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    • 1. 发明授权
    • Method and system for controlling recovery downtime
    • 控制恢复停机时间的方法和系统
    • US06351754B1
    • 2002-02-26
    • US09103630
    • 1998-06-23
    • William H. Bridge, Jr.Boris KlotsJuan R. LoaizaAshok Joshi
    • William H. Bridge, Jr.Boris KlotsJuan R. LoaizaAshok Joshi
    • G06F1730
    • G06F11/1461G06F11/1471G06F2201/80Y10S707/99938Y10S707/99953
    • A method and system for reducing overhead associated with recovering after a failure. According to the method, a checkpoint value is maintained that indicates which records of a plurality of records have to be processed after the failure. The plurality of records contain change information that corresponds to a plurality of data blocks. A target checkpoint value is determined based on a desired number of data block reads that will be required during a redo phase of recovery. Changes contained in volatile memory are then written to nonvolatile memory to advance the checkpoint value to at least the target checkpoint value. According to another aspect of the invention, the target checkpoint value is determined using a circular queue of offset buckets. The offset buckets are used to store index values that are associated with buffers in the ordered list. The target checkpoint value is periodically set equal to an index value that is contained in an offset bucket. According to another aspect of the invention, the target checkpoint value is determined by calculating a maximum number of records that should be processed after the failure. The maximum number of records is based on the desired number of data block reads that will be required during the redo phase of the recovery. The target checkpoint value is updated based on the maximum number of records.
    • 一种降低与故障恢复相关的开销的方法和系统。 根据该方法,维护检查点值,其指示在故障之后必须处理多个记录的哪些记录。 多个记录包含对应于多个数据块的改变信息。 基于在恢复的重做阶段将需要的数据块读取的期望数目来确定目标检查点值。 随后将易失性存储器中的变更写入非易失性存储器,将检查点值提升至至少目标检查点值。 根据本发明的另一方面,使用偏移桶的圆形队列来确定目标检查点值。 偏移量桶用于存储与排序列表中的缓冲区相关联的索引值。 目标检查点值周期性设置为等于包含在偏移量桶中的索引值。 根据本发明的另一方面,通过计算在故障之后应该处理的最大记录数来确定目标检查点值。 记录的最大数量是基于恢复重做阶段所需要的数据块读取所需的数量。 基于记录的最大数量更新目标检查点值。
    • 7. 发明授权
    • Evaluating performance of binary classification systems
    • 评估二进制分类系统的性能
    • US08554622B2
    • 2013-10-08
    • US11612004
    • 2006-12-18
    • Richard Tao-Hwa ChowPavel BerkhinElena EnevaBoris KlotsNicolas Eddy MayorazRajesh Girish Parekh
    • Richard Tao-Hwa ChowPavel BerkhinElena EnevaBoris KlotsNicolas Eddy MayorazRajesh Girish Parekh
    • G06Q30/00
    • G06Q30/0248G06Q10/0635G06Q30/0185G06Q30/02
    • Methods and apparatus are described for evaluating a binary classification system operable to classify each of a plurality of events as a first event type or a second event type. At least some of the events of the first event type are independently verifiable with reference to verification data. The binary classification system is susceptible to a first error type in which events of the first event type are classified as the second event type, and a second error type in which events of the second event type are classified as the first event type. Operation of a first configuration of the binary classification system is evaluated with reference to an objective function. The objective function is derived by expressing a number of errors of the second error type in terms of a number of errors of the first error type with reference to the verification data, and by assuming relative proportions of the first and second event types within the plurality of events.
    • 描述了用于评估用于将多个事件中的每一个分类为第一事件类型或第二事件类型的二进制分类系统的方法和装置。 参考验证数据,可以独立地验证第一事件类型的至少一些事件。 二进制分类系统易于将第一事件类型的事件分类为第二事件类型的第一错误类型和将第二事件类型的事件分类为第一事件类型的第二错误类型。 参照目标函数对二进制分类系统的第一配置的操作进行评估。 目标函数是通过参照验证数据表示第一错误类型的错误数量的第二错误类型的错误数,并且假设多个中的第一和第二事件类型的相对比例 的事件。
    • 9. 发明授权
    • Recovering data from a failed cache using a surviving cache
    • 使用幸存缓存从故障缓存中恢复数据
    • US06609136B2
    • 2003-08-19
    • US09894757
    • 2001-06-27
    • Roger J. BamfordBoris Klots
    • Roger J. BamfordBoris Klots
    • G06F1730
    • G06F11/1471G06F2201/80Y10S707/915Y10S707/99938Y10S707/99952Y10S707/99953Y10S707/99954
    • A method and apparatus are provided for transferring a resource from the cache of one database server to the cache of another database server without first writing the resource to disk. When a database server (Requestor) desires to modify a resource, the Requestor asks for the current version of the resource. The database server that has the current version (Holder) directly ships the current version to the Requestor. Upon shipping the version, the Holder loses permission to modify the resource, but continues to retain the resource in memory. When the retained version of the resource, or a later version thereof, is written to disk, the Holder can discard the retained version of the resource. Otherwise, the Holder does not discard the retained version. Using this technique, single-server failures are recovered without having to merge the recovery logs of the various database servers that had access to the resource.
    • 提供了一种方法和装置,用于将资源从一个数据库服务器的高速缓存传送到另一个数据库服务器的高速缓存,而无需首先将资源写入磁盘。 当数据库服务器(请求者)希望修改资源时,请求者要求资源的当前版本。 具有当前版本(Holder)的数据库服务器将当前版本直接发送到请求者。 运送版本后,持有人将失去修改资源的权限,但继续将资源保留在内存中。 当资源的保留版本或其更新版本写入磁盘时,持有者可以丢弃资源的保留版本。 否则,持有人不会丢弃保留的版本。 使用此技术,恢复单服务器故障,而无需合并可访问资源的各种数据库服务器的恢复日志。