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osvGoogleOSV:PYSEC-2021-212
HistoryMay 14, 2021 - 8:15 p.m.

PYSEC-2021-212

2021-05-1420:15:00
Google
osv.dev
11
tensorflow
reversesequence
denial of service
invalid argument validation
fix
supported range
machine learning

EPSS

0.001

Percentile

25.6%

TensorFlow is an end-to-end open source platform for machine learning. The implementation of tf.raw_ops.ReverseSequence allows for stack overflow and/or CHECK-fail based denial of service. The implementation(https://github.com/tensorflow/tensorflow/blob/5b3b071975e01f0d250c928b2a8f901cd53b90a7/tensorflow/core/kernels/reverse_sequence_op.cc#L114-L118) fails to validate that seq_dim and batch_dim arguments are valid. Negative values for seq_dim can result in stack overflow or CHECK-failure, depending on the version of Eigen code used to implement the operation. Similar behavior can be exhibited by invalid values of batch_dim. 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

0.001

Percentile

25.6%