CVE-2021-37648
August 12, 2021
TensorFlow is an end-to-end open source platform for machine learning. In affected versions the code for `tf.raw_ops.SaveV2` does not properly validate the inputs and an attacker can trigger a null pointer dereference. The [implementation](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/save_restore_v2_ops.cc) uses `ValidateInputs` to check that the input arguments are valid. This validation would have caught the illegal state represented by the reproducer above. However, the validation uses `OP_REQUIRES` which translates to setting the `Status` object of the current `OpKernelContext` to an error status, followed by an empty `return` statement which just terminates the execution of the function it is present in. However, this does not mean that the kernel execution is finalized: instead, execution continues from the next line in `Compute` that follows the call to `ValidateInputs`. This is equivalent to lacking the validation. We have patched the issue in GitHub commit 9728c60e136912a12d99ca56e106b7cce7af5986. The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, as these are also affected and still in supported range.
Affected Packages
tensorflow (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 <2.3.4Fix Suggestion:
Update to version 2.3.4tensorflow-cpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow-cpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow (PYTHON):
Affected version(s) >=0.11.0rc2 <2.3.4Fix Suggestion:
Update to version 2.3.4tensorflow-gpu (PYTHON):
Affected version(s) =2.5.0 <2.5.1Fix Suggestion:
Update to version 2.5.1tensorflow-gpu (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow (PYTHON):
Affected version(s) >=2.4.0 <2.4.3Fix Suggestion:
Update to version 2.4.3tensorflow-gpu (PYTHON):
Affected version(s) >=0.12.0rc0 <2.3.4Fix Suggestion:
Update to version 2.3.4Additional Notes
The description of this vulnerability differs from MITRE.
Related Resources (7)
Do you need more information?
Contact UsCVSS v4
Base Score:
8.5
Attack Vector
LOCAL
Attack Complexity
LOW
Attack Requirements
NONE
Privileges Required
LOW
User Interaction
NONE
Vulnerable System Confidentiality
HIGH
Vulnerable System Integrity
HIGH
Vulnerable System Availability
HIGH
Subsequent System Confidentiality
NONE
Subsequent System Integrity
NONE
Subsequent System Availability
NONE
CVSS v3
Base Score:
7.8
Attack Vector
LOCAL
Attack Complexity
LOW
Privileges Required
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
HIGH
Integrity
HIGH
Availability
HIGH
CVSS v2
Base Score:
4.6
Access Vector
LOCAL
Access Complexity
LOW
Authentication
NONE
Confidentiality Impact
PARTIAL
Integrity Impact
PARTIAL
Availability Impact
PARTIAL
Weakness Type (CWE)
NULL Pointer Dereference
EPSS
Base Score:
0.01