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CVE-2020-15194
September 25, 2020
In Tensorflow before versions 1.15.4, 2.0.3, 2.1.2, 2.2.1 and 2.3.1, the "SparseFillEmptyRowsGrad" implementation has incomplete validation of the shapes of its arguments. Although "reverse_index_map_t" and "grad_values_t" are accessed in a similar pattern, only "reverse_index_map_t" is validated to be of proper shape. Hence, malicious users can pass a bad "grad_values_t" to trigger an assertion failure in "vec", causing denial of service in serving installations. The issue is patched in commit 390611e0d45c5793c7066110af37c8514e6a6c54, and is released in TensorFlow versions 1.15.4, 2.0.3, 2.1.2, 2.2.1, or 2.3.1."
Affected Packages
tensorflow (PYTHON):
Affected version(s) >=2.0.0 <2.0.3
Fix Suggestion:
Update to version 2.0.3
tensorflow-cpu (PYTHON):
Affected version(s) >=2.1.0 <2.1.2
Fix Suggestion:
Update to version 2.1.2
tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <1.15.4
Fix Suggestion:
Update to version 1.15.4
tensorflow-gpu (PYTHON):
Affected version(s) =2.2.0 <2.2.1
Fix Suggestion:
Update to version 2.2.1
tensorflow-gpu (PYTHON):
Affected version(s) >=2.0.0 <2.0.3
Fix Suggestion:
Update to version 2.0.3
tensorflow-gpu (PYTHON):
Affected version(s) =2.3.0 <2.3.1
Fix Suggestion:
Update to version 2.3.1
tensorflow (PYTHON):
Affected version(s) >=2.1.0 <2.1.2
Fix Suggestion:
Update to version 2.1.2
tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <1.15.4
Fix Suggestion:
Update to version 1.15.4
tensorflow (PYTHON):
Affected version(s) =2.2.0 <2.2.1
Fix Suggestion:
Update to version 2.2.1
tensorflow (PYTHON):
Affected version(s) =2.3.0 <2.3.1
Fix Suggestion:
Update to version 2.3.1
tensorflow-cpu (PYTHON):
Affected version(s) =2.3.0 <2.3.1
Fix Suggestion:
Update to version 2.3.1
tensorflow-cpu (PYTHON):
Affected version(s) =2.2.0 <2.2.1
Fix Suggestion:
Update to version 2.2.1
tensorflow-gpu (PYTHON):
Affected version(s) >=2.1.0 <2.1.2
Fix Suggestion:
Update to version 2.1.2
Additional Notes
The description of this vulnerability differs from MITRE.
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CVSS v4
Base Score:
6.9
Attack Vector
NETWORK
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
NONE
User Interaction
NONE
Vulnerable System Confidentiality
NONE
Vulnerable System Integrity
NONE
Vulnerable System Availability
LOW
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
5.3
Attack Vector
NETWORK
Attack Complexity
LOW
Privileges Required
NONE
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
NONE
Integrity
NONE
Availability
LOW
CVSS v2
Base Score:
5
Access Vector
NETWORK
Access Complexity
LOW
Authentication
NONE
Confidentiality Impact
NONE
Integrity Impact
NONE
Availability Impact
PARTIAL
Weakness Type (CWE)
Reachable Assertion
Improper Input Validation
EPSS
Base Score:
0.22