Int overflow in `RaggedRangeOp` in Tensoflow
Description
TensorFlow is an open source platform for machine learning. The RaggedRangOp function takes an argument limits that is eventually used to construct a TensorShape as an int64. If limits is a very large float, it can overflow when converted to an int64. This triggers an InvalidArgument but also throws an abort signal that crashes the program. We have patched the issue in GitHub commit 37cefa91bee4eace55715eeef43720b958a01192. The fix will be included in TensorFlow 2.10.0. We will also cherrypick this commit on TensorFlow 2.9.1, TensorFlow 2.8.1, and TensorFlow 2.7.2, as these are also affected and still in supported range. There are no known workarounds for this issue.
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Affected packages
Versions sourced from the GitHub Security Advisory.
| Package | Affected versions | Patched versions |
|---|---|---|
tensorflowPyPI | < 2.7.2 | 2.7.2 |
tensorflowPyPI | >= 2.8.0, < 2.8.1 | 2.8.1 |
tensorflowPyPI | >= 2.9.0, < 2.9.1 | 2.9.1 |
tensorflow-cpuPyPI | < 2.7.2 | 2.7.2 |
tensorflow-cpuPyPI | >= 2.8.0, < 2.8.1 | 2.8.1 |
tensorflow-cpuPyPI | >= 2.9.0, < 2.9.1 | 2.9.1 |
tensorflow-gpuPyPI | < 2.7.2 | 2.7.2 |
tensorflow-gpuPyPI | >= 2.8.0, < 2.8.1 | 2.8.1 |
tensorflow-gpuPyPI | >= 2.9.0, < 2.9.1 | 2.9.1 |
Affected products
5- osv-coords4 versions
>= 2.7.0, < 2.7.2+ 3 more
- (no CPE)range: >= 2.7.0, < 2.7.2
- (no CPE)range: < 2.7.2
- (no CPE)range: < 2.7.2
- (no CPE)range: < 2.7.2
- Range: < 2.7.2
Patches
Vulnerability mechanics
References
6- github.com/advisories/GHSA-x989-q2pq-4q5xghsaADVISORY
- nvd.nist.gov/vuln/detail/CVE-2022-35940ghsaADVISORY
- github.com/tensorflow/tensorflow/blob/0b6b491d21d6a4eb5fbab1cca565bc1e94ca9543/tensorflow/core/kernels/ragged_range_op.ccghsax_refsource_MISCWEB
- github.com/tensorflow/tensorflow/commit/37cefa91bee4eace55715eeef43720b958a01192ghsax_refsource_MISCWEB
- github.com/tensorflow/tensorflow/releases/tag/v2.10.0ghsaWEB
- github.com/tensorflow/tensorflow/security/advisories/GHSA-x989-q2pq-4q5xghsax_refsource_CONFIRMWEB
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