CVE-2021-37663

High

Description

TensorFlow is an end-to-end open source platform for machine learning. In affected versions due to incomplete validation in `tf.raw_ops.QuantizeV2`, an attacker can trigger undefined behavior via binding a reference to a null pointer or can access data outside the bounds of heap allocated arrays. The [implementation](https://github.com/tensorflow/tensorflow/blob/84d053187cb80d975ef2b9684d4b61981bca0c41/tensorflow/core/kernels/quantize_op.cc#L59) has some validation but does not check that `min_range` and `max_range` both have the same non-zero number of elements. If `axis` is provided (i.e., not `-1`), then validation should check that it is a value in range for the rank of `input` tensor and then the lengths of `min_range` and `max_range` inputs match the `axis` dimension of the `input` tensor. We have patched the issue in GitHub commit 6da6620efad397c85493b8f8667b821403516708. The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, as these are also affected and still in supported range.

SeverityHigh
CVSS7.8
Exploit probability—
ProductGoogle Tensorflow
PublishedAug 12, 2021
First seenAug 12, 2021

How to fix

Update
  • google tensorflow2.3.4, 2.4.3 or later
  • tensorflow2.3.4, 2.4.3, 2.5.1 or later
  • tensorflow-cpu2.3.4, 2.4.3, 2.5.1 or later
  • tensorflow-gpu2.3.4, 2.4.3, 2.5.1 or later

Affected products

ProductAffected versionsFixed in
google tensorflow2.3.0 ≤ v < 2.3.4, 2.4.0 ≤ v < 2.4.3, 2.5.0, 2.6.02.3.4, 2.4.3
tensorflowPyPIv < 2.3.4, 2.4.0 ≤ v < 2.4.3, 2.5.0 ≤ v < 2.5.1, 2.3.0 ≤ v < 2.3.42.3.4, 2.4.3, 2.5.1
tensorflow-cpuPyPIv < 2.3.4, 2.4.0 ≤ v < 2.4.3, 2.5.0 ≤ v < 2.5.1, 2.3.0 ≤ v < 2.3.42.3.4, 2.4.3, 2.5.1
tensorflow-gpuPyPIv < 2.3.4, 2.4.0 ≤ v < 2.4.3, 2.5.0 ≤ v < 2.5.1, 2.3.0 ≤ v < 2.3.42.3.4, 2.4.3, 2.5.1

Check your version

Choose the product and enter the version you run to see whether it falls in the affected range.

In the Intelligence 360 plan

Attack Surface Management

See the assets tied to your domains, the technologies they run and known vulnerabilities in one list.

CVE-2021-37663 · Google Tensorflow · Dark Radar