CVE-2021-37645
August 12, 2021
TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of `tf.raw_ops.QuantizeAndDequantizeV4Grad` is vulnerable to an integer overflow issue caused by converting a signed integer value to an unsigned one and then allocating memory based on this value. The [implementation](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/quantize_and_dequantize_op.cc#L126) uses the `axis` value as the size argument to `absl::InlinedVector` constructor. But, the constructor uses an unsigned type for the argument, so the implicit conversion transforms the negative value to a large integer. We have patched the issue in GitHub commit 96f364a1ca3009f98980021c4b32be5fdcca33a1. The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, and TensorFlow 2.4.3, as these are also affected and still in supported range.
Affected Packages
tensorflow-gpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow-cpu (PYTHON):
Affected version(s) >=0.0.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow-cpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1Additional Notes
The description of this vulnerability differs from MITRE.
Related ResourcesĀ (7)
Do you need more information?
Contact UsCVSS v4
Base Score:
6.8
Attack Vector
LOCAL
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
NONE
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:
5.5
Attack Vector
LOCAL
Attack Complexity
LOW
Privileges Required
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
NONE
Integrity
NONE
Availability
HIGH
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)
Incorrect Conversion between Numeric Types
EPSS
Base Score:
0.01