Vulnerability · Published May 14, 2021 · Assigned by GitHub_M
CVE-2021-29582Heap OOB read in `tf.raw_ops.Dequantize`
Low 2.5
In plain English
A low-severity out-of-bounds read 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. Due to lack of validation in `tf.raw_ops.Dequantize`, an attacker can trigger a read from outside of bounds of heap allocated data. The implementation(https://github.com/tensorflow/tensorflow/blob/26003593aa94b1742f34dc22ce88a1e17776a67d/tensorflow/core/kernels/dequantize_op.cc#L106-L131) accesses the `min_range` and `max_range` tensors in parallel but fails to check that they have the same shape. 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-c45w-2wxr-pp53 |
| PyPI | tensorflow | 2.4.2 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow | 2.1.4 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow | 2.1.4, 2.2.3, 2.3.3, 2.4.2 | PYSEC-2021-219 |
| PyPI | tensorflow | 2.2.3 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-cpu | 2.4.2 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-cpu | 2.1.4 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-cpu | 2.2.3 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-cpu | 2.3.3 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-cpu | 2.1.4, 2.2.3, 2.3.3, 2.4.2 | PYSEC-2021-510 |
| PyPI | tensorflow-gpu | 2.3.3 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-gpu | 2.4.2 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-gpu | 2.1.4 | GHSA-c45w-2wxr-pp53 |
| PyPI | tensorflow-gpu | 2.1.4, 2.2.3, 2.3.3, 2.4.2 | PYSEC-2021-708 |
| PyPI | tensorflow-gpu | 2.2.3 | GHSA-c45w-2wxr-pp53 |
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-125 · Vector: CVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:L