Apparatus and method for regulating available storage of a data storage system
Apparatus, media, methods, and systems for data storage systems and methods for autonomously adapting data storage system performance, lifetime, capacity and/or operational requirements. A data storage system may comprise a controller and one or more non-volatile memory devices. The controller is configured to determine a category for a workload of one or more operations being processed by the data storage system using a machine-learned model. The controller is configured to determine an expected degradation of the one or more non-volatile memory devices. The controller is configured to adjust, based on the expected degradation and an actual usage of physical storage of the data storage system by a host system, an amount of physical storage of the data storage system available to the host system.
1. A machine-implemented method for a data storage system comprising one or more non-volatile memories, the machine-implemented method comprising:
determining, using a machine-learned model, a category for a workload of one or more operations being processed by the data storage system, based on values associated with parameters for the machine-learned model, wherein the values change as the data storage system processes the one or more operations; and
based on the category, a projected degradation, and an actual storage usage of the data storage system, regulating an amount of available storage of the data storage system,
wherein:
the projected degradation is associated with the one or more non-volatile memories; and
the projected degradation is determined based on the category for the workload of the one or more operations being processed by the data storage system.
2. The machine-implemented method of claim 1 , wherein the category for the workload comprises an entropy type for the workload.
3. The machine-implemented method of claim 1 , wherein categories of workloads for the data storage system comprise the following:
a random workload type associated with reading or writing using randomly addressed memory blocks;
a sequential workload type associated with reading or writing using contiguously addressed memory blocks; and
a mixed workload type associated with reading or writing using randomly addressed memory blocks and contiguously addressed memory blocks.
4. The machine-implemented method of claim 1 , wherein regulating the amount of available storage comprises determining the projected degradation based on the category.
5. The machine-implemented method of claim 1 , wherein regulating the amount of available storage comprises:
determining, based on the category and the projected degradation, whether to adjust the amount of available storage of the data storage system for use by a host system;
responsive to determining the amount of available storage of the data storage system be adjusted:
computing, based on a usage history by the host system, an actual usage of physical storage of the data storage system, by the host system;
determining that the actual usage of the physical storage by the host system satisfies a threshold value; and
adjusting the amount of available storage of the data storage system.
6. The machine-implemented method of claim 1 , wherein regulating the amount of available storage comprises decreasing the amount of available storage of the data storage system.
7. The machine-implemented method of claim 6 , wherein decreasing the amount of available storage comprises reducing a maximum logical block address.
8. A data storage system, comprising:
one or more non-volatile memories;
one or more controllers configured to cause:
determining, using a machine-learned model, a category for a workload of one or more operations being processed by the data storage system, based on values associated with parameters for the machine-learned model, wherein the values change as the data storage system processes the one or more operations; and
based on the category, a projected degradation, and an actual storage usage of the data storage system, regulating an amount of available storage of the data storage system,
wherein:
the projected degradation is associated with the one or more non-volatile memories; and
the one or more controllers are configured to cause determining the projected degradation based on the category for the workload of the one or more operations being processed by the data storage system.
9. The data storage system of claim 8 , wherein the category for the workload comprises an entropy type for the workload.
10. The data storage system of claim 8 , wherein categories of workloads for the data storage system comprise the following:
a random workload type associated with reading or writing using randomly addressed memory blocks;
a sequential workload type associated with reading or writing using contiguously addressed memory blocks; and
a mixed workload type associated with reading or writing using randomly addressed memory blocks and contiguously addressed memory blocks.
11. The data storage system of claim 8 , wherein regulating the amount of available storage comprises determining the projected degradation based on the category.
12. The data storage system of claim 8 , wherein regulating the amount of available storage comprises:
determining, based on the category and the projected degradation, whether to adjust the amount of available storage of the data storage system for use by a host system;
responsive to determining the amount of available storage of the data storage system be adjusted:
computing, based on a usage history by the host system, an actual usage of physical storage of the data storage system, by the host system;
determining that the actual usage of the physical storage by the host system satisfies a threshold value; and
adjusting the amount of available storage of the data storage system.
13. The data storage system of claim 8 , wherein regulating the amount of available storage comprises decreasing the amount of available storage of the data storage system.
14. The data storage system of claim 13 , wherein decreasing the amount of available storage comprises reducing a maximum logical block address.
15. The data storage system of claim 8 , wherein regulating the amount of available storage comprises:
transferring an alert to a host system, wherein the alert indicates that the amount of available storage of the data storage system is adjustable;
receiving a message from the host system in response to the transferred alert; and
adjusting, based on the message, the amount of available storage of the data storage system.
16. An apparatus, comprising:
one or more non-volatile memories of a data storage system; and
means for determining, using a machine-learned model, a category for a workload of one or more operations being processed by the data storage system, based on values associated with parameters for the machine-learned model, wherein the values change as the data storage system processes the one or more operations; and
based on the category, a projected degradation, and an actual storage usage of the data storage system, means for regulating an amount of available storage of the data storage system,
wherein:
the projected degradation is associated with the one or more non-volatile memories; and
the apparatus comprises means for determining the projected degradation based on the category for the workload of the one or more operations being processed by the data storage system.
17. The apparatus of claim 16 , wherein the category for the workload comprises an entropy type for the workload.
18. The apparatus of claim 16 , wherein categories of workloads for the data storage system comprise the following:
a random workload type associated with reading or writing using randomly addressed memory blocks;
a sequential workload type associated with reading or writing using contiguously addressed memory blocks; and
a mixed workload type associated with reading or writing using randomly addressed memory blocks and contiguously addressed memory blocks.
19. The apparatus of claim 16 , wherein the means for regulating the amount of available storage comprises means for determining the projected degradation based on the category.
20. The apparatus of claim 16 , wherein the means for regulating the amount of available storage comprises:
means for determining, based on the category and the projected degradation, whether to adjust the amount of available storage of the data storage system for use by a host system;
responsive to determining the amount of available storage of the data storage system be adjusted:
means for computing, based on a usage history by the host system, an actual usage of physical storage of the data storage system, by the host system;
means for determining that the actual usage of the physical storage by the host system satisfies a threshold value; and
means for adjusting the amount of available storage of the data storage system.