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Text processing method, device and system and model processing method and device

A text processing and model processing technology, which is applied in computing models, text database query, electrical digital data processing, etc., can solve problems such as unsatisfactory real-time processing requirements, high computing pressure, and large number of network parameters, etc., to improve user The effect of feeling of experience, reducing the amount of parameters, and improving processing efficiency

Pending Publication Date: 2022-07-22
ALIBABA GRP HLDG LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The embodiment of the present application provides a text processing method, device and system, and a model processing method and device, to at least solve the problem of using a processing model for natural language processing due to the huge number of network parameters of the processing model used for natural language processing in the related art. The calculation pressure in the process is high, and the technical problem that cannot meet the real-time processing requirements

Method used

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  • Text processing method, device and system and model processing method and device
  • Text processing method, device and system and model processing method and device
  • Text processing method, device and system and model processing method and device

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Embodiment 1

[0048] According to an embodiment of the present application, a text processing method is provided. It should be noted that the steps shown in the flowchart of the accompanying drawings can be executed in a computer system such as a set of computer-executable instructions, and although the flowchart is shown in the flowchart A logical order is shown, but in some cases steps shown or described may be performed in a different order than shown.

[0049] The method embodiments provided in the embodiments of the present application may be executed in a mobile terminal, a computer terminal, or a similar computing device. figure 1 A block diagram of the hardware structure of a computer terminal (or mobile device) for implementing the model processing method is shown. like figure 1 As shown, the computer terminal 10 (or mobile device 10 ) may include one or more processors 102 (shown as 102a, 102b, . or a processing device such as a programmable logic device FPGA), a memory 104 for ...

Embodiment 2

[0115] According to an embodiment of the present application, a text processing method is also provided. It should be noted that the steps shown in the flowchart of the accompanying drawings may be executed in a computer system such as a set of computer-executable instructions, and although the flowchart A logical order is shown in the figures, but in some cases steps shown or described may be performed in an order different from that herein.

[0116] Image 6 It is a flowchart of another text processing method according to an embodiment of the present application. like Image 6 As shown, the method includes the following steps:

[0117] Step S602, acquiring first text data.

[0118] The first text data in the above steps may be text data input by the user, or may be text data obtained by performing speech recognition on the voice data input by the user. illustrate.

[0119] Step S604, using the optimized text processing model to process the first text data to obtain a fi...

Embodiment 3

[0138] According to an embodiment of the present application, a model processing method is also provided. It should be noted that the steps shown in the flowchart of the accompanying drawings may be executed in a computer system such as a set of computer-executable instructions, and although the flowchart A logical order is shown in the figures, but in some cases steps shown or described may be performed in an order different from that herein.

[0139] Figure 7 It is a flowchart of a model processing method according to an embodiment of the present application. like Figure 7 As shown, the method includes the following steps:

[0140] Step S702, receiving a text processing model, wherein the text processing model is used to process text data to obtain feature vectors corresponding to the text data.

[0141] The text data in the above steps may be text data input by the user, or text data obtained by performing speech recognition on the voice data input by the user. In the ...

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PUM

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Abstract

The invention discloses a text processing method, device and system and a model processing method and device. The text processing method comprises the following steps: receiving first text data; the optimized text processing model is utilized to process the first text data to obtain a first feature vector corresponding to the first text data, and the optimized text processing model is a model obtained by performing fusion operation on operators in the text processing model; matching the first feature vector with a plurality of feature vectors to obtain second text data corresponding to a successfully matched second feature vector; and outputting the second text data. The technical problems that the number of network parameters of a processing model used for natural language processing is large, the calculation pressure is large in the process of natural language processing through the processing model, and the real-time processing requirement cannot be met in the related technology are solved.

Description

technical field [0001] The present application relates to the field of natural language processing, and in particular, to a text processing method, apparatus and system, and a model processing method and apparatus. Background technique [0002] The Bert model has been widely used in natural language processing tasks since its release, and achieved excellent results. At present, TensorFlow or Pytorch are generally used to complete the training of the Bert model. However, in the actual application deployment, due to the computational pressure brought by the huge number of parameters, the original framework cannot directly meet the real-time requirements. [0003] For the above problems, no effective solution has been proposed yet. SUMMARY OF THE INVENTION [0004] The embodiments of the present application provide a text processing method, device, and system, and a model processing method and device, so as to at least solve the problem of the huge number of network paramete...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/332G06F16/33G06F40/194G06F40/279G06K9/62G06N20/00
CPCG06F16/3329G06F16/3344G06F40/194G06F40/279G06N20/00G06F18/22G06F18/25
Inventor 张曙陈小波张经纬陈元凯
Owner ALIBABA GRP HLDG LTD