Self-evolving computing service template translation
View Patent ↗Methods and apparatus for automatically generating translation programs for translating computing services templates to service blueprints are disclosed. An example method includes generating a population of translation logic elements from a plurality of verified computing services template translation programs, where each of the verified programs is configured to correctly translate at least one computing services template of a plurality of known templates to a respective service blueprint. The example method further includes identifying a new computing services template and programmatically augmenting the population of translation logic elements. The example method also includes generating one or more additional translation programs based on the augmented population of translation logic elements and validating each of the one or more additional computing services template translation programs. Based on the validating, each of the one or more additional computing services template translation programs is added to the verified translation programs or is discarded.
1. A computer-implemented method including executing, by at least one processor, instructions recorded on a non-transitory computer-readable storage medium, the method comprising:
identifying, by the at least one processor, a template from a set of templates, each template included in the set of templates including respective meta-data describing a configuration for a corresponding computing services platform, and the template being associated with a translation program that translates the template into a service blueprint for a computing services platform associated with the service blueprint;
verifying the translation program associated with the template, the verifying comprising:
applying a first fitness function to the translation program;
determining, by the first fitness function, that the translation program is valid;
based on the first fitness function determining that the translation program is valid, applying a second fitness function to the translation program; and
determining, by the second fitness function, that the translation program is valid; and
based on the second fitness function determining that the translation program is valid and based on the first fitness function determining that the translation program is valid, adding the translation program to a set of validated translation programs for use in translating the set of templates.
2. The computer-implemented method of claim 1 , further comprising:
generating, by the at least one processor, a population of translation logic elements from the set of validated translation programs, wherein each of the validated translation programs is configured to correctly translate at least one template of the set of templates to a respective service blueprint for the computing services platform associated with the service blueprint.
3. The computer-implemented method of claim 1 , wherein determining, by the first fitness function, that the translation program is valid comprises determining that the translation program is a candidate for further generational evolution.
4. The computer-implemented method of claim 3 , wherein determining, by the first fitness function, that the translation program is a candidate for further generational evolution comprises determining that the translation program is stable and semantically consistent.
5. The computer-implemented method of claim 4 , wherein determining, by the second fitness function, that the translation program is valid further comprises determining that the translation program is a good fit for the associated template.
6. The computer-implemented method of claim 1 , wherein determining, by the second fitness function, that the translation program is valid comprises:
generating, by the translation program, a translation of the template into a service blueprint that includes a plurality of elements;
comparing, for each of the plurality of elements, the element of the service blueprint with a respective element of a runtime state matrix of a computing services platform associated with the service blueprint to identify a fraction of mismatched constructs; and
determining that the fraction of mismatched constructs is within an acceptable target for the second fitness function.
7. The computer-implemented method of claim 1 , further comprising:
determining, by the first fitness function, that the translation program is not valid; and
based on the first fitness function determining that the translation program is not valid, discarding the translation program, the discarding not adding the translation program to a set of validated translation programs for use in translating the set of templates.
8. The computer-implemented method of claim 1 , further comprising:
determining, by the first fitness function, that the translation program is not valid; and
based on the first fitness function determining that the translation program is not valid, not applying the second fitness function.
9. The computer-implemented method of claim 1 , further comprising:
determining, by the second fitness function, that the translation program is not valid; and
based on the second fitness function determining that the translation program is not valid, discarding the translation program, the discarding not adding the translation program to a set of validated translation programs for use in translating the set of templates.
10. The computer-implemented method of claim 1 , further comprising:
identifying termination criteria associated with the translation program;
determining that the translation program satisfies at least one of the termination criteria; and
based on determining that the translation program satisfies at least one of the termination criteria, terminating further generational evolution of the translation program.
11. The computer-implemented method of claim 10 , wherein the termination criteria includes a maximum number of allowed generational evolutions for the translation program.
12. The computer-implemented method of claim 10 , wherein determining that the translation program satisfies at least one of the termination criteria comprises:
generating, by the translation program, a translation of the template into a service blueprint that includes a plurality of elements;
comparing, for each of the plurality of elements, the element of the service blueprint with a respective element of a runtime state matrix of a computing services platform associated with the service blueprint to identify a fraction of mismatched constructs; and
determining that the fraction of mismatched constructs is not within an acceptable variance of a target value.
13. A system comprising:
at least one memory device configured to store executable code; and
at least one processor operably coupled to the at least one memory device, the processor configured to execute the code in order to perform the operations of:
identifying, by the at least one processor, a template from a set of templates, each template included in the set of templates including respective meta-data describing a configuration for a corresponding computing services platform, and the template being associated with a translation program that translates the template into a service blueprint for a computing services platform associated with the service blueprint;
verifying the translation program associated with the template, the verifying comprising the operations of:
applying a first fitness function to the translation program;
determining, by the first fitness function, whether the translation program is valid;
based on the first fitness function determining that the translation program is valid, applying a second fitness function to the translation program; and
determining, by the second fitness function, whether the translation program is valid; and
based on the second fitness function determining that the translation program is valid and based on the first fitness function determining that the translation program is valid, adding the translation program to a set of validated translation programs for use in translating the set of templates.
14. The system of claim 13 , the operations further comprising:
generating a population of translation logic elements from the set of validated translation programs, wherein each of the validated translation programs is configured to correctly translate at least one template of the set of templates to a respective service blueprint for the computing services platform associated with the service blueprint.
15. The system of claim 13 , the operations further comprising:
generating, by the translation program, a translation of the template into a service blueprint;
wherein the operation of determining, by the first fitness function, that the translation program is valid comprises determining that the service blueprint is semantically accurate and self-consistent; and
wherein the operation of determining, by the second fitness function, that the translation program is valid comprises determining that the service blueprint corresponds, within a given degree of accuracy, with a runtime state of the computing services platform associated with the service blueprint.
16. The system of claim 13 , the operations further comprising:
identifying termination criteria associated with the translation program;
determining that the translation program satisfies at least one of the termination criteria; and
based on determining that the translation program satisfies at least one of the termination criteria, terminating further generational evolution of the translation program.
17. A computer program product, the computer program product being tangibly embodied on a non-transitory computer-readable storage medium storing instructions that when executed cause a processor to perform a process, the instructions comprising instructions to:
identify, by the at least one processor, a template from a set of templates, each template included in the set of templates including respective meta-data describing a configuration for a corresponding computing services platform, and the template being associated with a translation program that translates the template into a service blueprint for a computing services platform associated with the service blueprint;
verify the translation program associated with the template, the instructions to verify comprising instructions to:
apply a first fitness function to the translation program;
determine, by the first fitness function, that the translation program is valid;
apply a second fitness function to the translation program based on the first fitness function determining that the translation program is valid; and
determine, by the second fitness function, that the translation program is valid; and
add the translation program to a set of validated translation programs for use in translating the set of templates based on the first fitness function and the second fitness function determining that the translation program is valid.
18. The computer program product of claim 17 , the instructions further comprising instructions to:
generate a population of translation logic elements from the set of validated translation programs, wherein each of the validated translation programs is configured to correctly translate at least one template of the set of templates to a respective service blueprint for the computing services platform associated with the service blueprint.
19. The system of claim 17 , the instructions further comprising instructions to:
generate, by the translation program, a translation of the template into a service blueprint;
wherein determining, by the first fitness function, that the translation program is valid comprises determining that the service blueprint is semantically accurate and self-consistent; and
wherein determining, by the second fitness function, that the translation program is valid comprises determining that the service blueprint corresponds, within a given degree of accuracy, with a runtime state of the computing services platform associated with the service blueprint.
20. The system of claim 17 , wherein the instructions to determine, by the second fitness function, that the translation program is valid comprise instructions to:
generate, by the translation program, a translation of the template into a service blueprint that includes a plurality of elements;
compare, for each of the plurality of elements, the element of the service blueprint with a respective element of a runtime state matrix of a computing services platform associated with the service blueprint to identify a fraction of mismatched constructs; and
determine that the fraction of mismatched constructs is within an acceptable target for the second fitness function.