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Lack of data validation In tensorflow-cpu

Description

Denial of service in tf.ragged.constant due to lack of validation

Impact

The implementation of tf.ragged.constant does not fully validate the input arguments. This results in a denial of service by consuming all available memory:

import tensorflow as tf
tf.ragged.constant(pylist=[],ragged_rank=8968073515812833920)

Patches

We have patched the issue in GitHub commit bd4d5583ff9c8df26d47a23e508208844297310e.

The fix will be included in TensorFlow 2.9.0. We will also cherrypick this commit on TensorFlow 2.8.1, TensorFlow 2.7.2, and TensorFlow 2.6.4, as these are also affected and still in supported range.

For more information

Please consult our security guide for more information regarding the security model and how to contact us with issues and questions.

Attribution

This vulnerability has been reported externally via a GitHub issue.

Mitigation

Update Impact

Minimal update. May introduce new vulnerabilities or breaking changes.

Ecosystem
Component
Affected version
Patched versions