GitHub Advisoryadvisory · PyPI

GHSA-977j-xj7q-2jr9 Segmentation faultin TensorFlow when converting a Python string to `tf.float16`

LOW Published 2020-01-28 Modified 2024-10-30 Official page ↗
Aliases
CVE-2020-5215
Ecosystem
PyPI
Packages
tensorflow, tensorflow-cpu, tensorflow-gpu
Severity
Low
CVSS vector
CVSS:3.1/AV:L/AC:H/PR:L/UI:R/S:C/C:L/I:L/A:L
Weaknesses
CWE-754
Reviewed
2020-01-28

Affected packages

• PyPI tensorflow: < 1.15.2 → fixed in 1.15.2 • PyPI tensorflow: >= 2.0.0, < 2.0.1 → fixed in 2.0.1 • PyPI tensorflow-cpu: < 1.15.2 → fixed in 1.15.2 • PyPI tensorflow-cpu: >= 2.0.0, < 2.0.1 → fixed in 2.0.1 • PyPI tensorflow-gpu: < 1.15.2 → fixed in 1.15.2 • PyPI tensorflow-gpu: >= 2.0.0, < 2.0.1 → fixed in 2.0.1

Description

Impact 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. Patches We have patched the vulnerability in GitHub commit 5ac1b9. We are additionally releasing 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. We encourage users to switch to TensorFlow 1.15.1, 2.0.1 or 2.1.0. For more information Please consult `SECURITY.md` for more information regarding the security model and how to contact us with issues and questions.

Related

Alias · CVE (1)

  • 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… vulnerability

Weakness · CWE (1)

  • CWE-754 Improper Check for Unusual or Exceptional Conditions weakness

References