Segfault and data corruption in tensorflow-lite
Key facts
- Attack vector
- Network
- Privileges required
- None
- User interaction
- None
- Attack complexity
- High
- Impact type
- Code execution
- Confidentiality · integrity · availability
- High · High · High
- Fix status
- Fixed
Attack profile from CVSS 3.1 · NVD. Fix status from CNA and GitHub. Impact type from CWE-119 and the CVSS impact.
Summary
In tensorflow-lite before versions 1.15.4, 2.0.3, 2.1.2, 2.2.1 and 2.3.1, to mimic Python's indexing with negative values, TFLite uses `ResolveAxis` to convert negative values to positive indices. However, the only check that the converted index is now valid is only present in debug builds. If the `DCHECK` does not trigger, then code execution moves ahead with a negative index. This, in turn, results in accessing data out of bounds which results in segfaults and/or data corruption. The issue is patched in commit 2d88f470dea2671b430884260f3626b1fe99830a, and is released in TensorFlow versions 1.15.4, 2.0.3, 2.1.2, 2.2.1, or 2.3.1.
Why it matters now
SSVC decision points
Not available: CISA has not published SSVC decision points for this record.
Affected products
| Vendor | Product | Affected versions | Fixed in | Status | Source |
|---|---|---|---|---|---|
| tensorflow | before 1.15.4; 2.0.0 to before 2.0.3; 2.1.0 to before 2.1.2; 2.2.0 to before 2.2.1; 2.3.0 to before 2.3.1 | 1.15.4, 2.0.3, 2.1.2, 2.2.1, 2.3.1 | Patch available | CNA | |
| — | tensorflow (PyPI) | before 1.15.4 | 1.15.4 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow (PyPI) | 2.0.0 to before 2.0.3 | 2.0.3 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow (PyPI) | 2.1.0 to before 2.1.2 | 2.1.2 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow (PyPI) | 2.2.0 to before 2.2.1 | 2.2.1 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow (PyPI) | 2.3.0 to before 2.3.1 | 2.3.1 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-cpu (PyPI) | before 1.15.4 | 1.15.4 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-cpu (PyPI) | 2.0.0 to before 2.0.3 | 2.0.3 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-cpu (PyPI) | 2.1.0 to before 2.1.2 | 2.1.2 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-cpu (PyPI) | 2.2.0 to before 2.2.1 | 2.2.1 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-cpu (PyPI) | 2.3.0 to before 2.3.1 | 2.3.1 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-gpu (PyPI) | before 1.15.4 | 1.15.4 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-gpu (PyPI) | 2.0.0 to before 2.0.3 | 2.0.3 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-gpu (PyPI) | 2.1.0 to before 2.1.2 | 2.1.2 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-gpu (PyPI) | 2.2.0 to before 2.2.1 | 2.2.1 | Patch available | GHSA-q4qf-3fc6-8x34 |
| — | tensorflow-gpu (PyPI) | 2.3.0 to before 2.3.1 | 2.3.1 | Patch available | GHSA-q4qf-3fc6-8x34 |
- tensorflow VendorGoogle Affected before 1.15.4; 2.0.0 to before 2.0.3; 2.1.0 to before 2.1.2; 2.2.0 to before 2.2.1; 2.3.0 to before 2.3.1 Fixed in 1.15.4, 2.0.3, 2.1.2, 2.2.1, 2.3.1 Patch available CNA
- tensorflow (PyPI) Vendor— Affected before 1.15.4 Fixed in 1.15.4 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow (PyPI) Vendor— Affected 2.0.0 to before 2.0.3 Fixed in 2.0.3 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow (PyPI) Vendor— Affected 2.1.0 to before 2.1.2 Fixed in 2.1.2 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow (PyPI) Vendor— Affected 2.2.0 to before 2.2.1 Fixed in 2.2.1 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow (PyPI) Vendor— Affected 2.3.0 to before 2.3.1 Fixed in 2.3.1 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-cpu (PyPI) Vendor— Affected before 1.15.4 Fixed in 1.15.4 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-cpu (PyPI) Vendor— Affected 2.0.0 to before 2.0.3 Fixed in 2.0.3 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-cpu (PyPI) Vendor— Affected 2.1.0 to before 2.1.2 Fixed in 2.1.2 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-cpu (PyPI) Vendor— Affected 2.2.0 to before 2.2.1 Fixed in 2.2.1 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-cpu (PyPI) Vendor— Affected 2.3.0 to before 2.3.1 Fixed in 2.3.1 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-gpu (PyPI) Vendor— Affected before 1.15.4 Fixed in 1.15.4 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-gpu (PyPI) Vendor— Affected 2.0.0 to before 2.0.3 Fixed in 2.0.3 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-gpu (PyPI) Vendor— Affected 2.1.0 to before 2.1.2 Fixed in 2.1.2 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-gpu (PyPI) Vendor— Affected 2.2.0 to before 2.2.1 Fixed in 2.2.1 Patch available GHSA-q4qf-3fc6-8x34
- tensorflow-gpu (PyPI) Vendor— Affected 2.3.0 to before 2.3.1 Fixed in 2.3.1 Patch available GHSA-q4qf-3fc6-8x34
Remediation
- Fix · CNA tensorflow (tensorflow) Fixed in 1.15.4, 2.0.3, 2.1.2, 2.2.1, 2.3.1
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow (PyPI) Fixed in 1.15.4 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow (PyPI) Fixed in 2.0.3 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow (PyPI) Fixed in 2.1.2 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow (PyPI) Fixed in 2.2.1 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow (PyPI) Fixed in 2.3.1 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-cpu (PyPI) Fixed in 1.15.4 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-cpu (PyPI) Fixed in 2.0.3 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-cpu (PyPI) Fixed in 2.1.2 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-cpu (PyPI) Fixed in 2.2.1 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-cpu (PyPI) Fixed in 2.3.1 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-gpu (PyPI) Fixed in 1.15.4 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-gpu (PyPI) Fixed in 2.0.3 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-gpu (PyPI) Fixed in 2.1.2 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-gpu (PyPI) Fixed in 2.2.1 Advisory →
- Fix · GHSA-q4qf-3fc6-8x34 tensorflow-gpu (PyPI) Fixed in 2.3.1 Advisory →
Fixed in the same release
Records fixed by the same vendor advisory or release, as the CNA lists them.
- Advisory ·
tensorflow — openSUSE-SU-2020:1766
16 records Highest priority Priority MEDIUM 6 MEDIUM, 10 LOW
Other records, highest priority first
- TI-2020-11980 Data corruption in tensorflow-litePriority MEDIUM 44
- TI-2020-11977 Data leak in TensorflowPriority MEDIUM 44
- TI-2020-11978 Denial of Service in TensorflowPriority MEDIUM 41
Timeline
- 2026-10-02 Threatist record created from CVE-2020-15207
- 2026-10-03 Alias added: GHSA-q4qf-3fc6-8x34
References
Advisory 3
Other 4
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-cpu/PYSEC-2020-287.yaml
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow-gpu/PYSEC-2020-322.yaml
- https://github.com/pypa/advisory-database/tree/main/vulns/tensorflow/PYSEC-2020-130.yaml
- https://github.com/tensorflow/tensorflow
More Google Tensorflow vulnerabilities
- TI-2022-20241 FractionalMaxPool and FractionalAVGPool heap out-of-bounds acess in Tensorflow CVSS 3.1CRITICAL 9.8
- TI-2022-07640 Integer overflow in Tensorflow CVSS 3.1CRITICAL 9.8
- TI-2022-07627 Out of bounds read and write in Tensorflow CVSS 3.1HIGH 8.8
- TI-2022-07619 Out of bounds write in Tensorflow CVSS 3.1HIGH 8.8
- TI-2022-07613 Read and Write outside of bounds in TFLite CVSS 3.1HIGH 8.8
- TI-2022-07612 Integer overflow in TFLite CVSS 3.1HIGH 8.8
Sources
- CVE-2020-15207 · CVE Program
- CVE-2020-15207 · NVD
- FIRST EPSS
- GHSA-q4qf-3fc6-8x34 · GitHub Advisory Database · CC BY 4.0
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