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CVE-2019-16778
Published:December 16, 2019
Updated:May 17, 2026
In TensorFlow before 1.15, a heap buffer overflow in UnsortedSegmentSum can be produced when the Index template argument is int32. In this case data_size and num_segments fields are truncated from int64 to int32 and can produce negative numbers, resulting in accessing out of bounds heap memory. This is unlikely to be exploitable and was detected and fixed internally in TensorFlow 1.15 and 2.0.
Affected Packages
tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <1.15.0
Fix Suggestion:
Update to version 1.15.0
tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <1.15.0
Fix Suggestion:
Update to version 1.15.0
tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <1.15.0
Fix Suggestion:
Update to version 1.15.0
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CVSS v4
Base Score:
2.1
Attack Vector
NETWORK
Attack Complexity
HIGH
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
PASSIVE
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:
2.6
Attack Vector
NETWORK
Attack Complexity
HIGH
Privileges Required
LOW
User Interaction
REQUIRED
Scope
UNCHANGED
Confidentiality
NONE
Integrity
NONE
Availability
LOW
Weakness Type (CWE)
Heap-based Buffer Overflow
Incorrect Conversion between Numeric Types
EPSS
Base Score:
0.33