Impact
Converting a string (from Python) to a tf.float16 value results in a segmentation fault in eager mode as the format checks for this use case are only in the graph mode.
This issue can lead to denial of service in inference/training where a malicious attacker can send a data point which contains a string instead of a tf.float16 value.
Similar effects can be obtained by manipulating saved models and checkpoints whereby replacing a scalar tf.float16 value with a scalar string will trigger this issue due to automatic conversions.
This can be easily reproduced by tf.constant("hello", tf.float16), if eager execution is enabled.
Patches
We have patched the vulnerability in GitHub commit 5ac1b9.
We are additionally releasing TensorFlow 1.15.1 and 2.0.1 with this vulnerability patched.
TensorFlow 2.1.0 was released after we fixed the issue, thus it is not affected.
We encourage users to switch to TensorFlow 1.15.1, 2.0.1 or 2.1.0.
For more information
Please consult SECURITY.md for more information regarding the security model and how to contact us with issues and questions.
References
Impact
Converting a string (from Python) to a
tf.float16value results in a segmentation fault in eager mode as the format checks for this use case are only in the graph mode.This issue can lead to denial of service in inference/training where a malicious attacker can send a data point which contains a string instead of a
tf.float16value.Similar effects can be obtained by manipulating saved models and checkpoints whereby replacing a scalar
tf.float16value with a scalar string will trigger this issue due to automatic conversions.This can be easily reproduced by
tf.constant("hello", tf.float16), if eager execution is enabled.Patches
We have patched the vulnerability in GitHub commit 5ac1b9.
We are additionally releasing TensorFlow 1.15.1 and 2.0.1 with this vulnerability patched.
TensorFlow 2.1.0 was released after we fixed the issue, thus it is not affected.
We encourage users to switch to TensorFlow 1.15.1, 2.0.1 or 2.1.0.
For more information
Please consult
SECURITY.mdfor more information regarding the security model and how to contact us with issues and questions.References