.. features.rst :orphan: .. _features: Features ======== What follows here are a few notable features of the nGraph Compiler stack. .. as well as a brief illustration or demonstration of that feature. * **Fusion** -- Fuse multiple ops to to decrease memory usage. * **Data layout abstraction** -- Make abstraction easier and faster with nGraph translating element order to work best for a given or available device. * **Data reuse** -- Save results and reuse for subgraphs with the same input. * **Graph scheduling** -- Run similar subgraphs in parallel via multi-threading. * **Graph partitioning** -- Partition subgraphs to run on different devices to speed up computation; make better use of spare CPU cycles with nGraph. * **Memory management** -- Prevent peak memory usage by intercepting a graph with or by a "saved checkpoint," and to enable data auditing.