Abstract: An example method for routing a message in a dynamic service mesh includes receiving at a mesh point a first message from a sender service and determining, based on a routing table, whether the mesh point has previously received a second message from the sender service. When the mesh point is determined to not have received the second message from the sender service, the first message is routed to a target service in the dynamic service mesh. The method includes receiving an indication of whether the first message has been accepted by the target service and updating the routing table based on the indication. When the indication indicates that the first message has been rejected by the target service, the first message is routed from the mesh point to a second target service.

Abstract: A system and method of dynamic collaboration during query processing includes determining a load factor for a data source, receiving a query at a query assistant running on a computer server, determining a complexity of the query, adjusting the complexity by the load factor, simplifying the query by removing one or more first query elements from the query when the adjusted complexity is above a threshold, forming a query plan where the first query elements are designated for processing outside the data source, and performing the query plan by sending one or more abbreviated queries to the data source and processing the first query elements using the query assistant. The abbreviated queries are based on the query with the first query elements removed. In some examples, the query may be iteratively simplified until a second adjusted complexity of a simplified version of the query falls below the threshold.

Abstract: A system and method of querying hybrid multi data sources includes receiving a query at a hybrid multi data source running on a computer server, creating a list of data sources, filtering the list of data sources based on data source hints included in the query, filtering the list of data sources based on data source rules, forming one or more query plans for processing the query, evaluating each of the query plans, selecting a first query plan from the query plans based on results of the evaluating, and performing the first query plan. Each query plan corresponds to a data source in the filtered list of data sources. In some examples, the first query plan has a lowest cost of each of the query plans. In some examples, the first query plan is based on probabilities associated with the cost of each of the query plans.

Abstract: A system and method of estimating impact of software updates includes obtaining usage measures for an instance of a software application, analyzing the software update of the software application by comparing base code for the software application to updated code for the software application, identifying one or more lines of interest from the base code based on the comparing, and aggregating the usage measures for the instance associated with the lines of interest to determine an impact factor. The base code corresponds to source code for the instance. The updated code corresponds to source code for the software application after the software update is applied to the base code. In some examples, the system and method further include normalizing the impact factor based on a length of time used to collect the usage measures, a number of lines of code in the base code, and a number of lines of code in the updated code.

Abstract: A system and method of run time dependency resolution includes loading one or more dependency descriptors from an archive, determining that a class is to be loaded at run-time, selecting a first dependency descriptor from the one or more dependency descriptors based on information associated with the class, requesting the class from a dependency repository based on information associated with the class and information associated with the first dependency descriptor, receiving the class from the dependency repository, and loading the class. In some examples, the system and method further include determining a package for the dependency repository, loading the package, extracting a class file from the package, splitting the class file into one or more fragments, tagging each of the one or more fragments with information associated with the class file and the package, and transmitting each of the one or more tagged fragments to the dependency repository.

Abstract: A system and method of batch query processing includes accumulating data queries in a query holding area of a query assistant running in a computer server, separating the accumulated data queries into a plurality of partitions, ordering the partitions, ordering the accumulated data queries within each of the partitions, and processing the accumulated data queries in an order based on the ordering of the partitions and the ordering of the data queries within each of the partitions. Each of the partitions includes data queries with a respective from-type. Each respective from-type is associated with a combination of storage tables accessed by each of the data queries in a corresponding partition. In some examples, ordering the accumulated data queries within each of the partitions includes processing the data queries in each partition against a test data set and ordering the data queries based on results of the processing.

Abstract: A system and method of managing cache units includes providing, by a first cache unit, caching services to a first plurality of clients, collecting information associated with a usage of the first cache unit by the first plurality of clients, determining a similarity in cache usage between every pair of clients selected from the first plurality of clients based on information associated with the collected information, selecting a second plurality of clients from the first plurality of clients based on information associated with the determined similarity in cache usage, replicating the first cache unit to create a second and a third cache unit, providing, by the second cache unit, caching services to the second plurality of clients, and providing, by the third cache unit, caching services to one or more third clients selected from the first plurality of clients, each of the third clients not being in the second plurality of clients.

Abstract: A system and method of managing immutable objects includes monitoring new object construction, detecting construction of an object, determining a key for the object, looking the key up in a persistent storage system, when the key is found in the persistent storage system, loading the object from the persistent storage system, and when the key is not found in the persistent storage system constructing the object, determining whether the object is immutable, and storing the object in the persistent storage system when the object is immutable. In some examples, determining whether the object is immutable includes examining each primitive type data member of the object, examining each reference type constructor parameter of the object to determine whether the reference type constructor parameter is defensively copied, examining all function calls used by the object to determine whether the function calls preserve immutability, and recursively examining each reference type data member of the object.

Abstract: A system and method of cluster debugging includes detecting debug events occurring in one or more first virtual machines, storing debug records, each of the debug records including information associated with a respective debug event selected from the debug events and a timestamp associated with the respective debug event, merging the debug records based on information associated with each timestamp, starting one or more second virtual machines, each of the one or more second virtual machines emulating a selected one of the one or more first virtual machines, synchronizing the one or more second virtual machines, retrieving the merged debug records, and playing the merged debug records back in chronological order on the one or more second virtual machines. In some examples, the method further includes collecting clock synchronization records. In some examples, merging the debug records includes altering an order of one or more of the debug records based on the clock synchronization records.

Abstract: A system and method of dynamic class management includes starting a skeleton application by loading a main class of the skeleton application and executing the main class, detecting a request for a requested class made by a referencing class, loading a class file associated with the requested class from a local storage device when the class file is stored on the local storage device and the requested class is not loaded in memory of the virtual machine, loading the class file from a class storage unit when the class file is not stored on the local storage device and the requested class is not loaded in the memory of the virtual machine, updating an application class graph (ACG) to record a dependency of the referencing class on the requested class, and updating an object table when the request is associated with creation of an object of the requested class.