CVE-2022-21731

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for `ConcatV2` can be used to trigger a denial of service attack via a segfault caused by a type confusion. The `axis` argument is translated into `concat_dim` in the `ConcatShapeHelper` helper function. Then, a value for `min_rank` is computed based on `concat_dim`. This is then used to validate that the `values` tensor has at least the required rank. However, `WithRankAtLeast` receives the lower bound as a 64-bits value and then compares it against the maximum 32-bits integer value that could be represented. Due to the fact that `min_rank` is a 32-bits value and the value of `axis`, the `rank` argument is a negative value, so the error check is bypassed. 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.
Configurations

Configuration 1 (hide)

OR cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.7.0:*:*:*:*:*:*:*

History

09 Feb 2022, 03:06

Type Values Removed Values Added
CVSS v2 : unknown
v3 : unknown
v2 : 4.0
v3 : 6.5
CWE CWE-843
References (MISC) https://github.com/tensorflow/tensorflow/commit/08d7b00c0a5a20926363849f611729f53f3ec022 - (MISC) https://github.com/tensorflow/tensorflow/commit/08d7b00c0a5a20926363849f611729f53f3ec022 - Patch, Third Party Advisory
References (MISC) https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/common_shape_fns.cc#L1961-L2059 - (MISC) https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/common_shape_fns.cc#L1961-L2059 - Exploit, Third Party Advisory
References (MISC) https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/shape_inference.cc#L345-L358 - (MISC) https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/shape_inference.cc#L345-L358 - Exploit, Third Party Advisory
References (CONFIRM) https://github.com/tensorflow/tensorflow/security/advisories/GHSA-m4hf-j54p-p353 - (CONFIRM) https://github.com/tensorflow/tensorflow/security/advisories/GHSA-m4hf-j54p-p353 - Patch, Third Party Advisory
CPE cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.7.0:*:*:*:*:*:*:*
First Time Google tensorflow
Google

03 Feb 2022, 13:16

Type Values Removed Values Added
CWE CWE-754

03 Feb 2022, 12:15

Type Values Removed Values Added
New CVE

Information

Published : 2022-02-03 12:15

Updated : 2023-12-10 14:09


NVD link : CVE-2022-21731

Mitre link : CVE-2022-21731

CVE.ORG link : CVE-2022-21731


JSON object : View

Products Affected

google

  • tensorflow
CWE
CWE-843

Access of Resource Using Incompatible Type ('Type Confusion')