CVE-2021-29555

Division by 0 in `FusedBatchNorm`

State: Published
Severity: 2.5 Low
Published: May 14, 2021
Updated: Aug 3, 2024
Reserved: Mar 30, 2021

Description

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a denial of service via a FPE runtime error in `tf.raw_ops.FusedBatchNorm`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/828f346274841fa7505f7020e88ca36c22e557ab/tensorflow/core/kernels/fused_batch_norm_op.cc#L295-L297) performs a division based on the last dimension of the `x` tensor. Since this is controlled by the user, an attacker can trigger a denial of service. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.

Scores

CVSS	Score	Vector	Source
3.1	2.5 Low	CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:L	GitHub_M

Weaknesses

CWE-369 Divide By Zero

Affected Products

Product	Versions
tensorflowtensorflow	< 2.1.4Affected >= 2.2.0, < 2.2.3Affected >= 2.3.0, < 2.3.3Affected >= 2.4.0, < 2.4.2Affected

References

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