Informatization data secure transmission method based on AI large model training

Abstract

The invention discloses an informatization data secure transmission method based on AI large model training, and relates to the technical field of data transmission, comprising the following steps: receiving informatization data transmission requests of all single devices in real time, and obtaining effective requests; the data transmission gateway receives the effective request sent by the flow gateway and routes the effective request to a correct position; determining a data transmission gateway corresponding to each informatization data transmission service based on an informatization data transmission distribution algorithm, and performing informatization data transmission registration on the corresponding data transmission gateway; it is identified whether there is a valid request among the valid requests that causes a security risk. The method has the advantages that the informatization data transmission services requested at the same time are dispersed into a plurality of different data transmission gateways as much as possible, the request response speed of the informatization data transmission system to the access equipment is ensured, and the service informatization data transmission level of the equipment cluster of the informatization data transmission system is improved.

Description

Technical Field

[0001] The present invention relates to the field of data transmission technology, and specifically to an information technology data security transmission method based on AI large model training. Background Art

[0002] When the existing information data transmission system performs information data transmission configuration of the access data transmission gateway of the subsystem, the method adopted is mostly to configure similar information data transmission to the same data transmission gateway. Although this mode is convenient for the increase and decrease management of information data transmission, it does not consider the problem of simultaneous requests for multiple information data transmissions. When the gateway system receives multiple similar information data transmission requests at the same time, they will be assigned to the same data transmission gateway for execution and distribution, which will cause a surge in the traffic load of a single data transmission gateway, affecting the response speed of the entire information data transmission system to the request of the access device. Summary of the invention

[0003] In order to solve the above technical problems, an information data security transmission method and system based on AI large model training are provided. This technical solution solves the above-mentioned problem that when the gateway system receives multiple similar information data transmission requests at the same time, they will be assigned to the same data transmission gateway for execution and distribution, which will cause a surge in the traffic load of a single data transmission gateway, affecting the entire information data transmission system's response speed to the request of the access device.

[0004] In order to achieve the above purpose, the technical solution adopted by the present invention is:

[0005] A method for secure transmission of information data based on AI large model training, comprising:

[0006] Receive all information data transmission requests from individual devices in real time, remove illegal and invalid requests, and obtain valid requests;

[0007] The data transmission gateway receives valid requests sent by the traffic gateway and routes the valid requests to the correct location;

[0008] Acquire at least one single device connected to the information data transmission system, and split each single device into a number of information data transmission services based on the service attributes of the single device, and determine the data transmission gateway corresponding to each information data transmission service based on the information data transmission allocation algorithm, and register the information data transmission with the corresponding data transmission gateway;

[0009] Identify whether there are valid requests that cause security risks among the valid requests. If so, authenticate the individual device corresponding to the valid request. If the authentication passes, send the valid request to the data transmission gateway for execution. If the authentication fails, isolate the individual device corresponding to the valid request from the network. If not, send each valid request to each data transmission gateway for execution.

[0010] Preferably, the information data transmission allocation algorithm specifically includes:

[0011] Determine grouping restrictions based on the current number of data transmission gateways;

[0012] Based on the grouping restriction conditions, determine several candidate service group allocation schemes;

[0013] Based on the correlation identification algorithm, determine the business correlation index under each candidate business group allocation scheme, and determine the candidate business group allocation scheme with the smallest business correlation index as the best business group allocation scheme;

[0014] Based on the optimal service group allocation scheme, a load balancing algorithm is used to determine the information data transmission service corresponding to each data transmission gateway, and the information data transmission is registered at the corresponding data transmission gateway.

[0015] Preferably, the determining of the grouping restriction condition based on the current number of data transmission gateways specifically includes:

[0016] Determine the current number of data transmission gateways n and the total number of information data transmission services m;

[0017] Randomly generate n random numbers whose sum is m and greater than 1 to form an n-dimensional random array A, A={a1…a i …a n}, a i is the i-th random number generated;

[0018] Traverse and generate all n-dimensional random arrays that meet the conditions to form grouping restrictions.

[0019] Preferably, the determining of several candidate service group allocation schemes based on the group restriction condition specifically includes:

[0020] According to the order of i from 1 to n, randomly select a from all information data transmission services i An information data transmission service, as a i The corresponding information data transmission service group determines the information data transmission service group corresponding to all elements in the n-dimensional random array, obtains a grouping scheme for the n-dimensional random array, and thus completes a grouping action corresponding to the n-dimensional random array;

[0021] Repeat the grouping action corresponding to the n-dimensional random array several times until no new grouping scheme can be generated, and complete the n-dimensional random array complete grouping action;

[0022] Traverse and complete all n-dimensional random array complete grouping actions in the grouping restriction conditions, and record all the obtained grouping schemes as candidate business group allocation schemes.

[0023] Preferably, the correlation identification algorithm specifically includes:

[0024] Determine the correlation index of information data transmission between each other in all information data transmission services;

[0025] Pairing the information data transmission services in each information data transmission service group in the candidate service group allocation scheme to obtain a number of information data transmission service pairs corresponding to the information data transmission service group;

[0026] Based on the correlation calculation formula, calculate the pairing correlation index of each information data transmission service group in the candidate service group allocation scheme;

[0027] Calculate the average of all group informatization data transmission service group pairing correlation indicators in the candidate service group allocation scheme to obtain the service correlation indicator under the candidate service group allocation scheme;

[0028] The correlation calculation formula is:

[0029]

[0030] Among them, G is the information data transmission service group pairing correlation index, R j is the information data transmission association index of the jth information data transmission service pair in the information data transmission service group, and J is the total number of information data transmission service pairs in the information data transmission service group.

[0031] Preferably, the specific steps of determining the information data transmission correlation index between two information data transmission services are as follows:

[0032] The information data transmission business whose information data transmission related index is to be calculated is respectively denoted as B x and B y

[0033] Confirm that B appears in the historical information data transmission request x The number of information data transmission requests and the occurrence of B y The number of information data transmission requests and the number of simultaneous occurrences of B x and B y The number of information data transmission requests;

[0034] Then Bx and B y The information data transmission correlation indicators between them are:

[0035]

[0036] Where, is B x and B y The information data transmission correlation index between them, N x B appears in the historical information data transmission request x The number of information data transmission requests, N xy B appears in the historical information data transmission request y The number of information data transmission requests, N xy B appears in the historical information data transmission request x and B y The number of information data transmission requests.

[0037] Preferably, the load balancing algorithm is specifically:

[0038] Determine the traffic load capacity of each data transmission gateway;

[0039] Obtain the occurrence frequency of each information data transmission service in historical information data transmission requests;

[0040] Determine the load requirements for each information data transmission service;

[0041] Randomly pair each information data transmission service group in the optimal service group allocation scheme with each data transmission gateway to obtain several service pairing schemes;

[0042] Based on the load balancing algorithm, calculate the load balancing index of each business pairing solution;

[0043] Filter out the business pairing solution with the smallest load balancing index as the best business pairing solution;

[0044] Determine the information data transmission service group corresponding to each data transmission gateway in the best service matching solution, and register the information data transmission service group corresponding to the data transmission gateway into the data transmission gateway;

[0045] The load balancing algorithm is specifically:

[0046]

[0047] Where H is the load balancing index of the service matching solution, T i is the traffic load capacity of the ith data transmission gateway, f kis the load demand of the kth information data transmission service in the information data transmission service group paired with the i-th data transmission gateway in the service pairing scheme, p k is the occurrence frequency of the kth information data transmission service in the information data transmission service group paired with the i-th data transmission gateway in the service pairing scheme, b i is the total number of information technology data transmission services in the information technology data transmission service group paired with the i-th data transmission gateway in the service pairing solution.

[0048] Furthermore, a system for secure transmission of information data based on AI large model training is proposed, which is used to implement the above-mentioned method for secure transmission of information data based on AI large model training, including:

[0049] Traffic gateway: The traffic gateway is used to receive the information data transmission requests of all single devices in real time, and remove illegal and invalid requests to obtain valid requests;

[0050] Data transmission gateway: the data transmission gateway input end is connected to the traffic gateway, the data transmission gateway output end is connected to the information data transmission application layer, the data transmission gateway is used to receive valid requests sent by the traffic gateway and route the valid requests to the correct location;

[0051] A service registration module, the service registration module is electrically connected to the data transmission gateway, the service registration module is used to obtain at least one single device connected to the information data transmission system, and based on the service attributes of the single device, split each single device into a number of information data transmission services, and determine the data transmission gateway corresponding to each information data transmission service based on the information data transmission allocation algorithm, and perform information data transmission registration on the corresponding data transmission gateway;

[0052] A security protection module, wherein the security protection module is electrically connected to the traffic gateway, and is used to identify whether there is a valid request that causes a security risk in the valid request. If so, the single device corresponding to the valid request will be authenticated. If the authentication passes, the valid request will be sent to the data transmission gateway for execution. If the authentication fails, the single device corresponding to the valid request will be isolated from the network. If not, each valid request will be sent to each data transmission gateway for execution.

[0053] Optionally, the service registration module includes:

[0054] A restriction setting unit, the restriction setting unit being used to determine a grouping restriction condition based on the current number of data transmission gateways;

[0055] A scheme allocation unit, the scheme allocation unit is used to determine several candidate service group allocation schemes based on group restriction conditions;

[0056] A correlation calculation unit, the correlation calculation unit is used to determine the service correlation index under each candidate service group allocation scheme based on the correlation identification algorithm, and determine the candidate service group allocation scheme with the smallest service correlation index as the best service group allocation scheme;

[0057] The load balancing unit is used to determine the information data transmission service corresponding to each data transmission gateway based on the best service group allocation plan by using a load balancing algorithm, and to register the information data transmission with the corresponding data transmission gateway.

[0058] Optionally, the security protection module includes:

[0059] A risk identification unit, the risk identification unit is used to identify whether there is a valid request that causes a security risk among the valid requests;

[0060] The authentication unit is used to authenticate the single device corresponding to the valid request that causes the security risk, and determine whether the single device corresponding to the valid request that causes the security risk has the authority corresponding to the valid request.

[0061] Compared with the prior art, the present invention has the following beneficial effects:

[0062] The present invention proposes a secure information data transmission scheme based on AI large model training. The scheme calculates information data transmission correlation indicators between two information data transmission services based on the probability of various information data transmission services being requested at the same time during the historical operation of the information data transmission system. The scheme also disperses the information data transmission services requested at the same time to multiple different data transmission gateways as much as possible based on the information data transmission correlation indicators between two information data transmission services. This ensures that when multiple similar information data transmissions are requested at the same time, simultaneous request responses for multiple information data transmission services can be maintained, avoiding a surge in traffic load on a single data transmission gateway, ensuring the information data transmission system's response speed to requests from access devices, and improving the service information data transmission level of a device cluster of the information data transmission system. BRIEF DESCRIPTION OF THE DRAWINGS

[0063] Figure 1 This is a flow chart of the information data security transmission method based on AI large model training proposed by the present invention;

[0064] Figure 2 A method flow chart of the information data transmission allocation algorithm in the present invention;

[0065] Figure 3 A flow chart of a method for determining grouping restriction conditions based on the current number of data transmission gateways in the present invention;

[0066] Figure 4 A flow chart of a method for determining several candidate service group allocation schemes based on group restriction conditions in the present invention;

[0067] Figure 5 A method flow chart of a correlation identification algorithm in the present invention;

[0068] Figure 6 The figure is a flow chart of the method of the load balancing algorithm in the present invention. DETAILED DESCRIPTION

[0069] The following description is used to disclose the present invention so that those skilled in the art can implement the present invention. The preferred embodiments described below are only examples, and those skilled in the art may think of other obvious variations.

[0070] Reference Figure 1 As shown, a method for secure transmission of information data based on AI large model training includes:

[0071] Receive all information data transmission requests from individual devices in real time, remove illegal and invalid requests, and obtain valid requests;

[0072] The data transmission gateway receives valid requests sent by the traffic gateway and routes the valid requests to the correct location;

[0073] Acquire at least one single device connected to the information data transmission system, and split each single device into a number of information data transmission services based on the service attributes of the single device, and determine the data transmission gateway corresponding to each information data transmission service based on the information data transmission allocation algorithm, and register the information data transmission with the corresponding data transmission gateway;

[0074] Identify whether there are valid requests that cause security risks among the valid requests. If so, authenticate the individual device corresponding to the valid request. If the authentication passes, send the valid request to the data transmission gateway for execution. If the authentication fails, isolate the individual device corresponding to the valid request from the network. If not, send each valid request to each data transmission gateway for execution.

[0075] This scheme calculates the information data transmission correlation indicators between each other in the information data transmission services based on the probability of various information data transmission services being requested at the same time during the historical operation of the gateway system, and based on the information data transmission correlation indicators between each other in the information data transmission services, the information data transmission services requested at the same time are dispersed as much as possible to multiple different data transmission gateways to ensure that when multiple similar information data transmissions are requested at the same time, simultaneous request responses for multiple information data transmission services can be maintained.

[0076] Reference Figure 2 As shown, the information data transmission allocation algorithm specifically includes:

[0077] Determine grouping restrictions based on the current number of data transmission gateways;

[0078] Based on the grouping restriction conditions, determine several candidate service group allocation schemes;

[0079] Based on the correlation identification algorithm, determine the business correlation index under each candidate business group allocation scheme, and determine the candidate business group allocation scheme with the smallest business correlation index as the best business group allocation scheme;

[0080] Based on the optimal service group allocation scheme, a load balancing algorithm is used to determine the information data transmission service corresponding to each data transmission gateway, and the information data transmission is registered at the corresponding data transmission gateway.

[0081] Dynamically allocate and register multiple information data transmission services of distributed access devices of the Internet of Things, divide the information data transmission services into corresponding groups based on the number of data transmission gateways, and use a correlation identification algorithm to screen out candidate service group allocation plans with the smallest correlation index, so as to ensure that multiple information data transmission services that are easily requested at the same time are dispersed to multiple different data transmission gateways. At the same time, a load balancing method is used to configure multiple information data transmission services corresponding to the performance of multiple data transmission gateways with different performances, so as to ensure the adaptability between the performance of the data transmission gateway and its load, thereby achieving a request response speed for multiple distributed access devices of the Internet of Things and improving the service information data transmission level of the Internet of Things cluster of distributed access devices.

[0082] Reference Figure 3 As shown, based on the current number of data transmission gateways, the grouping restriction conditions are determined to include:

[0083] Determine the current number of data transmission gateways n and the total number of information data transmission services m;

[0084] Randomly generate n random numbers whose sum is m and greater than 1 to form an n-dimensional random array A, A={a1…a i…a n}, a i is the i-th random number generated;

[0085] Traverse and generate all n-dimensional random arrays that meet the conditions to form grouping restrictions.

[0086] It can be understood that when dividing the information data transmission business, in order to ensure the full utilization of the data transmission gateway, it is necessary to allocate the information data transmission business to each data transmission gateway, thereby ensuring the uniform dispersion of the information data transmission business, and setting the random generation of n random numbers whose sum is m and greater than 1 to form an n-dimensional random array A. At the same time, in order to ensure that all possibilities are covered when generating the plan, it is set to traverse and generate all n-dimensional random arrays that meet the conditions to form a grouping restriction condition.

[0087] Reference Figure 4 As shown, based on the grouping restriction conditions, several candidate service group allocation schemes are determined, specifically including:

[0088] According to the order of i from 1 to n, randomly select a from all information data transmission services i An information data transmission service, as a i The corresponding information data transmission service group determines the information data transmission service group corresponding to all elements in the n-dimensional random array, obtains a grouping scheme for the n-dimensional random array, and thus completes a grouping action corresponding to the n-dimensional random array;

[0089] Repeat the grouping action corresponding to the n-dimensional random array several times until no new grouping scheme can be generated, and complete the n-dimensional random array complete grouping action;

[0090] Traverse and complete all n-dimensional random array complete grouping actions in the grouping restriction conditions, and record all the obtained grouping schemes as candidate business group allocation schemes.

[0091] It can be understood that each n-dimensional random array corresponds to multiple different grouping schemes. This scheme traverses all grouping schemes of all n-dimensional random arrays, and the best service group allocation scheme screened out is the best scheme under all grouping schemes.

[0092] Reference Figure 5 As shown, the correlation identification algorithm specifically includes:

[0093] Determine the correlation index of information data transmission between each other in all information data transmission services;

[0094] Pairing the information data transmission services in each information data transmission service group in the candidate service group allocation scheme to obtain a number of information data transmission service pairs corresponding to the information data transmission service group;

[0095] Based on the correlation calculation formula, calculate the pairing correlation index of each information data transmission service group in the candidate service group allocation scheme;

[0096] Calculate the average of all group informatization data transmission service group pairing correlation indicators in the candidate service group allocation scheme to obtain the service correlation indicator under the candidate service group allocation scheme;

[0097] The correlation calculation formula is:

[0098]

[0099] Among them, G is the information data transmission service group pairing correlation index, R j is the information data transmission association index of the jth information data transmission service pair in the information data transmission service group, and J is the total number of information data transmission service pairs in the information data transmission service group.

[0100] The specific steps for determining the information data transmission correlation index between each pair of all information data transmission services are as follows:

[0101] The information data transmission business whose information data transmission related index is to be calculated is respectively denoted as B x and B y

[0102] Confirm that B appears in the historical information data transmission request x The number of information data transmission requests and the occurrence of B y The number of information data transmission requests and the number of simultaneous occurrences of B x and B y The number of information data transmission requests;

[0103] Then B x and B y The information data transmission correlation indicators between them are:

[0104]

[0105] Where, is B x and B y The information data transmission correlation index between them, N x B appears in the historical information data transmission request x The number of information data transmission requests, N xy B appears in the historical information data transmission request y The number of information data transmission requests, N xy B appears in the historical information data transmission request x and B yThe number of information data transmission requests.

[0106] It can be understood that, in the information data transmission service, the information data transmission correlation index between each other is the probability index of the two information data transmission services being requested at the same time. The larger the information data transmission correlation index calculated in this embodiment, the greater the probability that the two information data transmission services are requested at the same time. Based on this, this scheme adopts the method of determining the average value of the information data transmission correlation index of the candidate service pair composed of any two candidate services of the information data transmission service group in the candidate service group as the inter-group correlation of the information data transmission service group, so as to screen out the candidate service group with the smallest comprehensive inter-group correlation as the best service group allocation scheme, thereby ensuring that the information data transmission services requested at the same time are dispersed as much as possible to multiple different data transmission gateways, and ensuring that when multiple similar information data transmissions are requested at the same time, the simultaneous request responses of multiple information data transmission services can be maintained.

[0107] Reference Figure 6 As shown in the figure, the load balancing algorithm is as follows:

[0108] Determine the traffic load capacity of each data transmission gateway;

[0109] Obtain the occurrence frequency of each information data transmission service in historical information data transmission requests;

[0110] Determine the load requirements for each information data transmission service;

[0111] Randomly pair each information data transmission service group in the optimal service group allocation scheme with each data transmission gateway to obtain several service pairing schemes;

[0112] Based on the load balancing algorithm, calculate the load balancing index of each business pairing solution;

[0113] Filter out the business pairing solution with the smallest load balancing index as the best business pairing solution;

[0114] Determine the information data transmission service group corresponding to each data transmission gateway in the best service matching solution, and register the information data transmission service group corresponding to the data transmission gateway into the data transmission gateway;

[0115] The specific load balancing algorithm is:

[0116]

[0117] Where H is the load balancing index of the service matching solution, T i is the traffic load capacity of the ith data transmission gateway, f kis the load demand of the kth information data transmission service in the information data transmission service group paired with the i-th data transmission gateway in the service pairing scheme, p k is the occurrence frequency of the kth information data transmission service in the information data transmission service group paired with the i-th data transmission gateway in the service pairing scheme, b i is the total number of information technology data transmission services in the information technology data transmission service group paired with the i-th data transmission gateway in the service pairing solution.

[0118] This solution uses a load balancing algorithm to allocate information data transmission services based on the load requirements and frequency of each information data transmission service and the traffic load capacity of the data transmission gateway. As the nominal value of the load demand of the information data transmission service group during a single information data transmission request, the closer this value is to the traffic load capacity of the data transmission gateway, the more compatible the information data transmission service group is with the data transmission gateway, and the more efficient and stable operation of the information data transmission service can be guaranteed by allocating the information data transmission service group to the data transmission gateway.

[0119] Furthermore, based on the same inventive concept as the above-mentioned information data security transmission method based on AI large model training, this solution also proposes an information data security transmission system based on AI large model training, including:

[0120] Traffic Gateway: The traffic gateway is used to receive the information data transmission requests of all single devices in real time, and remove the illegal and invalid requests to obtain the valid requests;

[0121] Data transmission gateway: The input end of the data transmission gateway is connected to the traffic gateway, and the output end of the data transmission gateway is connected to the application layer of the information data transmission device. The data transmission gateway is used to receive valid requests sent by the traffic gateway and route the valid requests to the correct location;

[0122] A service registration module, the service registration module is electrically connected to the data transmission gateway, and the service registration module is used to obtain at least one single device connected to the information data transmission system, and based on the service attributes of the single device, split each single device into a number of information data transmission services, and determine the data transmission gateway corresponding to each information data transmission service based on the information data transmission allocation algorithm, and perform information data transmission registration on the corresponding data transmission gateway;

[0123] The security protection module is electrically connected to the traffic gateway. The security protection module is used to identify whether there is a valid request that causes security risks in the valid request. If so, the single device corresponding to the valid request will be authenticated. If the authentication passes, the valid request will be sent to the data transmission gateway for execution. If the authentication fails, the single device corresponding to the valid request will be isolated from the network. If not, each valid request will be sent to each data transmission gateway for execution.

[0124] The business registration module includes:

[0125] A restriction setting unit, the restriction setting unit is used to determine a grouping restriction condition based on the current number of data transmission gateways;

[0126] A scheme allocation unit, the scheme allocation unit is used to determine several candidate service group allocation schemes based on grouping restriction conditions;

[0127] A correlation calculation unit, the correlation calculation unit is used to determine the business correlation index under each candidate business group allocation scheme based on the correlation identification algorithm, and determine the candidate business group allocation scheme with the smallest business correlation index as the best business group allocation scheme;

[0128] The load balancing unit is used to determine the information data transmission service corresponding to each data transmission gateway based on the best service group allocation plan and adopt a load balancing algorithm, and register the information data transmission with the corresponding data transmission gateway.

[0129] Optional security modules include:

[0130] A risk identification unit, which is used to identify whether there are valid requests that cause security risks among valid requests;

[0131] The authentication unit is used to authenticate the single device corresponding to the valid request that causes the security risk, and determine whether the single device corresponding to the valid request that causes the security risk has the authority corresponding to the valid request.

[0132] The process of using the above system is as follows:

[0133] Step 1: The service registration module calls the restriction setting unit to determine the grouping restriction condition based on the current number of data transmission gateways;

[0134] Step 2: The service registration module calls the solution allocation unit to determine several candidate service group allocation solutions based on the grouping restriction conditions;

[0135] Step 3: The service registration module calls the correlation calculation unit to determine the service correlation index under each candidate service group allocation scheme based on the correlation identification algorithm, and determines the candidate service group allocation scheme with the smallest service correlation index as the best service group allocation scheme;

[0136] Step 4: The service registration module calls the load balancing unit based on the optimal service group allocation plan, uses the load balancing algorithm to determine the information data transmission service corresponding to each data transmission gateway, and registers the information data transmission at the corresponding data transmission gateway to build a gateway system such as Figure 6 As shown;

[0137] Step 5: The traffic gateway receives the information data transmission requests of all single devices in real time, removes illegal and invalid requests, and obtains valid requests;

[0138] Step six: The security protection module calls the risk identification unit to identify whether there are valid requests that cause security risks among the valid requests. If so, the authentication unit is called to authenticate the individual devices corresponding to the valid requests that cause security risks, and determine whether the individual devices corresponding to the valid requests that cause security risks have the permissions corresponding to the valid requests. If the authentication passes, the valid request is sent to the data transmission gateway for execution. If the authentication fails, the individual devices corresponding to the valid request are isolated from the network. If not, each valid request is sent to each data transmission gateway for execution.

[0139] To sum up, the advantages of the present invention are: distributing the information data transmission services requested simultaneously to multiple different data transmission gateways as much as possible, ensuring the response speed of the information data transmission system to the requests of the access devices, and improving the business information data transmission level of the equipment cluster of the information data transmission system.

[0140] The above shows and describes the basic principles, main features and advantages of the present invention. Those skilled in the art should understand that the present invention is not limited to the above embodiments. The above embodiments and descriptions only describe the principles of the present invention. The present invention may be subject to various changes and improvements without departing from the spirit and scope of the present invention. These changes and improvements fall within the scope of the present invention. The scope of protection claimed by the present invention is defined by the attached claims and their equivalents.

Claims

1. A method for secure information data transmission based on AI large model training, characterized in that: include: Receive all information data transmission requests from individual devices in real time, remove illegal and invalid requests, and obtain valid requests; The data transmission gateway receives valid requests sent by the traffic gateway and routes the valid requests to the correct location; Acquire at least one single device connected to the information data transmission system, and split each single device into a number of information data transmission services based on the service attributes of the single device, and determine the data transmission gateway corresponding to each information data transmission service based on the information data transmission allocation algorithm, and register the information data transmission with the corresponding data transmission gateway; Identify whether there are valid requests that cause security risks among the valid requests. If so, authenticate the individual device corresponding to the valid request. If the authentication passes, send the valid request to the data transmission gateway for execution. If the authentication fails, isolate the individual device corresponding to the valid request from the network. If not, send each valid request to each data transmission gateway for execution.

2. According to claim 1, a method for secure information data transmission based on AI large model training is characterized in that: The information data transmission allocation algorithm specifically includes: Determine grouping restrictions based on the current number of data transmission gateways; Based on the grouping restriction conditions, determine several candidate service group allocation schemes; Based on the correlation identification algorithm, determine the business correlation index under each candidate business group allocation scheme, and determine the candidate business group allocation scheme with the smallest business correlation index as the best business group allocation scheme; Based on the optimal service group allocation scheme, a load balancing algorithm is used to determine the information data transmission service corresponding to each data transmission gateway, and the information data transmission is registered at the corresponding data transmission gateway.

3. According to claim 2, a method for secure information data transmission based on AI large model training is characterized in that: The determining of the grouping restriction condition based on the current number of data transmission gateways specifically includes: Determine the current number of data transmission gateways n and the total number of information data transmission services m; Randomly generate n random numbers whose sum is m and greater than 1 to form an n-dimensional random array A, A = a1…a i Show a n }, a i is the i-th random number generated; Traverse and generate all n-dimensional random arrays that meet the conditions to form grouping restrictions.

4. According to claim 3, a method for secure information data transmission based on AI large model training is characterized in that: The determining of several candidate service group allocation schemes based on the group restriction condition specifically includes: According to the order of i from 1 to n, randomly select a from all information data transmission services i An information data transmission service, as a i The corresponding information data transmission service group determines the information data transmission service group corresponding to all elements in the n-dimensional random array, obtains a grouping scheme for the n-dimensional random array, and thus completes a grouping action corresponding to the n-dimensional random array; Repeat the grouping action corresponding to the n-dimensional random array several times until no new grouping scheme can be generated, and complete the n-dimensional random array complete grouping action; Traverse and complete all n-dimensional random array complete grouping actions in the grouping restriction conditions, and record all the obtained grouping schemes as candidate business group allocation schemes.

5. According to claim 4, a method for secure information data transmission based on AI large model training is characterized in that: The correlation identification algorithm specifically includes: Determine the correlation index of information data transmission between each other in all information data transmission services; Pairing the information data transmission services in each information data transmission service group in the candidate service group allocation scheme to obtain a number of information data transmission service pairs corresponding to the information data transmission service group; Based on the correlation calculation formula, calculate the pairing correlation index of each information data transmission service group in the candidate service group allocation scheme; Calculate the average of all group informatization data transmission service group pairing correlation indicators in the candidate service group allocation scheme to obtain the service correlation indicator under the candidate service group allocation scheme; The correlation calculation formula is: Among them, G is the information data transmission service group pairing correlation index, R j is the information data transmission association index of the jth information data transmission service pair in the information data transmission service group, and J is the total number of information data transmission service pairs in the information data transmission service group.

6. According to claim 5, a method for secure information data transmission based on AI large model training is characterized in that: The specific steps for determining the information data transmission correlation index between each pair of all information data transmission services are as follows: The information data transmission business whose information data transmission related index is to be calculated is respectively denoted as B x and B y Confirm that B appears in the historical information data transmission request x The number of information data transmission requests and the occurrence of B y The number of information data transmission requests and the number of simultaneous occurrences of B x and B y The number of information data transmission requests; Then B x and B y The information data transmission correlation indicators between them are: Where, is B x and B y The information data transmission correlation index between them, N x B appears in the historical information data transmission request x The number of information data transmission requests, N xy B appears in the historical information data transmission request y The number of information data transmission requests, N xy B appears in the historical information data transmission request x and B y The number of information data transmission requests.

7. The information data security transmission method based on AI large model training according to claim 6 is characterized in that: The load balancing algorithm is specifically as follows: Determine the traffic load capacity of each data transmission gateway; Obtain the occurrence frequency of each information data transmission service in historical information data transmission requests; Determine the load requirements for each information data transmission service; Randomly pair each information data transmission service group in the best service group allocation scheme with each data transmission gateway to obtain several service pairing schemes; Based on the load balancing algorithm, calculate the load balancing index of each business pairing solution; Filter out the business pairing solution with the smallest load balancing index as the best business pairing solution; Determine the information data transmission service group corresponding to each data transmission gateway in the best service matching solution, and register the information data transmission service group corresponding to the data transmission gateway into the data transmission gateway; The load balancing algorithm is specifically as follows: Where H is the load balancing index of the service matching solution, T i is the traffic load capacity of the ith data transmission gateway, f k is the load demand of the kth information data transmission service in the information data transmission service group paired with the i-th data transmission gateway in the service pairing scheme, p k is the occurrence frequency of the kth information data transmission service in the information data transmission service group paired with the i-th data transmission gateway in the service pairing scheme, b i is the total number of information technology data transmission services in the information technology data transmission service group paired with the i-th data transmission gateway in the service pairing solution.

8. An information data security transmission system based on AI large model training, characterized in that: The method for securely transmitting information data based on AI large model training according to any one of claims 1 to 7 comprises: Traffic gateway: The traffic gateway is used to receive the information data transmission requests of all single devices in real time, and remove illegal and invalid requests to obtain valid requests; Data transmission gateway: the data transmission gateway input end is connected to the traffic gateway, the data transmission gateway output end is connected to the information data transmission application layer, the data transmission gateway is used to receive valid requests sent by the traffic gateway and route the valid requests to the correct location; A service registration module, the service registration module is electrically connected to the data transmission gateway, the service registration module is used to obtain at least one single device connected to the information data transmission system, and based on the service attributes of the single device, split each single device into a number of information data transmission services, and determine the data transmission gateway corresponding to each information data transmission service based on the information data transmission allocation algorithm, and perform information data transmission registration on the corresponding data transmission gateway; A security protection module, wherein the security protection module is electrically connected to the traffic gateway, and is used to identify whether there is a valid request that causes a security risk in the valid request. If so, the single device corresponding to the valid request will be authenticated. If the authentication passes, the valid request will be sent to the data transmission gateway for execution. If the authentication fails, the single device corresponding to the valid request will be isolated from the network. If not, each valid request will be sent to each data transmission gateway for execution.

9. The information data security transmission system based on AI large model training according to claim 8 is characterized in that: The business registration module includes: A restriction setting unit, the restriction setting unit being used to determine a grouping restriction condition based on the current number of data transmission gateways; A scheme allocation unit, the scheme allocation unit is used to determine several candidate service group allocation schemes based on group restriction conditions; A correlation calculation unit, the correlation calculation unit is used to determine the service correlation index under each candidate service group allocation scheme based on the correlation identification algorithm, and determine the candidate service group allocation scheme with the smallest service correlation index as the best service group allocation scheme; The load balancing unit is used to determine the information data transmission service corresponding to each data transmission gateway based on the best service group allocation plan by using a load balancing algorithm, and to register the information data transmission with the corresponding data transmission gateway.

10. The information data security transmission system based on AI large model training according to claim 9 is characterized in that: The security protection module comprises: A risk identification unit, the risk identification unit is used to identify whether there is a valid request that causes a security risk among the valid requests; The authentication unit is used to authenticate the single device corresponding to the valid request that causes the security risk, and determine whether the single device corresponding to the valid request that causes the security risk has the authority corresponding to the valid request.

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