Resource over-subscription
First Claim
1. A computer implemented method performed by computer system embodied in hardware for managing workloads in a network, wherein the network comprises a data network that implements at least one of a Hadoop network switch or a software-defined network (SDN) enabled switch and an independent management network, the switch performing a method comprising:
- receiving, by the switch including a buffer therein, data associated with a workload from a server, wherein the workload is part of a shuffle phase of a map-reduced algorithm;
tagging said data with a unique identifier that associates the data with the workload;
determining that the switch is not over-subscribed when second data stored in the buffer of the switch does not exceed a threshold, and determining that the switch is over-subscribed when the second data stored in the buffer of the switch exceeds the threshold, wherein the threshold is selected based on at least one of;
a throughput requirement associated with said network comprises said data network and said independent management network, an anticipated maximum rate of incoming data at said at least one switch, and a capacity of said at least one buffer in said at least one switch;
compressing the received data based on determining that the second data stored in the buffer of the switch exceeds the threshold when the switch is over-subscribed;
storing, by the switch, the compressed data in the buffer; and
transmitting the compressed data and the unique identifier to a controller of said independent management network in response to determining that the switch in the data network is over-subscribed such that spare bandwidth available in said independent management network is leveraged and utilized to transfer the compressed data while the at least one switch is over-subscribed so as to manage the workload between said data network and said independent management network;
receiving, from said controller, said unique identifier and sub-results associated with a processing of said compressed data by said controller, and merging said sub-results with second sub-results identified by said unique identifier to generate overall results;
decompressing said overall results; and
transmitting said overall results to a final destination.
1 Assignment
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Accused Products
Abstract
Embodiments include a method, system, and computer program product for managing workloads in a network. A switch receives data associated with a workload. The received data is tagged with an identifier that associates the data with the workload. The received data is compressed based on determining that second data stored in a buffer of the switch exceeds a threshold. The switch stores the compressed data in the buffer. The compressed data is transmitted to a second network based on a determination that the switch is over-subscribed.
40 Citations
12 Claims
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1. A computer implemented method performed by computer system embodied in hardware for managing workloads in a network, wherein the network comprises a data network that implements at least one of a Hadoop network switch or a software-defined network (SDN) enabled switch and an independent management network, the switch performing a method comprising:
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receiving, by the switch including a buffer therein, data associated with a workload from a server, wherein the workload is part of a shuffle phase of a map-reduced algorithm; tagging said data with a unique identifier that associates the data with the workload; determining that the switch is not over-subscribed when second data stored in the buffer of the switch does not exceed a threshold, and determining that the switch is over-subscribed when the second data stored in the buffer of the switch exceeds the threshold, wherein the threshold is selected based on at least one of;
a throughput requirement associated with said network comprises said data network and said independent management network, an anticipated maximum rate of incoming data at said at least one switch, and a capacity of said at least one buffer in said at least one switch;compressing the received data based on determining that the second data stored in the buffer of the switch exceeds the threshold when the switch is over-subscribed; storing, by the switch, the compressed data in the buffer; and transmitting the compressed data and the unique identifier to a controller of said independent management network in response to determining that the switch in the data network is over-subscribed such that spare bandwidth available in said independent management network is leveraged and utilized to transfer the compressed data while the at least one switch is over-subscribed so as to manage the workload between said data network and said independent management network; receiving, from said controller, said unique identifier and sub-results associated with a processing of said compressed data by said controller, and merging said sub-results with second sub-results identified by said unique identifier to generate overall results; decompressing said overall results; and transmitting said overall results to a final destination. - View Dependent Claims (2, 3, 4, 5, 6)
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7. A computer program product executable by a computer system embodied in hardware for managing workloads in a network, the computer program product comprising:
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a tangible non-transitory computer storage medium readable by a hardware processing circuit and storing instructions for execution by the processing circuit, wherein the network comprises a data network and an independent management network, the data network including a switch including a buffer, the switch comprising at least one at least one of a Hadoop network switch or a software-defined network (SDN) enabled switch that performs a method comprising; receiving data associated with a workload from a server, wherein the workload is part of a shuffle phase of a map-reduce algorithm; tagging said data with a unique identifier that associates the data with the workload; determining that the switch is not over-subscribed when second data stored in a buffer of the switch does not exceed a threshold, and determining that the switch is over-subscribed when the second data stored in the buffer of the switch exceeds the threshold, the threshold selected based on at least one of;
a throughput requirement associated with said network comprises said data network and said independent management network, an anticipated maximum rate of incoming data at said at least one switch, and a capacity of said at least one buffer in said at least one switch;compressing the received data based on determining that the second data stored in the buffer exceeds the threshold when the switch is over-subscribed; storing the compressed data in the buffer; and transmitting the compressed data and the unique identified to said independent management network in response to determining that the switch in the data network is over-subscribed such that available bandwidth available in said independent management network is leveraged and utilized to transfer the compressed data while the at least one switch is over-subscribed so as to manage the workload between said data network and said independent management network; receiving, from said controller, said unique identifier and sub-results associated with a processing of said compressed data by said controller, and merging said sub-results with second sub-results identified by said unique identifier to generate overall results; decompressing said overall results; and transmitting said overall results to a final destination. - View Dependent Claims (8, 9, 10, 11, 12)
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Specification