflow as tf

tf.reshape(tensor=[[1]],shape=tf.constant([0 for i in range(255)], dtype=tf.int64))

This is another instance of TFSA-2021-198 (https://github.com/advisories/GHSA-prcg-wp5q-rv7p).

Patches

We have patched the issue in GitHub commit 61f0f9b94df8c0411f0ad0ecc2fec2d3f3c33555.

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.

For more information

Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.

Attribution

This vulnerability has been reported by Kang Hong Jin from Singapore Management University.

Affected configurations

Vulners
Node
tensorflowgpuRange<2.9.1
OR
tensorflowgpuRange<2.8.1
OR
tensorflowgpuRange<2.7.2
OR
tensorflowcpuRange<2.9.1
OR
tensorflowcpuRange<2.8.1
OR
tensorflowcpuRange<2.7.2
OR
tensorflowtensorflowRange<2.9.1
OR
tensorflowtensorflowRange<2.8.1
OR
tensorflowtensorflowRange<2.7.2

CVSS3

7.5

Attack Vector

NETWORK

Attack Complexity

LOW

Privileges Required

NONE

User Interaction

NONE

Scope

UNCHANGED

Confidentiality Impact

NONE

Integrity Impact

NONE

Availability Impact

HIGH

CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H

EPSS

0.001

Percentile

35.2%

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