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CVE-2022-29198: Improper Input Validation

May 20, 2022 (updated May 27, 2022)

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of tf.raw_ops.SparseTensorToCSRSparseMatrix does not fully validate the input arguments. This results in a CHECK-failure which can be used to trigger a denial of service attack. The code assumes dense_shape is a vector and indices is a matrix (as part of requirements for sparse tensors) but there is no validation for this. Versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4 contain a patch for this issue.

References

  • github.com/advisories/GHSA-mg66-qvc5-rm93
  • github.com/tensorflow/tensorflow/blob/f3b9bf4c3c0597563b289c0512e98d4ce81f886e/tensorflow/core/kernels/sparse/sparse_tensor_to_csr_sparse_matrix_op.cc
  • github.com/tensorflow/tensorflow/commit/ea50a40e84f6bff15a0912728e35b657548cef11
  • github.com/tensorflow/tensorflow/releases/tag/v2.6.4
  • github.com/tensorflow/tensorflow/releases/tag/v2.7.2
  • github.com/tensorflow/tensorflow/releases/tag/v2.8.1
  • github.com/tensorflow/tensorflow/releases/tag/v2.9.0
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-mg66-qvc5-rm93
  • nvd.nist.gov/vuln/detail/CVE-2022-29198

Code Behaviors & Features

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Affected versions

Version 2.7.0, all versions before 2.6.4, all versions starting from 2.8.0 up to 2.9.0

Fixed versions

  • 2.6.4
  • 2.9.1

Solution

Upgrade to versions 2.6.4, 2.9.1 or above.

Impact 5.5 MEDIUM

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

Learn more about CVSS

Weakness

  • CWE-20: Improper Input Validation

Source file

pypi/tensorflow/CVE-2022-29198.yml

Spotted a mistake? Edit the file on GitLab.

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