CVE-2020-5215
January 28, 2020
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.
Affected Packages
tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <1.15.2Fix Suggestion:
Update to version 1.15.2tensorflow-gpu (PYTHON):
Affected version(s) =2.0.0 <2.0.1Fix Suggestion:
Update to version 2.0.1tensorflow-gpu (PYTHON):
Affected version(s) =2.0.0 <2.0.1Fix Suggestion:
Update to version 2.0.1tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <1.15.2Fix Suggestion:
Update to version 1.15.2tensorflow (PYTHON):
Affected version(s) =2.0.0 <2.0.1Fix Suggestion:
Update to version 2.0.1tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <1.15.2Fix Suggestion:
Update to version 1.15.2tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <1.15.2Fix Suggestion:
Update to version 1.15.2tensorflow (PYTHON):
Affected version(s) =2.0.0 <2.0.1Fix Suggestion:
Update to version 2.0.1Related Resources (9)
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Contact UsCVSS v4
Base Score:
1
Attack Vector
LOCAL
Attack Complexity
HIGH
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
PASSIVE
Vulnerable System Confidentiality
LOW
Vulnerable System Integrity
LOW
Vulnerable System Availability
LOW
Subsequent System Confidentiality
LOW
Subsequent System Integrity
LOW
Subsequent System Availability
LOW
CVSS v3
Base Score:
5
Attack Vector
LOCAL
Attack Complexity
HIGH
Privileges Required
LOW
User Interaction
REQUIRED
Scope
CHANGED
Confidentiality
LOW
Integrity
LOW
Availability
LOW
CVSS v2
Base Score:
4.3
Access Vector
NETWORK
Access Complexity
MEDIUM
Authentication
NONE
Confidentiality Impact
NONE
Integrity Impact
NONE
Availability Impact
PARTIAL
Weakness Type (CWE)
EPSS
Base Score:
0.23