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Edge caching for cognitive applications

A high-speed cache and response value technology, applied in the field of edge cache in cognitive applications in communication networks, can solve problems such as large network models and inability to use network models, and achieve the effect of improving efficiency

Active Publication Date: 2020-01-07
IBM CORP
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

But in many cases the proxy may not be able to use the network model
The network model may be too large, or may require some additional data on the server

Method used

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  • Edge caching for cognitive applications
  • Edge caching for cognitive applications
  • Edge caching for cognitive applications

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Embodiment Construction

[0032] The illustrative embodiments described herein relate generally to edge caching for cognitive applications. As mentioned earlier, cognitive applications are computer processing applications that take signals from sensor devices and apply machine learning techniques to a set of training data to produce an output. According to one or more embodiments, a caching protocol is performed between a proxy server with an associated local cache and a cognitive server, wherein the cognitive server not only returns the result of applying input signals on the cognitive model, but also implements the A handle generation or encoding function configured to generate unique handles for input signals. In one or more embodiments, a handle generator function or encoding function is computed for each input signal received from a sensor device to generate a unique handle for that input signal, and the proxy server converts the The result is stored in the cache in association with this handle. ...

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Abstract

For caching of cognitive applications in a communication network a first input signal from a sensor device is detected by a proxy having a cache associated therewith. A representation of the first input signal is computed and sent to a server. A handle function is applied to the representation of the first input signal to compute a first handle value corresponding to the first input signal. The representation of the first input signal is transformed using a cognitive processing model of an answer function to compute a first answer value. A content of the cache is modified by the proxy by storing the first answer value in association with the first handle value in the cache.

Description

technical field [0001] The present invention generally relates to methods, systems and computer program products for caching within a communication network. More specifically, the present invention relates to a method, system and computer program product for edge caching of cognitive applications in a communication network. Background technique [0002] In environments where network bandwidth is constrained, network caching can be used to improve the effective response time between the client and the server. A network cache is a data store that is located closer to the requester than the server that originally contained the requested data. Caching has been effectively used in applications such as web applications, databases, and computer processing. Web caching utilizes temporary storage to store web documents (such as HTML pages and images) to reduce bandwidth usage, server load, and / or perceived lag. [0003] Cognitive applications are applications that take requests fr...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N20/00H04L29/08
CPCH04L67/02G06N20/00H04L67/568G06N3/045G06N5/022
Inventor D·维尔马M·斯里瓦萨
Owner IBM CORP