Large language model integration device supporting semantic correction

Abstract

The utility model relates to the technical field of large language models, in particular to a large language model integration device supporting semantic correction, which comprises a box body, and a detachable box cover is arranged above the box body. Cooling fans are mounted on the left side wall and the right side wall of the mounting cavity; a plurality of heat dissipation grooves are formed in the front wall and the rear wall of the mounting cavity; by means of the symmetrically-arranged cooling fans, wind power can be relatively blown to the circuit board, and under blowing of the wind power on the two sides, multiple modules on the circuit board can be rapidly cooled; therefore, faults caused by poor heat dissipation of a plurality of modules are avoided, and the stability and the service life of the equipment are further ensured. By means of the detachable frame and the dust filtering net, dust entering airflow can be intercepted and filtered through the dust filtering net, foreign matter such as external dust is prevented from entering the equipment, the dust filtering net is convenient to clean through the detachable design, and the filtering effect of the dust filtering net is guaranteed.

Description

Technical Field

[0001] The utility model relates to the technical field of large language models, in particular to a large language model integration device supporting semantic correction. Background Art

[0002] In recent years, the rapid development of deep learning technology has provided strong support for the construction of large language models. Through large-scale corpus training, large language models can learn the inherent laws and patterns of language, thereby generating text that conforms to grammatical and semantic rules. In addition, the advancement of natural language processing technology has also provided a wealth of tools and methods for semantic analysis. For example, technologies such as syntactic analysis, named entity recognition, and sentiment analysis can help devices understand the structure and meaning of text more deeply.

[0003] At present, language model integration devices mainly rely on the natural language processing algorithms installed in multiple modules to perform text parsing and processing during operation. Although these modules, such as text processing modules, are powerful, their efficient operation is often accompanied by a continuous increase in the temperature inside the device. However, the language model integration devices currently on the market generally only rely on heat sinks for heat dissipation. This single heat dissipation method results in low heat dissipation efficiency of the device. Over time, the internal modules of the device may malfunction due to the high temperature environment, which not only affects the stability and service life of the device, but may also cause unnecessary troubles to the user's work. In view of this, we propose a large language model integration device that supports semantic correction. Utility Model Content

[0004] The purpose of the utility model is to provide a large language model integration device supporting semantic correction to solve the problems raised in the above background technology.

[0005] In order to achieve the above purpose, the utility model provides the following technical solutions:

[0006] A large language model integration device supporting semantic correction includes a box body, and a detachable box cover is provided on the top of the box body;

[0007] An installation cavity is provided at the center of the top of the box body; a circuit board is installed in the installation cavity, a text preprocessing module for collecting and organizing texts is installed on the circuit board, a semantic analysis module is provided on one side of the text preprocessing module, the semantic analysis module is used to carry a deep learning algorithm and a natural language processing algorithm to parse the text, a correction suggestion generation module is provided on one side of the semantic analysis module, the correction suggestion generation module is used to carry an encoder and a decoder to generate a corrected text, and a data output module for outputting text to a user is provided on one side of the correction suggestion generation module; cooling fans are installed on the left and right side walls of the installation cavity; a plurality of heat dissipation slots are provided on the front and rear walls of the installation cavity;

[0008] Filter chambers are provided on both sides of the installation chamber, and the heat dissipation fan is connected to the filter chamber; two frames are detachably installed in the filter chamber, and dust filters are installed in the openings of the frames;

[0009] Guard plates are installed at both ends of the bottom of the box cover. The guard plates are inserted into the filter cavity, and a plurality of air inlet grooves are opened on the outer wall of the guard plates.

[0010] Preferably, a fixing seat is installed at the four corners of the box body, a socket is opened on the top of the fixing seat, and a fixing bolt is threadedly connected to the outer wall of the fixing seat; an insertion rod is installed at the four corners of the bottom of the box cover, the insertion rod is plugged into the socket, and the fixing bolt passes through the insertion rod.

[0011] Preferably, side panels are fixedly connected to the installation cavity at the left and right sides of the circuit board by bolts, and dispersion grooves are provided on the side panels.

[0012] Preferably, two side walls of the filter cavity are provided with two slots, and plug blocks are fixed to the outer walls of both sides of the frame, and the plug blocks are plugged into and matched with the corresponding slots.

[0013] Preferably, both side walls of the filter cavity are provided with limiting grooves at the ends, and the guard plates are plugged into and matched with the limiting grooves.

[0014] Preferably, the fixing seat and the box body are an integrally formed structure, and both the fixing seat and the box body are made of plastic material.

[0015] Preferably, the cross-section of the frame is in a U-shape, and the frame is a product made of plastic material.

[0016] Preferably, the box cover and the insertion rod are an integrally formed structure, and both the box cover and the insertion rod are made of plastic material.

[0017] Compared with the prior art, the utility model has the following beneficial effects:

[0018] 1. Through the text preprocessing module, semantic analysis module, semantic analysis module, correction suggestion generation module and output module set in the box body, the text preprocessing module collects and organizes the original text, the semantic analysis module performs in-depth semantic analysis on the organized text to identify possible semantic errors or ambiguities, the correction suggestion generation module generates targeted correction suggestions based on the semantic analysis results, and the output module outputs the corrected text;

[0019] 2. Symmetrically arranged cooling fans can blow wind to the circuit board. With the wind blowing on both sides, multiple modules on the circuit board can be quickly cooled, thus avoiding the failure of multiple modules due to poor heat dissipation, thereby ensuring the stability and service life of the equipment;

[0020] 3. Through the detachable frame and dust filter, the dust filter can intercept and filter the dust entering the air flow, preventing foreign matter such as dust from the outside from entering the equipment, and the detachable design facilitates the cleaning of the dust filter, ensuring the filtering effect of the dust filter. BRIEF DESCRIPTION OF THE DRAWINGS

[0021] Figure 1 It is a schematic diagram of the overall structure of the utility model;

[0022] Figure 2 It is a schematic diagram of the overall explosion structure of the utility model;

[0023] Figure 3 This is a top view of the structure of the box body in the utility model;

[0024] Figure 4 It is a schematic diagram of a part of the explosion structure in the utility model;

[0025] Figure 5 It is a structural schematic diagram of the box body in the utility model;

[0026] Figure 6 The figure is a schematic diagram of the basic processing flow of text semantic correction in the present invention.

[0027] In the figure:

[0028] 1. Box body; 10. Heat dissipation slot; 11. Connecting port; 12. Filter chamber; 121. Limiting slot; 122. Slot; 13. Fixing seat; 131. Socket; 132. Fixing bolt; 14. Side panel; 141. Dispersion slot; 15. Circuit board; 151. Text preprocessing module; 152. Semantic analysis module; 153. Correction suggestion generation module; 154. Data output module; 16. Heat dissipation fan; 17. Frame; 171. Insert block; 172. Dust filter;

[0029] 2. Box cover; 21. Insertion rod; 22. Guard plate; 221. Air inlet groove. DETAILED DESCRIPTION

[0030] The following will be combined with the drawings in the embodiments of the utility model to clearly and completely describe the technical solutions in the embodiments of the utility model. Obviously, the described embodiments are only part of the embodiments of the utility model, not all of the embodiments. Based on the embodiments in the utility model, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the utility model.

[0031] This embodiment provides a technical solution:

[0032] See also Figure 1-Figure 6A large language model integrated device supporting semantic correction includes a box body 1, a detachable box cover 2 is arranged on the top of the box body 1; an installation cavity is opened at the top center of the box body 1; a circuit board 15 is installed in the installation cavity, and a text preprocessing module 151 for collecting and arranging texts is installed on the circuit board 15, a semantic analysis module 152 is arranged on one side of the text preprocessing module 151, and the semantic analysis module 152 is used to carry a deep learning algorithm and a natural language processing algorithm to parse the text, and a correction suggestion generation module 153 is arranged on one side of the semantic analysis module 152, and the correction suggestion generation module 153 is used to carry an encoder and a decoder The encoder generates the corrected text, and a data output module 154 for outputting the text to the user is provided on one side of the correction suggestion generation module 153; cooling fans 16 are installed on the left and right side walls of the installation cavity; a plurality of cooling slots 10 are provided on the front and rear walls of the installation cavity; a filter cavity 12 is provided on the left and right sides of the installation cavity, and the cooling fan 16 is connected to the filter cavity 12; two frames 17 are detachably installed in the filter cavity 12, and a dust filter 172 is installed in the opening of the frame 17; guard plates 22 are installed at both ends of the bottom of the box cover 2, and the guard plates 22 are inserted into the filter cavity 12, and a plurality of air inlet slots 221 are provided on the outer wall of the guard plates 22.

[0033] Furthermore, the four corners of the box body 1 are all equipped with a fixing seat 13, the top of the fixing seat 13 is provided with a plug hole 131, and the outer wall of the fixing seat 13 is threadedly connected with a fixing bolt 132; the four corners of the bottom of the box cover 2 are all equipped with a plug rod 21, the plug rod 21 is plugged into the plug hole 131, and the fixing bolt 132 passes through the plug rod 21. This design facilitates the disassembly and assembly of the box cover 2, and further facilitates the later inspection and maintenance of multiple modules.

[0034] In this embodiment, the side panels 14 are fixedly connected by bolts at the left and right sides of the circuit board 15 in the installation cavity, and the side panels 14 are provided with dispersion grooves 141. The provision of multiple dispersion grooves 141 facilitates the dispersion of the wind force blown by the cooling fan 16, thereby facilitating the wind force to be evenly and comprehensively blown into the installation cavity.

[0035] In this embodiment, two slots 122 are provided on both side walls of the filter cavity 12, and plug blocks 171 are fixed on both side outer walls of the frame 17, and the plug blocks 171 are plugged into and matched with the corresponding slots 122. The arrangement of the plug blocks 171 and the slots 122 improves the stability and reliability of the installation of the frame 17.

[0036] In this embodiment, both side walls of the filter cavity 12 are provided with limiting grooves 121 at the ends, and the guard plate 22 is plugged into the limiting grooves 121. The setting of the limiting grooves 121 increases the stability of the guard plate 22 and improves the connection reliability between the guard plate 22 and the filter cavity 12.

[0037] In this embodiment, the fixing seat 13 and the box body 1 are an integrally formed structure, and the fixing seat 13 and the box body 1 are both made of plastic material. The integrally formed fixing seat 13 and the box body 1 have better structural strength, and improve the service life of the fixing seat 13 and the box body 1, and the plastic material has the advantages of light weight and low price, and is more suitable.

[0038] In this embodiment, the cross-section of the frame 17 is in the shape of a square, and the frame 17 is a product made of plastic material. This design is conducive to installing the frame 17 in the filter cavity 12, and the setting of the plastic material ensures the service life of the frame 17.

[0039] In this embodiment, the box cover 2 and the plug rod 21 are integrally formed, and both the box cover 2 and the plug rod 21 are made of plastic. The integrally formed box cover 2 and the plug rod 21 have better connection strength, ensuring the connection reliability of the box cover 2 and the plug rod 21, and the plastic material has the advantages of being easy to process and inexpensive, and is more suitable.

[0040] It should be added that the front face of the box body 1 in this embodiment is provided with a plurality of connection ports 11, and the connection ports 11 are provided to connect the data line and the data output module 154, so as to facilitate the transmission of data to a display screen and other devices for display via the data line.

[0041] When used specifically, the text preprocessing module 151 collects text data and organizes the text data, and transmits the organized data to the semantic analysis module 152, which analyzes the text data. If there are semantic problems in the text data, the semantic analysis module 152 transmits the text data to the correction suggestion generation module 153, which performs semantic correction on the text data and transmits the corrected text data to the data output module 154, which outputs the data to the user; if there are no semantic problems in the text data, the semantic analysis module 152 directly transmits the text data to the data output module 154, which outputs the data to the user;

[0042] When the power of the heat dissipation fan 16 is turned on, the heat dissipation fan 16 starts to work, and the heat dissipation fans 16 on both sides blow wind to the circuit board 15 at the same time, and the wind takes away the heat and discharges it to the outside through the Duoer heat dissipation slot 10.

[0043] The above shows and describes the basic principle, main features and advantages of the utility model. Those skilled in the art should understand that the utility model is not limited by the above embodiments. The above embodiments and descriptions are only preferred examples of the utility model and are not used to limit the utility model. Without departing from the spirit and scope of the utility model, the utility model may have various changes and improvements, which fall within the scope of the utility model to be protected. The scope of protection of the utility model is defined by the attached claims and their equivalents.

Claims

1. A large language model integration device supporting semantic correction, comprising a box body (1), characterized in that: A detachable box cover (2) is provided above the box body (1); A mounting cavity is provided at the center of the top of the box body (1); a circuit board (15) is installed in the mounting cavity; a text preprocessing module (151) for collecting and arranging texts is installed on the circuit board (15); a semantic analysis module (152) is provided on one side of the text preprocessing module (151); the semantic analysis module (152) is used to carry a deep learning algorithm and a natural language processing algorithm to parse the text; a correction suggestion generation module (153) is provided on one side of the semantic analysis module (152); the correction suggestion generation module (153) is used to carry an encoder and a decoder to generate a corrected text; a data output module (154) for outputting the text to a user is provided on one side of the correction suggestion generation module (153); cooling fans (16) are installed on the left and right side walls of the mounting cavity; and a plurality of heat dissipation slots (10) are provided on the front and rear walls of the mounting cavity; A filter chamber (12) is provided on both the left and right sides of the installation chamber, and the heat dissipation fan (16) is connected to the filter chamber (12); two frames (17) are detachably installed in the filter chamber (12), and a dust filter (172) is installed in the opening of the frame (17); Guard plates (22) are installed at both ends of the bottom of the box cover (2). The guard plates (22) are inserted into the filter cavity (12), and the outer wall of the guard plates (22) is provided with a plurality of air inlet grooves (221).

2. The large language model integration device supporting semantic correction according to claim 1, characterized in that: The box body (1) is provided with a fixing seat (13) at the four corners thereof, a plug hole (131) is provided at the top of the fixing seat (13), and a fixing bolt (132) is threadedly connected to the outer wall of the fixing seat (13); and an insertion rod (21) is provided at the four corners of the bottom of the box cover (2), the insertion rod (21) is plugged into and matched with the plug hole (131), and the fixing bolt (132) passes through the insertion rod (21).

3. The large language model integration device supporting semantic correction according to claim 1, characterized in that: Side plates (14) are fixedly connected to the left and right sides of the circuit board (15) in the installation cavity by bolts, and dispersion grooves (141) are provided on the side plates (14).

4. The large language model integration device supporting semantic correction according to claim 1, characterized in that: Two side walls of the filter cavity (12) are provided with two slots (122), and plug blocks (171) are fixed to the outer walls of both sides of the frame (17), and the plug blocks (171) are plugged into and matched with the corresponding slots (122).

5. The large language model integration device supporting semantic correction according to claim 1, characterized in that: Both side walls of the filter cavity (12) are provided with limiting grooves (121) at the ends, and the guard plate (22) is plugged into and matched with the limiting grooves (121).

6. The large language model integration device supporting semantic correction according to claim 2, characterized in that: The fixing seat (13) and the box body (1) are an integrally formed structure, and both the fixing seat (13) and the box body (1) are manufactured products made of plastic material.

7. The large language model integration device supporting semantic correction according to claim 1, characterized in that: The cross-section of the frame (17) is in the shape of a square, and the frame (17) is a product made of plastic material.

8. The large language model integration device supporting semantic correction according to claim 1, characterized in that: The box cover (2) and the insertion rod (21) are an integrally formed structure, and both the box cover (2) and the insertion rod (21) are manufactured products made of plastic material.

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