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osvGoogleOSV:PYSEC-2021-643
HistoryMay 14, 2021 - 8:15 p.m.

PYSEC-2021-643

2021-05-1420:15:00
Google
osv.dev
12
tensorflow
machine learning
malicious user
conv3d
implementation
division by 0
eigen assertion

EPSS

0

Percentile

12.8%

TensorFlow is an end-to-end open source platform for machine learning. A malicious user could trigger a division by 0 in Conv3D implementation. The implementation(https://github.com/tensorflow/tensorflow/blob/42033603003965bffac51ae171b51801565e002d/tensorflow/core/kernels/conv_ops_3d.cc#L143-L145) does a modulo operation based on user controlled input. Thus, when filter has a 0 as the fifth element, this results in a division by 0. Additionally, if the shape of the two tensors is not valid, an Eigen assertion can be triggered, resulting in a program crash. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.

EPSS

0

Percentile

12.8%