This application is related to U.S. patent application Ser. No. 10/884,311, entitled INDEX FOR ACCESSING XML DATA, filed by Sivasankaran Chandrasekaran, Ravi Murthy, Ashish Thusoo, Anh Tuan Tran, Sreedhar Mukkamalla, Eric Sedlar, and Nipun Agarwal on Jul. 2, 2004, the contents of which are herein incorporated by reference in their entirety for all purposes.
This application is related to U.S. patent application Ser. No. 10/944,171, entitled MECHANISM FOR EFFICIENTLY EVALUATING OPERATOR TREES, filed by Ashish Thusoo, Ravi Murthy, Sivasankaran Chandrasekar, Eric Sedlar, and Nipun Agarwal on Sep. 16, 2004, the contents of which are herein incorporated by reference in their entirety for all purposes.
This application is related to U.S. patent application Ser. No. 10/944,177, entitled INDEX MAINTENANCE FOR OPERATIONS INVOLVING INDEXED XML DATA, filed by Ravi Murthy, Sivasankaran Chandrasekar, Ashish Thusoo, Nipun Agarwal, and Eric Sedlar on Sep. 16, 2004, the contents of which are herein incorporated by reference in their entirety for all purposes.
This application is related to U.S. Patent Application Ser. No. 60/599,319, entitled EFFICIENT EVALUATION OF QUERIES USING TRANSLATION, filed by Zhen Hua Liu, Muralidhar Krishnaprasad, Anand Manikutty, James W. Warner, Hui X. Zhang, Vikas Arora and Susan M. Kotsovolos on Aug. 6, 2004, the contents of which are herein incorporated by reference in their entirety for all purposes.
This application is related to U.S. Patent Application Ser. No. 60/599,652, entitled PROCESSING QUERIES AGAINST ONE OR MORE MARKUP LANGUAGE SOURCES, filed by Zhen Hua Liu, Muralidhar Krishnaprasad, Anand Manikutty, James W. Warner, Hui X. Zhang, Vikas Arora, Susan M. Kotsovolos, Ying Lu, Karuna Muthiah and Qin Yu on Aug. 6, 2004, the contents of which are herein incorporated by reference in their entirety for all purposes.
This application is related to U.S. patent application Ser. No. 10/948,523, entitled EFFICIENT EVALUATION OF QUERIES USING TRANSLATION, filed by Zhen Hua Liu, Muralidhar Krishnaprasad, Anand Manikutty, James W. Warner, Hui X. Zhang, Vikas Arora and Susan M. Kotsovolos on Sep. 22, 2004, the contents of which are herein incorporated by reference in their entirety for all purposes.
The present invention relates generally to XML indexes and more specifically to efficiently maintaining one or more XML index structures in a database system.
XML (i.e. eXtensible Markup Language) is becoming the standard format for representing semi-structured data which are then stored and managed within database systems. All the major database systems are being extended to natively support XML data. Standard query languages such as XPath and XQuery are typically used to query these document collections. Specialized index structures, such as an XML index, have been developed to improve the performance of query operations. An XML index stores entries corresponding to all the nodes of a set of indexed XML documents. Each entry tracks information about the corresponding node, such as the path to the node, the value of the node (if the node is a leaf node) and some information about the hierarchical position of the node (such as a dewey style order key). Additional secondary indexes may also be created to improve lookup of entries based on path, value, etc.
However, creating an XML index adds significant overhead to the cost of inserting and updating documents within the system. When a new document is inserted, or an existing document is updated, entries corresponding to all the affected nodes of the document need to be generated and inserted into the index structure. In the case of an update operation, all the entries corresponding to the nodes of the old document need to be deleted and entries corresponding to the nodes of the updated document need to be added. Further, any secondary indexes need to be suitably updated.
To ensure that the index contains accurate information, changes made to the index and any secondary indexes are performed in the same atomic transaction as the change to the underlying data. In other words, the index and the underlying data are maintained synchronously. These index maintenance operations could result in a significant slowdown of the overall insert/update operation. This problem is especially critical for high-throughput and low latency requirements of On-Line Transaction Processing (OLTP) applications.
This presents a significant dilemma. On the one hand, although significant overhead is incurred, the index must be updated in order to be useful. On the other hand, simply eliminating the index is not suitable because doing so would severely degrade query performance.
Based on the foregoing, there is a clear need to provide a mechanism for retaining the benefits of an XML index without incurring significant overhead during inserts and updates of documents.
The approaches described in this section are approaches that could be pursued, but not necessarily approaches that have been previously conceived or pursued. Therefore, unless otherwise indicated, it should not be assumed that any of the approaches described in this section qualify as prior art merely by virtue of their inclusion in this section.
The present invention is illustrated by way of example, and not by way of limitation, in the figures of the accompanying drawings and in which like reference numerals refer to similar elements and in which:
In the following description, for the purposes of explanation, numerous specific details are set forth in order to provide a thorough understanding of the present invention. It will be apparent, however, that the present invention may be practiced without these specific details. In other instances, well-known structures and devices are shown in block diagram form in order to avoid unnecessarily obscuring the present invention.
Techniques are provided for efficiently maintaining an XML index in a database system. Query performance benefits of an XML index were previously available only at the cost of significant performance degradation of DML operations, such as insert, delete, and update. The techniques for efficiently maintaining an XML index described herein have the distinct advantage in that they offer the query benefits of the XML index with the possibility of avoiding the associated index maintenance costs during DML operations. DML operations are now able to proceed with very little added overhead in the presence of an XML index. However, the query performance benefits are still available to applications.
Instead of immediately updating the index when a change to a document is submitted, the update is stored in a separate PENDING table that is used to update the index at another time. The timing of the update to the index may be, for example, based on the lapse of a specified period of time, the size of all documents affected by a change in the PENDING table, and/or the number of documents affected by a change in the PENDING table.
A mechanism is provided to allow the index to be in synchronous or asynchronous mode. These modes shall be described in greater detail hereafter.
In addition, the user may specify if the query requires “current” results, or if “stale” results are sufficient. With the “stale” mode, the queries offer highest performance but the results reflect an earlier state of the database. The stale mode of operation is best for applications that have tolerance for time lag, such as some DSS (Decision Support System) queries.
In “current” mode, the current results are returned while incurring a slight performance overhead due to 1) filtering results from the index based on the PENDING table and 2) functional processing of the PENDING table. The different modes are discussed below.
The techniques described herein are applicable to all systems that store and manage XML document collections. In particular, it is applicable to all database systems that can support XML data such as native XML databases and extended relational DBMS.
The async mode is a mode in which the XML index entries are maintained asynchronously. The async mode of index maintenance is in contrast to the conventional technique of synchronous maintenance of indexes. In synchronous maintenance, the statement inserting a document returns back to a user only after the document is inserted successfully and the one or more indexes on the document have been fully updated. In the async mode, the DML statement immediately returns back to the user without any modification to the indexes. The identifier (ID) of the affected document (for example, the ROWID or document-ID) along with the corresponding operation code (opcode) for insert, delete, or update is logged in a separate PENDING table.
While in async mode, the index becomes out of sync with the underlying documents. The index may be synchronized (i.e. updated with all pending changes) either explicitly via an SQL DDL statement or automatically. Automatic synchronization is based on certain criteria, such as the elapsed time since the last sync operation, the number of documents in the PENDING table, the total size of the affected documents in the PENDING table, or some combination of these or other parameters.
Async-stale mode indicates that the query results can be stale; meaning the query results can reflect the document collection as of some previous point in time. Specifically, the query results are based off the state of the document collection at the time of the last index synchronization. This mode offers the highest performance since the index does not have to be updated concurrently with each update operation and the PENDING table does not have to be examined before returning the indexed information.
Asynchronous-current (async-curr) mode indicates that although the XML index is being maintained asynchronously, any queries using the XML index should always return the current results; meaning the query results should reflect the current state of the document collection. Thus, documents that have been newly inserted, but not yet indexed, should appear in the query results if they match the query criteria. Similarly, documents that have been recently deleted, but are still present in the index, should not appear in any query results. Also, recently updated documents should be returned reflecting their new content. In order to return current query results, the PENDING table must be examined.
The PENDING table is created when the async mode is specified. The PENDING table consists of at least two columns: opcode number and document-ID. The opcode number indicates the operation being performed. For instance, “1” in the opcode column indicates an insertion, “2” indicates a deletion, and “3” indicates an update. The document-ID field is the identifier of the document affected by a particular operation.
As stated previously, in order for the index to be useful, the index must ultimately be updated. Thus, a user, such as a database administrator, can specify certain criteria that must be satisfied in order to trigger an update to the index. In one embodiment of the invention, the following parameters are specified during index creation and are stored along with the index metadata: time-window-to-sync, num-pending-docs-to-sync, and pending-docs-size-to-sync.
The parameter time-window-to-sync specifies the number of seconds that should transpire since the last sync operation before another sync operation should be triggered. The parameter num-pending-docs-to-sync is the number of pending documents in the PENDING table at which point a sync operation is triggered. The parameter pending-docs-size-to-sync specifies the total size of all pending documents in the PENDING table at which point a sync operation is triggered. When more than one of the above parameters is specified, the index is synchronized as soon as any one of the parameters is satisfied. In alternate embodiments, synchronization occurs only when all specified parameters are satisfied.
There are many other ways in which a sync operation may be initiated. A user may choose to specify that any combination of the three parameters must be satisfied before a sync operation is performed. Also, other parameters may be specified that would trigger a sync operation, such as the number of changes to a given secondary index or a given document. Another trigger could be resource utilization, wherein the index is synchronized when the activity within the database is below a certain threshold. Lastly, a user may initiate a sync operation explicitly and unilaterally with an SQL DDL statement.
Once a sync operation is triggered, the database system must update the index, and secondary indexes if secondary indexes are involved, to reflect the changes made to the documents. The following is pseudo code of what steps a sync operation performs, according to an embodiment of the invention.
First, the secondary indexes are disabled before a sync operation. During the sync operation, the XML index is generally disabled, i.e. not available, because it may change index data over multiple transactions—but the index should not be used until all the changes have been made. For each document in the PENDING table, the opcode is read to determine which DML operation is to be performed. If the opcode indicates a deletion, then all the index entries corresponding to the document are deleted. If the opcode indicates an insertion, then new index entries, corresponding to the document, are generated and inserted into the index. If the opcode indicates neither a deletion nor an insertion, then the operation must have been an update, which is treated as a deletion followed by an immediate insertion.
When the indexes have been synchronized, the secondary indexes are re-enabled and the pending changes in the PENDING table are deleted. Note that because synchronization occurs as an independent operation, synchronization has no impact on the performance of the DML operations that originally made the changes to the indexed documents.
In one embodiment, whenever a DML operation is issued, the database system will determine whether the index is in async mode or in sync mode. If the index is in async mode, then the system may check whether any parameters, such as the ones discussed previously, have been satisfied.
The logic above determines whether the index is in async mode (step 110). If not, then regular synchronous activity is performed (step 112). If the index is in async mode, then a variable curr-time is updated (step 114) and then compared to the last time a sync operation was performed (step 120). If the elapsed time is greater than the time-window-to-sync, then the index is synchronized (step 122). After synchronization, the last-sync-timestamp is updated (step 124), an entry is inserted in an empty PENDING table (step 126), and sync trigger parameters such as num-pending-docs and size-pending-docs are updated (step 128). Otherwise, no sync operation is performed and an entry is inserted into the PENDING table (step 132).
After the insertion, variable num-pending-docs is incremented and variable size-pending-docs is updated (step 134). Both variables are compared to their respective sync-time operation variables (num-pending-docs-to-sync and pending-docs-size-to-sync) to determine whether an automatic sync operation should be performed (step 140).
When the index is synchronized (step 142) based on the determination made in step 140, the variable last-sync-timestamp is updated (step 144) and the variables num-pending-docs size-pending-docs are reinitialized to zero (step 146), indicating that the PENDING table is empty following synchronization.
When a query with XPath or XQuery statement is submitted against the indexed document collection, certain parts of the query, such as those involving path traversals (child and descendant axis) and predicates, can be handled by the XML index. A query against the XML index table is generated and executed. The query against the index table returns a set of matching document identifiers and node identifiers. These are fed back to the original SQL execution tree for further processing.
For example, the query below selects all purchase order XML documents which have an element <Total> with a value greater than 1000.
select pocol
from potab
where existsNode(pocol, ‘/PurchaseOrder[Total>1000]’);
A query is generated and executed against the XML index table such as follows.
select p1.docid
from xmlidxtab p1, xmlidxtab p2
where p1.pathid=‘/PurchaseOrder’
and p1.docid=p2.docid
and p1.orderkey=sys_orderkey_parent(p2.orderkey)
and p2.pathid=‘/PurchaseOrder/Total’
and p2.value>1000;
The above query returns the document identifiers of all purchase orders satisfying the XPath condition. The document identifiers are plugged back into the original SQL query, which could involve complex joins, aggregates, etc. involving other tables.
In case of fragment extraction, a locator could be returned from the XML index. The locator is then used to access the XML LOB (i.e. large object) in the base table at a specified offset location. More details about how a locator may be used to access LOBs may be found in U.S. patent application Ser. No. 10/884,311, entitled INDEX FOR ACCESSING XML DATA, filed on Jul. 2, 2004.
Querying in Async-Stale Mode
If the query is executed in async-stale mode, then the SQL query is run against the index table in manner similar to the usual case (where the index and documents are maintained synchronously). However, locators to the base table are accessed using the snapshot of the last sync operation of the index. Thus, although the accessed information from the query may be old, all the information in the index and document collection are consistent with each other and reflect the time of the last synchronization.
Querying in Async-Curr Mode
If a query is executed in async-curr mode, then the query processing involves an additional intermediate step between the step of querying against the index table and the step of returning the results to the original SQL query. Specifically, the intermediate step filters the results to eliminate the index entries corresponding to deleted and updated documents in the PENDING table. Further, the intermediate step evaluates the query and checks for matching results corresponding to the inserted and updated documents from the PENDING table.
For example, the following illustrates pseudo code for handling a query against a database when the index is in async-curr mode. Original query Q is queried against the base table and a generated query GQ is queried against the index table.
Thus, for a query against the index table, a particular result is compared to the results in the PENDING table. If the particular result pertains to a particular document and the operation performed on the document was a delete or update, then the particular result obtained using the index is not returned. Otherwise, the particular result is returned.
Furthermore, regardless of whether the particular result is returned, the PENDING table must be examined to determine if there is a pending insert or update that is relevant to query GQ. Therefore, the XPath query is evaluated against each entry in the PENDING table that is an insert or update operation. If any of the inserts and updates have made changes that would satisfy the XPath query, then those results are returned as well.
If, in step 210, it is determined that the index is maintained in async mode, then another decision is made at step 230 of whether the query is a DML operation. If the query is a DML operation, then execution proceeds to step 232 where the PENDING table is updated according to the DML operation. However, if the query is not a DML operation, then a determination is made at step 240 of whether the index is maintained in async-curr mode or async-stale mode.
According to one embodiment, an index that is maintained asynchronously may always be in current mode. Thus, upon the determination that the query was not a DML operation in step 230, execution would proceed directly to step 244.
If, at step 240, the index is in stale mode, then execution proceeds to step 242 where the index is traversed and the indexed information that satisfies the query is returned to the process or user that initially submitted the query. If the index is maintained in current mode, then execution proceeds to step 244 where the index is traversed and the indexed information is accessed for further processing. The indexed information, at step 246, is filtered with the entries in the PENDING table to determine if the indexed information has been deleted or updated since the last synchronization. Then, at step 248, the PENDING table is scanned for insert and updated entries that satisfy the initial query. Any results that remain after filtering at step 246 and that are obtained from executing step 248 are returned to the process or user that initially submitted the query.
When a query is submitted, the indications in each entry in the PENDING table as to which documents were modified by DML operations may be too inclusive. In other words, although a document was indeed modified, a certain node or subtree within the document may not have been modified. Thus, the index may still be current as far as the node or subtree is concerned. But if the PENDING table only indicated that the document as a whole was modified, then the results returned from the index would have to be ignored. Under these conditions, the index is not being used to its fullest extent possible. In this non-optimal state of operation the PENDING table is utilized at document-level granularity.
Thus, in another embodiment of the invention, the PENDING table is operated at the node and subtree level of granularity. The PENDING table includes indications as to which node or subtree is modified by a DML operation. Thus, the PENDING table does not indicate that an entire document was necessarily updated, but rather only a single node, for example, was updated.
In order to track changes to the index at the node and subtree level, an order key value is stored along with the document-ID and opcode number. Accordingly, when a result is returned from a query against the index, the order key of the result is compared with the entries indicating a delete or update in order to see if the delete or update is going to affect the result. For example, a result obtained from the index pertains to a subtree in a particular document and an entry in the PENDING table indicates that the same document was updated. However, the order key of the entry associated with the updated document indicates that the update pertains to a different subtree. Thus, the result from the index is returned.
According to one embodiment, a logical XML index includes a path table, and a set of secondary indexes. The PATH table includes the information required to locate the XML documents, or XML fragments, that satisfy a wide range of queries. However, without secondary access structures, using the PATH table to satisfy such queries will often require full scans of the PATH table. Therefore, a variety of secondary indexes are created by the database server to accelerate the queries that (1) perform path lookups and/or (2) identify order-based relationships. According to one embodiment, the following secondary indexes are created on the PATH table.
In such an embodiment, some secondary indexes may be utilized and modified considerably more often than the other secondary indexes. For example, the PATHID_INDEX may be utilized much more frequently than the VALUE indexes at a given time. It may be more efficient then to synchronize just the PATHID_INDEX to keep that index current without incurring the overhead cost of constantly calling the sync operation on the VALUE indexes when they do not need to be synchronized. Therefore, in another embodiment, synchronization of a subset of secondary indexes can be initiated explicitly via an SQL DDL statement or automatically based on certain parameters similar to the ones described above. In order to enable a subset of all indexes to be synchronized without synchronizing another subset of the same indexes, either each secondary index would have to be associated with its own PENDING table or a single PENDING table would have to include another field that indicated which secondary index is affected by a DML operation.
Computer system 300 may be coupled via bus 302 to a display 312, such as a cathode ray tube (CRT), for displaying information to a computer user. An input device 314, including alphanumeric and other keys, is coupled to bus 302 for communicating information and command selections to processor 304. Another type of user input device is cursor control 316, such as a mouse, a trackball, or cursor direction keys for communicating direction information and command selections to processor 304 and for controlling cursor movement on display 312. This input device typically has two degrees of freedom in two axes, a first axis (e.g., x) and a second axis (e.g., y), that allows the device to specify positions in a plane.
The invention is related to the use of computer system 300 for implementing the techniques described herein. According to one embodiment of the invention, those techniques are performed by computer system 300 in response to processor 304 executing one or more sequences of one or more instructions contained in main memory 306. Such instructions may be read into main memory 306 from another machine-readable medium, such as storage device 310. Execution of the sequences of instructions contained in main memory 306 causes processor 304 to perform the process steps described herein. In alternative embodiments, hard-wired circuitry may be used in place of or in combination with software instructions to implement the invention. Thus, embodiments of the invention are not limited to any specific combination of hardware circuitry and software.
The term “machine-readable medium” as used herein refers to any medium that participates in providing data that causes a machine to operation in a specific fashion. In an embodiment implemented using computer system 300, various machine-readable media are involved, for example, in providing instructions to processor 304 for execution. Such a medium may take many forms, including but not limited to, non-volatile media, volatile media, and transmission media. Non-volatile media includes, for example, optical or magnetic disks, such as storage device 310. Volatile media includes dynamic memory, such as main memory 306. Transmission media includes coaxial cables, copper wire and fiber optics, including the wires that comprise bus 302. Transmission media can also take the form of acoustic or light waves, such as those generated during radio-wave and infra-red data communications.
Common forms of machine-readable media include, for example, a floppy disk, a flexible disk, hard disk, magnetic tape, or any other magnetic medium, a CD-ROM, any other optical medium, punchcards, papertape, any other physical medium with patterns of holes, a RAM, a PROM, and EPROM, a FLASH-EPROM, any other memory chip or cartridge, a carrier wave as described hereinafter, or any other medium from which a computer can read.
Various forms of machine-readable media may be involved in carrying one or more sequences of one or more instructions to processor 304 for execution. For example, the instructions may initially be carried on a magnetic disk of a remote computer. The remote computer can load the instructions into its dynamic memory and send the instructions over a telephone line using a modem. A modem local to computer system 300 can receive the data on the telephone line and use an infra-red transmitter to convert the data to an infra-red signal. An infra-red detector can receive the data carried in the infra-red signal and appropriate circuitry can place the data on bus 302. Bus 302 carries the data to main memory 306, from which processor 304 retrieves and executes the instructions. The instructions received by main memory 306 may optionally be stored on storage device 310 either before or after execution by processor 304.
Computer system 300 also includes a communication interface 318 coupled to bus 302. Communication interface 318 provides a two-way data communication coupling to a network link 230 that is connected to a local network 322. For example, communication interface 318 may be an integrated services digital network (ISDN) card or a modem to provide a data communication connection to a corresponding type of telephone line. As another example, communication interface 318 may be a local area network (LAN) card to provide a data communication connection to a compatible LAN. Wireless links may also be implemented. In any such implementation, communication interface 318 sends and receives electrical, electromagnetic or optical signals that carry digital data streams representing various types of information.
Network link 230 typically provides data communication through one or more networks to other data devices. For example, network link 230 may provide a connection through local network 322 to a host computer 324 or to data equipment operated by an Internet Service Provider (ISP) 326. ISP 326 in turn provides data communication services through the world wide packet data communication network now commonly referred to as the “Internet” 328. Local network 322 and Internet 328 both use electrical, electromagnetic or optical signals that carry digital data streams. The signals through the various networks and the signals on network link 230 and through communication interface 318, which carry the digital data to and from computer system 300, are exemplary forms of carrier waves transporting the information.
Computer system 300 can send messages and receive data, including program code, through the network(s), network link 230 and communication interface 318. In the Internet example, a server 230 might transmit a requested code for an application program through Internet 328, ISP 326, local network 322 and communication interface 318.
The received code may be executed by processor 304 as it is received, and/or stored in storage device 310, or other non-volatile storage for later execution. In this manner, computer system 300 may obtain application code in the form of a carrier wave.
In the foregoing specification, embodiments of the invention have been described with reference to numerous specific details that may vary from implementation to implementation. Thus, the sole and exclusive indicator of what is the invention, and is intended by the applicants to be the invention, is the set of claims that issue from this application, in the specific form in which such claims issue, including any subsequent correction. Any definitions expressly set forth herein for terms contained in such claims shall govern the meaning of such terms as used in the claims. Hence, no limitation, element, property, feature, advantage or attribute that is not expressly recited in a claim should limit the scope of such claim in any way. The specification and drawings are, accordingly, to be regarded in an illustrative rather than a restrictive sense.
Number | Name | Date | Kind |
---|---|---|---|
5210686 | Jernigan | May 1993 | A |
5369763 | Biles | Nov 1994 | A |
5404513 | Powers et al. | Apr 1995 | A |
5410691 | Taylor | Apr 1995 | A |
5454101 | Mackay et al. | Sep 1995 | A |
5467471 | Bader | Nov 1995 | A |
5524240 | Barbara et al. | Jun 1996 | A |
5530849 | Hanushevsky et al. | Jun 1996 | A |
5544360 | Lewak et al. | Aug 1996 | A |
5546571 | Shan et al. | Aug 1996 | A |
5568640 | Nishiyama et al. | Oct 1996 | A |
5643633 | Telford et al. | Jul 1997 | A |
5680614 | Bakuya et al. | Oct 1997 | A |
5701467 | Freeston | Dec 1997 | A |
5745904 | King et al. | Apr 1998 | A |
5838965 | Kavanagh et al. | Nov 1998 | A |
5842212 | Ballurio et al. | Nov 1998 | A |
5870590 | Kita et al. | Feb 1999 | A |
5878410 | Zbikowski et al. | Mar 1999 | A |
5917492 | Bereiter et al. | Jun 1999 | A |
5921582 | Gusack | Jul 1999 | A |
5974407 | Sacks | Oct 1999 | A |
6055544 | DeRose et al. | Apr 2000 | A |
6101500 | Lau | Aug 2000 | A |
6111578 | Tesler | Aug 2000 | A |
6112209 | Gusack | Aug 2000 | A |
6128610 | Srinivasan et al. | Oct 2000 | A |
6141655 | Johnson et al. | Oct 2000 | A |
6182121 | Wlaschin | Jan 2001 | B1 |
6192273 | Igel et al. | Feb 2001 | B1 |
6192373 | Haegele | Feb 2001 | B1 |
6236988 | Aldred | May 2001 | B1 |
6253195 | Hudis et al. | Jun 2001 | B1 |
6279007 | Uppala | Aug 2001 | B1 |
6330573 | Salisbury et al. | Dec 2001 | B1 |
6366934 | Cheng et al. | Apr 2002 | B1 |
6370537 | Gilbert et al. | Apr 2002 | B1 |
6427123 | Sedlar | Jul 2002 | B1 |
6470344 | Kothuri et al. | Oct 2002 | B1 |
6487546 | Witkowski | Nov 2002 | B1 |
6496842 | Lyness | Dec 2002 | B1 |
6519597 | Cheng et al. | Feb 2003 | B1 |
6539398 | Hannan et al. | Mar 2003 | B1 |
6584459 | Chang et al. | Jun 2003 | B1 |
6604100 | Fernandez et al. | Aug 2003 | B1 |
6609121 | Ambrosini et al. | Aug 2003 | B1 |
6636845 | Chau et al. | Oct 2003 | B2 |
6643633 | Chau et al. | Nov 2003 | B2 |
6654734 | Mani et al. | Nov 2003 | B1 |
6684227 | Duxbury | Jan 2004 | B2 |
6697805 | Choquier et al. | Feb 2004 | B1 |
6708186 | Claborn et al. | Mar 2004 | B1 |
6725212 | Couch et al. | Apr 2004 | B2 |
6782380 | Thede | Aug 2004 | B1 |
6826727 | Mohr et al. | Nov 2004 | B1 |
6836857 | Ten-Hove et al. | Dec 2004 | B2 |
6920457 | Pressmar | Jul 2005 | B2 |
7031956 | Lee et al. | Apr 2006 | B1 |
7043716 | Zimmer et al. | May 2006 | B2 |
7062507 | Wang et al. | Jun 2006 | B2 |
7139746 | Shin et al. | Nov 2006 | B2 |
7162485 | Gottlob et al. | Jan 2007 | B2 |
7171407 | Barton et al. | Jan 2007 | B2 |
7216127 | Auerbach | May 2007 | B2 |
20010037345 | Kiernan et al. | Nov 2001 | A1 |
20010049675 | Mandler et al. | Dec 2001 | A1 |
20020073019 | Deaton | Jun 2002 | A1 |
20020078068 | Krishnaprasad et al. | Jun 2002 | A1 |
20020100027 | Binding et al. | Jul 2002 | A1 |
20020116457 | Eshleman et al. | Aug 2002 | A1 |
20020143512 | Shamoto et al. | Oct 2002 | A1 |
20020156811 | Krupa | Oct 2002 | A1 |
20020184188 | Mandyam et al. | Dec 2002 | A1 |
20020184401 | Kadel, Jr. et al. | Dec 2002 | A1 |
20020188613 | Chakraborty et al. | Dec 2002 | A1 |
20030009361 | Hancock et al. | Jan 2003 | A1 |
20030065659 | Agarwal et al. | Apr 2003 | A1 |
20030078906 | Ten-Hove et al. | Apr 2003 | A1 |
20030101194 | Rys et al. | May 2003 | A1 |
20030131051 | Lection et al. | Jul 2003 | A1 |
20030177341 | Devillers | Sep 2003 | A1 |
20030200214 | Doole et al. | Oct 2003 | A1 |
20030212662 | Shin et al. | Nov 2003 | A1 |
20030212664 | Breining et al. | Nov 2003 | A1 |
20030233618 | Wan | Dec 2003 | A1 |
20040010752 | Chan et al. | Jan 2004 | A1 |
20040015783 | Lennon et al. | Jan 2004 | A1 |
20040044659 | Judd et al. | Mar 2004 | A1 |
20040064466 | Manikutty et al. | Apr 2004 | A1 |
20040068494 | Tozawa et al. | Apr 2004 | A1 |
20040088320 | Perry | May 2004 | A1 |
20040143581 | Bohannon et al. | Jul 2004 | A1 |
20040148278 | Milo et al. | Jul 2004 | A1 |
20040167864 | Wang et al. | Aug 2004 | A1 |
20040167904 | Wen et al. | Aug 2004 | A1 |
20040193575 | Chen et al. | Sep 2004 | A1 |
20040205551 | Santos | Oct 2004 | A1 |
20040215600 | Aridor et al. | Oct 2004 | A1 |
20040221226 | Lin et al. | Nov 2004 | A1 |
20040260691 | Desai et al. | Dec 2004 | A1 |
20040267760 | Brundage et al. | Dec 2004 | A1 |
20050004892 | Brundage et al. | Jan 2005 | A1 |
20050022115 | Baumgartner et al. | Jan 2005 | A1 |
20050038688 | Collins et al. | Feb 2005 | A1 |
20050050016 | Stanoi et al. | Mar 2005 | A1 |
20050091188 | Pal et al. | Apr 2005 | A1 |
20050102256 | Bordawekar et al. | May 2005 | A1 |
20050114314 | Fan et al. | May 2005 | A1 |
20050120031 | Ishii | Jun 2005 | A1 |
20050160076 | Kanemasa | Jul 2005 | A1 |
20050160108 | Charlet et al. | Jul 2005 | A1 |
20050228792 | Chandrasekaran et al. | Oct 2005 | A1 |
20050228818 | Murthy et al. | Oct 2005 | A1 |
20050229158 | Thusoo et al. | Oct 2005 | A1 |
20050257201 | Rose et al. | Nov 2005 | A1 |
20050289125 | Liu et al. | Dec 2005 | A1 |
20050289138 | Cheng et al. | Dec 2005 | A1 |
20070005632 | Stefani et al. | Jan 2007 | A1 |
Number | Date | Country |
---|---|---|
2409078 | Jun 2005 | GB |
WO 42881 | Jun 2001 | WO |
WO 0159602 | Aug 2001 | WO |
WO 0161566 | Aug 2001 | WO |
WO 03027908 | Apr 2003 | WO |
Entry |
---|
International Searching Authority, “Notification of Transmittal of the International Search Report and the Written Opinion of the International Searching Authority, or the Declaration,” PCT/US2005/021259, dated Nov. 24, 2005, 13 pages. |
Current Claims, PCT/US2005/021259, 15 pages. |
Choi, Byron et al., “The XQuey Formal Semantics: A Foundation for Implementation Optimization,” May 31, 2002, IEEE XP-002353605, 15 pages. |
Funderbunk, J. et al., “XML programming with SQL/XML and XQuery”, IBM Systems Journal, XP-002295973 (2002), pp. 642-665. |
Kang, Ji-Hoon et al., “An XQuery Engine for Digital Library Systems that support XML data,” Proceedings of the 2004 International Symposium on Application and the Internet Workshops, IEEE XP-0010684128, 5 pages. |
Murthy, Ravi et al., “XML Schemas in Oracle XML DB,” Proceedings of the 29th VLDB Conference, 2003, IEEE XP-002353604, pp. 1009-1018. |
Shanmugasundaram, Jayavel, et al., “Querying XML Views of Relational Data,” Proceedings of the 27th Very Large Databases Conference, Rome, Italy, Sep. 2001, pp. 261-270. |
Zhang, Hui et al., “XQuery rewriting at the relational algebra level,” Computer Systems Science and Engineering, vol. 18, No. 5, Sep. 2003, IEEE XP-009056809, pp. 241-262. |
Zhang, Xin et al., “Honey, I Shrunk the XQuery!—An XML Algebra Optimization Approach,” Submission for WIDM'02, IEEE XP-002316448, 14 pages. |
Braga, Daniele et al., “A Graphical Environment to Query XML Data with Query,” Proceedings of the Fourth International Conference on Web Information Systems Engineering (WISE '03), 2003, IEEE, 10 pages. |
Chae, Mi-Ok et al., “Design and Implementation of an Object-Oriented Multimedia DBMS Tightly Coupled with Information Retrieval Functions,” Proc. 17th IASTED International Conference on Applied Informatics, Feb. 15-18, 1999, abstract. |
Cheng, Josephine et al., “IBM DB2 XML Extender,” IEEE, ICDE '00 Conference, San Diego, Feb. 2000, 128 pages. |
Cooper, Brian F. et al., “A Fast Index for Semistructured Data,” Proceeding of the International Conference on Very Large Databases, 2001, XP-002303292, pp. 341-350. |
Diao, Y. et al., “Path Sharing and Predicate Evaluation for High-Performance XML Filtering” XP-002344354 ACM Transactions on Database Systems (2003), pp. 467-516. |
Diao, Y. et al., “YFilter: Efficient and Scalable Filtering of XML Documents” IEEE (2002) 2 pages. |
Helmer, S. et al., “Optimized Translations of XPath into Algebraic Expressions Parameterized by Programs Containing Navigational Primitives” IEEE (2002) 10 pages. |
Kudrass, Thomas, “Management of XML Documents Without Schema in Relational Database Systems,” Information and Software Technology, vol. 44, No. 4, Mar. 31, 2002, XP-004347776, pp. 269-275. |
Lo et al., “XAS: A System for Accessing Componentized, Virtual XML Documents,” IEEE, 2001, pp. 493-502. |
Mchugh, Jason, et al. “Indexing Semistructured Data,” Stanford Science Department, 1998, XP-002248313, pp. 1-21. |
McHugh; Jason et al., “Query Optimization for XML”, XP-002333353, Proceedings of the 25th VLDB Conference (1999) pp. 315-326. |
Myllymaki, Jussi, “Effective Wed data Extraction with Standard XML Technologies,” WWW10, May 1-5, 2001, pp. 689-696. |
Noser, Hansrudi et al., “Dynamic 3D Visualization of Database-Defined Tree Structures on the WWW by Using Rewriting Systems,” 2000, IEEE, XP-002262516, pp. 247-254. |
Schmidt et al., “Why and How to Benchmark XML Databases,” SIGMOND Record, vol. 3, No. 3, Sep. 2001, pp. 27-32. |
Vorthmann, S. et al. “Beyond Schemas, Schema Adjuncts and the Outside World,” Markup Languages, Online!, vol. 2, No. 3, Jun. 2000, pp. 1-8. |
Yoshikawa, Masatoshi et al., “XRel: A Path-Based Approach to Storage and Retrieval of XML Documents Using Relational Databases”, XP-001143686, ACM Transactions on Internet Technology (2001), pp. 110-141. |
Zhang, Wansong, et al., “An Encoding Scheme for Indexing XML Data,” E-Commerce and E-Service, 2004, XP-010697639, pp. 526-529. |
Zisman et al., “Using XML to Build Consistency Rules for Distributed Specifications,” Proceedings of the Tenth International Workshop on Software Specification and Design (IWSD'00), IEEE 2000, 8 pages. |
International Searching Authority, “Notification of the Transmittal of the International Search Report and the Written Opinion of the International Searching Authority, or the Declaration,” PCT/US2005/020795, Mailing Date Sep. 27, 2005, 13 pages. |
Current Claims, PCT/US2005/020795, 5 pages. |
International Searching Authority, “Notification of Transmittal of the International Search Report and the Written Opinion of the International Searching Authority, or the Declaration,” PCT/US2005/011763, dated Aug. 1, 2005, 12 pages. |
Current Claims, PCT/US2005/011763, 5 pages. |
Notification of Transmittal of the International Search Report and the Written Opinion of the International Searching Authority, or the Declaration for pending international application No. PCT/US2005/020802. |
Pending claims for pending international application No. PCT/US2005/020802. |
Notification of Transmittal of the International Search Report and the Written Opinion of the International Searching Authority, or the Declaration received from International application No. PCT/US2005/011762. |
Pending claims from International application No. PCT/US2005/011762. |
European Patent Office, “Communication Pursuant to Article 96(2) EPC,” EP App. No. 02799692.5, dated Jan. 18, 2005, 5 pages. |
Current Claims PCT/US02/31168, EP App. No. 02799692.5, 8 pages. |
International Preliminary Examining Authority, “Notification of Transmittal of the International Preliminary Report on Patentability,” PCT/US2005/021259, dated Feb. 2, 2007, 9 pages. |
Claims, PCT/US2005/021259, dated Nov. 30, 2006, 8 pages (attached). |
Rys, Michael et al., “Integrating XQuery and Relational Database Systems,” Chapter 7—XQuery from the Experts: A Guide to the W3C XML Query Language, Addison Wesley Professional, Aug. 22, 2003, ISBN 978-0-321-18060-5, pp. 353-391. |
MacKenzie, David et al., “Finding Files”, GNU Findutils Version 4.1.2, Nov. 1994, 38 pages. |
Katz, Howard et al., “Integrating XQuery and Relational Database Systems,” Chapter 7—XQuery from the Experts: A Guide to the W3C XML Query Language, Addison Wesley Professional, Aug. 22, 2003, ISBM 978-0-321-18060-5, pp. 353-391. |
Zemke, Fred, “XMLQuery,” Change Proposal, ISO/IEC JTC1/SC32 WG3:SIA-nnn ANSI NCITS H2-2004-02lrl, Mar. 14, 2004, 29 pages. |
International Preli Minary Examining Authority, “Written Opinion,” PCT/US2005/021259, dated Oct. 13, 2006, 7 pages. |
Current Claims, PCT/US2005/021259, 10 pages. |
Girardot et al., “Millau: an encoding format for efficient representation and exchange of XMLover the Web”, IBM Almaden Research Center, 24 pages. |
Shankar Pal et al., “Indexing XML Data Stored in a Relational Database”, Proceedings of the 30th VLDB Conference, 2004, 12 pages. |
Mackenzie et al., “Finding Files”, FindUtils, Version 4.1.2, Source Code, GNU.org, Nov. 1997, source files, code. C, 22 pages. |
Cormen et al., “Introduction to Algorithms”, MIT Press, 2001, 2nd Edition, 4 pages. |
European Patent Office, “Communication pursuant to Article 94 (3) EPC”, European patent application 05732473.3-1225, dated Feb. 4, 2008, 7 pages. |
State Intellectual Property Office of P.R.C., “Notification of the First Office Action”, European patent application 2005800186273.9, dated Oct. 12, 2007, 9 pages. |
Claims, European patent application 2005800186273.9, 3 pages. |
Claims, European patent application 05732473.3-1225, 3 pages. |
U.S. Appl. No. 11/784,341, filed Apr. 5, 2007, Notice of Allowance, Jun. 17, 2010. |
Tirthankar Lahiri et al., 50,000 Users on an Oracle8 Universal Server Database, 1998, ACM, pp. 528-530. |
Benoit Dageville et al., SQL Memory Management in Oracle9i, Aug. 2002, ACM, pp. 962-973. |
Number | Date | Country | |
---|---|---|---|
20060080345 A1 | Apr 2006 | US |