Use machine learning to verify and modify a specification of an integration interface for a software module
In some examples, a server may determine a specification associated with a software module that is to be integrated with a software system. The specification identifies how the software module interacts with the software system. The server may execute a machine learning module to perform an analysis of the specification. The machine learning module may suggest at least one modification to at least a first portion of the specification and may automatically modify at least a second portion of the specification. The server may convert the specification to one or more application programming interface (API) calls and provide a system interface that includes the one or more API calls to enable the software module to interact with the software system. The API calls may include calls to a data integration API, a file transfer API, a messaging API, a database API, or any combination thereof.
1. A method comprising:
determining, by one or more processors, a specification associated with a software module that is to be integrated with a software system, wherein the specification comprises at least one of: a data integration specification, a file transfer specification, a message queue specification, and a database specification, and wherein the specification identifies at least one corresponding interaction comprising: a data integration interaction, a file transfer interaction, a message queuing interaction, and a database interaction between the software module and the software system;
performing, by a machine learning module being executed by the one or more processors, an analysis of the specification;
modifying, by the one or more processors, at least one portion of the specification to create a modified specification; and
converting, by the one or more processors, the modified specification to one or more application programming interface (API) calls; and
providing, by the one or more processors, a system interface to enable the corresponding interaction between the software module and the software system, the system interface comprising the one or more API calls.
2. The method of claim 1 , wherein determining the specification associated with the software module comprises at least one of:
displaying a plurality of fields to be filled in;
asking a plurality of questions and receiving a corresponding answer for each question of the plurality of questions; or
retrieving a specification document.
3. The method of claim 1 , further comprising:
determining that the at least one portion of the specification is under-provisioned and modifying the specification by increasing a provisioning of a resource.
4. The method of claim 1 , further comprising:
determining that the at least one portion of the specification is over-provisioned and modifying the specification by reducing a provisioning of a resource.
5. The method of claim 1 , further comprising:
providing, based on the analysis, at least one suggestion to modify a second portion of the specification.
6. The method of claim 1 , wherein the one or more API calls comprise at least one call to:
a data integration API;
a file transfer API;
a message queue API; or
a database API.
7. The method of claim 1 , further comprising:
determining a predicted value for the at least one portion of the specification;
determining that a specified value in the specification differs from the value by more than a predetermined percentage; and
modifying the specified value in the specification to the predicted value to create the modified specification.
8. A computing device comprising:
one or more processors;
one or more non-transitory computer-readable storage media to store instructions executable by the one or more processors to perform operations comprising:
determining a specification associated with a software module that is to be integrated with a software system, wherein the specification comprises at least one of: a data integration specification, a file transfer specification, a message queue specification, and a database specification, and wherein the specification identifies at least one corresponding interaction comprising: a data integration interaction, a file transfer interaction, a message queuing interaction, and a database interaction between the software module and the software system;
performing, by a machine learning module, an analysis of the specification;
modifying at least one portion of the specification to create a modified specification; and
converting the modified specification to one or more application programming interface (API) calls; and
providing a system interface to enable the corresponding interaction between the software module and the software system, the system interface comprising the one or more API calls.
9. The computing device of claim 8 , wherein determining the specification associated with the software module comprises at least one of:
displaying a plurality of fields to be filled in;
asking a plurality of questions and receiving a corresponding answer for each question of the plurality of questions; or
retrieving a specification document.
10. The computing device of claim 8 , further comprising:
determining that the at least one portion of the specification is under-provisioned and modifying the specification by increasing a provisioning of a resource.
11. The computing device of claim 8 , further comprising:
determining that the at least one portion of the specification is over-provisioned and modifying the specification by reducing a provisioning of a resource.
12. The computing device of claim 8 , further comprising:
providing, based on the analysis, at least one suggestion to modify a second portion of the specification.
13. The computing device of claim 8 , wherein the one or more API calls comprise at least one call to:
a data integration API;
a file transfer API;
a message queue API; or
a database API.
14. The computing device of claim 8 , further comprising:
determining a predicted value for the at least one portion of the specification;
determining that a specified value in the specification differs from the value by more than a predetermined percentage; and
modifying the specified value in the specification to the predicted value to create the modified specification.
15. One or more non-transitory computer readable media storing instructions executable by one or more processors to perform operations comprising:
determining a specification associated with a software module that is to be integrated with a software system, wherein the specification comprises at least one of: a data integration specification, a file transfer specification, a message queue specification, and a database specification, and wherein the specification identifies at least one corresponding interaction comprising: a data integration interaction, a file transfer interaction, a message queuing interaction, and a database interaction between the next software module and the software system;
performing, by a machine learning module, an analysis of the specification;
modifying at least one portion of the specification to create a modified specification; and
converting the modified specification to one or more application programming interface (API) calls; and
providing a system interface to enable the corresponding interaction between the software module and the software system, the system interface comprising the one or more API calls.
16. The one or more non-transitory computer readable media of claim 15 , wherein determining the specification associated with the software module comprises at least one of:
displaying a plurality of fields to be filled in;
asking a plurality of questions and receiving a corresponding answer for each question of the plurality of questions; or
retrieving a specification document.
17. The one or more non-transitory computer readable media of claim 15 , further comprising:
determining that the at least one portion of the specification is under-provisioned and modifying the specification by increasing a provisioning of a resource.
18. The one or more non-transitory computer readable media of claim 15 , further comprising:
determining that the at least one portion of the specification is over-provisioned and modifying the specification by reducing a provisioning of a resource.
19. The one or more non-transitory computer readable media of claim 15 , further comprising:
providing, based on the analysis, at least one suggestion to modify a second portion of the specification.
20. The one or more non-transitory computer readable media of claim 15 , wherein the one or more API calls comprise at least one call to:
a data integration API;
a file transfer API;
a message queue API; or
a database API.