Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for `Dequantize` is vulnerable to an integer overflow weakness. The `axis` argument can be `-1` (the default value for the optional argument) or any other positive value at most the number of dimensions of the input. Unfortunately, the upper bound is not checked, and, since the code computes `axis + 1`, an attacker can trigger an integer overflow. 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
Link | Resource |
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https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/ops/array_ops.cc#L3001-L3034 | Exploit Third Party Advisory |
https://github.com/tensorflow/tensorflow/commit/b64638ec5ccaa77b7c1eb90958e3d85ce381f91b | Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/security/advisories/GHSA-c6fh-56w7-fvjw | Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/ops/array_ops.cc#L3001-L3034 | Exploit Third Party Advisory |
https://github.com/tensorflow/tensorflow/commit/b64638ec5ccaa77b7c1eb90958e3d85ce381f91b | Patch Third Party Advisory |
https://github.com/tensorflow/tensorflow/security/advisories/GHSA-c6fh-56w7-fvjw | Patch Third Party Advisory |
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/ops/array_ops.cc#L3001-L3034 - Exploit, Third Party Advisory | |
References | () https://github.com/tensorflow/tensorflow/commit/b64638ec5ccaa77b7c1eb90958e3d85ce381f91b - Patch, Third Party Advisory | |
References | () https://github.com/tensorflow/tensorflow/security/advisories/GHSA-c6fh-56w7-fvjw - Patch, Third Party Advisory | |
CVSS |
v2 : v3 : |
v2 : 6.5
v3 : 7.6 |
Information
Published : 2022-02-03 11:15
Updated : 2024-11-21 06:45
NVD link : CVE-2022-21727
Mitre link : CVE-2022-21727
CVE.ORG link : CVE-2022-21727
JSON object : View
Products Affected
- tensorflow
CWE
CWE-190
Integer Overflow or Wraparound