CVE-2021-29552
May 14, 2021
TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a denial of service by controlling the values of `num_segments` tensor argument for `UnsortedSegmentJoin`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/a2a607db15c7cd01d754d37e5448d72a13491bdb/tensorflow/core/kernels/unsorted_segment_join_op.cc#L92-L93) assumes that the `num_segments` tensor is a valid scalar. Since the tensor is empty the `CHECK` involved in `.scalar<T>()()` that checks that the number of elements is exactly 1 will be invalidated and this would result in process termination. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.
Affected Packages
tensorflow-cpu (PYTHON):
Affected version(s) >=2.3.0 <2.3.3Fix Suggestion:
Update to version 2.3.3tensorflow-cpu (PYTHON):
Affected version(s) >=2.2.0 <2.2.3Fix Suggestion:
Update to version 2.2.3tensorflow (PYTHON):
Affected version(s) >=2.3.0 <2.3.3Fix Suggestion:
Update to version 2.3.3tensorflow-gpu (PYTHON):
Affected version(s) >=2.2.0 <2.2.3Fix Suggestion:
Update to version 2.2.3tensorflow (PYTHON):
Affected version(s) >=2.4.0 <2.4.2Fix Suggestion:
Update to version 2.4.2tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.1.4Fix Suggestion:
Update to version 2.1.4tensorflow-gpu (PYTHON):
Affected version(s) >=2.3.0 <2.3.3Fix Suggestion:
Update to version 2.3.3tensorflow (PYTHON):
Affected version(s) >=2.2.0 <2.2.3Fix Suggestion:
Update to version 2.2.3tensorflow-gpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.2Fix Suggestion:
Update to version 2.4.2tensorflow-cpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.2Fix Suggestion:
Update to version 2.4.2tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.1.4Fix Suggestion:
Update to version 2.1.4tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.1.4Fix Suggestion:
Update to version 2.1.4Related ResourcesĀ (7)
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Contact UsCVSS v4
Base Score:
2
Attack Vector
LOCAL
Attack Complexity
HIGH
Attack Requirements
NONE
Privileges Required
LOW
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:
2.5
Attack Vector
LOCAL
Attack Complexity
HIGH
Privileges Required
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
NONE
Integrity
NONE
Availability
LOW
CVSS v2
Base Score:
2.1
Access Vector
LOCAL
Access Complexity
LOW
Authentication
NONE
Confidentiality Impact
NONE
Integrity Impact
NONE
Availability Impact
PARTIAL
Weakness Type (CWE)
Reachable Assertion
EPSS
Base Score:
0.01