INTELLIGENT CACHING

Patent №

US 9,507,718

Granted

2016-11-29

Filed 2013

Owner

FACEBOOK, INC.

AI components

4

ml · nlp · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13864016

Disclosed are methods, systems, paradigms and structures for managing cache memory in computer systems. Certain caching techniques anticipate queries and caches the data that may be required by the anticipated queries. The queries are predicted based on previously executed queries. The features of the previously executed queries are extracted and correlated to identify a usage pattern of the features. The prediction model predicts queries based on the identified usage pattern of the features. The disclosed method includes purging data from the cache based on predefined eviction policies that are influenced by the predicted queries. The disclosed method supports caching time series data. The disclosed system includes a storage unit that stores previously executed queries and features of the queries.

Machine learningNatural languageKnowledge representationAI hardwareG06F 12/0862G06F 12/12G06F 12/123G06F 2212/1016G06F 2212/163G06F 2212/6024

AI classification

Machine learning1.00
Natural language1.00
Knowledge representation0.99
AI hardware0.99
Planning0.43
Vision0.24
Evolutionary computation0.00
Speech0.00

Ownership

FACEBOOK, INC.

assignment · 306240488

Assignors

RASH, SAMUEL, WILLIAMSON, TIMOTHY

On an employer assignment, the assignors are typically the inventors.

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