CVE-2020-15194
Denial of Service in Tensorflow
Description
In Tensorflow before versions 1.15.4, 2.0.3, 2.1.2, 2.2.1 and 2.3.1, the `SparseFillEmptyRowsGrad` implementation has incomplete validation of the shapes of its arguments. Although `reverse_index_map_t` and `grad_values_t` are accessed in a similar pattern, only `reverse_index_map_t` is validated to be of proper shape. Hence, malicious users can pass a bad `grad_values_t` to trigger an assertion failure in `vec`, causing denial of service in serving installations. The issue is patched in commit 390611e0d45c5793c7066110af37c8514e6a6c54, and is released in TensorFlow versions 1.15.4, 2.0.3, 2.1.2, 2.2.1, or 2.3.1."
How to fix CVE-2020-15194
To remediate CVE-2020-15194, upgrade the affected package to a fixed version below.
- —upgrade to 1.15.4 or later
- —upgrade to 1.15.4 or later
- —upgrade to 390611e0d45c5793c7066110af37c8514e6a6c54 or later
- —upgrade to 390611e0d45c5793c7066110af37c8514e6a6c54 or later
- —upgrade to 1.15.4 or later
- —upgrade to 390611e0d45c5793c7066110af37c8514e6a6c54 or later
- —upgrade to 1.15.4 or later
Is CVE-2020-15194 being exploited?
Low — EPSS is 0.2%, meaning exploitation activity has not been observed at scale.
Affected packages (7)
- from 0, < 1.15.4, >= 2.0.0, < 2.0.3, >= 2.1.0, < 2.1.2, >= 2.2.0, < 2.2.1, >= 2.3.0, < 2.3.1
- from 0, < 1.15.4
- from 0, < 390611e0d45c5793c7066110af37c8514e6a6c54 | from 0, < 1.15.4, >= 2.0.0, < 2.0.3, >= 2.1.0, < 2.1.2, >= 2.2.0, < 2.2.1, >= 2.3.0, < 2.3.1
- from 0, < 390611e0d45c5793c7066110af37c8514e6a6c54 | from 0, < 1.15.4, >= 2.0.0, < 2.0.3, >= 2.1.0, < 2.1.2, >= 2.2.0, < 2.2.1, >= 2.3.0, < 2.3.1
- from 0, < 1.15.4
- from 0, < 390611e0d45c5793c7066110af37c8514e6a6c54 | from 0, < 1.15.4, >= 2.0.0, < 2.0.3, >= 2.1.0, < 2.1.2, >= 2.2.0, < 2.2.1, >= 2.3.0, < 2.3.1
- from 0, < 1.15.4
CVSS scores
| Source | Version | Severity | Vector |
|---|---|---|---|
| osv | CVSS 4.0 | — | CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:N/VC:N/VI:N/VA:L/SC:N/SI:N/SA:N |
| osv | CVSS 3.1 | MEDIUM5.3 | CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L |