ACCELERATION OF MACHINE LEARNING FUNCTIONS
    2.
    发明申请

    公开(公告)号:US20200210883A1

    公开(公告)日:2020-07-02

    申请号:US16235611

    申请日:2018-12-28

    摘要: A multi-staged sample and seed machine-learning training technique is presented. A sample proportion of a training data set is fed to a machine-learning algorithm (MLA) for purposes of configuring functions of the MLA to predict an output with a desired degree of accuracy. When iterating the sample proportion, if a deviation in an incrementally produced current accuracy of the MLA does not exceed a threshold, the sampled proportion is increased. This continues until the current degree of accuracy meets or exceeds the desired degree of accuracy, which is an indication that the functions of the MLA are configured as a desired model for producing the predicted output when the MLA is presented with input that may or may not have been associated with the training data set.

    Plan generation in database query optimizers through specification of plan patterns
    3.
    发明授权
    Plan generation in database query optimizers through specification of plan patterns 有权
    通过规划模式规划数据库查询优化器中的计划生成

    公开(公告)号:US07343370B2

    公开(公告)日:2008-03-11

    申请号:US11074343

    申请日:2005-03-07

    IPC分类号: G06F7/00 G06F17/00

    摘要: Methods and systems receive a query, receive a control statement that represents at least a portion of a desired execution plan associated with the query, and produce an execution plan that conforms to the desired plan to the extent that the produced plan preserves the semantics of the query, without requiring an exhaustive search. These methods also enable realization of bushy shaped plans that are outside the scope of the optimizer search space.

    摘要翻译: 方法和系统接收查询,接收表示与查询相关联的期望的执行计划的至少一部分的控制语句,并且产生符合所需计划的执行计划,使得生成的计划保留语义 查询,而不需要详尽的搜索。 这些方法还可以实现超出优化器搜索空间范围的分类形状的计划。

    Use of connectivity analysis to assist rule-based optimizers
    4.
    发明申请
    Use of connectivity analysis to assist rule-based optimizers 有权
    使用连接分析来协助基于规则的优化器

    公开(公告)号:US20060282422A1

    公开(公告)日:2006-12-14

    申请号:US11150388

    申请日:2005-06-10

    申请人: Awny Al-Omari

    发明人: Awny Al-Omari

    IPC分类号: G06F17/30

    CPC分类号: G06F17/30466

    摘要: Methods and systems receive a normalized query tree and analyze the tree to collect information about join operators and their children, and tables in an associated query. This information is then made available to a rule based optimizer that is configured to produce, from the normalized query tree, an execution plan. In addition, in at least some embodiments, an extensible framework is provided for join order optimization via the use of a multi-join operator and multi-join rules as part of the general framework of a query optimizer.

    摘要翻译: 方法和系统接收归一化的查询树,并分析树以收集有关连接运算符及其子节点的信息以及关联查询中的表。 然后,该信息可用于基于规则的优化器,其被配置为从归一化查询树生成执行计划。 此外,在至少一些实施例中,通过使用多连接运算符和多连接规则作为查询优化器的一般框架的一部分,提供了用于连接顺序优化的可扩展框架。

    Method and apparatus for performing dynamic histogram compression
    5.
    发明申请
    Method and apparatus for performing dynamic histogram compression 审中-公开
    用于执行动态直方图压缩的方法和装置

    公开(公告)号:US20050192943A1

    公开(公告)日:2005-09-01

    申请号:US10790285

    申请日:2004-03-01

    IPC分类号: G06F7/00 G06F17/30

    CPC分类号: G06F16/24545

    摘要: A system that provides compressed histogram data comprises a compiler histogram interface that obtains histogram data about a table in a database, and a dynamic histogram compressor that receives output from the compiler histogram interface, input regarding a database query and table information to produce compressed histogram data for use by an optimizer.

    摘要翻译: 提供压缩直方图数据的系统包括获取关于数据库中的表的直方图数据的编译器直方图接口以及接收来自编译器直方图界面的输出的动态直方图压缩器,关于数据库查询的输入和表信息以产生压缩直方图数据 由优化器使用。

    Plan generation in database query optimizers through specification of plan patterns
    7.
    发明申请
    Plan generation in database query optimizers through specification of plan patterns 有权
    通过规划模式规划数据库查询优化器中的计划生成

    公开(公告)号:US20060200451A1

    公开(公告)日:2006-09-07

    申请号:US11074343

    申请日:2005-03-07

    IPC分类号: G06F17/30

    摘要: Methods and systems receive a query, receive a control statement that represents at least a portion of a desired execution plan associated with the query, and produce an execution plan that conforms to the desired plan to the extent that the produced plan preserves the semantics of the query, without requiring an exhaustive search. These methods also enable realization of bushy shaped plans that are outside the scope of the optimizer search space.

    摘要翻译: 方法和系统接收查询,接收表示与查询相关联的期望的执行计划的至少一部分的控制语句,并且产生符合所需计划的执行计划,使得生成的计划保留语义 查询,而不需要详尽的搜索。 这些方法还可以实现超出优化器搜索空间范围的分类形状的计划。