CVE-2022-41887
November 18, 2022
TensorFlow is an open source platform for machine learning. "tf.keras.losses.poisson" receives a "y_pred" and "y_true" that are passed through "functor::mul" in "BinaryOp". If the resulting dimensions overflow an "int32", TensorFlow will crash due to a size mismatch during broadcast assignment. We have patched the issue in GitHub commit c5b30379ba87cbe774b08ac50c1f6d36df4ebb7c. The fix will be included in TensorFlow 2.11. We will also cherrypick this commit on TensorFlow 2.10.1 and 2.9.3, as these are also affected and still in supported range. However, we will not cherrypick this commit into TensorFlow 2.8.x, as it depends on Eigen behavior that changed between 2.8 and 2.9.
Affected Packages
tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.9.3Fix Suggestion:
Update to version 2.9.3tensorflow-gpu (PYTHON):
Affected version(s) =2.10.0 <2.10.1Fix Suggestion:
Update to version 2.10.1tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.9.3Fix Suggestion:
Update to version 2.9.3tensorflow-cpu (PYTHON):
Affected version(s) =2.10.0 <2.10.1Fix Suggestion:
Update to version 2.10.1tensorflow-cpu (PYTHON):
Affected version(s) =2.10.0 <2.10.1Fix Suggestion:
Update to version 2.10.1tensorflow (PYTHON):
Affected version(s) =2.10.0 <2.10.1Fix Suggestion:
Update to version 2.10.1tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.9.3Fix Suggestion:
Update to version 2.9.3tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.9.3Fix Suggestion:
Update to version 2.9.3tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.9.3Fix Suggestion:
Update to version 2.9.3tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.9.3Fix Suggestion:
Update to version 2.9.3Additional Notes
The description of this vulnerability differs from MITRE.
Related Resources (7)
Do you need more information?
Contact UsCVSS v4
Base Score:
5.9
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
HIGH
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
4.8
Attack Vector
NETWORK
Attack Complexity
HIGH
Privileges Required
LOW
User Interaction
REQUIRED
Scope
UNCHANGED
Confidentiality
NONE
Integrity
NONE
Availability
HIGH
Weakness Type (CWE)
Incorrect Calculation of Buffer Size
EPSS
Base Score:
0.13
