Vulnerability · Published Feb 4, 2022 · Assigned by GitHub_M
CVE-2022-23578Memory leak in Tensorflow
Medium 4.3
In plain English
A medium-severity memory leak in tensorflow from tensorflow. Proof-of-concept exploit code is public. The chance it is exploited in the next 30 days is estimated at 0.7% (higher than 54% of all known vulnerabilities). Fixed versions are available - upgrade the affected package.
Official description
Tensorflow is an Open Source Machine Learning Framework. If a graph node is invalid, TensorFlow can leak memory in the implementation of `ImmutableExecutorState::Initialize`. Here, we set `item->kernel` to `nullptr` but it is a simple `OpKernel*` pointer so the memory that was previously allocated to it would leak. The fix will be included in TensorFlow 2.8.0. We will also cherrypick this commit on TensorFlow 2.7.1, TensorFlow 2.6.3, and TensorFlow 2.5.3, as these are also affected and still in supported range.
Affected packages & fixed versions
| Ecosystem | Package | Fixed in | Advisory |
|---|---|---|---|
| PyPI | tensorflow | 2.5.3 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow | 2.6.3 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow | 2.7.1 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow | 2.5.3, 2.6.3, 2.7.1 | PYSEC-2026-3138 |
| PyPI | tensorflow-cpu | 2.6.3 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow-cpu | 2.7.1 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow-cpu | 2.5.3, 2.6.3 | PYSEC-2022-87 |
| PyPI | tensorflow-cpu | 2.5.3 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow-gpu | 2.7.1 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow-gpu | 2.5.3, 2.6.3 | PYSEC-2022-142 |
| PyPI | tensorflow-gpu | 2.5.3 | GHSA-8r7c-3cm2-3h8f |
| PyPI | tensorflow-gpu | 2.6.3 | GHSA-8r7c-3cm2-3h8f |
Affected products (as reported)
| Vendor | Product | Versions |
|---|---|---|
| tensorflow | tensorflow | >= 2.7.0, < 2.7.1< 2.5.3>= 2.6.0, < 2.6.3 |
Weakness: CWE-401 · Vector: CVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:L
References
- https://github.com/tensorflow/tensorflow/security/advisories/GHSA-8r7c-3cm2-3h8f x_refsource_CONFIRM
- https://github.com/tensorflow/tensorflow/commit/c79ccba517dbb1a0ccb9b01ee3bd2a63748b60dd x_refsource_MISC
- https://github.com/tensorflow/tensorflow/blob/a1320ec1eac186da1d03f033109191f715b2b130/tensorflow/core/common_runtime/immutable_executor_state.cc#L84-L262 x_refsource_MISC