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CVE-2021-37657
August 12, 2021
TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in all operations of type `tf.raw_ops.MatrixDiagV*`. The [implementation](https://github.com/tensorflow/tensorflow/blob/84d053187cb80d975ef2b9684d4b61981bca0c41/tensorflow/core/kernels/linalg/matrix_diag_op.cc) has incomplete validation that the value of `k` is a valid tensor. We have check that this value is either a scalar or a vector, but there is no check for the number of elements. If this is an empty tensor, then code that accesses the first element of the tensor is wrong. We have patched the issue in GitHub commit f2a673bd34f0d64b8e40a551ac78989d16daad09. 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-gpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3
Fix Suggestion:
Update to version 2.4.3
tensorflow-cpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3
Fix Suggestion:
Update to version 2.4.3
tensorflow (PYTHON):
Affected version(s) >=2.4.0 <2.4.3
Fix Suggestion:
Update to version 2.4.3
tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.3.4
Fix Suggestion:
Update to version 2.3.4
tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.3.4
Fix Suggestion:
Update to version 2.3.4
tensorflow-gpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1
Fix Suggestion:
Update to version 2.5.1
tensorflow-cpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1
Fix Suggestion:
Update to version 2.5.1
tensorflow (PYTHON):
Affected version(s) =2.5.0 <2.5.1
Fix Suggestion:
Update to version 2.5.1
tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.3.4
Fix Suggestion:
Update to version 2.3.4
Additional Notes
The description of this vulnerability differs from MITRE.
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CVSS v4
Base Score:
6.9
Attack Vector
LOCAL
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
NONE
Vulnerable System Confidentiality
NONE
Vulnerable System Integrity
HIGH
Vulnerable System Availability
HIGH
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
7.1
Attack Vector
LOCAL
Attack Complexity
LOW
Privileges Required
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
NONE
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)
Access of Uninitialized Pointer
EPSS
Base Score:
0.04