CVE-2022-23576

Tensorflow is an Open Source Machine Learning Framework. The implementation of `OpLevelCostEstimator::CalculateOutputSize` is vulnerable to an integer overflow if an attacker can create an operation which would involve tensors with large enough number of elements. We can have a large enough number of dimensions in `output_shape.dim()` or just a small number of dimensions being large enough to cause an overflow in the multiplication. 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

21 Nov 2024, 06:48

Type Values Removed Values Added
References () https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/costs/op_level_cost_estimator.cc#L1598-L1617 - Exploit, Third Party Advisory () https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/grappler/costs/op_level_cost_estimator.cc#L1598-L1617 - Exploit, Third Party Advisory
References () https://github.com/tensorflow/tensorflow/commit/b9bd6cfd1c50e6807846af9a86f9b83cafc9c8ae - Patch, Third Party Advisory () https://github.com/tensorflow/tensorflow/commit/b9bd6cfd1c50e6807846af9a86f9b83cafc9c8ae - Patch, Third Party Advisory
References () https://github.com/tensorflow/tensorflow/security/advisories/GHSA-wm93-f238-7v37 - Patch, Third Party Advisory () https://github.com/tensorflow/tensorflow/security/advisories/GHSA-wm93-f238-7v37 - Patch, Third Party Advisory

Information

Published : 2022-02-04 23:15

Updated : 2024-11-21 06:48


NVD link : CVE-2022-23576

Mitre link : CVE-2022-23576

CVE.ORG link : CVE-2022-23576


JSON object : View

Products Affected

google

  • tensorflow
CWE
CWE-190

Integer Overflow or Wraparound