CVE-2020-5215

In TensorFlow before 1.15.2 and 2.0.1, converting a string (from Python) to a tf.float16 value results in a segmentation fault in eager mode as the format checks for this use case are only in the graph mode. This issue can lead to denial of service in inference/training where a malicious attacker can send a data point which contains a string instead of a tf.float16 value. Similar effects can be obtained by manipulating saved models and checkpoints whereby replacing a scalar tf.float16 value with a scalar string will trigger this issue due to automatic conversions. This can be easily reproduced by tf.constant("hello", tf.float16), if eager execution is enabled. This issue is patched in TensorFlow 1.15.1 and 2.0.1 with this vulnerability patched. TensorFlow 2.1.0 was released after we fixed the issue, thus it is not affected. Users are encouraged to switch to TensorFlow 1.15.1, 2.0.1 or 2.1.0.
Configurations

Configuration 1 (hide)

OR cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:*:*:*:*:*:*:*:*

History

21 Nov 2024, 05:33

Type Values Removed Values Added
References () https://github.com/tensorflow/tensorflow/commit/5ac1b9e24ff6afc465756edf845d2e9660bd34bf - Patch () https://github.com/tensorflow/tensorflow/commit/5ac1b9e24ff6afc465756edf845d2e9660bd34bf - Patch
References () https://github.com/tensorflow/tensorflow/releases/tag/v1.15.2 - Release Notes () https://github.com/tensorflow/tensorflow/releases/tag/v1.15.2 - Release Notes
References () https://github.com/tensorflow/tensorflow/releases/tag/v2.0.1 - Release Notes () https://github.com/tensorflow/tensorflow/releases/tag/v2.0.1 - Release Notes
References () https://github.com/tensorflow/tensorflow/security/advisories/GHSA-977j-xj7q-2jr9 - Exploit, Patch, Third Party Advisory () https://github.com/tensorflow/tensorflow/security/advisories/GHSA-977j-xj7q-2jr9 - Exploit, Patch, Third Party Advisory
CVSS v2 : 4.3
v3 : 7.5
v2 : 4.3
v3 : 5.0

Information

Published : 2020-01-28 22:15

Updated : 2024-11-21 05:33


NVD link : CVE-2020-5215

Mitre link : CVE-2020-5215

CVE.ORG link : CVE-2020-5215


JSON object : View

Products Affected

google

  • tensorflow
CWE
CWE-754

Improper Check for Unusual or Exceptional Conditions

CWE-20

Improper Input Validation