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@ -89,7 +89,7 @@ internal communication only. It is not built for use in an untrusted network.**
For performance reasons, the default TensorFlow server does not include any For performance reasons, the default TensorFlow server does not include any
authorization protocol and sends messages unencrypted. It accepts connections authorization protocol and sends messages unencrypted. It accepts connections
from anywhere and executes the graphs it is sent without performing any checks. from anywhere, and executes the graphs it is sent without performing any checks.
Therefore, if you run a `tf.train.Server` in your network, anybody with Therefore, if you run a `tf.train.Server` in your network, anybody with
access to the network can execute what you should consider arbitrary code with access to the network can execute what you should consider arbitrary code with
the privileges of the process running the `tf.train.Server`. the privileges of the process running the `tf.train.Server`.
@ -129,7 +129,7 @@ with specially crafted inputs.
### What is a vulnerability? ### What is a vulnerability?
Given TensorFlow's flexibility, it is possible to specify computation graphs Given TensorFlow's flexibility, it is possible to specify computation graphs
that exhibit unexpected or unwanted behavior. The fact that TensorFlow models which exhibit unexpected or unwanted behavior. The fact that TensorFlow models
can perform arbitrary computations means that they may read and write files, can perform arbitrary computations means that they may read and write files,
communicate via the network, produce deadlocks and infinite loops, or run out communicate via the network, produce deadlocks and infinite loops, or run out
of memory. It is only when these behaviors are outside the specifications of the of memory. It is only when these behaviors are outside the specifications of the