Allocating computing resources based on user intent
Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for allocating computing resources. In one aspect, a method includes receiving intent data specifying one or more computing services to be hosted by a computing network, requested characteristics of computing resources for use in hosting the computing service, and a priority value for each requested characteristic. A budget constraint is identified for each computing service. Available resources data is identified that specifies a set of available computing resources. A resource allocation problem for allocating computing resources for the one or more computing resources is generated based on the intent data, each budget constraint, and the available resources data. At least a portion of the set of computing resources is allocated for the one or more computing services based on results of evaluating the resource allocation problem to meet a particular resource allocation objective.
1. A computer-implemented method when executed on data processing hardware causes the data processing hardware to perform operations comprising:
receiving a request for one or more computing resources from a plurality of computing resources to implement a computing service, each of the one or more computing resources comprising one or more characteristics, the request comprising:
intent data specifying multiple requested characteristics of the requested one or more computing resources to implement the computing service; and
a resource allocation objective prioritizing at least one of the multiple requested characteristics over the other of the multiple requested characteristics;
determining a first group of computing resources from the plurality of computing resources based on the intent data and the resource allocation objective;
determining that the first group of computing resources fails to satisfy a budget constraint;
in response to determining that the first group of computing resources fails to satisfy the budget constraint, determining a second group of computing resources from the plurality of computing resources based on the intent data and the resource allocation objective, wherein determining the second group of computing resources from the plurality of computing resources comprises removing one of the multiple requested characteristics; and
allocating the second group of computing resources to implement the computing service.
2. The computer-implemented method of claim 1 , wherein the operations further comprise sending, to a client device, data specifying the allocated second group of computing resources and information related to the allocated second group of computing resources.
3. The computer-implemented method of claim 1 , wherein the operations further comprise:
generating a resource allocation problem for allocating computing resources to meet the resource allocation objective; and
solving the resource allocation problem.
4. The computer-implemented method of claim 3 , wherein solving the resource allocation problem comprises:
determining, based on allocation data, that an initial group of computing resources will exceed an allocation constraint;
updating the resource allocation problem in response to determining that the initial group of computing resources will exceed the allocation constraint; and
determining, using the updated resource allocation problem, another of computing resources.
5. The computer-implemented method of claim 3 , wherein the resource allocation problem comprises one of a linear programming problem and a mixed integer programming problem.
6. The computer-implemented method of claim 3 , wherein solving the resource allocation problem includes identifying one or more underlying computing service and one or more underlying computing resources that will be used to provide the computing service using a translation function for the computing service.
7. The computer-implemented method of claim 3 , wherein the resource allocation problem comprises a graph.
8. A system comprising:
data processing hardware; and
memory hardware in communication with the data processing hardware, the memory hardware storing instructions that when executed by the data processing hardware cause the data processing hardware to perform operations comprising:
receiving a request for one or more computing resources from a plurality of computing resources to implement a computing service, each of the one or more computing resources comprising one or more characteristics, the request comprising:
intent data specifying multiple requested characteristics of the requested one or more computing resources to implement the computing service; and
a resource allocation objective prioritizing at least one of the multiple requested characteristics over the other of the multiple requested characteristics;
determining a first group of computing resources from the plurality of computing resources based on the intent data and the resource allocation objective;
determining that the first group of computing resources fails to satisfy a budget constraint;
in response to determining that the first group of computing resources fails to satisfy budget constraint, determining a second group of computing resources from the plurality of computing resources based on the intent data and the resource allocation objective, wherein determining the second group of computing resources from the plurality of computing resources comprises removing one of the multiple requested characteristics; and
allocating the second group of computing resources to implement the computing service.
9. The system of claim 8 , wherein the operations further comprise sending, to a client device, data specifying the allocated second group of computing resources and information related to the allocated second group of computing resources.
10. The system of claim 8 , wherein the operations further comprise:
generating a resource allocation problem for allocating computing resources to meet the resource allocation objective; and
solving the resource allocation problem.
11. The system of claim 10 , wherein solving the resource allocation problem comprises:
determining, based on allocation data, that an initial group of computing resources will exceed an allocation constraint;
updating the resource allocation problem in response to determining that the initial group of computing resources will exceed the allocation constraint; and
determining, using the updated resource allocation problem, another of computing resources.
12. The system of claim 10 , wherein the resource allocation problem comprises one of a linear programming problem and a mixed integer programming problem.
13. The system of claim 10 , wherein solving the resource allocation problem includes identifying one or more underlying computing service and one or more underlying computing resources that will be used to provide the computing service using a translation function for the computing service.
14. The system of claim 10 , wherein the resource allocation problem comprises a graph.