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THREATINT
PUBLISHED

CVE-2021-37647

Null pointer dereference in `SparseTensorSliceDataset` in TensorFlow



Description

TensorFlow is an end-to-end open source platform for machine learning. When a user does not supply arguments that determine a valid sparse tensor, `tf.raw_ops.SparseTensorSliceDataset` implementation can be made to dereference a null pointer. The [implementation](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/data/sparse_tensor_slice_dataset_op.cc#L240-L251) has some argument validation but fails to consider the case when either `indices` or `values` are provided for an empty sparse tensor when the other is not. If `indices` is empty, then [code that performs validation](https://github.com/tensorflow/tensorflow/blob/8d72537c6abf5a44103b57b9c2e22c14f5f49698/tensorflow/core/kernels/data/sparse_tensor_slice_dataset_op.cc#L260-L261) (i.e., checking that the indices are monotonically increasing) results in a null pointer dereference. If `indices` as provided by the user is empty, then `indices` in the C++ code above is backed by an empty `std::vector`, hence calling `indices->dim_size(0)` results in null pointer dereferencing (same as calling `std::vector::at()` on an empty vector). We have patched the issue in GitHub commit 02cc160e29d20631de3859c6653184e3f876b9d7. 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.

Reserved 2021-07-29 | Published 2021-08-12 | Updated 2024-08-04 | Assigner GitHub_M


HIGH: 7.7CVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:H/A:H

Problem types

CWE-476: NULL Pointer Dereference

Product status

>= 2.5.0, < 2.5.1
affected

>= 2.4.0, < 2.4.3
affected

< 2.3.4
affected

References

github.com/...orflow/security/advisories/GHSA-c5x2-p679-95wc

github.com/...ommit/02cc160e29d20631de3859c6653184e3f876b9d7

cve.org (CVE-2021-37647)

nvd.nist.gov (CVE-2021-37647)

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