Multi-modal large model training device supporting picture splicing

Abstract

The utility model relates to the technical field of large model training, in particular to a multi-mode large model training device supporting picture splicing, which comprises a shell with an opening in the front end face. A fixing frame is inserted into the cavity, a dust filtering net is fixed to an opening of the fixing frame, a baffle is arranged on the rear side of the box body, inserting rods matched with the inserting holes in an inserted mode are fixed to the four corners of the front end face of the baffle, and a through hole is formed in the center of the baffle; a fan is mounted at the front end face perforation of the box body; under the action of the fan, external air flow enters the box body, when the air flow passes through the plurality of dust filtering nets, foreign matters such as dust in the air flow are intercepted and filtered by the dust filtering nets, and the filtered air flow enters the shell so as to dissipate heat of components in the shell; according to the design, the multi-mode fusion module and other modules can be effectively cooled, external dust and other foreign matters can be prevented from entering the equipment, and the multi-mode fusion module and other modules are protected.

Description

Technical Field

[0001] The utility model relates to the technical field of large model training, and in particular to a multi-modal large model training device supporting image splicing. Background Art

[0002] With the rapid development of artificial intelligence technology, multimodal large models have become one of the research hotspots in this field. Multimodal large models have the ability to process data of different modalities (such as text, images, audio, etc.), which enables the model to understand the world more comprehensively and play an excellent role in various application scenarios. Against this background, the multimodal large model training device came into being. The device adopts advanced hardware architecture and algorithm design, aiming to improve the training efficiency and performance of multimodal large models. By combining deep learning, reinforcement learning and other technical means, the device can more effectively integrate data information of different modalities to achieve more accurate and comprehensive model training.

[0003] During the use of the multimodal large model training device, multiple components installed inside the device will be in high-speed operation for a long time, which will lead to the problem of high temperature inside the device. Although a fan is set inside the device for heat dissipation, the operation of the fan will cause dust in the external environment to enter the device. As the dust accumulates, it is very easy to cause malfunctions of internal components. In view of this, we propose a multimodal large model training device that supports image stitching. Utility Model Content

[0004] In order to solve the above problems, the utility model provides a multi-modal large model training device that supports image splicing.

[0005] In order to achieve the above purpose, the technical solution adopted by the utility model is as follows:

[0006] A multi-modal large model training device supporting image splicing, comprising a shell with an opening at the front end;

[0007] A circuit board is installed at the inner bottom of the shell, a data preprocessing module is installed on the circuit board, a multimodal fusion module is installed on one side of the data preprocessing module, and a large model training module is installed on the other side of the data preprocessing module; an image stitching module is installed on one side of the circuit board;

[0008] A detachable cover plate is installed at the front end of the shell, and two fixing plates are fixed on the front end surface of the cover plate. Fixing holes are opened at the two corners of the fixing plates, and an air hole connected to the shell is opened on the cover plate;

[0009] Two heat dissipation parts are installed between the two fixed plates; the heat dissipation part includes a box body, and the box body is detachably connected to the fixed plate, a cavity is opened on the rear end face of the box body, and sockets are opened at the four corners of the rear end face of the box body, a fixing frame is inserted into the cavity, a dust filter is fixed at the opening of the fixing frame, a baffle is provided on the rear side of the box body, plug rods that are plugged into the sockets are fixed at the four corners of the front end face of the baffle, and a through hole is opened in the center of the baffle; a fan is installed at the through hole on the front end face of the box body.

[0010] Furthermore, a slide groove is opened on one side wall of the box body, two side plates are fixed at the center of the slide groove, a double-headed screw is rotatably installed between the two side plates, both ends of the double-headed screw rod are threadedly connected with a movable frame, the movable frame is slidably connected to the slide groove, and two end surfaces of the two movable frames that are separated from each other are fixed with fixing rods, which pass through the box body and are plug-matched with the fixing holes.

[0011] Furthermore, a rotating body is coaxially key-connected at the center of the double-ended screw, and a plurality of anti-slip grooves are provided on the outer wall of the rotating body.

[0012] Furthermore, the cross-section of the movable frame is in a U-shape, and the movable frame is a product made of aluminum alloy.

[0013] Furthermore, a mounting plate is fixed at the bottom ends of the left and right side walls of the shell, and a plurality of mounting holes are formed on the mounting plate.

[0014] Furthermore, the cover plate is fixedly connected to the shell by bolts, and the cover plate is a product made of aluminum alloy.

[0015] Furthermore, the air holes, through holes and fans are located on the same horizontal plane.

[0016] Furthermore, a plurality of heat dissipation slots are provided on the rear end surface of the shell, and the plurality of heat dissipation slots are linearly distributed at equal intervals.

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

[0018] 1. Through the heat dissipation part: under the action of the fan, the external airflow enters the box body. When the airflow passes through multiple dust filters, the dust and other foreign matter in the airflow are intercepted and filtered by the dust filters. The filtered airflow enters the shell, and then the components in the shell are cooled. This design can not only effectively dissipate the heat of modules such as the multimodal fusion module, but also prevent foreign matter such as dust from the outside from entering the interior of the device, thus protecting the multimodal fusion module and other modules.

[0019] 2. The movable frame and fixed rod structures are provided to facilitate the disassembly and assembly of the heat dissipation part, and then to facilitate the removal and placement of the fixed frame to clean the dust filter, thereby ensuring the filtering effect of the dust filter. BRIEF DESCRIPTION OF THE DRAWINGS

[0020] Figure 1 It is a schematic diagram of the overall structure of the utility model;

[0021] Figure 2 It is a schematic diagram of a part of the explosion structure in the utility model;

[0022] Figure 3 It is a cross-sectional view of the overall structure of the utility model;

[0023] Figure 4 This is one of the partial structural schematic diagrams of the heat dissipation part in the utility model;

[0024] Figure 5 This is the second schematic diagram of the partial structure of the heat dissipation part in the utility model;

[0025] Figure 6 It is a schematic diagram of the data processing flow in the utility model.

[0026] In the figure:

[0027] 1. Shell; 10. Mounting plate; 101. Mounting hole; 11. Circuit board; 111. Large model training module; 112. Data preprocessing module; 113. Multimodal fusion module; 12. Image stitching module;

[0028] 2. Cover plate; 20. Fixing plate; 201. Fixing hole; 21. Limiting groove;

[0029] 3. Heat dissipation unit; 30. Box body; 301. Slide groove; 302. Cavity; 303. Side panel; 304. Socket; 31. Double-headed screw; 311. Rotating body; 32. Movable frame; 321. Fixed rod; 33. Fixed frame; 331. Dust filter; 34. Baffle; 341. Plug rod; 35. Fan. 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 multimodal large model training device supporting image stitching includes a shell 1 with an opening at the front end. A circuit board 11 is installed at the inner bottom of the shell 1, and a data preprocessing module 112 is installed on the circuit board 11. A multimodal fusion module 113 is installed on one side of the data preprocessing module 112, and a large model training module 111 is installed on the other side of the data preprocessing module 112; an image stitching module 12 is installed on one side of the circuit board 11; a detachable cover plate 2 is installed at the front end of the shell 1, and two fixing plates 20 are fixed on the front end of the cover plate 2, and fixing holes 201 are opened at the two corners of the fixing plate 20, and an air hole connected to the shell 1 is opened on the cover plate 2; the two fixing plates 20 are connected to the cover plate 2. Two heat dissipation parts 3 are installed in the space between the two parts; the heat dissipation part 3 includes a box body 30, and the box body 30 is detachably connected to the fixing plate 20, a cavity 302 is opened on the rear end surface of the box body 30, and plug holes 304 are opened at the four corners of the rear end surface of the box body 30, a fixing frame 33 is inserted into the interior of the cavity 302, and a dust filter 331 is fixed at the opening of the fixing frame 33, a baffle plate 34 is provided on the rear side of the box body 30, and plug rods 341 that are plugged with the plug holes 304 are fixed at the four corners of the front end surface of the baffle plate 34, and a through hole is opened at the center of the baffle plate 34; a fan 35 is installed at the through hole of the front end surface of the box body 30. A slide groove 301 is opened on one side wall of the box body 30, and two side plates 303 are fixed at the center of the slide groove 301. A double-headed screw rod 31 is rotatably installed between the two side plates 303. Both ends of the double-headed screw rod 31 are threadedly connected with a movable frame 32. The movable frame 32 is slidably connected to the slide groove 301. Two end surfaces of the two movable frames 32 that are separated from each other are fixed with a fixing rod 321. The fixing rod 321 passes through the box body 30 and is plugged into the fixing hole 201.

[0033] In this embodiment, the center of the double-ended screw 31 is coaxially keyed to a rotating body 311, and a plurality of anti-slip grooves are provided on the outer wall of the rotating body 311. The rotating body 311 facilitates the rotation of the double-ended screw 31, thereby improving the convenience of operation.

[0034] In this embodiment, the cross-section of the movable frame 32 is in a square shape, and the movable frame 32 is made of aluminum alloy. The movable frame 32 made of aluminum alloy has the advantages of corrosion resistance and wear resistance, which increases the service life of the movable frame 32.

[0035] In this embodiment, a mounting plate 10 is fixed at the bottom ends of the left and right side walls of the housing 1, and a plurality of mounting holes 101 are provided on the mounting plate 10. The arrangement of the mounting holes 101 facilitates the installation and fixing of the housing 1 by bolts.

[0036] In this embodiment, the cover plate 2 is fixedly connected to the housing 1 by bolts, and the cover plate 2 is made of aluminum alloy. The bolt fixing method ensures the installation reliability and stability of the cover plate 2, and the cover plate 2 made of aluminum alloy has a better service life.

[0037] In this embodiment, the air holes, the through holes and the fan 35 are located on the same horizontal plane. This design facilitates the external air to enter the housing 1 through the air holes, the through holes and the fan 35, thereby facilitating the heat dissipation of the components in the housing 1.

[0038] In this embodiment, a plurality of heat dissipation slots are provided on the rear end surface of the housing 1, and the plurality of heat dissipation slots are linearly and evenly spaced. The provision of the heat dissipation slots facilitates the heat inside the housing 1 to be dissipated to the outside, thereby facilitating the heat dissipation inside the housing 1.

[0039] It can be understood that in the present embodiment, the two opposite end faces of the two fixed plates 20 are provided with limiting grooves 21, the top and bottom of the box body 30 are fixed with limiting strips, and the limiting strips are slidably connected to the limiting grooves 21; this design has a limiting effect on the box body 30, which is conducive to stably installing the box body 30 between the two fixed plates 20.

[0040] It should be added that the data preprocessing module 112 involved in this embodiment is used to preprocess the input data set, the multimodal fusion module 113 is used to fuse various preprocessed data, the large model training module 111 is equipped with a deep learning algorithm and is used to build a large-scale neural network model for training; the image stitching module 12 can use the trained model to perform image stitching operations; the above are existing conventional technologies and will not be repeated here.

[0041] When used specifically, the data preprocessing module 112 receives the data set and organizes the data, and the organized data is transmitted to the multimodal fusion module 113, and the multimodal fusion module 113 fuses the various preprocessed data, and the fused data is transmitted to the large model training module 111, and the large model training module 111 constructs a large-scale neural network model for training; when the image data is transmitted to the image stitching module 12, the image stitching module 12 uses the trained model to perform image stitching operations;

[0042] When heat dissipation is required, the user first turns on the power of the fan 35, and the fan 35 starts to work. The airflow enters the cavity 302 through the fan 35, and at the same time, the airflow passes through the dust filter 331, and the dust in the airflow is filtered by the dust filter 331. The filtered airflow enters the housing 1, and the airflow passes through the multimodal fusion module 113, the large model training module 111, the image stitching module 12 and the data preprocessing module 112 at the same time and takes away the heat. Finally, the heat is discharged to the outside through multiple heat dissipation slots under the action of the airflow;

[0043] When the dust filter 331 needs to be cleaned, the user first rotates the rotating body 311, and the rotating body 311 drives the double-headed screw 31 to rotate. As the double-headed screw 31 rotates, the two movable frames 32 slide along the slide groove 301, and the movable frames 32 simultaneously drive the fixing rod 321 to disengage from the fixing hole 201, and the restriction of the fixing rod 321 on the box body 30 is released. Then, the box body 30 is pushed to one side, and the two fixing plates 20 of the box body 30 fall off. Then the user pulls off the baffle 34, takes out the fixing frame 33, and cleans the dust filter 331.

[0044] 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 multi-modal large model training device supporting image splicing, comprising a housing (1) with an opening at the front end, characterized in that: A circuit board (11) is installed at the inner bottom of the housing (1), a data preprocessing module (112) is installed on the circuit board (11), a multimodal fusion module (113) is installed on one side of the data preprocessing module (112), and a large model training module (111) is installed on the other side of the data preprocessing module (112); an image splicing module (12) is installed on one side of the circuit board (11); A detachable cover plate (2) is installed at the front end of the shell (1); two fixing plates (20) are fixed to the front end surface of the cover plate (2); fixing holes (201) are provided at two corners of the fixing plates (20); and an air hole connected to the shell (1) is provided on the cover plate (2); Two heat dissipation parts (3) are installed between the two fixing plates (20); the heat dissipation part (3) comprises a box body (30), and the box body (30) is detachably connected to the fixing plate (20); a cavity (302) is provided on the rear end surface of the box body (30); plug holes (304) are provided at four corners of the rear end surface of the box body (30); a fixing frame (33) is inserted into the cavity (302); a dust filter (331) is fixed at the opening of the fixing frame (33); a baffle (34) is provided on the rear side of the box body (30); plug rods (341) plugged with the plug holes (304) are fixed at four corners of the front end surface of the baffle (34); a through hole is provided at the center of the baffle (34); a fan (35) is installed at the through hole of the front end surface of the box body (30).

2. The multimodal large model training device supporting image splicing according to claim 1, characterized in that: A slide groove (301) is provided at one side wall of the box body (30), two side plates (303) are fixed at the center of the slide groove (301), a double-headed screw rod (31) is rotatably installed between the two side plates (303), both ends of the double-headed screw rod (31) are threadedly connected with a movable frame (32), the movable frame (32) is slidably connected to the slide groove (301), and two end surfaces of the two movable frames (32) that are separated from each other are fixed with a fixing rod (321), and the fixing rod (321) passes through the box body (30) and is plugged into and matched with the fixing hole (201).

3. The multimodal large model training device supporting image splicing according to claim 2, characterized in that: A rotating body (311) is coaxially keyed at the center of the double-ended screw rod (31), and a plurality of anti-slip grooves are provided on the outer wall of the rotating body (311).

4. The multimodal large model training device supporting image splicing according to claim 2, characterized in that: The cross-section of the movable frame (32) is in the shape of a square, and the movable frame (32) is a finished product made of aluminum alloy.

5. The multimodal large model training device supporting image splicing according to claim 1, characterized in that: A mounting plate (10) is fixed at the bottom ends of the left and right side walls of the housing (1), and a plurality of mounting holes (101) are provided on the mounting plate (10).

6. The multimodal large model training device supporting image splicing according to claim 1, characterized in that: The cover plate (2) is fixedly connected to the housing (1) via bolts, and the cover plate (2) is a finished product made of aluminum alloy.

7. The multimodal large model training device supporting image splicing according to claim 1, characterized in that: The air holes, through holes and fan (35) are located on the same horizontal plane.

8. The multimodal large model training device supporting image splicing according to claim 1, characterized in that: The rear end surface of the housing (1) is provided with a plurality of heat dissipation slots, and the plurality of heat dissipation slots are linearly distributed at equal intervals.

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