CVE-2021-29616
Python vulnerability analysis and mitigation

Overview

TensorFlow, an end-to-end open source platform for machine learning, was found to contain a vulnerability in the implementation of TrySimplify function. The vulnerability (CVE-2021-29616) was discovered in March 2021 and involves undefined behavior due to dereferencing a null pointer in corner cases that result in optimizing a node with no inputs (GitHub Advisory).

Technical details

The vulnerability exists in the TrySimplify implementation located in the arithmetic optimizer component of TensorFlow's Grappler system. The issue occurs when the system attempts to optimize a node with no inputs, leading to a null pointer dereference. This vulnerability affects multiple versions of TensorFlow including versions prior to 2.5.0 (GitHub Advisory).

Impact

When exploited, this vulnerability can cause a segmentation fault in the application, potentially leading to program crashes. The severity of this vulnerability has been rated as Low, indicating limited impact on the system's security (GitHub Advisory).

Mitigation and workarounds

The vulnerability has been patched in TensorFlow 2.5.0. The fix has also been backported to TensorFlow versions 2.4.2, 2.3.3, 2.2.3, and 2.1.4. Users are advised to upgrade to these patched versions to mitigate the vulnerability (GitHub Advisory).

Additional resources


SourceThis report was generated using AI

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