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.
References
Configurations
Configuration 1 (hide)
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History
21 Nov 2024, 06:45
| Type | Values Removed | Values Added |
|---|---|---|
| References | () https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/common_shape_fns.cc#L1961-L2059 - Exploit, Third Party Advisory | |
| References | () https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/framework/shape_inference.cc#L345-L358 - Exploit, Third Party Advisory | |
| References | () https://github.com/tensorflow/tensorflow/commit/08d7b00c0a5a20926363849f611729f53f3ec022 - Patch, Third Party Advisory | |
| References | () https://github.com/tensorflow/tensorflow/security/advisories/GHSA-m4hf-j54p-p353 - Patch, Third Party Advisory |
Information
Published : 2022-02-03 12:15
Updated : 2024-11-21 06:45
NVD link : CVE-2022-21731
Mitre link : CVE-2022-21731
CVE.ORG link : CVE-2022-21731
JSON object : View
Products Affected
- tensorflow
CWE
CWE-843
Access of Resource Using Incompatible Type ('Type Confusion')