CVE-2021-37687
August 12, 2021
TensorFlow is an end-to-end open source platform for machine learning. In affected versions TFLite's ""GatherNd" implementation" (https://github.com/tensorflow/tensorflow/blob/149562d49faa709ea80df1d99fc41d005b81082a/tensorflow/lite/kernels/gather_nd.cc#L124) does not support negative indices but there are no checks for this situation. Hence, an attacker can read arbitrary data from the heap by carefully crafting a model with negative values in "indices". Similar issue exists in ""Gather" implementation" (https://github.com/tensorflow/tensorflow/blob/149562d49faa709ea80df1d99fc41d005b81082a/tensorflow/lite/kernels/gather.cc). We have patched the issue in GitHub commits bb6a0383ed553c286f87ca88c207f6774d5c4a8f and eb921122119a6b6e470ee98b89e65d721663179d. 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-cpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.3.4Fix Suggestion:
Update to version 2.3.4tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.3.4Fix Suggestion:
Update to version 2.3.4tensorflow-gpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow-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-cpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3Additional Notes
The description of this vulnerability differs from MITRE.
Related ResourcesĀ (10)
Do you need more information?
Contact UsCVSS v4
Base Score:
6.8
Attack Vector
LOCAL
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
NONE
Vulnerable System Confidentiality
HIGH
Vulnerable System Integrity
NONE
Vulnerable System Availability
NONE
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
5.5
Attack Vector
LOCAL
Attack Complexity
LOW
Privileges Required
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
HIGH
Integrity
NONE
Availability
NONE
CVSS v2
Base Score:
2.1
Access Vector
LOCAL
Access Complexity
LOW
Authentication
NONE
Confidentiality Impact
PARTIAL
Integrity Impact
NONE
Availability Impact
NONE
Weakness Type (CWE)
Out-of-bounds Read
EPSS
Base Score:
0.04