PT-2022-16093
CVE-2022-23576
·
Published
2022-02-04
·
Updated
2026-07-09
Description by
CVSS 4.0
7.1
HighMetricsAV:N/AC:L/AT:N/PR:L/UI:N/VC:N/VI:N/VA:H/SC:N/SI:N/SA:N
Name of the Vulnerable Software and Affected Versions
TensorFlow versions prior to 2.8.0
TensorFlow versions 2.7.1 and earlier
TensorFlow versions 2.6.3 and earlier
TensorFlow versions 2.5.3 and earlier
Description
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. This can occur when there is a large enough number of dimensions in output shape.dim() or a small number of dimensions being large enough to cause an overflow in the multiplication.Recommendations
For versions prior to 2.8.0, update to TensorFlow 2.8.0 or later.
For versions 2.7.1 and earlier, update to TensorFlow 2.7.1 or later.
For versions 2.6.3 and earlier, update to TensorFlow 2.6.3 or later.
For versions 2.5.3 and earlier, update to TensorFlow 2.5.3 or later.
As a temporary workaround, consider restricting the number of dimensions in
output shape.dim() to prevent integer overflow until a patch is available.Exploitability
Exploit
Fix
Impacts
Vendors
Affected products
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