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CVE-2021-41197

CVE-2021-41197 · Crashes due to overflow and `CHECK`-fail in ops with large tensor shapes

This page contains facts from public vulnerability sources. Check the original advisory before updating.

TensorFlow is an open source platform for machine learning. In affected versions TensorFlow allows tensor to have a large number of dimensions and each dimension can be as large as desired. However, the total number of elements in a tensor must fit within an `int64_t`. If an overflow occurs, `MultiplyWithoutOverflow` would return a negative result. In the majority of TensorFlow codebase this then results in a `CHECK`-failure. Newer constructs exist which return a `Status` instead of crashing the binary. This is similar to CVE-2021-29584. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range.

CVSS 5.5 · Medium · EPSS 0.3% · Fix available

Published
Updated

Stack: python

Affected products and versions

  • tensorflow

    Versions
    • >= 2.6.0, < 2.6.1: Affected
    • >= 2.5.0, < 2.5.2: Affected
    • < 2.4.4: Affected

    No fix published

  • tensorflow PyPI

    Versions
    • 2.6.0
    Affected ranges
    • ECOSYSTEM: ≥ 2.6.0, < 2.6.1

    Update to 2.6.1

  • tensorflow PyPI

    Versions
    • 2.5.0
    • 2.5.1
    Affected ranges
    • ECOSYSTEM: ≥ 2.5.0, < 2.5.2

    Update to 2.5.2

  • tensorflow PyPI

    Versions
    • 0.12.0
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.10.0
    • 1.10.1
    • 1.11.0
    • 1.12.0
    • 1.12.2
    • 1.12.3
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.15.0
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.1
    • 1.3.0
    • 1.4.0
    • 1.4.1
    • 1.5.0
    • 1.5.1
    • 1.6.0
    • 1.7.0
    • 1.7.1
    • 1.8.0
    • 1.9.0
    • 2.0.0
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.1.4
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.2.3
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.3.3
    • 2.3.4
    • 2.4.0
    • 2.4.1
    • 2.4.2
    • 2.4.3
    Affected ranges
    • ECOSYSTEM: < 2.4.4

    Update to 2.4.4

  • tensorflow-cpu PyPI

    Versions
    • 2.6.0
    Affected ranges
    • ECOSYSTEM: ≥ 2.6.0, < 2.6.1

    Update to 2.6.1

  • tensorflow-cpu PyPI

    Versions
    • 2.5.0
    • 2.5.1
    Affected ranges
    • ECOSYSTEM: ≥ 2.5.0, < 2.5.2

    Update to 2.5.2

  • tensorflow-cpu PyPI

    Versions
    • 1.15.0
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.1.4
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.2.3
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.3.3
    • 2.3.4
    • 2.4.0
    • 2.4.1
    • 2.4.2
    • 2.4.3
    Affected ranges
    • ECOSYSTEM: < 2.4.4

    Update to 2.4.4

  • tensorflow-gpu PyPI

    Versions
    • 2.6.0
    Affected ranges
    • ECOSYSTEM: ≥ 2.6.0, < 2.6.1

    Update to 2.6.1

  • tensorflow-gpu PyPI

    Versions
    • 2.5.0
    • 2.5.1
    Affected ranges
    • ECOSYSTEM: ≥ 2.5.0, < 2.5.2

    Update to 2.5.2

  • tensorflow-gpu PyPI

    Versions
    • 0.12.0
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.10.0
    • 1.10.1
    • 1.11.0
    • 1.12.0
    • 1.12.2
    • 1.12.3
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.15.0
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.1
    • 1.3.0
    • 1.4.0
    • 1.4.1
    • 1.5.0
    • 1.5.1
    • 1.6.0
    • 1.7.0
    • 1.7.1
    • 1.8.0
    • 1.9.0
    • 2.0.0
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.1.4
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.2.3
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.3.3
    • 2.3.4
    • 2.4.0
    • 2.4.1
    • 2.4.2
    • 2.4.3
    Affected ranges
    • ECOSYSTEM: < 2.4.4

    Update to 2.4.4

  • tensorflow PyPI

    Versions
    • 0.12.0
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.10.0
    • 1.10.1
    • 1.11.0
    • 1.12.0
    • 1.12.2
    • 1.12.3
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.15.0
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.1
    • 1.3.0
    • 1.4.0
    • 1.4.1
    • 1.5.0
    • 1.5.1
    • 1.6.0
    • 1.7.0
    • 1.7.1
    • 1.8.0
    • 1.9.0
    • 2.0.0
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.1.4
    • 2.2.0
    • 2.2.0rc0
    • 2.2.0rc1
    • 2.2.0rc2
    • 2.2.0rc3
    • 2.2.0rc4
    • 2.2.1
    • 2.2.2
    • 2.2.3
    • 2.3.0
    • 2.3.0rc0
    • 2.3.0rc1
    • 2.3.0rc2
    • 2.3.1
    • 2.3.2
    • 2.3.3
    • 2.3.4
    • 2.4.0
    • 2.4.0rc0
    • 2.4.0rc1
    • 2.4.0rc2
    • 2.4.0rc3
    • 2.4.0rc4
    • 2.4.1
    • 2.4.2
    • 2.4.3
    • 2.5.0
    • 2.5.1
    • 2.6.0
    • 2.7.0rc0
    • 2.7.0rc1
    Affected ranges
    • {"events": [{"introduced": "0"}, {"fixed": "a871989d7b6c18cdebf2fb4f0e5c5b62fbc19edf"}, {"fixed": "d81b1351da3e8c884ff836b64458d94e4a157c15"}, {"fixed": "7c1692bd417eb4f9b33ead749a41166d6080af85"}], "repo": "https://github.com/tensorflow/tensorflow", "type": "GIT"}
    • ECOSYSTEM: < 2.4.4 ∪ ≥ 2.5.0, < 2.5.2 ∪ ≥ 2.6.0, < 2.6.1 ∪ ≥ 2.7.0rc0, < 2.7.0

    Update to 2.4.4; Update to 2.5.2; Update to 2.6.1; Update to 2.7.0

  • tensorflow-cpu PyPI

    Versions
    • 1.15.0
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.1.4
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.2.3
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.3.3
    • 2.3.4
    • 2.4.0
    • 2.4.1
    • 2.4.2
    • 2.4.3
    • 2.5.0
    • 2.5.1
    • 2.6.0
    • 2.7.0rc0
    • 2.7.0rc1
    Affected ranges
    • {"events": [{"introduced": "0"}, {"fixed": "a871989d7b6c18cdebf2fb4f0e5c5b62fbc19edf"}, {"fixed": "d81b1351da3e8c884ff836b64458d94e4a157c15"}, {"fixed": "7c1692bd417eb4f9b33ead749a41166d6080af85"}], "repo": "https://github.com/tensorflow/tensorflow", "type": "GIT"}
    • ECOSYSTEM: < 2.4.4 ∪ ≥ 2.5.0, < 2.5.2 ∪ ≥ 2.6.0, < 2.6.1 ∪ ≥ 2.7.0rc0, < 2.7.0

    Update to 2.4.4; Update to 2.5.2; Update to 2.6.1; Update to 2.7.0

  • tensorflow-gpu PyPI

    Versions
    • 0.12.0
    • 0.12.1
    • 1.0.0
    • 1.0.1
    • 1.1.0
    • 1.10.0
    • 1.10.1
    • 1.11.0
    • 1.12.0
    • 1.12.2
    • 1.12.3
    • 1.13.1
    • 1.13.2
    • 1.14.0
    • 1.15.0
    • 1.15.2
    • 1.15.3
    • 1.15.4
    • 1.15.5
    • 1.2.0
    • 1.2.1
    • 1.3.0
    • 1.4.0
    • 1.4.1
    • 1.5.0
    • 1.5.1
    • 1.6.0
    • 1.7.0
    • 1.7.1
    • 1.8.0
    • 1.9.0
    • 2.0.0
    • 2.0.1
    • 2.0.2
    • 2.0.3
    • 2.0.4
    • 2.1.0
    • 2.1.1
    • 2.1.2
    • 2.1.3
    • 2.1.4
    • 2.2.0
    • 2.2.1
    • 2.2.2
    • 2.2.3
    • 2.3.0
    • 2.3.1
    • 2.3.2
    • 2.3.3
    • 2.3.4
    • 2.4.0
    • 2.4.1
    • 2.4.2
    • 2.4.3
    • 2.5.0
    • 2.5.1
    • 2.6.0
    • 2.7.0rc0
    • 2.7.0rc1
    Affected ranges
    • {"events": [{"introduced": "0"}, {"fixed": "a871989d7b6c18cdebf2fb4f0e5c5b62fbc19edf"}, {"fixed": "d81b1351da3e8c884ff836b64458d94e4a157c15"}, {"fixed": "7c1692bd417eb4f9b33ead749a41166d6080af85"}], "repo": "https://github.com/tensorflow/tensorflow", "type": "GIT"}
    • ECOSYSTEM: < 2.4.4 ∪ ≥ 2.5.0, < 2.5.2 ∪ ≥ 2.6.0, < 2.6.1 ∪ ≥ 2.7.0rc0, < 2.7.0

    Update to 2.4.4; Update to 2.5.2; Update to 2.6.1; Update to 2.7.0

Original sources

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