System and method for cache management
An information handling system for managing a storage system includes storage for storing profile-based cache policy performance prediction models. The information handling system also includes a storage manager that obtains an input-output profile for a workload hosted by the information handling system during a first period of time; obtains performance metrics for cache policies for the storage system using: the input-output profile, and the profile-based cache policy performance prediction models; obtains a ranking of the cache policies based on the performance metrics; selects a cache policy of the cache policies based on the rankings; and updates operation of a cache of the storage system based on the selected cache policy for a second period of time.
1. An information handling system for managing a storage system, comprising:
storage for storing profile-based cache policy performance prediction models; and
a storage manager programmed to:
obtain an input-output profile for a workload hosted by the information handling system during a first period of time;
obtain performance metrics for cache policies for the storage system using:
the input-output profile, and
the profile-based cache policy performance prediction models;
obtain a ranking of the cache policies based on the performance metrics;
select a cache policy of the cache policies based on the rankings; and
update operation of a cache of the storage system based on the selected cache policy for a second period of time.
2. The information handling system of claim 1 , wherein the performance metrics comprise:
for one of the cache policies:
a predicted hit ratio for the cache during the second period of time; and
a predicted pollution ratio for the cache during the second period of time.
3. The information handling system of claim 2 , wherein obtaining the ranking of the cache policies comprises:
projecting the predicted hit ratio and predicted pollution ratio on to an objective function to rank one of the cache policies with respect to, at least, another one of the cache policies.
4. The information handling system of claim 3 , wherein the objective function provides, for an input hit ratio and an input pollution ratio, a scalar value.
5. The information handling system of claim 4 , wherein the objective function weights the input hit ratio and the input pollution ratio equally in calculating the scalar value.
6. The information handling system of claim 1 , wherein the second period of time is a future period of time after the first period of time.
7. The information handling system of claim 1 , wherein the cache policies specify quantities of data to be pre-fetched into the cache in response to read requests received by the storage system.
8. A method for managing a storage system, comprising:
obtaining an input-output profile for a workload hosted by an information handling system hosting the storage system during a first period of time;
obtaining performance metrics for cache policies for the storage system using:
the input-output profile, and
profile-based cache policy performance prediction models;
obtaining a ranking of the cache policies based on the performance metrics;
selecting a cache policy of the cache policies based on the rankings; and
updating operation of a cache of the storage system based on the selected cache policy for a second period of time.
9. The method of claim 8 , wherein the performance metrics comprise:
for one of the cache policies:
a predicted hit ratio for the cache during the second period of time; and
a predicted pollution ratio for the cache during the second period of time.
10. The method of claim 9 , wherein obtaining the ranking of the cache policies comprises:
projecting the predicted hit ratio and predicted pollution ratio on to an objective function to rank one of the cache policies with respect to, at least, another one of the cache policies.
11. The method of claim 10 , wherein the objective function provides, for an input hit ratio and an input pollution ratio, a scalar value.
12. The method of claim 11 , wherein the objective function weights the input hit ratio and the input pollution ratio equally in calculating the scalar value.
13. The method of claim 8 , wherein the second period of time is a future period of time after the first period of time.
14. The method of claim 8 , wherein the cache policies specify quantities of data to be pre-fetched into the cache in response to read requests received by the storage system.
15. A non-transitory computer readable medium comprising computer readable program code, which when executed by a computer processor enables the computer processor to perform a method for managing a storage system, the method comprising:
obtaining an input-output profile for a workload hosted by an information handling system hosting the storage system during a first period of time;
obtaining performance metrics for cache policies for the storage system using:
the input-output profile, and
profile-based cache policy performance prediction models;
obtaining a ranking of the cache policies based on the performance metrics;
selecting a cache policy of the cache policies based on the rankings; and
updating operation of a cache of the storage system based on the selected cache policy for a second period of time.
16. The non-transitory computer readable medium of claim 15 , wherein the performance metrics comprise:
for one of the cache policies:
a predicted hit ratio for the cache during the second period of time; and
a predicted pollution ratio for the cache during the second period of time.
17. The non-transitory computer readable medium of claim 16 , wherein obtaining the ranking of the cache policies comprises:
projecting the predicted hit ratio and predicted pollution ratio on to an objective function to rank one of the cache policies with respect to, at least, another one of the cache policies.
18. The non-transitory computer readable medium of claim 17 , wherein the objective function provides, for an input hit ratio and an input pollution ratio, a scalar value.
19. The method of claim 18 , wherein the objective function weights the input hit ratio and the input pollution ratio equally in calculating the scalar value.
20. The method of claim 15 , wherein the second time period is a future period of time after the first period of time.