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CVE-2020-26271
December 10, 2020
In affected versions of TensorFlow under certain cases, loading a saved model can result in accessing uninitialized memory while building the computation graph. The MakeEdge function creates an edge between one output tensor of the src node (given by output_index) and the input slot of the dst node (given by input_index). This is only possible if the types of the tensors on both sides coincide, so the function begins by obtaining the corresponding DataType values and comparing these for equality. However, there is no check that the indices point to inside of the arrays they index into. Thus, this can result in accessing data out of bounds of the corresponding heap allocated arrays. In most scenarios, this can manifest as unitialized data access, but if the index points far away from the boundaries of the arrays this can be used to leak addresses from the library. This is fixed in versions 1.15.5, 2.0.4, 2.1.3, 2.2.2, 2.3.2, and 2.4.0.
Affected Packages
tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <1.15.5
Fix Suggestion:
Update to version 1.15.5
tensorflow (PYTHON):
Affected version(s) >=2.2.0 <2.2.2
Fix Suggestion:
Update to version 2.2.2
tensorflow (PYTHON):
Affected version(s) >=2.3.0 <2.3.2
Fix Suggestion:
Update to version 2.3.2
tensorflow (PYTHON):
Affected version(s) >=2.0.0 <2.0.4
Fix Suggestion:
Update to version 2.0.4
tensorflow-gpu (PYTHON):
Affected version(s) >=2.3.0 <2.3.2
Fix Suggestion:
Update to version 2.3.2
tensorflow-gpu (PYTHON):
Affected version(s) >=2.1.0 <2.1.3
Fix Suggestion:
Update to version 2.1.3
tensorflow (PYTHON):
Affected version(s) >=2.1.0 <2.1.3
Fix Suggestion:
Update to version 2.1.3
tensorflow-gpu (PYTHON):
Affected version(s) >=2.2.0 <2.2.2
Fix Suggestion:
Update to version 2.2.2
tensorflow-cpu (PYTHON):
Affected version(s) >=2.2.0 <2.2.2
Fix Suggestion:
Update to version 2.2.2
tensorflow-cpu (PYTHON):
Affected version(s) >=2.3.0 <2.3.2
Fix Suggestion:
Update to version 2.3.2
tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <1.15.5
Fix Suggestion:
Update to version 1.15.5
tensorflow-gpu (PYTHON):
Affected version(s) >=2.0.0 <2.0.4
Fix Suggestion:
Update to version 2.0.4
tensorflow-cpu (PYTHON):
Affected version(s) >=2.1.0 <2.1.3
Fix Suggestion:
Update to version 2.1.3
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CVSS v4
Base Score:
4.8
Attack Vector
LOCAL
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
NONE
Vulnerable System Confidentiality
NONE
Vulnerable System Integrity
LOW
Vulnerable System Availability
LOW
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
4.4
Attack Vector
LOCAL
Attack Complexity
LOW
Privileges Required
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
NONE
Integrity
LOW
Availability
LOW
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)
Use of Uninitialized Resource
Out-of-bounds Read
EPSS
Base Score:
0.02