Vulnerability · Published May 14, 2021 · Assigned by GitHub_M
CVE-2021-29610Invalid validation in `QuantizeAndDequantizeV2`
Low 3.6
In plain English
A low-severity security flaw in tensorflow from tensorflow. There are no confirmed reports of exploitation so far. The chance it is exploited in the next 30 days is estimated at 0.2% (higher than 10% of all known vulnerabilities). Fixed versions are available - upgrade the affected package.
Official description
TensorFlow is an end-to-end open source platform for machine learning. The validation in `tf.raw_ops.QuantizeAndDequantizeV2` allows invalid values for `axis` argument:. The validation(https://github.com/tensorflow/tensorflow/blob/eccb7ec454e6617738554a255d77f08e60ee0808/tensorflow/core/kernels/quantize_and_dequantize_op.cc#L74-L77) uses `||` to mix two different conditions. If `axis_ < -1` the condition in `OP_REQUIRES` will still be true, but this value of `axis_` results in heap underflow. This allows attackers to read/write to other data on the heap. 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 & fixed versions
| Ecosystem | Package | Fixed in | Advisory |
|---|---|---|---|
| PyPI | tensorflow | 2.3.3 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow | 2.4.2 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow | 2.1.4 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow | 2.2.0rc0, 2.3.0rc0, 2.3.4, 2.4.3 | PYSEC-2021-247 |
| PyPI | tensorflow | 2.2.3 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-cpu | 2.4.2 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-cpu | 2.1.4 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-cpu | 2.2.3 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-cpu | 2.3.3 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-cpu | 2.2.0rc0, 2.3.0rc0, 2.3.4, 2.4.3 | PYSEC-2021-538 |
| PyPI | tensorflow-gpu | 2.3.3 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-gpu | 2.4.2 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-gpu | 2.1.4 | GHSA-mq5c-prh3-3f3h |
| PyPI | tensorflow-gpu | 2.2.0rc0, 2.3.0rc0, 2.3.4, 2.4.3 | PYSEC-2021-736 |
| PyPI | tensorflow-gpu | 2.2.3 | GHSA-mq5c-prh3-3f3h |
Affected products (as reported)
| Vendor | Product | Versions |
|---|---|---|
| tensorflow | tensorflow | < 2.1.4>= 2.2.0, < 2.2.3>= 2.3.0, < 2.3.3>= 2.4.0, < 2.4.2 |
Weakness: CWE-665 · Vector: CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:L/A:L