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    • 3. 发明授权
    • Outerjoin and antijoin reordering using extended eligibility lists
    • 使用扩展资格清单进行外联和反连接重新排序
    • US06665663B2
    • 2003-12-16
    • US09809846
    • 2001-03-15
    • Bruce Gilbert LindsayGuy Maring LohmanMir Hamid PiraheshJun Rao
    • Bruce Gilbert LindsayGuy Maring LohmanMir Hamid PiraheshJun Rao
    • G06F1730
    • G06F17/30466G06F17/30469Y10S707/99934
    • An optimization technique that reorders outerjoins and antijoins with inner joins in a bottom-up optimizer of a relational database management system (RDBMS). Each join predicate is associated with a normal eligibility list (NEL) that includes tables that are referenced in the join predicate and an extended eligibility list (EEL) that includes additional tables that are referenced in conflicting join predicates. An EEL includes all the tables needed by a predicate to preserve the semantics of the original query. During join enumeration, the optimizer determines whether a join predicate's EEL is a subset of all the tables in two subplans to be merged, i.e., whose EEL is covered. If so, the two subplans are combined using the join predicate. Otherwise, the two subplans cannot be joined. Two approaches are used to reordering: without compensation and with compensation. The “without compensation” approach only allows join reorderings that are valid under associative rules. Thus, the optimizer will not combine subplans using a join predicate whose EEL is not covered. The “with compensation” approach allows two subplans to be combined using the join predicate, when a join predicate's EEL is not covered, as long as the join predicate's NEL is covered. Compensation is performed through nullification and best match. Multiple compensations may be merged and performed at any time.
    • 在关系数据库管理系统(RDBMS)的自下而上优化器中,通过内部联接重新排列外部联结和反联合的优化技术。每个连接谓词与正常资格列表(NEL)相关联,包括在连接谓词中引用的表 以及扩展资格列表(EEL),其中包括在冲突的连接谓词中引用的其他表。 EEL包括谓词所需的所有表,以保留原始查询的语义。 在连接枚举期间,优化器确定连接谓词的EEL是否是要合并的两个子计划中的所有表的子集,即其EEL被覆盖。 如果是这样,则使用连接谓词组合两个子计划。 否则,两个子计划不能加入。 两种方法用于重新排序:无补偿和补偿。 “无补偿”方法仅允许在关联规则下有效的连接重排序。 因此,优化器不会使用不包括EEL的连接谓词来组合子计划。 只要连接谓词的NEL被覆盖,“附加补偿”方法允许使用连接谓词组合两个子计划,当连接谓词的EEL不被覆盖时。 赔偿通过无效和最佳匹配执行。 可以随时合并和执行多重补偿。
    • 6. 发明授权
    • Index-based method for supporting multimethod function overloading with
compile-time type checking and run-time dispatch
    • 基于索引的方法,支持使用编译时类型检查和运行时调度的多方法函数重载
    • US5696973A
    • 1997-12-09
    • US390886
    • 1995-02-17
    • Rakesh AgrawalLinda Gail DeMichielBruce Gilbert Lindsay
    • Rakesh AgrawalLinda Gail DeMichielBruce Gilbert Lindsay
    • G06F9/42G06F9/45
    • G06F8/437G06F9/4431
    • Programming language systems commonly allow for the use of function calls within a body of program source code. Since function names are generally descriptive, it is sometimes the case that two different functions ("function instances") will have the same name, and be distinguishable by having either a different number of arguments ("arity"), or arguments of different types. Both at compile time and at run time, the possibility of error exists if there is a mismatch between the arguments required by a function and the arguments provided to the function by the function call. Methods and related apparatus, for use in programming language systems, are set forth which support compile-time type checking and run-time dispatch for overloaded functions in an environment supporting subtypes with multiple inheritance. At both compile time and run time, the method of the invention takes into consideration the types of all arguments of a function call, to select a proper function instance to execute, for a given function invocation. In accordance with the invention, a precedence ordering is made from among multiple function instances having the same name and arity. Furthermore, the methods contemplated by the invention identify at compile time the set of function instances which might be invoked due to subtype substitutions for the actual arguments. Since type errors on function invocations or variable assignments are usually indicative of a programming error, program reliability can be improved and faults that would otherwise result in run-time errors can be corrected through the use of the invention prior to program deployment.
    • 编程语言系统通常允许在程序源代码体内使用函数调用。 由于函数名通常是描述性的,有时两种不同的函数(“函数实例”)将具有相同的名称,并且可以通过使用不同数量的参数(“arity”)或不同类型的参数来区分 。 在编译时和运行时,如果函数所需的参数与通过函数调用提供给函数的参数之间存在不匹配,则存在错误的可能性。 阐述了在编程语言系统中使用的方法和相关设备,其支持在支持具有多重继承的子类型的环境中的重载函数的编译时类型检查和运行时调度。 在编译时和运行时,本发明的方法考虑到函数调用的所有参数的类型,以便为给定的函数调用选择要执行的正确的函数实例。 根据本发明,从具有相同名称和特征的多个功能实例中进行优先级排序。 此外,本发明考虑的方法在编译时识别由于实际参数的子类型替换而可能调用的一组函数实例。 由于功能调用或变量分配上的类型错误通常表示编程错误,因此程序可靠性可以提高,否则会导致运行时错误的故障可以在程序部署之前通过使用本发明来纠正。
    • 9. 发明授权
    • Single pass space efficient system and method for generating an approximate quantile in a data set having an unknown size
    • 用于在具有未知尺寸的数据集中生成近似分位数的单遍空间有效系统和方法
    • US06343288B1
    • 2002-01-29
    • US09268089
    • 1999-03-12
    • Bruce Gilbert LindsayGurmeet Singh MankuSridhar Rajagopalan
    • Bruce Gilbert LindsayGurmeet Singh MankuSridhar Rajagopalan
    • G06F1730
    • G06F17/30539G06F2216/03Y10S707/99932Y10S707/99936Y10S707/99937Y10S707/99942
    • A space-efficient system and method for generating an approximate &phgr;-quantile data element of a data set in a single pass over the data set, without a priori knowledge of the size of the data set. The approximate &phgr;-quantile is guaranteed to lie within a user-specified approximation error &egr; of the true quantile being sought with a probability of at least 1−&dgr;, with &dgr; being a user-defined probability of failure. B buffers, each having a capacity of k elements, initially are filled with elements from the data set, with the values of b and k depending on approximation error e and the probability &dgr;. The buffers are then collapsed into an output buffer, with the remaining buffers then being refilled with elements, collapsed (along with the previous output buffer), and so on until the entire data set has been processed and a single output remains. The element of the output corresponding to the approximate quantile is then output as the approximate quantile. In later iterations (when the height of the tree is at least equal to a predetermined height that depends on &dgr; and &egr;), the data is sampled non-uniformly to populate the buffers to render the desired performance. Parallel processors can be used, with the final output buffers of the processors being sent to a collecting processor P0 as input buffers to the collecting processor P0.
    • 一种空间有效的系统和方法,用于在数据集中的单次传递中生成数据集的近似分位数据元素,而无需对数据集的大小的先验知识。 大致的分位数被保证位于用至少1-delta的概率寻求的真实分位数的用户指定的近似误差εi中,其中Δ是用户定义的故障概率。 每个具有k个元素的容量的B缓冲器最初由数据集中的元素填充,其中b和k的值取决于近似误差e和概率delta。 缓冲区然后被折叠成输出缓冲区,剩余的缓冲区然后被元素重新填充(与先前的输出缓冲区一起),等等,直到整个数据集被处理并且保持单个输出。 然后输出对应于近似分位数的输出元素作为近似分位数。 在后面的迭代中(当树的高度至少等于取决于delta和epsi的预定高度时),数据被不均匀地采样以填充缓冲器以呈现期望的性能。 可以使用并行处理器,处理器的最终输出缓冲器被发送到收集处理器P0作为到采集处理器P0的输入缓冲器。
    • 10. 发明授权
    • Star/join query optimization
    • 星号/加入查询优化
    • US5960428A
    • 1999-09-28
    • US919739
    • 1997-08-28
    • Bruce Gilbert LindsayGuy Maring LohmanMir Hamid PiraheshEugene Jon ShekitaDavid Everett SimmenMonica Sachiye Urata
    • Bruce Gilbert LindsayGuy Maring LohmanMir Hamid PiraheshEugene Jon ShekitaDavid Everett SimmenMonica Sachiye Urata
    • G06F17/30
    • G06F17/30466Y10S707/99932Y10S707/99933Y10S707/99934
    • Unwieldy star/join queries are performed more efficiently using a filtered fact table. Suitable queries include star/join queries with a large fact table joined with multiple subsidiary dimension tables, where indices exist over fact table join columns. The query is analyzed to prepare a query plan for the dimension table accesses. This plan is supplemented by adding nested loop join operations, where the inner table is a dimension table plan and the outer table is an index scan performed over a fact table index of the join column with the dimension table. The plan is also supplemented by filtering records resulting from the nested loop joins using a sequence of dynamic bit vectors, ultimately yielding a list of probable fact table records. The plan is further supplemented by fetching these records to construct a distilled fact which is used, instead of the large original table, to execute the query in considerably less time. If desired, the supplemented query plan and other competing approaches may studied to provide cost estimates, with the least costly approach being actually implemented.
    • 使用已过滤的事实表,更有效地执行无故障的星号/连接查询。 合适的查询包括带有多个附属维度表的大型事实表的星号/连接查询,其中索引存在于事实表连接列上。 分析查询以准备维度表访问的查询计划。 此计划通过添加嵌套循环连接操作来补充,其中内部表是维度表计划,外部表是在具有维度表的连接列的事实表索引上执行的索引扫描。 该计划还补充了使用一系列动态位向量的嵌套循环连接过滤记录,最终产生可能的事实表记录的列表。 该计划进一步补充了通过获取这些记录来构建一个使用的蒸馏事实,而不是大的原始表,在相当短的时间内执行查询。 如果需要,可以研究补充的查询计划和其他竞争方法,以提供成本估算,最低成本的方法正在实际实施。