Method, system, and computer program product for deploying application
Methods, systems, and computer program products for deploying an application. One method includes acquiring a computational graph corresponding to an application. The computational graph includes a plurality of nodes corresponding to operations performed by the application, the nodes including at least one input node for exchanging data with at least one terminal device and at least one computational node for processing data. The at least one input node is deployed to a first group of edge nodes co-located with a first base station serving the at least one terminal device, and the at least one computational node is deployed to a second group of edge nodes co-located with an area data center. Illustrative embodiments of the present disclosure enable an input node to be as close to a user as possible, thereby achieving low response delays while meeting the requirements of a computational node for storage and computational resources.
1. A method for deploying an application, comprising:
acquiring a computational graph corresponding to an application, the computational graph comprising a plurality of nodes corresponding to operations performed by the application, and the plurality of nodes comprising at least one input node for exchanging data with at least one terminal device and at least one computational node for processing data;
deploying the at least one input node to a first group of edge nodes co-located with a first base station serving the at least one terminal device; and
deploying the at least one computational node to a second group of edge nodes co-located with an area data center.
2. The method according to claim 1 , further comprising:
based on an association relationship between the at least one input node and the at least one terminal device, establishing a first data path between the at least one terminal device and the first group of edge nodes; and
based on an association relationship between the at least one input node and the at least one computational node, establishing a second data path between the first group of edge nodes and the second group of edge nodes.
3. The method according to claim 1 , further comprising:
in response to a movement of the at least one terminal device from a first cell provided by the first base station to a second cell provided by a second base station, migrating the at least one input node from the first group of edge nodes to a third group of edge nodes co-located with the second base station.
4. The method according to claim 3 , further comprising:
based on the association relationship between the at least one input node and the at least one terminal device, establishing a third data path between the at least one terminal device and the third group of edge nodes; and
based on the association relationship between the at least one input node and the at least one computational node, establishing a fourth data path between the third group of edge nodes and the second group of edge nodes.
5. The method according to claim 1 , wherein the first group of edge nodes and the second group of edge nodes are devices that implement a multi-access edge computing system.
6. The method according to claim 3 , wherein the third group of edge nodes are devices that implement a multi-access edge computing system.
7. The method according to claim 1 , wherein the application performs inference tasks by using a machine learning model and based on data from the at least one terminal device.
8. A system for deploying an application, comprising:
at least one processing unit; and
at least one memory which is coupled to the at least one processing unit and stores instructions for execution by the at least one processing unit, wherein the instructions, when executed by the at least one processing unit, cause the system to perform actions comprising:
acquiring a computational graph corresponding to an application, the computational graph comprising a plurality of nodes corresponding to operations performed by the application, and the plurality of nodes comprising at least one input node for exchanging data with at least one terminal device and at least one computational node for processing data;
deploying the at least one input node to a first group of edge nodes co-located with a first base station serving the at least one terminal device; and
deploying the at least one computational node to a second group of edge nodes co-located with an area data center.
9. The system according to claim 8 , wherein the actions further comprise:
based on an association relationship between the at least one input node and the at least one terminal device, establishing a first data path between the at least one terminal device and the first group of edge nodes; and
based on an association relationship between the at least one input node and the at least one computational node, establishing a second data path between the first group of edge nodes and the second group of edge nodes.
10. The system according to claim 8 , wherein the actions further comprise:
in response to a movement of the at least one terminal device from a first cell provided by the first base station to a second cell provided by a second base station, migrating the at least one input node from the first group of edge nodes to a third group of edge nodes co-located with the second base station.
11. The system according to claim 10 , wherein the actions further comprise:
based on the association relationship between the at least one input node and the at least one terminal device, establishing a third data path between the at least one terminal device and the third group of edge nodes; and
based on the association relationship between the at least one input node and the at least one computational node, establishing a fourth data path between the third group of edge nodes and the second group of edge nodes.
12. The system according to claim 8 , wherein the first group of edge nodes and the second group of edge nodes are devices that implement a multi-access edge computing system.
13. The system according to claim 10 , wherein the third group of edge nodes are devices that implement a multi-access edge computing system.
14. The system according to claim 8 , wherein the application performs inference tasks by using a machine learning model and based on data from the at least one terminal device.
15. A computer program product tangibly stored in a non-transitory computer storage medium and comprising machine-executable instructions that, when executed by a device, cause the device to perform a method for deploying an application, the method comprising:
acquiring a computational graph corresponding to an application, the computational graph comprising a plurality of nodes corresponding to operations performed by the application, and the plurality of nodes comprising at least one input node for exchanging data with at least one terminal device and at least one computational node for processing data;
deploying the at least one input node to a first group of edge nodes co-located with a first base station serving the at least one terminal device; and
deploying the at least one computational node to a second group of edge nodes co-located with an area data center.
16. The computer program product according to claim 15 , further comprising:
based on an association relationship between the at least one input node and the at least one terminal device, establishing a first data path between the at least one terminal device and the first group of edge nodes; and
based on an association relationship between the at least one input node and the at least one computational node, establishing a second data path between the first group of edge nodes and the second group of edge nodes.
17. The computer program product according to claim 15 , further comprising:
in response to a movement of the at least one terminal device from a first cell provided by the first base station to a second cell provided by a second base station, migrating the at least one input node from the first group of edge nodes to a third group of edge nodes co-located with the second base station.
18. The computer program product according to claim 17 , further comprising:
based on the association relationship between the at least one input node and the at least one terminal device, establishing a third data path between the at least one terminal device and the third group of edge nodes; and
based on the association relationship between the at least one input node and the at least one computational node, establishing a fourth data path between the third group of edge nodes and the second group of edge nodes.
19. The computer program product according to claim 15 , wherein the first group of edge nodes and the second group of edge nodes are devices that implement a multi-access edge computing system.
20. The computer program product according to claim 17 , wherein the third group of edge nodes are devices that implement a multi-access edge computing system.