* Association of nodes and tensors in graphs with Python source lines
* Profiling of models at the level of graph nodes and Python source lines.
(Omitted internal-only feature)
+* A [gRPC](https://grpc.io/)-based remote debugging protocol, which allows us to
+ build a browser-based graphical user interface (GUI) for TFDBG: the
+ [TensorBoard Debugger Plugin](https://github.com/tensorflow/tensorboard/blob/master/tensorboard/plugins/debugger/README.md).
## How to use TFDBG?
* For a walkthrough of TFDBG command-line interface, see https://www.tensorflow.org/programmers_guide/debugger.
+* For information on the web GUI of TFDBG (TensorBoard Debugger Plugin), see
+ [this README](https://github.com/tensorflow/tensorboard/blob/master/tensorboard/plugins/debugger/README.md).
* For programmatic use of the API of TFDBG, see https://www.tensorflow.org/api_docs/python/tfdbg.
+
## Related Publications
* Cai, S., Breck E., Nielsen E., Salib M., Sculley D. (2016) TensorFlow Debugger: