Debugging#
When things are not behaving as expected, it is good to start by understanding the topology of the execution graph. As described in the Graph Concepts section, the execution graph is built of many nested graphs. The framework allows you to visualize a flattened versions of this graph.
std::ostringstream stream;
writeFlattenedAsGraphviz(test.g, stream);
Graph utilities will traverse the entire topology of the graph and write it out to a given stream in GraphViz format. Below is an interactive example of an execution graph. The svg file was generated using an online editor.
The output is flattened, which means that all instantiated NodeGraphDef
are expanded in place. We use a small number
of colors to help visually distinguish nodes that are in the same topology. It also helps identify when two expanded
node graph definitions are references of the same definition in memory.