公开(公告)号：US20220019541A1

公开(公告)日：2022-01-20

申请号：US17009773

申请日：2020-09-01

Applicant: VMWARE, INC.

Inventor： ANKIT DUBEY ,  Gurudutt Kumar Vyudayagiri Jagannath ,  Siddhant Gupta

IPC: G06F12/0875 ,  G06N20/00 ,  G06F16/28 ,  G06F13/16

Abstract: Techniques are disclosed for dynamically managing a cache. Certain techniques include clustering I/O requests into a plurality of clusters by a machine-learning clustering algorithm that collects the I/O requests into clusters of similar I/O requests based on properties of the I/O requests. Further, certain techniques include identifying, for a received I/O request, a cluster stored in the cache. Certain techniques further include loading a set of blocks of the identified cluster into the cache.

公开(公告)号：US11487670B2

公开(公告)日：2022-11-01

申请号：US17009773

申请日：2020-09-01

Applicant: VMWARE, INC.

Inventor： Ankit Dubey ,  Gurudutt Kumar Vyudayagiri Jagannath ,  Siddhant Gupta

IPC: G06F12/0875 ,  G06N20/00 ,  G06F13/16 ,  G06F16/28

Abstract: Techniques are disclosed for dynamically managing a cache. Certain techniques include clustering I/O requests into a plurality of clusters by a machine-learning clustering algorithm that collects the I/O requests into clusters of similar I/O requests based on properties of the I/O requests. Further, certain techniques include identifying, for a received I/O request, a cluster stored in the cache. Certain techniques further include loading a set of blocks of the identified cluster into the cache.