製品・ソフトウェアに関する情報
TensorFlow におけるバッファサイズの計算の誤りに関する脆弱性
Title TensorFlow におけるバッファサイズの計算の誤りに関する脆弱性
Summary

TensorFlow には、バッファサイズの計算の誤りに関する脆弱性が存在します。

Possible impacts 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 20, 2021, midnight
Registration Date Jan. 21, 2022, 5:52 p.m.
Last Update Jan. 21, 2022, 5:52 p.m.
CVSS3.0 : 警告
Score 5.5
Vector CVSS:3.0/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H
CVSS2.0 : 注意
Score 2.1
Vector AV:L/AC:L/Au:N/C:N/I:N/A:P
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21日]
  掲載
Jan. 21, 2022, 5:52 p.m.

NVD Vulnerability Information
CVE-2021-29521
Summary

TensorFlow is an end-to-end open source platform for machine learning. Specifying a negative dense shape in `tf.raw_ops.SparseCountSparseOutput` results in a segmentation fault being thrown out from the standard library as `std::vector` invariants are broken. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/8f7b60ee8c0206a2c99802e3a4d1bb55d2bc0624/tensorflow/core/kernels/count_ops.cc#L199-L213) assumes the first element of the dense shape is always positive and uses it to initialize a `BatchedMap<T>` (i.e., `std::vector<absl::flat_hash_map<int64,T>>`(https://github.com/tensorflow/tensorflow/blob/8f7b60ee8c0206a2c99802e3a4d1bb55d2bc0624/tensorflow/core/kernels/count_ops.cc#L27)) data structure. If the `shape` tensor has more than one element, `num_batches` is the first value in `shape`. Ensuring that the `dense_shape` argument is a valid tensor shape (that is, all elements are non-negative) solves this issue. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2 and TensorFlow 2.3.3.

Publication Date May 15, 2021, 5:15 a.m.
Registration Date May 15, 2021, 10 a.m.
Last Update May 21, 2021, 2:19 a.m.
Affected software configurations
Configuration1 or higher or less more than less than
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* 2.3.0 2.3.3
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:* 2.4.0 2.4.2
Related information, measures and tools
Common Vulnerabilities List