Query-aware sampling of data streams
First Claim
1. A method of assigning sampling methods to each input stream for arbitrary query sets in a data stream management system, the method comprising:
- splitting all query nodes in a query directed acyclic graph (DAG) having multiple parent nodes into sets of independent nodes having a single parent node; and
generating via a processor a final grouping set based on a reconciliation between the multiple child nodes that share a parent node for at least one node describing how to sample an input stream for the at least one node.
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Abstract
A system, method and computer-readable medium provide for assigning sampling methods to each input stream for arbitrary query sets in a data stream management system. The method embodiment comprises splitting all query nodes in a query directed acyclic graph (DAG) having multiple parent nodes into sets of independent nodes having a single parent, computing a grouping set for every node in each set of independent nodes, reconciling each parent node with each child node in each set of independent node, reconciling between multiple child nodes that share a parent node and generating a final grouping set for at least one node describing how to sample an input stream for that node.
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Citations
18 Claims
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1. A method of assigning sampling methods to each input stream for arbitrary query sets in a data stream management system, the method comprising:
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splitting all query nodes in a query directed acyclic graph (DAG) having multiple parent nodes into sets of independent nodes having a single parent node; and generating via a processor a final grouping set based on a reconciliation between the multiple child nodes that share a parent node for at least one node describing how to sample an input stream for the at least one node. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. A system for assigning sampling methods to each input stream for arbitrary query sets in a data stream management system, the system comprising:
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a processor; a module configured to control the processor to split all query nodes in a query directed acyclic graph (DAG) having multiple parent nodes into sets of independent nodes having a single parent node; and a module configured to control the processor to generate a final grouping set based on a reconciliation between the multiple child nodes that share a parent node for at least one node describing how to sample an input stream for the at least one node. - View Dependent Claims (9, 10)
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11. A tangible computer-readable storing instructions for controlling a computing device to assign sampling methods to each input stream for arbitrary query sets in a data stream management system, the instructions comprising:
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splitting all query nodes in a query directed acyclic graph (DAG) having multiple parent nodes into sets of independent nodes having a single parent node; and generating via a processor a final grouping set based on a reconciliation between the multiple child nodes that share a parent node for at least one node describing how to sample an input stream for the at least one node. - View Dependent Claims (12, 13, 14, 15, 16, 17, 18)
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Specification