CVE-2021-37678
August 12, 2021
TensorFlow is an end-to-end open source platform for machine learning. In affected versions TensorFlow and Keras can be tricked to perform arbitrary code execution when deserializing a Keras model from YAML format. The "implementation" (https://github.com/tensorflow/tensorflow/blob/460e000de3a83278fb00b61a16d161b1964f15f4/tensorflow/python/keras/saving/model_config.py#L66-L104) uses "yaml.unsafe_load" which can perform arbitrary code execution on the input. Given that YAML format support requires a significant amount of work, we have removed it for now. We have patched the issue in GitHub commit 23d6383eb6c14084a8fc3bdf164043b974818012. 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.
Affected Packages
tensorflow (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.3.4Fix Suggestion:
Update to version 2.3.4tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.3.4Fix Suggestion:
Update to version 2.3.4tensorflow-gpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.3.4Fix Suggestion:
Update to version 2.3.4tensorflow (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow-cpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow-gpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow-cpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1Additional Notes
The description of this vulnerability differs from MITRE.
Related Resources (10)
Do you need more information?
Contact UsCVSS v4
Base Score:
9.4
Attack Vector
LOCAL
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
NONE
User Interaction
NONE
Vulnerable System Confidentiality
HIGH
Vulnerable System Integrity
HIGH
Vulnerable System Availability
HIGH
Subsequent System Confidentiality
HIGH
Subsequent System Integrity
HIGH
Subsequent System Availability
HIGH
CVSS v3
Base Score:
9.3
Attack Vector
LOCAL
Attack Complexity
LOW
Privileges Required
NONE
User Interaction
NONE
Scope
CHANGED
Confidentiality
HIGH
Integrity
HIGH
Availability
HIGH
CVSS v2
Base Score:
4.6
Access Vector
LOCAL
Access Complexity
LOW
Authentication
NONE
Confidentiality Impact
PARTIAL
Integrity Impact
PARTIAL
Availability Impact
PARTIAL
Weakness Type (CWE)
Deserialization of Untrusted Data
EPSS
Base Score:
1.02
