Model online method and device

A model and model file technology, applied in the field of communication, can solve the problems of consuming developers' time and energy, and low efficiency of model online, and achieve the effect of reducing the time and energy invested and improving efficiency.

Active Publication Date: 2019-08-02
百融至信(北京)科技有限公司
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AI Technical Summary

Problems solved by technology

[0004] However, in the process of model launch, since each model is created in a different way, the developer responsible for model deployment and launch must not only be familiar with the professional knowledge in the field of machine learning, but also need to understand the characteristics of the model to be deployed in advance, for example, need to understand The algorithm of the model to be deployed and the data source of the model to be deployed, etc., and the model is deployed online according to the characteristics of the model to be deployed, which consumes the time and energy of the developer, and the efficiency of the model online is low

Method used

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Embodiment Construction

[0019] The method and device for online model provided by the embodiment of the present application will be described in detail below with reference to the accompanying drawings.

[0020] In addition, the terms "including" and "having" mentioned in the description of the present application and any variations thereof are intended to cover non-exclusive inclusion. For example, a process, method, system, product or device comprising a series of steps or units is not limited to the listed steps or units, but optionally also includes other unlisted steps or units, or optionally also includes Other steps or elements inherent to the process, method, product or apparatus are included.

[0021] It should be noted that, in the embodiments of the present application, words such as "exemplary" or "for example" are used as examples, illustrations or descriptions. Any embodiment or design scheme described as "exemplary" or "for example" in the embodiments of the present application shall ...

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Abstract

The invention provides a model online method and device, relates to the field of communication, and can improve the model online efficiency. The method comprises the following steps: receiving a datamodeling instruction input by a user, wherein the data modeling instruction is used for requesting to create a machine learning model; creating a machine learning model according to the data modelinginstruction, and generating a serialized model file and a model description file of the machine learning model with the serialized model file being a file in a serialized format of the machine learning model and the model description file being a file representing attributes of the machine learning model; receiving a model deployment instruction input by a user; generating a new service script according to the universal service script template and the model description file; generating a mirror image of the model according to the new service script and the serialized model file; and generatingmodel service POD according to the mirror image of the model, so that the machine learning model is deployed online.

Description

technical field [0001] The present application relates to the communication field, and in particular to a method and device for online model. Background technique [0002] As a branch of artificial intelligence, machine learning is an important business support method in today's big data era. Machine learning can be applied to various application scenarios and can significantly improve the performance indicators of enterprises. For example, machine learning technology can be applied to predicting advertising clicks, product recommendations, image recognition, anomaly detection and other scenarios, and has produced significant beneficial effects. [0003] Usually, the development process of a machine learning model includes data exploration, feature extraction, model creation, and model online. Usually, the operations of each link of model development are completed by different developers. For example, developer A is responsible for model creation, and developer B is respons...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F8/10G06N20/00
CPCG06F8/10G06N20/00
Inventor 巫钢常剑马明孙兴星於今
Owner 百融至信(北京)科技有限公司
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