Disclosed herein are system, method, and computer program product embodiments for providing an auto-mapping recommendation between a source asset and a target asset in an integration flow design tool. Because the number of fields passed from a source asset to a target asset may be multitudinous, by auto-recommending mappings between fields provided by the source asset to the target asset, an integration flow design tool may save time developers a significant amount of time and optimize the integration flow design process.

A genetic algorithm system generates a set of computer programs and executes a process for assessment and conditional modification of the set, repeating the process over a plurality of generations to mutate the population of solutions over time. At each generation, the system scores each program in the set to generate a respective primary score adjustment, a respective secondary score adjustment, and a respective current score. If a current score for a program is less than or equal to a first threshold, the system removes the computer program from the set. If the current score is greater than or equal to a second threshold, the system modifies the computer program to generate one or more offspring programs for use in subsequent generations. If a primary score adjustment for a program is greater than or equal to a third threshold, the system selects the computer program for performance of a task.

A genetic algorithm system generates a set of computer programs and executes a process for assessment and conditional modification of the set, repeating the process over a plurality of generations to mutate the population of solutions over time. At each generation, the system scores each program in the set to generate a respective primary score adjustment, a respective secondary score adjustment, and a respective current score. If a current score for a program is less than or equal to a first threshold, the system removes the computer program from the set. If the current score is greater than or equal to a second threshold, the system modifies the computer program to generate one or more offspring programs for use in subsequent generations. If a primary score adjustment for a program is greater than or equal to a third threshold, the system selects the computer program for performance of a task.

Methods, system and apparatus for the augmentation of an integrated development environment (IDE). The system and methods provide for the integration of all aspects of a development workflow to be initiated and completed from within the IDE. Every phase of development, including, grabbing a ticket, working on the ticket, asking teammates questions, requesting feedback, initiating code reviews, performing code reviews, creating feature branches, creating pull requests, creating merge requests and generating audit trails of all interactions users have with the IDE are managed and performed from within the IDE, eliminating the need to context switch or open additional application or websites.

Implementations generally relate to extended schemas. In some implementations, a method includes displaying a first extensible markup language schema definition (XSD) schema, where the first XSD schema includes a plurality of XSD elements arranged in a tree structure. The method further includes receiving a selection of at least one XSD element of the plurality of XSD elements. The method further includes displaying one or more XSD extension selections associated with the at least one XSD element. The method further includes receiving at least one XSD extension selection of the one or more XSD extension selections. The method further includes appending in the tree structure at least one XSD extension element based on the at least one XSD extension selection.

Implementations generally relate to extended schemas. In some implementations, a method includes displaying a first extensible markup language schema definition (XSD) schema, where the first XSD schema includes a plurality of XSD elements arranged in a tree structure. The method further includes receiving a selection of at least one XSD element of the plurality of XSD elements. The method further includes displaying one or more XSD extension selections associated with the at least one XSD element. The method further includes receiving at least one XSD extension selection of the one or more XSD extension selections. The method further includes appending in the tree structure at least one XSD extension element based on the at least one XSD extension selection.

A method of managing change in a complex system begins with identifying an unsatisfied need to be met by the system. To satisfy the need a proposed change to the system to satisfy the need is represented a high-level representation of the proposed change. The high-level representation is mapped to a low-level executable semantic model, which is used to validate the proposed change and ensure the proposed change meets the identified and does not require additional changes to the system. On a condition that the validating steps determines that additional changes are required the additional changes are represented in the high-level representation of the system; the high-level change is mapped to the low-level executable semantic model and the additional changes are re-validated.

A method of managing change in a complex system begins with identifying an unsatisfied need to be met by the system. To satisfy the need a proposed change to the system to satisfy the need is represented a high-level representation of the proposed change. The high-level representation is mapped to a low-level executable semantic model, which is used to validate the proposed change and ensure the proposed change meets the identified and does not require additional changes to the system. On a condition that the validating steps determines that additional changes are required the additional changes are represented in the high-level representation of the system; the high-level change is mapped to the low-level executable semantic model and the additional changes are re-validated.

A system for verifying data integrity in a database may include accessing a first file with a management object. The management object corresponds to a set of database tables located in a database. The system loads a data extract file including the management object, the data extract file containing fields related to content associated with the management object. The system accesses a second file with a condition, the condition being indicative of the content associated with the management object. The system generates code to evaluate the management object in the data extract file. The system evaluates the content associated with the management object in the data extract file using the generated code. The system identifies an entry in the data extract file that does not meet the condition, the entry representative of content associated with the management object, and then presents the entry to a user.

A system for verifying data integrity in a database may include accessing a first file with a management object. The management object corresponds to a set of database tables located in a database. The system loads a data extract file including the management object, the data extract file containing fields related to content associated with the management object. The system accesses a second file with a condition, the condition being indicative of the content associated with the management object. The system generates code to evaluate the management object in the data extract file. The system evaluates the content associated with the management object in the data extract file using the generated code. The system identifies an entry in the data extract file that does not meet the condition, the entry representative of content associated with the management object, and then presents the entry to a user.