Storage-aware optimization for serverless functions
An illustrative method includes a storage-aware serverless function management system monitoring one or more serverless function instances of one or more serverless functions implemented in a serverless system, the one or more serverless function instances associated with one or more components of a storage system, determining a portion of a component among the one or more components of the storage system based on the monitoring, and requesting the storage system to adjust storage of data associated with the portion of the component.
1. A method comprising:
monitoring, by a storage-aware serverless function management system, one or more serverless function instances of one or more serverless functions implemented in a serverless system, the one or more serverless function instances accessing one or more components of a storage system;
determining, by the storage-aware serverless function management system, a portion of a data item among the one or more components of the storage system based on the monitoring; and
requesting, by the storage-aware serverless function management system, the storage system to adjust storage of data associated with the portion of the data item.
2. The method of claim 1 , wherein the determining of the portion of the data item comprises:
determining that an access level associated with the portion of the data item satisfies an access level threshold.
3. The method of claim 1 , wherein:
the determining of the portion of the data item is based on an access level associated with the portion of the data item relative to one or more access levels associated with the one or more components of the storage system.
4. The method of claim 1 , wherein:
the one or more components of the storage system include a storage volume, a file directory, or an object bucket in the storage system.
5. The method of claim 1 , wherein:
the one or more components of the storage system include one or more data items stored within the storage system.
6. The method of claim 1 , wherein the requesting the storage system to adjust the storage of the data associated with the portion of the data item comprises:
requesting the storage system to relocate or replicate the data within the portion of the data item to an additional component of the storage system.
7. The method of claim 6 , further comprising:
identifying, by the storage-aware serverless function management system, the additional component of the storage system based on one or more of an access level associated with the additional component or a resource attribute of the additional component.
8. The method of claim 6 , further comprising:
receiving, by the storage-aware serverless function management system, a request to execute a first serverless function instance and a request to execute a second serverless function instance, the first serverless function instance and the second serverless function instance using the data within the portion of the data item;
executing, by the storage-aware serverless function management system, the first serverless function instance using the portion of the data item of the storage system; and
executing, by the storage-aware serverless function management system, the second serverless function instance using the additional component of the storage system.
9. The method of claim 1 , wherein:
the determining of the portion of the data item is performed using a machine learning model.
10. The method of claim 1 , further comprising:
determining, by the storage-aware serverless function management system and based on the monitoring, an adjustment to be made to the storage of the data associated with the portion of the data item.
11. A system comprising:
a memory storing instructions; and
a processor communicatively coupled to the memory and configured to execute the instructions to:
monitor one or more serverless function instances of one or more serverless functions implemented in a serverless system, the one or more serverless function instances accessing one or more components of a storage system;
determine a portion of a data item among the one or more components of the storage system based on the monitoring; and
request the storage system to adjust storage of data associated with the portion of the data item.
12. The system of claim 11 , wherein the determining of the portion of the data item comprises:
determining that an access level associated with the portion of the data item satisfies an access level threshold.
13. The system of claim 11 , wherein:
the determining of the portion of the data item is based on an access level associated with the portion of the data item relative to one or more access levels associated with the one or more components of the storage system.
14. The system of claim 11 , wherein:
the one or more components of the storage system include a storage volume, a file directory, or an object bucket in the storage system.
15. The system of claim 11 , wherein:
the one or more components of the storage system include one or more data items stored within the storage system.
16. The system of claim 11 , wherein the requesting the storage system to adjust the storage of the data associated with the portion of the data item comprises:
requesting the storage system to relocate or replicate the data within the portion of the data item to an additional component of the storage system.
17. The system of claim 16 , wherein the processor is further configured to execute the instructions to:
identify the additional component of the storage system based on one or more of an access level associated with the additional component or a resource attribute of the additional component.
18. The system of claim 16 , wherein the processor is further configured to execute the instructions to:
receive a request to execute a first serverless function instance and a request to execute a second serverless function instance, the first serverless function instance and the second serverless function instance using the data within the portion of the data item;
execute the first serverless function instance using the portion of the data item of the storage system; and
execute the second serverless function instance using the additional component of the storage system.
19. The system of claim 11 , wherein:
the determining of the portion of the data item is performed using a machine learning model.
20. A non-transitory computer-readable medium storing instructions that, when executed, direct a processor of a computing device to:
monitor one or more serverless function instances of one or more serverless functions implemented in a serverless system, the one or more serverless function instances accessing one or more components of a storage system;
determine a portion of a data item among the one or more components of the storage system based on the monitoring; and
request the storage system to adjust storage of data associated with the portion of the data item.