公开(公告)号：US11657069B1

公开(公告)日：2023-05-23

申请号：US17105214

申请日：2020-11-25

Applicant: Amazon Technologies, Inc.

Inventor： Balakrishnan Narayanaswamy ,  Gokul Soundararajan ,  Jiayuan Chen ,  Yannis Papakonstantinou ,  Vuk Ercegovac ,  George Constantin Caragea ,  Sriram Krishnamurthy ,  Nikolaos Koulouris

IPC: G06F16/28 ,  G06F16/24 ,  G06F16/2458 ,  G06N20/00 ,  G06F16/2453 ,  G06F8/41

CPC classification number: G06F16/283 ,  G06F8/447 ,  G06F16/2465 ,  G06F16/2471 ,  G06F16/24535 ,  G06F16/24542 ,  G06N20/00

Abstract: A database system may use a machine learning model creation system to create a machine learning model from data stored in the database system responsive to a request from a client. The database system may obtain an executable version of the machine learning model, based on an uncompiled hardware agnostic version of the machine learning model, according to the hardware configuration of one or more computing resources selected by the database system to perform requests to the database system that invoke the machine learning model to generate predictions.

公开(公告)号：US11636124B1

公开(公告)日：2023-04-25

申请号：US17105201

申请日：2020-11-25

Applicant: Amazon Technologies, Inc.

Inventor： Balakrishnan Narayanaswamy ,  Gokul Soundararajan ,  Jiayuan Chen ,  Yannis Papakonstantinou ,  Vuk Ercegovac ,  George Constantin Caragea ,  Sriram Krishnamurthy ,  Nikolaos Koulouris

IPC: G06F16/00 ,  G06F16/2458 ,  G06F16/2453 ,  G06K9/62 ,  G06N20/00 ,  G06F16/28

Abstract: A database system may include a machine learning model which may be used to perform various data analytics for data stored in the database system. In response to a request to invoke the machine learning model to generate a prediction from data stored in the database system, the database system may perform one or more optimization operations, as part of a query plan, to prepare the data to make it suitable for use by the machine learning model.