NVD Vulnerability Detail
Search Exploit, PoC
CVE-2021-29591
Summary

TensorFlow is an end-to-end open source platform for machine learning. TFlite graphs must not have loops between nodes. However, this condition was not checked and an attacker could craft models that would result in infinite loop during evaluation. In certain cases, the infinite loop would be replaced by stack overflow due to too many recursive calls. For example, the `While` implementation(https://github.com/tensorflow/tensorflow/blob/106d8f4fb89335a2c52d7c895b7a7485465ca8d9/tensorflow/lite/kernels/while.cc) could be tricked into a scneario where both the body and the loop subgraphs are the same. Evaluating one of the subgraphs means calling the `Eval` function for the other and this quickly exhaust all stack space. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range. Please consult our security guide(https://github.com/tensorflow/tensorflow/blob/master/SECURITY.md) for more information regarding the security model and how to contact us with issues and questions.

Publication Date May 15, 2021, 5:15 a.m.
Registration Date May 15, 2021, 10 a.m.
Last Update Nov. 21, 2024, 3:01 p.m.
CVSS3.1 : HIGH
スコア 7.8
Vector CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H
攻撃元区分(AV) ローカル
攻撃条件の複雑さ(AC)
攻撃に必要な特権レベル(PR)
利用者の関与(UI) 不要
影響の想定範囲(S) 変更なし
機密性への影響(C)
完全性への影響(I)
可用性への影響(A)
CVSS2.0 : MEDIUM
Score 4.6
Vector AV:L/AC:L/Au:N/C:P/I:P/A:P
攻撃元区分(AV) ローカル
攻撃条件の複雑さ(AC)
攻撃前の認証要否(Au) 不要
機密性への影響(C)
完全性への影響(I)
可用性への影響(A)
Get all privileges. いいえ
Get user privileges いいえ
Get other privileges いいえ
User operation required いいえ
Affected software configurations
Configuration1 or higher or less more than less than
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* 2.4.0 2.4.2
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* 2.3.0 2.3.3
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* 2.2.0 2.2.3
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* 2.1.4
Related information, measures and tools
Common Vulnerabilities List

JVN Vulnerability Information
TensorFlow における無限ループに関する脆弱性
Title TensorFlow における無限ループに関する脆弱性
Summary

TensorFlow には、無限ループに関する脆弱性が存在します。

Possible impacts 情報を取得される、情報を改ざんされる、およびサービス運用妨害 (DoS) 状態にされる可能性があります。
Solution

ベンダより正式な対策が公開されています。ベンダ情報を参照して適切な対策を実施してください。

Publication Date April 28, 2021, midnight
Registration Date Jan. 19, 2022, 3:09 p.m.
Last Update Jan. 19, 2022, 3:09 p.m.
Affected System
Google
Google TensorFlow 2.5.0 未満
CVE (情報セキュリティ 共通脆弱性識別子)
CWE (共通脆弱性タイプ一覧)
ベンダー情報
Change Log
No Changed Details Date of change
1 [2022年01月19日]
  掲載
Jan. 19, 2022, 3:09 p.m.