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osvGoogleOSV:PYSEC-2021-509
HistoryMay 14, 2021 - 8:15 p.m.

PYSEC-2021-509

2021-05-1420:15:00
Google
osv.dev
9
tensorflow
machine learning
denial of service
segmentation faults
vulnerability
validation
attacker
buffer overflow
fix
tensorflow 2.5.0
cherrypick
tensorflow 2.4.2
tensorflow 2.3.3
tensorflow 2.2.3
tensorflow 2.1.4
supported range

EPSS

0

Percentile

12.8%

TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in tf.raw_ops.CTCBeamSearchDecoder, an attacker can trigger denial of service via segmentation faults. The implementation(https://github.com/tensorflow/tensorflow/blob/a74768f8e4efbda4def9f16ee7e13cf3922ac5f7/tensorflow/core/kernels/ctc_decoder_ops.cc#L68-L79) fails to detect cases when the input tensor is empty and proceeds to read data from a null buffer. 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%

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