US20080005317A1 - Method and apparatus for cross-tier management in multi-tier computing system architecture - Google Patents

Method and apparatus for cross-tier management in multi-tier computing system architecture Download PDF

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Publication number
US20080005317A1
US20080005317A1 US11/479,511 US47951106A US2008005317A1 US 20080005317 A1 US20080005317 A1 US 20080005317A1 US 47951106 A US47951106 A US 47951106A US 2008005317 A1 US2008005317 A1 US 2008005317A1
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tier
management
computing system
commands
manageability
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US11/479,511
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Yixin Diao
Hidayatullah Habeebullah Shaikh
Maheswaran Surendra
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International Business Machines Corp
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International Business Machines Corp
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Assigned to INTERNATIONAL BUSINESS MACHINES CORPORATION reassignment INTERNATIONAL BUSINESS MACHINES CORPORATION ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: DIAO, YIXIN, SHAIKH, HIDAYATULLAH HABEEBULLAH, SURENDRA, MAHESWARAN
Publication of US20080005317A1 publication Critical patent/US20080005317A1/en
Priority to US12/119,828 priority patent/US8473603B2/en
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/34Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3409Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/30Monitoring
    • G06F11/3003Monitoring arrangements specially adapted to the computing system or computing system component being monitored
    • G06F11/3006Monitoring arrangements specially adapted to the computing system or computing system component being monitored where the computing system is distributed, e.g. networked systems, clusters, multiprocessor systems

Definitions

  • the present invention relates to computing systems, and, more particularly, to techniques for management of such computing systems.
  • Most Internet service sites such as electronic commerce (e-commerce) web sites have a multi-tier computing system architecture that partitions the processing of web requests into tiers or stages.
  • a multi-tier architecture may, for example, include an edge server stage, an Hypertext Transport Protocol (HTTP) server stage, an application server stage, and a database server stage.
  • HTTP Hypertext Transport Protocol
  • Management systems are typically used to monitor the performance of the computing system and to cause actions to be taken to address performance problems.
  • existing management solutions employ only a one-tier management approach.
  • an existing management system provides for dynamic capacity provisioning of the application server tier.
  • such an approach does not take into account more than one tier of a multi-tier architecture, nor does it take into account interaction between tiers such as between the application server tier and some other tier.
  • a resource bottleneck can exist in a backend tier such as the database tier.
  • the existing management system employs the one-tier management approach, interaction between the application server tier and the database server tier is not considered. Further, as a result, there is no ability provided by existing management techniques to manage one tier from another tier.
  • Principles of the invention provide a management approach that is able to take into account multiple tiers of a computing system architecture, and interactions there between, by managing one or more tiers of the computing system from one or more other tiers of the computing system (i.e., provide cross-tier management).
  • a method for managing a computing system includes the steps of monitoring performance of the second tier from the first tier, and sending one or more management commands from the first tier to the second tier based on the monitored performance.
  • the first tier may be an application server tier of the computing system
  • the second tier may be a database server tier of the computing system.
  • the second tier may include a node agent for receiving the one or more management commands such that management control in the first tier extends to the second tier.
  • the second tier may include an interface for abstracting the one or more management commands with respect to one or more provider-specific database management plug-in modules.
  • the first tier and the second tier may implement a management model including a manageability extension layer, a manageability abstraction layer and a managed resource layer.
  • a method for managing a computing system includes the steps of sending performance data from the second tier to the first tier, and receiving one or more management commands from the first tier at the second tier based on the monitored performance.
  • apparatus for managing a computing system wherein the computing system includes a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system, comprises: a node agent at the second tier configured to: (i) send performance data from the second tier to the first tier; and (ii) receive one or more management commands from the first tier at the second tier based on the monitored performance; and an interface at the second tier configured to abstract the one or more management commands with respect to one or more provider-specific database management plug-in modules.
  • a method for managing one or more goals in a system that includes two or more tiers, whereby work progressively flows from tier-to-tier of the system, includes the steps of communicating one or more directives from a higher-level tier to a lower-level tier, and converting the one or more directives at the lower-level tier into instructions executable by a management component specific to the lower-level tier so as to effect the one or more system goals.
  • the communicating step and the converting step may further include communicating one or more directives from the first tier to the second tier, converting the one or more directives at the second tier into instructions executable by a management component specific to the second tier, communicating one or more directives from the second tier to the third tier, and converting the one or more directives at the third tier into instructions executable by a management component specific to the third tier.
  • a system for providing cross-tier management of resources in a computer system includes the following layers.
  • a manageability extension layer includes node agent code on a managed resource tier for receiving one or more control and configuration commands for the managed resource from an application server tier.
  • a manageability abstraction layer includes code for interacting with a management interface and thereby defining a service provider interface for abstracting the one or more control and configuration commands.
  • a managed resource layer includes resource-specific code for controlling a managed resource within the managed resource layer.
  • management principles of the invention may consider interaction between different tiers of the computing system architecture. Furthermore, principles of the invention may also provide the ability to change resource configurations across multiple tiers.
  • FIG. 1 illustrates a multi-tier computing system architecture in which cross-tier management techniques may be implemented, according to an embodiment of the invention.
  • FIG. 2A illustrates a cross-tier management model, according to an embodiment of the invention.
  • FIG. 2B illustrates a cross-tier management methodology for managing a database tier from an application server tier, according to an embodiment of the invention.
  • FIG. 3 illustrates a computer system wherein cross-tier management techniques may be implemented, according to an embodiment of the invention.
  • the present invention is not limited to any particular multi-tier computing system architecture. Rather, the invention is more generally applicable to any multi-tier computing system architecture in which it would be desirable to provide a management approach that is able to manage one or more tiers of the computing system from one or more other tiers of the computing system.
  • FIG. 1 depicts such a multi-tier computing system architecture.
  • Each tier comprises one or more nodes (e.g., hardware entities) that are dedicated to a specific kind of processing.
  • the first tier or edge server tier 102 provides load balancing and request routing.
  • the second tier or HTTP server tier 104 performs HTTP parsing and response generation.
  • the third tier 106 contains application servers typically providing a Java 2 Platform Enterprise Edition (J2EE) for business logic (e.g., the software used to execute the particular e-commerce application).
  • the fourth tier 108 contains database server nodes that manage persistent data.
  • the architecture may include a fifth tier (not shown) as well, if a separate storage system is used (e.g., a storage area network).
  • client requests enter the first tier and are routed to an HTTP server. Some fractions of the HTTP requests also require processing by application servers. A fraction of the requests processed by application servers also require services from a database server. Because inter-tier interaction is synchronous, threads/processes in upstream tiers are blocked while waiting for the completion of processing in downstream tiers. Thus, requests may simultaneously consume resources in the HTTP, application, and database server nodes. After processing by some or all of the tiers of the multi-tier computing system, a response to the request is sent to the client.
  • Principles of the invention provide techniques for enabling cross-tier management of resources in a multi-tier computing system. It is to be understood that principles of the invention identify a managed tier (e.g., database tier 108 in FIG. 1 ) and a managing tier (e.g., application server tier 106 in FIG. 1 ).
  • a managed tier e.g., database tier 108 in FIG. 1
  • a managing tier e.g., application server tier 106 in FIG. 1 .
  • Management techniques of the invention employ a multi-layer management model.
  • such model 200 includes a manageability extension layer 202 , a manageability abstraction layer 204 , and a managed resource layer 206 .
  • the manageability extension layer includes node agent software code that resides on a managed resource tier for receiving control and configuration commands for a managed resource from an application server tier (managing tier).
  • the manageability abstraction layer includes software code for interacting with a management interface and thereby defining a service provider interface (SPI).
  • SPI service provider interface
  • the managed resource layer includes resource-specific software code for controlling a managed resource within the managed resource layer.
  • the node agent code on the managed resource tier includes performance reporting code for sending performance information regarding the managed resource back to the application server tier. While the invention is not limited to any particular management environment, it is particularly well suited for use in a WebSphereTM Deployment Management environment (IBM Corporation of Armonk, N.Y.).
  • FIG. 2B illustrates a cross-tier management methodology according to an embodiment of the invention.
  • model 200 can be applied to controlling a database server tier from an application server tier.
  • the controlling entity is WebSphereTM Application Server (WAS) tier and the backend controlled tier is a database tier.
  • WAS WebSphereTM Application Server
  • an extended WebSphereTM cell 210 includes an on demand router 212 , an application server cluster 214 including WAS nodes 1 , 2 and 3 with respective node agents 215 - 1 , 215 - 2 , and 215 - 3 , administrator console 216 , client 218 , and deployment manager 220 .
  • Cell 210 also includes managed database (DB) node 222 including database 1 , database 2 , DB controller 224 , plug-in SPI 226 , node agent 228 , operating system 230 , and plug-ins 232 .
  • DB managed database
  • a request enters the cell at router 212 and is routed to a particular WAS node in the server cluster 214 .
  • the WAS node that handles the request may be selected based on the priority of the request (e.g., high priority requests going to WAS nodes 1 or, and low priority requests going to WAS node 3 ).
  • the WAS node may require assistance of a database server node (e.g., Database 1 or Database 2 ) in order to respond to the request.
  • the database server node may be selected based on the priority associated with the request.
  • WebSphereTM node agents i.e., 215 - 1 through 215 - 3
  • management (configuration and control) servers between WAS nodes and the WebSphereTM deployment manager 220 in a WebSphere extended deployment or network deployment setup.
  • block 216 is a user interface where a system administrator sets management goals and parameters.
  • Block 218 represents software code that executes management functions.
  • the WebSphereTM node agent is extended for other non-application tiers (e.g., the managed DB tier, the storage systems, etc.). Such extension is realized in cell 210 of FIG. 2B by node agent 228 , located in managed DB node 222 . This is considered the manageability extension layer ( 202 of FIG. 2A ) of the cross-tier management model of the invention.
  • FIG. 2B illustrates the application server (WAS) tier managing the database (DB) tier
  • WAS application server
  • DB database
  • FIG. 2B illustrates the application server (WAS) tier managing the database (DB) tier
  • WAS application server
  • DB database
  • the management infrastructure is as follows.
  • WAS is the managing server with respect to DB, the managed resource, and thus WAS puts agent code in the DB tier.
  • DB is the managing server with respect to storage, the managed resource, and thus DB puts agent code in the storage tier.
  • node agent 228 on the database node 222 allows the database to be managed from the application server tier.
  • This node agent 228 can receive any control and configuration commands for different databases thereon from the application tier via deployment manager 220 .
  • Node agent 228 can also send back any performance related information of the databases back to the application tier.
  • the management extensions to the node agent provide an abstract interface, to a controlling entity such as the WebSphereTM Deployment manager 220 , independent of the underlying virtualization technologies such as OS WLM (e.g., Linux CKRM, AIX WLM, HP-UX WLM, Solaris Resource Manager) and partitioning technologies such as dynamic LPAR, Linux Xen, Meiosys Metacluster, etc.
  • OS WLM e.g., Linux CKRM, AIX WLM, HP-UX WLM, Solaris Resource Manager
  • partitioning technologies such as dynamic LPAR, Linux Xen, Meiosys Metacluster, etc.
  • CKRM refers to class-based kernel resource management (http://ckrm.sourceforge.net/)
  • AIX WLM refers to a workload management system (http://www.redbooks.ibm.com/abstracts/sg245977.html)
  • dynamic LPAR refers to dynamic logical partitions (http://www-03.ibm.com/servers/eserver/iseries/lpar/)
  • Linux Xen is described at http://kerneltrap.org/node/4168.
  • This interface may be based on open standards such as Java Management Extensions or Web Services Distributed Management (WS-DM).
  • open standards such as Java Management Extensions or Web Services Distributed Management (WS-DM).
  • DB controller 224 provides abstraction from platform specific workload management capability. This is considered the manageability abstraction layer ( 204 of FIG. 2A ) of the cross-tier management model of the invention. DB controller 224 defines a Service Provider Interface (SPI) 226 that is implemented by the managed resource layer ( 206 of FIG. 2A ).
  • SPI Service Provider Interface
  • the manageability abstraction layer contains the logic to interact with any management infrastructure such as JMX or WS-DM.
  • JMX Java Management Extensions are described at http://java.sun.com/products/JavaManagement/
  • WS-DM Web Services Distributed Management is described at (www.oasis-open.org/committees/wsdm/).
  • the preferred management protocol is JMX.
  • This layer also has the processing capability to determine which plug-in of the managed resource layer has to be invoked to achieve control.
  • the abstraction layer is the layer that serves to hide the implementation details of the resource so that an entity (e.g., system administrator or processing node) that requests some action need only request the action without needing to know how the action is accomplished. For example, if an entity wants to increase the CPU share 10% for an application, it only needs to issue a generic command such as “increase CPU 10%.”
  • the abstraction layer translates this command into an executable command according to the respective grammar understood by the different resources, i.e., since the actual command for plug-in Linux CKRM would be different than the actual command for plug-in AIX WLM.
  • the managed resource layer contains the implementation of technology specific “glue code” to provide the actual control logic (the glue code refers to the actual command understood by the plug-in). That is, the managed layer contains the resource specific logic to implement the actual control.
  • plug-ins 232 define this layer.
  • the control of the DB tier resources ( 230 ) can be achieved using various options such as Linux CKRM, AIX WLM, dynamic LPAR, or DB2 WLM.
  • An example of configuration and control could be creating classes for the various database instances in the OS WLM and then creating rules for classifying the processes belonging to these instances into the proper class and applying the proper amount of resource (CPU, IO, memory) shares to the classes based on a request from the controlling entity.
  • resource CPU, IO, memory
  • FIG. 2B illustrates management of a second tier (database server tier) from a first tier (application server tier)
  • the management model of FIG. 2A may be applied to three or more tiers of a computing system. That is, principles of the invention may be used to manage end-to-end goals in a system that includes three or more tiers whereby work progressively flows from a first tier to a second tier and subsequently from the second tier to the third tier, and so on to other subsequent tiers.
  • the first tier manages the second tier and the second tier manages the third tier and so on.
  • Such tier-to-tier management is achieved by employing management translation layers that allow the higher-level tier to communicate directives (commands) to the lower-level tier.
  • the lower level tier converts/accepts these directives into its own/native management capability.
  • FIG. 3 is a block diagram illustrating an illustrative hardware implementation of a computer system in accordance with which one or more components/steps of a management system (e.g., components/steps described in the context of FIGS. 1 , 2 A, and 2 B) may be implemented, according to an embodiment of the present invention.
  • the illustrative architecture of FIG. 3 may be used in implementing any and all of the components (i.e., nodes, node agents, database servers, deployment manager, DB controller, plug-ins, etc.) of any of the tiers shown in FIGS. 1 , 2 A, and 2 B.
  • the individual components/steps may be implemented on one such computer system, or more preferably, on more than one such computer system.
  • the individual computer systems and/or devices may be connected via a suitable network, e.g., the Internet or World Wide Web.
  • a suitable network e.g., the Internet or World Wide Web.
  • the system may be realized via private or local networks. The invention is not limited to any particular network.
  • the computer system 300 may be implemented in accordance with a processor 302 , a memory 304 , I/O devices 306 , and a network interface 308 , coupled via a computer bus 310 or alternate connection arrangement.
  • processor as used herein is intended to include any processing device, such as, for example, one that includes a CPU (central processing unit) and/or other processing circuitry. It is also to be understood that the term “processor” may refer to more than one processing device and that various elements associated with a processing device may be shared by other processing devices.
  • memory as used herein is intended to include memory associated with a processor or CPU, such as, for example, RAM, ROM, a fixed memory device (e.g., hard drive), a removable memory device (e.g., diskette), flash memory, etc.
  • input/output devices or “I/O devices” as used herein is intended to include, for example, one or more input devices (e.g., keyboard, mouse, etc.) for entering data to the processing unit, and/or one or more output devices (e.g., speaker, display, etc.) for presenting results associated with the processing unit.
  • input devices e.g., keyboard, mouse, etc.
  • output devices e.g., speaker, display, etc.
  • network interface as used herein is intended to include, for example, one or more transceivers to permit the computer system to communicate with another computer system via an appropriate communications protocol.
  • software components including instructions or code for performing the methodologies described herein may be stored in one or more of the associated memory devices (e.g., ROM, fixed or removable memory) and, when ready to be utilized, loaded in part or in whole (e.g., into RAM) and executed by a CPU.
  • ROM read-only memory
  • RAM random access memory
  • the present invention also comprises techniques for providing cross-tier management services.
  • a service provider agrees (e.g., via a service level agreement or some informal agreement or arrangement) with a service customer to provide cross-tier management services. That is, by way of one example only, the service provider may host the customer's web site and associated applications (e.g., e-commerce applications). Then, in accordance with terms of the contract between the service provider and the service customer, the service provider provides cross-tier management services which may comprise one or more of the methodologies of the invention described herein.

Abstract

Techniques are disclosed for providing cross-tier management in a multi-tier computing system architecture. For example, a method for managing a computing system, wherein the computing system includes a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system, includes the steps of monitoring performance of the second tier from the first tier, and sending one or more management commands from the first tier to the second tier based on the monitored performance. In one embodiment, the first tier may be an application server tier of the computing system, and the second tier may be a database server tier of the computing system.

Description

    FIELD OF THE INVENTION
  • The present invention relates to computing systems, and, more particularly, to techniques for management of such computing systems.
  • BACKGROUND OF THE INVENTION
  • Most Internet service sites such as electronic commerce (e-commerce) web sites have a multi-tier computing system architecture that partitions the processing of web requests into tiers or stages. Such a multi-tier architecture may, for example, include an edge server stage, an Hypertext Transport Protocol (HTTP) server stage, an application server stage, and a database server stage.
  • Management systems are typically used to monitor the performance of the computing system and to cause actions to be taken to address performance problems. However, existing management solutions employ only a one-tier management approach. For example, an existing management system provides for dynamic capacity provisioning of the application server tier. However, such an approach does not take into account more than one tier of a multi-tier architecture, nor does it take into account interaction between tiers such as between the application server tier and some other tier.
  • By way of example, a resource bottleneck can exist in a backend tier such as the database tier. However, since the existing management system employs the one-tier management approach, interaction between the application server tier and the database server tier is not considered. Further, as a result, there is no ability provided by existing management techniques to manage one tier from another tier.
  • Accordingly, it would be desirable to provide a management approach that is able to take into account multiple tiers of a computing system architecture, and interactions there between, by managing one or more tiers of the computing system from one or more other tiers of the computing system.
  • SUMMARY OF THE INVENTION
  • Principles of the invention provide a management approach that is able to take into account multiple tiers of a computing system architecture, and interactions there between, by managing one or more tiers of the computing system from one or more other tiers of the computing system (i.e., provide cross-tier management).
  • For example, in one aspect of the invention, a method for managing a computing system, wherein the computing system includes a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system, includes the steps of monitoring performance of the second tier from the first tier, and sending one or more management commands from the first tier to the second tier based on the monitored performance.
  • The first tier may be an application server tier of the computing system, and the second tier may be a database server tier of the computing system.
  • The second tier may include a node agent for receiving the one or more management commands such that management control in the first tier extends to the second tier. The second tier may include an interface for abstracting the one or more management commands with respect to one or more provider-specific database management plug-in modules. The first tier and the second tier may implement a management model including a manageability extension layer, a manageability abstraction layer and a managed resource layer.
  • In a second aspect of the invention, a method for managing a computing system, wherein the computing system includes a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system, includes the steps of sending performance data from the second tier to the first tier, and receiving one or more management commands from the first tier at the second tier based on the monitored performance.
  • In a third aspect of the invention, apparatus for managing a computing system, wherein the computing system includes a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system, comprises: a node agent at the second tier configured to: (i) send performance data from the second tier to the first tier; and (ii) receive one or more management commands from the first tier at the second tier based on the monitored performance; and an interface at the second tier configured to abstract the one or more management commands with respect to one or more provider-specific database management plug-in modules.
  • In a fourth aspect of the invention, a method for managing one or more goals in a system that includes two or more tiers, whereby work progressively flows from tier-to-tier of the system, includes the steps of communicating one or more directives from a higher-level tier to a lower-level tier, and converting the one or more directives at the lower-level tier into instructions executable by a management component specific to the lower-level tier so as to effect the one or more system goals.
  • For example, work may progressively flow from a first tier to a second tier and subsequently from the second tier to at least a third tier. Accordingly, the communicating step and the converting step may further include communicating one or more directives from the first tier to the second tier, converting the one or more directives at the second tier into instructions executable by a management component specific to the second tier, communicating one or more directives from the second tier to the third tier, and converting the one or more directives at the third tier into instructions executable by a management component specific to the third tier.
  • In a fifth aspect of the invention, a system for providing cross-tier management of resources in a computer system includes the following layers. A manageability extension layer includes node agent code on a managed resource tier for receiving one or more control and configuration commands for the managed resource from an application server tier. A manageability abstraction layer includes code for interacting with a management interface and thereby defining a service provider interface for abstracting the one or more control and configuration commands. A managed resource layer includes resource-specific code for controlling a managed resource within the managed resource layer.
  • Advantageously, management principles of the invention may consider interaction between different tiers of the computing system architecture. Furthermore, principles of the invention may also provide the ability to change resource configurations across multiple tiers.
  • These and other objects, features and advantages of the present invention will become apparent from the following detailed description of illustrative embodiments thereof, which is to be read in connection with the accompanying drawings.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • FIG. 1 illustrates a multi-tier computing system architecture in which cross-tier management techniques may be implemented, according to an embodiment of the invention.
  • FIG. 2A illustrates a cross-tier management model, according to an embodiment of the invention.
  • FIG. 2B illustrates a cross-tier management methodology for managing a database tier from an application server tier, according to an embodiment of the invention.
  • FIG. 3 illustrates a computer system wherein cross-tier management techniques may be implemented, according to an embodiment of the invention.
  • DETAILED DESCRIPTION OF PREFERRED EMBODIMENTS
  • It is to be understood that the present invention is not limited to any particular multi-tier computing system architecture. Rather, the invention is more generally applicable to any multi-tier computing system architecture in which it would be desirable to provide a management approach that is able to manage one or more tiers of the computing system from one or more other tiers of the computing system.
  • Before describing management techniques of the invention, we provide a general description of an illustrative multi-tier computing system architecture.
  • FIG. 1 depicts such a multi-tier computing system architecture. Each tier comprises one or more nodes (e.g., hardware entities) that are dedicated to a specific kind of processing. In architecture 100 depicted in FIG. 1, the first tier or edge server tier 102 provides load balancing and request routing. The second tier or HTTP server tier 104 performs HTTP parsing and response generation. The third tier 106 contains application servers typically providing a Java 2 Platform Enterprise Edition (J2EE) for business logic (e.g., the software used to execute the particular e-commerce application). The fourth tier 108 contains database server nodes that manage persistent data. The architecture may include a fifth tier (not shown) as well, if a separate storage system is used (e.g., a storage area network).
  • In general, client requests enter the first tier and are routed to an HTTP server. Some fractions of the HTTP requests also require processing by application servers. A fraction of the requests processed by application servers also require services from a database server. Because inter-tier interaction is synchronous, threads/processes in upstream tiers are blocked while waiting for the completion of processing in downstream tiers. Thus, requests may simultaneously consume resources in the HTTP, application, and database server nodes. After processing by some or all of the tiers of the multi-tier computing system, a response to the request is sent to the client.
  • Principles of the invention provide techniques for enabling cross-tier management of resources in a multi-tier computing system. It is to be understood that principles of the invention identify a managed tier (e.g., database tier 108 in FIG. 1) and a managing tier (e.g., application server tier 106 in FIG. 1).
  • Management techniques of the invention employ a multi-layer management model. In one embodiment, as illustrated in FIG. 2A, such model 200 includes a manageability extension layer 202, a manageability abstraction layer 204, and a managed resource layer 206.
  • As will be illustrated below in the context of FIG. 2B, the manageability extension layer includes node agent software code that resides on a managed resource tier for receiving control and configuration commands for a managed resource from an application server tier (managing tier). The manageability abstraction layer includes software code for interacting with a management interface and thereby defining a service provider interface (SPI). The managed resource layer includes resource-specific software code for controlling a managed resource within the managed resource layer.
  • In one embodiment, the node agent code on the managed resource tier includes performance reporting code for sending performance information regarding the managed resource back to the application server tier. While the invention is not limited to any particular management environment, it is particularly well suited for use in a WebSphere™ Deployment Management environment (IBM Corporation of Armonk, N.Y.).
  • In accordance with a WebSphere™ environment, principles of the invention provide a cross-tier workload management methodology that is Java application server centric. For ease of explaining the concepts, we use a WebSphere™ application server (WAS) as the application tier and DB2™ (IBM Corporation of Armonk, N.Y.) as the backend tier. However, the concepts introduced herein can be easily applied to other application servers and other backend tiers.
  • FIG. 2B illustrates a cross-tier management methodology according to an embodiment of the invention. In the context of FIG. 2B, we illustrate how model 200 can be applied to controlling a database server tier from an application server tier. The controlling entity is WebSphere™ Application Server (WAS) tier and the backend controlled tier is a database tier.
  • As shown, an extended WebSphere™ cell 210 includes an on demand router 212, an application server cluster 214 including WAS nodes 1, 2 and 3 with respective node agents 215-1, 215-2, and 215-3, administrator console 216, client 218, and deployment manager 220. Cell 210 also includes managed database (DB) node 222 including database 1, database 2, DB controller 224, plug-in SPI 226, node agent 228, operating system 230, and plug-ins 232.
  • In general, a request enters the cell at router 212 and is routed to a particular WAS node in the server cluster 214. The WAS node that handles the request may be selected based on the priority of the request (e.g., high priority requests going to WAS nodes 1 or, and low priority requests going to WAS node 3). Depending on the nature of the request, the WAS node may require assistance of a database server node (e.g., Database 1 or Database 2) in order to respond to the request. Again, the database server node may be selected based on the priority associated with the request.
  • Typically, WebSphere™ node agents (i.e., 215-1 through 215-3) are used as management (configuration and control) servers between WAS nodes and the WebSphere™ deployment manager 220 in a WebSphere extended deployment or network deployment setup. Note that block 216 is a user interface where a system administrator sets management goals and parameters. Block 218 represents software code that executes management functions.
  • In accordance with illustrative principles of the invention, the WebSphere™ node agent is extended for other non-application tiers (e.g., the managed DB tier, the storage systems, etc.). Such extension is realized in cell 210 of FIG. 2B by node agent 228, located in managed DB node 222. This is considered the manageability extension layer (202 of FIG. 2A) of the cross-tier management model of the invention.
  • It is to be understood that while FIG. 2B illustrates the application server (WAS) tier managing the database (DB) tier, we can place node agents in other tiers with non-identical functions to facilitate distributed administration and workload management beyond WAS instances. For example, besides the WAS tier and the DB tier, suppose we have a third tier, e.g., a storage tier, as well. Hence, the management infrastructure is as follows. WAS is the managing server with respect to DB, the managed resource, and thus WAS puts agent code in the DB tier. Similarly, DB is the managing server with respect to storage, the managed resource, and thus DB puts agent code in the storage tier.
  • Returning to the embodiment of FIG. 2B, the placement of node agent 228 on the database node 222 allows the database to be managed from the application server tier. This node agent 228 can receive any control and configuration commands for different databases thereon from the application tier via deployment manager 220. Node agent 228 can also send back any performance related information of the databases back to the application tier.
  • The management extensions to the node agent provide an abstract interface, to a controlling entity such as the WebSphere™ Deployment manager 220, independent of the underlying virtualization technologies such as OS WLM (e.g., Linux CKRM, AIX WLM, HP-UX WLM, Solaris Resource Manager) and partitioning technologies such as dynamic LPAR, Linux Xen, Meiosys Metacluster, etc. CKRM refers to class-based kernel resource management (http://ckrm.sourceforge.net/), AIX WLM refers to a workload management system (http://www.redbooks.ibm.com/abstracts/sg245977.html), dynamic LPAR refers to dynamic logical partitions (http://www-03.ibm.com/servers/eserver/iseries/lpar/) and Linux Xen is described at http://kerneltrap.org/node/4168. These are only examples of plug-ins that may be used in the WebSphere™ cell.
  • The implementation of this interface may be based on open standards such as Java Management Extensions or Web Services Distributed Management (WS-DM).
  • As shown in FIG. 2B, DB controller 224 provides abstraction from platform specific workload management capability. This is considered the manageability abstraction layer (204 of FIG. 2A) of the cross-tier management model of the invention. DB controller 224 defines a Service Provider Interface (SPI) 226 that is implemented by the managed resource layer (206 of FIG. 2A). The manageability abstraction layer contains the logic to interact with any management infrastructure such as JMX or WS-DM. JMX: Java Management Extensions are described at http://java.sun.com/products/JavaManagement/, and WS-DM: Web Services Distributed Management is described at (www.oasis-open.org/committees/wsdm/).
  • In the case of WebSphere, the preferred management protocol is JMX. This layer also has the processing capability to determine which plug-in of the managed resource layer has to be invoked to achieve control.
  • Furthermore, the abstraction layer is the layer that serves to hide the implementation details of the resource so that an entity (e.g., system administrator or processing node) that requests some action need only request the action without needing to know how the action is accomplished. For example, if an entity wants to increase the CPU share 10% for an application, it only needs to issue a generic command such as “increase CPU 10%.” The abstraction layer translates this command into an executable command according to the respective grammar understood by the different resources, i.e., since the actual command for plug-in Linux CKRM would be different than the actual command for plug-in AIX WLM.
  • The managed resource layer contains the implementation of technology specific “glue code” to provide the actual control logic (the glue code refers to the actual command understood by the plug-in). That is, the managed layer contains the resource specific logic to implement the actual control. In FIG. 2B, plug-ins 232 define this layer. The control of the DB tier resources (230) can be achieved using various options such as Linux CKRM, AIX WLM, dynamic LPAR, or DB2 WLM.
  • An example of configuration and control could be creating classes for the various database instances in the OS WLM and then creating rules for classifying the processes belonging to these instances into the proper class and applying the proper amount of resource (CPU, IO, memory) shares to the classes based on a request from the controlling entity.
  • Again, it is to be understood that while FIG. 2B illustrates management of a second tier (database server tier) from a first tier (application server tier), the management model of FIG. 2A may be applied to three or more tiers of a computing system. That is, principles of the invention may be used to manage end-to-end goals in a system that includes three or more tiers whereby work progressively flows from a first tier to a second tier and subsequently from the second tier to the third tier, and so on to other subsequent tiers. For example, the first tier manages the second tier and the second tier manages the third tier and so on. Such tier-to-tier management is achieved by employing management translation layers that allow the higher-level tier to communicate directives (commands) to the lower-level tier. The lower level tier converts/accepts these directives into its own/native management capability.
  • FIG. 3 is a block diagram illustrating an illustrative hardware implementation of a computer system in accordance with which one or more components/steps of a management system (e.g., components/steps described in the context of FIGS. 1, 2A, and 2B) may be implemented, according to an embodiment of the present invention. For example, the illustrative architecture of FIG. 3 may be used in implementing any and all of the components (i.e., nodes, node agents, database servers, deployment manager, DB controller, plug-ins, etc.) of any of the tiers shown in FIGS. 1, 2A, and 2B.
  • Further, it is to be understood that the individual components/steps may be implemented on one such computer system, or more preferably, on more than one such computer system. In the case of an implementation on a distributed system, the individual computer systems and/or devices may be connected via a suitable network, e.g., the Internet or World Wide Web. However, the system may be realized via private or local networks. The invention is not limited to any particular network.
  • As shown, the computer system 300 may be implemented in accordance with a processor 302, a memory 304, I/O devices 306, and a network interface 308, coupled via a computer bus 310 or alternate connection arrangement.
  • It is to be appreciated that the term “processor” as used herein is intended to include any processing device, such as, for example, one that includes a CPU (central processing unit) and/or other processing circuitry. It is also to be understood that the term “processor” may refer to more than one processing device and that various elements associated with a processing device may be shared by other processing devices.
  • The term “memory” as used herein is intended to include memory associated with a processor or CPU, such as, for example, RAM, ROM, a fixed memory device (e.g., hard drive), a removable memory device (e.g., diskette), flash memory, etc.
  • In addition, the phrase “input/output devices” or “I/O devices” as used herein is intended to include, for example, one or more input devices (e.g., keyboard, mouse, etc.) for entering data to the processing unit, and/or one or more output devices (e.g., speaker, display, etc.) for presenting results associated with the processing unit.
  • Still further, the phrase “network interface” as used herein is intended to include, for example, one or more transceivers to permit the computer system to communicate with another computer system via an appropriate communications protocol.
  • Accordingly, software components including instructions or code for performing the methodologies described herein may be stored in one or more of the associated memory devices (e.g., ROM, fixed or removable memory) and, when ready to be utilized, loaded in part or in whole (e.g., into RAM) and executed by a CPU.
  • It is to be further appreciated that the present invention also comprises techniques for providing cross-tier management services.
  • By way of example, a service provider agrees (e.g., via a service level agreement or some informal agreement or arrangement) with a service customer to provide cross-tier management services. That is, by way of one example only, the service provider may host the customer's web site and associated applications (e.g., e-commerce applications). Then, in accordance with terms of the contract between the service provider and the service customer, the service provider provides cross-tier management services which may comprise one or more of the methodologies of the invention described herein.
  • Although illustrative embodiments of the present invention have been described herein with reference to the accompanying drawings, it is to be understood that the invention is not limited to those precise embodiments, and that various other changes and modifications may be made by one skilled in the art without departing from the scope or spirit of the invention.

Claims (20)

1. A method for managing a computing system, wherein the computing system comprises a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system, the method comprising the steps of:
monitoring performance of the second tier from the first tier; and
sending one or more management commands from the first tier to the second tier based on the monitored performance.
2. The method of claim 1, wherein the first tier comprises an application server tier of the computing system.
3. The method of claim 1, wherein the second tier comprises a database server tier of the computing system.
4. The method of claim 1, wherein the second tier comprises a node agent for receiving the one or more management commands such that management control in the first tier extends to the second tier.
5. The method of claim 1, wherein the second tier comprises an interface for abstracting the one or more management commands with respect to one or more provider-specific database management plug-in modules.
6. The method of claim 1, wherein the first tier and the second tier implement a management model comprising a manageability extension layer, a manageability abstraction layer and a managed resource layer.
7. A method for managing a computing system, wherein the computing system comprises a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system, the method comprising the steps of:
sending performance data from the second tier to the first tier; and
receiving one or more management commands from the first tier at the second tier based on the monitored performance.
8. The method of claim 7, wherein the first tier comprises an application server tier of the computing system.
9. The method of claim 7, wherein the second tier comprises a database server tier of the computing system.
10. The method of claim 7, wherein the second tier comprises a node agent for receiving the one or more management commands such that management control in the first tier extends to the second tier.
11. The method of claim 7, wherein the second tier comprises an interface for abstracting the one or more management commands with respect to one or more provider-specific database management plug-in modules.
12. The method of claim 7, wherein the first tier and the second tier implement a management model comprising a manageability extension layer, a manageability abstraction layer and a managed resource layer.
13. Apparatus for managing a computing system, wherein the computing system comprises a first tier and at least a second tier, wherein the first tier and the second tier are configured to respond to a request received by the computing system; the apparatus comprising:
a node agent at the second tier configured to: (i) send performance data from the second tier to the first tier; and (ii) receive one or more management commands from the first tier at the second tier based on the monitored performance; and
an interface at the second tier configured to abstract the one or more management commands with respect to one or more provider-specific database management plug-in modules.
14. The apparatus of claim 13, wherein the first tier comprises an application server tier of the computing system.
15. The apparatus of claim 13, wherein the second tier comprises a database server tier of the computing system.
16. A method for managing one or more goals in a system that comprises two or more tiers, whereby work progressively flows from tier-to-tier of the system, the method comprising the steps of:
communicating one or more directives from a higher-level tier to a lower-level tier; and
converting the one or more directives at the lower-level tier into instructions executable by a management component specific to the lower-level tier so as to effect the one or more system goals.
17. The method of claim 16, wherein work progressively flows from a first tier to a second tier and subsequently from the second tier to at least a third tier.
18. The method of claim 17, wherein the communicating step and the converting step further comprise:
communicating one or more directives from the first tier to the second tier; and
converting the one or more directives at the second tier into instructions executable by a management component specific to the second tier.
19. The method of claim 18, wherein the communicating step and the converting step further comprise:
communicating one or more directives from the second tier to the third tier; and
converting the one or more directives at the third tier into instructions executable by a management component specific to the third tier.
20. A system for providing cross-tier management of resources in a computer system, comprising:
a manageability extension layer comprising node agent code on a managed resource tier for receiving one or more control and configuration commands for the managed resource from an application server tier;
a manageability abstraction layer comprising code for interacting with a management interface and thereby defining a service provider interface for abstracting the one or more control and configuration commands; and
a managed resource layer comprising resource-specific code for controlling a managed resource within the managed resource layer.
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Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090006445A1 (en) * 2007-06-28 2009-01-01 Esther Shemenzon Binding between net technologies and SQL server statements
US8438276B1 (en) 2004-08-31 2013-05-07 Precise Software Solutions, Inc. Method of monitoring network and application performance by analyzing web clients and web servers
US8788527B1 (en) 2003-12-31 2014-07-22 Precise Software Solutions, Inc. Object-level database performance management
US20140244980A1 (en) * 2011-10-17 2014-08-28 Yahoo! Inc. Method and system for dynamic control of a multi-tier processing system
US10176212B1 (en) 2014-10-15 2019-01-08 Seagate Technology Llc Top level tier management
CN109344201A (en) * 2018-10-17 2019-02-15 国网江苏省电力有限公司信息通信分公司 A kind of database performance load evaluation system and method based on machine learning
US10908969B2 (en) 2018-09-05 2021-02-02 International Business Machines Corporation Model driven dynamic management of enterprise workloads through adaptive tiering

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080005317A1 (en) * 2006-06-30 2008-01-03 International Business Machines Corporation Method and apparatus for cross-tier management in multi-tier computing system architecture
US8775498B2 (en) 2009-10-23 2014-07-08 International Business Machines Corporation Universal architecture for client management extensions on monitoring, control, and configuration
CN104660522A (en) * 2013-11-22 2015-05-27 英业达科技有限公司 Automatic node configuration method and server system

Citations (24)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20010037374A1 (en) * 2000-04-28 2001-11-01 Shrum Kenneth W. Internet server system test and measurement
US6377993B1 (en) * 1997-09-26 2002-04-23 Mci Worldcom, Inc. Integrated proxy interface for web based data management reports
US20020052941A1 (en) * 2000-02-11 2002-05-02 Martin Patterson Graphical editor for defining and creating a computer system
US20020083170A1 (en) * 2000-10-26 2002-06-27 Metilinx System-wide optimization integration model
US20030023505A1 (en) * 2001-02-28 2003-01-30 Eglen Jan Alan Digital online exchange
US20030078960A1 (en) * 2001-04-30 2003-04-24 Murren Brian T. Architecture and process for creating software applications for multiple domains
US20030172362A1 (en) * 2002-02-01 2003-09-11 Mack-Crane T. Benjamin Method and system for multi-layer network routing
US20030208638A1 (en) * 2002-04-02 2003-11-06 Abrams Thomas Algie Digital production services architecture
US20040030739A1 (en) * 2002-08-06 2004-02-12 Homayoun Yousefi'zadeh Database remote replication for multi-tier computer systems by homayoun yousefi'zadeh
US6845397B1 (en) * 2000-12-29 2005-01-18 Nortel Networks Limited Interface method and system for accessing inner layers of a network protocol
US20050049901A1 (en) * 2003-08-26 2005-03-03 International Business Machines Corporation Methods and systems for model-based management using abstract models
US20050086645A1 (en) * 2003-10-17 2005-04-21 International Business Machines Corporation Methods and systems for control discovery in computing systems
US20050172161A1 (en) * 2004-01-20 2005-08-04 International Business Machines Corporation Managing failover of J2EE compliant middleware in a high availability system
US20050182843A1 (en) * 2004-01-20 2005-08-18 Microsoft Corporation Computer system instrumentation information
US6950848B1 (en) * 2000-05-05 2005-09-27 Yousefi Zadeh Homayoun Database load balancing for multi-tier computer systems
US20050268063A1 (en) * 2004-05-25 2005-12-01 International Business Machines Corporation Systems and methods for providing constrained optimization using adaptive regulatory control
US20050273643A1 (en) * 2004-06-08 2005-12-08 International Business Machines Corporation Method, system and program for oscillation control of an internal process of a computer program
US6976054B1 (en) * 2000-12-29 2005-12-13 Nortel Networks Limited Method and system for accessing low-level resources in a network device
US20050278381A1 (en) * 2004-05-26 2005-12-15 Yixin Diao Method and apparatus for online sample interval determination
US20050283539A1 (en) * 2004-05-21 2005-12-22 Christopher Betts Balancing load requests and failovers using a UDDI proxy
US20060210051A1 (en) * 2005-03-18 2006-09-21 Hiroyuki Tomisawa Method and system for managing computer resource in system
US20060277606A1 (en) * 2005-06-01 2006-12-07 Mamoon Yunus Technique for determining web services vulnerabilities and compliance
US20070282988A1 (en) * 2006-05-31 2007-12-06 Christof Bornhoevd Device registration in a hierarchical monitor service
US20080215729A1 (en) * 2006-06-30 2008-09-04 International Business Machines Corporation Method and Apparatus for Cross-Tier Management in Multi-Tier Computing System Architecture

Family Cites Families (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5396635A (en) * 1990-06-01 1995-03-07 Vadem Corporation Power conservation apparatus having multiple power reduction levels dependent upon the activity of the computer system
US6253228B1 (en) * 1997-03-31 2001-06-26 Apple Computer, Inc. Method and apparatus for updating and synchronizing information between a client and a server
US7143153B1 (en) * 2000-11-09 2006-11-28 Ciena Corporation Internal network device dynamic health monitoring
US7058826B2 (en) * 2000-09-27 2006-06-06 Amphus, Inc. System, architecture, and method for logical server and other network devices in a dynamically configurable multi-server network environment
US20070245165A1 (en) * 2000-09-27 2007-10-18 Amphus, Inc. System and method for activity or event based dynamic energy conserving server reconfiguration
US7822967B2 (en) * 2000-09-27 2010-10-26 Huron Ip Llc Apparatus, architecture, and method for integrated modular server system providing dynamically power-managed and work-load managed network devices
USRE40866E1 (en) * 2000-09-27 2009-08-04 Huron Ip Llc System, method, and architecture for dynamic server power management and dynamic workload management for multiserver environment
US7032119B2 (en) * 2000-09-27 2006-04-18 Amphus, Inc. Dynamic power and workload management for multi-server system
US6845392B2 (en) * 2000-12-07 2005-01-18 International Business Machines Corporation Remote systems management via DBMS stored procedures and one communication line
US8140659B2 (en) * 2001-05-08 2012-03-20 Hewlett-Packard Development Company, L.P. Calculating an estimated time to complete a request
US20060248360A1 (en) * 2001-05-18 2006-11-02 Fung Henry T Multi-server and multi-CPU power management system and method
US20040015600A1 (en) * 2002-02-21 2004-01-22 Ashutosh Tiwary Workload post-processing and parameterization for a system for performance testing of N-tiered computer systems using recording and playback of workloads
US6950825B2 (en) * 2002-05-30 2005-09-27 International Business Machines Corporation Fine grained role-based access to system resources
US7702739B1 (en) * 2002-10-01 2010-04-20 Bao Tran Efficient transactional messaging between loosely coupled client and server over multiple intermittent networks with policy based routing
WO2004070584A2 (en) * 2003-02-04 2004-08-19 Canonline Global Media, Inc. Method and apparatus for converting objects between weakly and strongly typed programming frameworks
CA2520933A1 (en) * 2003-03-31 2004-10-21 System Management Arts, Inc. Method and apparatus for multi-realm system modeling
US7194664B1 (en) * 2003-09-08 2007-03-20 Poon Fung Method for tracing application execution path in a distributed data processing system
US7805509B2 (en) * 2004-06-04 2010-09-28 Optier Ltd. System and method for performance management in a multi-tier computing environment
US7558858B1 (en) * 2005-08-31 2009-07-07 At&T Intellectual Property Ii, L.P. High availability infrastructure with active-active designs
US7890458B2 (en) * 2006-10-20 2011-02-15 Oracle International Corporation Capturing database workload while preserving original transactional and concurrency characteristics for replay
US8332824B2 (en) * 2007-06-28 2012-12-11 Precise Software Solutions, Ltd. Binding between net technologies and SQL server statements

Patent Citations (25)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6377993B1 (en) * 1997-09-26 2002-04-23 Mci Worldcom, Inc. Integrated proxy interface for web based data management reports
US20020052941A1 (en) * 2000-02-11 2002-05-02 Martin Patterson Graphical editor for defining and creating a computer system
US20010037374A1 (en) * 2000-04-28 2001-11-01 Shrum Kenneth W. Internet server system test and measurement
US6950848B1 (en) * 2000-05-05 2005-09-27 Yousefi Zadeh Homayoun Database load balancing for multi-tier computer systems
US20020083170A1 (en) * 2000-10-26 2002-06-27 Metilinx System-wide optimization integration model
US6845397B1 (en) * 2000-12-29 2005-01-18 Nortel Networks Limited Interface method and system for accessing inner layers of a network protocol
US6976054B1 (en) * 2000-12-29 2005-12-13 Nortel Networks Limited Method and system for accessing low-level resources in a network device
US20030023505A1 (en) * 2001-02-28 2003-01-30 Eglen Jan Alan Digital online exchange
US20030078960A1 (en) * 2001-04-30 2003-04-24 Murren Brian T. Architecture and process for creating software applications for multiple domains
US20030172362A1 (en) * 2002-02-01 2003-09-11 Mack-Crane T. Benjamin Method and system for multi-layer network routing
US20030208638A1 (en) * 2002-04-02 2003-11-06 Abrams Thomas Algie Digital production services architecture
US7212574B2 (en) * 2002-04-02 2007-05-01 Microsoft Corporation Digital production services architecture
US20040030739A1 (en) * 2002-08-06 2004-02-12 Homayoun Yousefi'zadeh Database remote replication for multi-tier computer systems by homayoun yousefi'zadeh
US20050049901A1 (en) * 2003-08-26 2005-03-03 International Business Machines Corporation Methods and systems for model-based management using abstract models
US20050086645A1 (en) * 2003-10-17 2005-04-21 International Business Machines Corporation Methods and systems for control discovery in computing systems
US20050172161A1 (en) * 2004-01-20 2005-08-04 International Business Machines Corporation Managing failover of J2EE compliant middleware in a high availability system
US20050182843A1 (en) * 2004-01-20 2005-08-18 Microsoft Corporation Computer system instrumentation information
US20050283539A1 (en) * 2004-05-21 2005-12-22 Christopher Betts Balancing load requests and failovers using a UDDI proxy
US20050268063A1 (en) * 2004-05-25 2005-12-01 International Business Machines Corporation Systems and methods for providing constrained optimization using adaptive regulatory control
US20050278381A1 (en) * 2004-05-26 2005-12-15 Yixin Diao Method and apparatus for online sample interval determination
US20050273643A1 (en) * 2004-06-08 2005-12-08 International Business Machines Corporation Method, system and program for oscillation control of an internal process of a computer program
US20060210051A1 (en) * 2005-03-18 2006-09-21 Hiroyuki Tomisawa Method and system for managing computer resource in system
US20060277606A1 (en) * 2005-06-01 2006-12-07 Mamoon Yunus Technique for determining web services vulnerabilities and compliance
US20070282988A1 (en) * 2006-05-31 2007-12-06 Christof Bornhoevd Device registration in a hierarchical monitor service
US20080215729A1 (en) * 2006-06-30 2008-09-04 International Business Machines Corporation Method and Apparatus for Cross-Tier Management in Multi-Tier Computing System Architecture

Cited By (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8788527B1 (en) 2003-12-31 2014-07-22 Precise Software Solutions, Inc. Object-level database performance management
US8438276B1 (en) 2004-08-31 2013-05-07 Precise Software Solutions, Inc. Method of monitoring network and application performance by analyzing web clients and web servers
US20090006445A1 (en) * 2007-06-28 2009-01-01 Esther Shemenzon Binding between net technologies and SQL server statements
US8332824B2 (en) * 2007-06-28 2012-12-11 Precise Software Solutions, Ltd. Binding between net technologies and SQL server statements
US20140244980A1 (en) * 2011-10-17 2014-08-28 Yahoo! Inc. Method and system for dynamic control of a multi-tier processing system
US9378058B2 (en) * 2011-10-17 2016-06-28 Excalibur Ip, Llc Method and system for dynamic control of a multi-tier processing system
US10176212B1 (en) 2014-10-15 2019-01-08 Seagate Technology Llc Top level tier management
US10908969B2 (en) 2018-09-05 2021-02-02 International Business Machines Corporation Model driven dynamic management of enterprise workloads through adaptive tiering
CN109344201A (en) * 2018-10-17 2019-02-15 国网江苏省电力有限公司信息通信分公司 A kind of database performance load evaluation system and method based on machine learning

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