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Method and equipment for accelerating deployment of AI model

A model and equipment technology, applied in the field of accelerated AI model deployment, can solve problems such as low efficiency and low efficiency, and achieve the effects of short transmission time, high bandwidth utilization, and high transmission efficiency

Pending Publication Date: 2021-05-14
BEIJING UNISOUND INFORMATION TECH +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] The present invention provides a method and device for accelerating the deployment of AI models, which can solve the technical problems in the prior art that are not inefficient

Method used

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  • Method and equipment for accelerating deployment of AI model
  • Method and equipment for accelerating deployment of AI model
  • Method and equipment for accelerating deployment of AI model

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Embodiment 2

[0075] In order to further illustrate this solution, Embodiment 2 of the present invention also discloses a device for accelerating AI model deployment, which is applied to a P2P network including multiple nodes. As shown in the figure, the device includes:

[0076] Setting module 201, for setting the transmission tool based on P2P algorithm on the machine to be deployed;

[0077] Adding module 202, for adding the machine as a new node into the P2P network;

[0078] A fragmentation module 203, configured to fragment the data of the AI ​​model to be deployed, so as to divide the data into multiple data fragments;

[0079] An acquisition module 204, configured to perform distributed coordination based on the Chord algorithm to acquire each of the nodes and each of the data slices in the P2P network;

[0080] A determining module 205, configured to determine a feature code of each of the data slices, wherein different data slices correspond to different feature codes;

[0081] ...

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PUM

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Abstract

The invention relates to a method and equipment for accelerating deployment of an AI model, which are applied to a P2P network comprising a plurality of nodes, and the method comprises the following steps: setting a transmission tool based on a P2P algorithm on a machine to be deployed; adding the machine as a new node into the P2P network; fragmenting the data of the AI model to be deployed so as to divide the data into a plurality of data fragments; performing distributed coordination based on a Chord algorithm to obtain each node and each data piece in P2P; determining the feature code of each data piece, and different data pieces correspond to different feature codes; and storing the feature code on the Chord ring so as to complete deployment of the AI model on a machine through the feature code on the Chord ring based on a transmission tool. According to the method, on the basis of the P2P network and the transmission technology, the bandwidths of multiple links in network connection are fully utilized, compared with a traditional mode, the bandwidth utilization rate is higher, the transmission efficiency is higher, the transmission time is shorter, and the deployment efficiency of the AI model is effectively improved.

Description

technical field [0001] The present invention relates to the field of AI model deployment, in particular to a method and device for accelerating AI model deployment. Background technique [0002] Artificial Intelligence (Artificial Intelligence), the English abbreviation is AI. It is a new technical science that studies and develops theories, methods, technologies and application systems for simulating, extending and expanding human intelligence. Artificial intelligence is a branch of computer science that attempts to understand the essence of intelligence and produce a new intelligent machine that can respond in a manner similar to human intelligence. Research in this field includes robotics, language recognition, image recognition, natural language processing and expert systems, etc. [0003] When deploying AI (Artificial Intelligence, artificial intelligence) models, the traditional method is generally to use scp (Secure Copy Protocol, a tool for remote file transfer und...

Claims

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Application Information

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IPC IPC(8): G06F8/60
CPCG06F8/60
Inventor 郭乃洪黄瑞祺杨亚楠陈吉胜
Owner BEIJING UNISOUND INFORMATION TECH