AUTOMATED WORKFLOWS TO AUTOMATE ENRICHMENT OF KNOWLEDGE GRAPHS AND DATA CATALOGS AND TO AUTOMATE ADHERENCE TO DATA GOVERNANCE POLICIES
Various embodiments relate generally to data science and data analysis, computer software and systems, based on graph-based data arrangements, among other things, and, more specifically, to a computing platform configured to generate configurable automation templates and automation executable programs that automate workflows based on process models to effectuate automated data governance of datasets, including graph-based data stored in one or more graphs, such as a knowledge graph, a data catalog, etc., whereby in at least one example, automated workflows can provide automatic enrichment of datasets, such as multi-layered knowledge graph data that may include data catalog data. In some examples, a method may include receiving data representing activation of an automated workflow template configured to perform a process workflow, receiving configuration data, linking an automated workflow template to executable instructions, and retrieving data representing a type of process flow, which may data including enriched graph data to modify graph data.
1 . A method comprising:
forming a plurality of files representing automated workflow templates associated with graph data;
receiving data representing activation of an automated workflow template configured to perform a process workflow;
receiving configuration data as parameters configured to implement a type of the process workflow;
linking the automated workflow template to executable instructions configured to perform the type of process workflow in accordance with the configuration data; and
retrieving data associated with execution of the type of process flow, the data including enriched graph data configured to modify the graph data.
2 . The method of claim 1 wherein the graph data is one or more of a portion of a knowledge graph and a data catalog.
3 . The method of claim 1 wherein linking the automated workflow template to the executable instructions comprises:
linking the automated workflow template to a process model.
4 . The method of claim 1 wherein linking the automated workflow template to the executable instructions comprises:
linking the automated workflow template to a process model compliant with a Business Process Model and Notation (“BPMN”) standard.
5 . The method of claim 1 wherein linking the automated workflow template to the executable instructions comprises:
linking the automated workflow template to executable objects of an object-oriented programming language to implement a process model.
6 . The method of claim 1 wherein linking the automated workflow template to the executable instructions comprises:
linking the automated workflow template to executable objects of an object-oriented programming language via an application programming interface (“API”) to implement a process model.
7 . The method of claim 1 further comprising:
implementing an instance of the automated workflow template.
8 . The method of claim 1 further comprising:
implementing a graph-based ontology to generate a template based on a first subset of triples to further implement configuration data associated with a second subset of triples, wherein a function of the template is to extend a data catalog or a knowledge graph, or both.
9 . The method of claim 1 further comprising:
storing automated workflow templates in a template repository, each of the automated workflow templates being associated with a link to a user input at an interface.
10 . The method of claim 1 wherein forming the plurality of files representing automated workflow templates comprises:
forming one or more of a data access template configured to perform a process workflow to provide approval responsive to a request to access data, a data enrichment template configured to identify types of data requiring action, a metadata completeness template configured to modify metadata to establish a substantially complete set of metadata for a dataset, a metadata freshness template configured to assign a task to review a dataset periodically, an automatic delegation template configured to delegate ownership to a dataset, and a status-based template configured to assign a status to a dataset.
11 . A system comprising:
a memory including executable instructions; and
a processor, responsive to executing the instructions, is configured to:
form a plurality of files representing automated workflow templates associated with graph data;
receive data representing activation of an automated workflow template configured to perform a process workflow;
receive configuration data as parameters configured to implement a type of the process workflow;
link the automated workflow template to executable instructions configured to perform the type of process workflow in accordance with the configuration data; and
retrieve data associated with execution of the type of process flow, the data including enriched graph data configured to modify the graph data.
12 . The system of claim 11 wherein the graph data is one or more of a portion of a knowledge graph and a graph-based data catalog.
13 . The system of claim 11 wherein the processor is further configured to:
link the automated workflow template to a process model.
14 . The system of claim 11 wherein the processor is further configured to:
link the automated workflow template to a process model compliant with a Business Process Model and Notation (“BPMN”) standard.
15 . The system of claim 11 wherein the processor is further configured to:
link the automated workflow template to executable objects of an object-oriented programming language to implement a process model.
16 . The system of claim 11 wherein the processor is further configured to:
link the automated workflow template to executable objects of an object-oriented programming language via an application programming interface (“API”) to implement a process model.
17 . The system of claim 11 wherein the processor is further configured to:
form an instance of the automated workflow template.
18 . The system of claim 11 wherein the processor is further configured to:
implement a graph-based ontology to generate a template based on a first subset of triples to further implement configuration data including a second subset of triples,
wherein a function of the template is to extend a data catalog or a knowledge graph, or both.
19 . The system of claim 11 wherein the processor is further configured to:
store automated workflow templates in a template repository, each of the automated workflow templates being associated with a link to a user input at an interface.
20 . The system of claim 11 wherein the processor is further configured to:
form one or more of a data access template configured to perform a process workflow to provide approval responsive to a request to access data, a data enrichment template configured to identify types of data requiring action, a metadata completeness template configured to modify metadata to establish a substantially complete set of metadata for a dataset, a metadata freshness template configured to assign a task to review a dataset periodically, an automatic delegation template configured to delegate ownership to a dataset, and a status-based template configured to assign a status to a dataset