CVE-2021-41196 Crash in `max_pool3d` when size argument is 0 or negative

Medium 5.5 Published Updated

Attackers can cause a denial of service via segmentation fault in TensorFlow Keras pooling layers by providing invalid size arguments.

Exploited in the wild
Not known
Login needed
Any signed-in user
Attackable
Local or same network only
Victim action needed
Not needed
Fix
Available

What is CVE-2021-41196?

CVE-2021-41196 is a medium-severity vulnerability in Google Tensorflow, published on 5 Nov 2021. It can only be exploited from the same machine or local network, with no action from the victim.

Official description

TensorFlow is an open source platform for machine learning. In affected versions the Keras pooling layers can trigger a segfault if the size of the pool is 0 or if a dimension is negative. This is due to the TensorFlow's implementation of pooling operations where the values in the sliding window are not checked to be strictly positive. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range.

Weakness: CWE-191

Which versions are affected by CVE-2021-41196?

22 open source packages ship an affected version, including tensorflow, tensorflow-cpu and tensorflow-gpu. It affects 1 product.

PackageAffectedFixed in
tensorflow BitnamiAll versions2.4.4, 2.5.2, 2.6.1
tensorflow PyPIAll versions2.4.4, 2.5.2, 2.6.1, 2.7.0
tensorflow PyPIAll versions2.4.4
tensorflow PyPIAll versions2.4.4
tensorflow PyPIFrom 2.5.02.5.2
tensorflow PyPIFrom 2.5.02.5.2
16 more packages
tensorflow PyPIFrom 2.6.02.6.1
tensorflow PyPIFrom 2.6.02.6.1
tensorflow-cpu PyPIAll versions2.4.4, 2.5.2, 2.6.1, 2.7.0
tensorflow-cpu PyPIAll versions2.4.4
tensorflow-cpu PyPIAll versions2.4.4
tensorflow-cpu PyPIFrom 2.5.02.5.2
tensorflow-cpu PyPIFrom 2.5.02.5.2
tensorflow-cpu PyPIFrom 2.6.02.6.1
tensorflow-cpu PyPIFrom 2.6.02.6.1
tensorflow-gpu PyPIAll versions2.4.4, 2.5.2, 2.6.1, 2.7.0
tensorflow-gpu PyPIAll versions2.4.4
tensorflow-gpu PyPIAll versions2.4.4
tensorflow-gpu PyPIFrom 2.5.02.5.2
tensorflow-gpu PyPIFrom 2.5.02.5.2
tensorflow-gpu PyPIFrom 2.6.02.6.1
tensorflow-gpu PyPIFrom 2.6.02.6.1

Products include Google Tensorflow.

How do I fix CVE-2021-41196?

Upgrade tensorflow to a fixed version for your release line: 2.4.4, 2.5.2, 2.6.1 or 2.7.0.

Is CVE-2021-41196 being exploited?

There is no known exploitation of CVE-2021-41196 in the wild and no public exploit code.

All Google Tensorflow vulnerabilities

Sources

Also known as BIT-tensorflow-2021-41196, GHSA-m539-j985-hcr8, PYSEC-2021-389, PYSEC-2021-606, PYSEC-2021-804.

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