Abstract: Systems, methods, and apparatus are described herein for aggregating genome data into bins with summary data at various levels. As described herein, a computing device may be configured to receive genome data associated with a genome. The computing device may be configured to generate an aggregate file using the received genome data. The aggregate file may include a plurality of bins at a plurality of depths. The computing device may be configured to determine summary data for respective reads associated with one or more respective portions of the genome covered by respective bins of the plurality of bins. The computing device may be configured to store the summary data for the respective reads in respective bins of the plurality of bins. The computing device may be configured to display a portion of the summary data in response to a selection of a genomic region by a user.

Abstract: A method of providing a parent container image may include obtaining container image names, obtaining layer hashes, constructing a structured database, and returning a parent container image. The container image names may be of container images that include static executable software for running a process. The layer hashes may be obtained for each of the container images. The structured database may be based on relationships between the container images, which may be identified using the layer hashes. The parent container image may be returned in response to a query regarding a container image. The parent container image may be identified using the structured database.

Abstract: A method may include receiving software artifacts representing previously developed software entities from one or more repository sources. The method may include constructing a knowledge graph of the software artifacts. The method include training, using the knowledge graph, a graph neural network model to recommend one or more of the previously developed software entities for a software development objective. In some aspects, the method may include generating a recommendation including one or more of the previously developed software entities to be used for the software development objective.