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osvGoogleOSV:PYSEC-2021-622
HistoryNov 05, 2021 - 11:15 p.m.

PYSEC-2021-622

2021-11-0523:15:00
Google
osv.dev
21
tensorflow
machine learning
deadlock
`tf.function`
python
vulnerability
denial of service
reentrant lock
tensorflow 2.7.0
cherrypick
commit
tensorflow 2.6.1
tensorflow 2.5.2
tensorflow 2.4.4

EPSS

0.001

Percentile

23.6%

TensorFlow is an open source platform for machine learning. In affected versions the code behind tf.function API can be made to deadlock when two tf.function decorated Python functions are mutually recursive. This occurs due to using a non-reentrant Lock Python object. Loading any model which contains mutually recursive functions is vulnerable. An attacker can cause denial of service by causing users to load such models and calling a recursive tf.function, although this is not a frequent scenario. 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.

EPSS

0.001

Percentile

23.6%