Abstract: Database systems and methods are provided for parallel processing heterogenous jobs at a database system. One method involves identifying database records corresponding to a batch of jobs and identifying, for the respective jobs, a respective set of related database records associated with the respective job based on a respective value for a metadata field of the respective database record corresponding to the respective job. The metadata field value uniquely identifies the respective set of related database records associated with the respective database record. The method divides the batch of jobs into chunks based on the respective sets of related database records associated with the respective jobs. Each chunk includes a respective subset of the batch of jobs having an aggregate workload based on the respective sets of related database records associated with the respective jobs of the respective chunk that is less than a chunking threshold.

Abstract: The disclosure provides an example method for configuring a cluster of hosts. The method generally includes defining a global transport node profile that defines a first configuration for the cluster of hosts, defining a sub-transport node profile that defines a second configuration, assigning one or more hosts of the cluster to the sub-transport node profile and configuring the cluster of hosts based on the global transport node profile and the sub-transport node profile comprising: configuring the one or more hosts of the cluster based on the first configuration and the second configuration; and configuring at least one host of the cluster not assigned to the sub-transport node profile based on the first configuration and not the second configuration.

Abstract: The disclosure provides an example method for configuring a cluster of hosts. The method generally includes defining a global transport node profile that defines a first configuration for the cluster of hosts, defining a sub-transport node profile that defines a second configuration, assigning one or more hosts of the cluster to the sub-transport node profile and configuring the cluster of hosts based on the global transport node profile and the sub-transport node profile comprising: configuring the one or more hosts of the cluster based on the first configuration and the second configuration; and configuring at least one host of the cluster not assigned to the sub-transport node profile based on the first configuration and not the second configuration.

Abstract: Systems and methods for detecting, geolocating, assessing, and/or inventorying infrastructure assets. In some embodiments, a plurality of images captured by a moving camera may be used to generate a point cloud. A plurality of points corresponding to a pavement surface may be identified from the point cloud. The plurality of points may be used to generate at least one synthetic image of the pavement surface, the at least one synthetic image having at least one selected camera pose. The at least one synthetic image may be used to assess at least one condition of the pavement surface.

Abstract: Systems and methods for detecting, geolocating, assessing, and/or inventorying infrastructure assets. In some embodiments, a plurality of images captured by a moving camera may be used to generate a point cloud. A plurality of points corresponding to a pavement surface may be identified from the point cloud. The plurality of points may be used to generate at least one synthetic image of the pavement surface, the at least one synthetic image having at least one selected camera pose. The at least one synthetic image may be used to assess at least one condition of the pavement surface.

Abstract: Systems and methods for detecting, geolocating, assessing, and/or inventorying infrastructure assets. In some embodiments, a plurality of images captured by a moving camera may be used to generate a point cloud. A plurality of points corresponding to a pavement surface may be identified from the point cloud. The plurality of points may be used to generate at least one synthetic image of the pavement surface, the at least one synthetic image having at least one selected camera pose. The at least one synthetic image may be used to assess at least one condition of the pavement surface.