Construction system of standard system model

Abstract

The invention discloses a construction system of a standard system model, which comprises a standard acquisition unit used for collecting and integrating all standard files in a target industry system from a plurality of sources; the working range catalog generation unit is used for generating a working range catalog and each stage node of the whole life cycle of the target industry system through target system expert guidance and a large model; the standard analysis unit is used for understanding the collected standard file content through a large model; the content mapping unit is used for mapping the standard content understood by the large model to corresponding nodes of a working range directory to generate a target industry system full-life-cycle standard system model; and the standard system model evaluation unit is used for evaluating weak items of the generated target industry system full life cycle standard system model. According to the construction system of the standard system model, the construction of the standard system model can be simply and effectively realized.

Description

Technical Field

[0001] The present invention relates to a construction system, and more particularly to a construction system for a standard system model. Background Art

[0002] The standard system model is a model used to express and describe the goals, boundaries, scope, environment and structural relationships of the standard system, which can reflect the standardization development plan. It is a method or tool for planning, implementing, checking and improving the standard system. The standard system is a whole composed of standards within a certain range according to their internal connections. These standards complement and depend on each other and together form a complete whole to achieve a specific function or goal. The methods for constructing the standard system in the existing technology include comprehensive standardization method and system engineering method.

[0003] However, the above method of constructing a standard system model is not very efficient, and is not suitable for situations where a large number of standard system models are required. Summary of the invention

[0004] In view of the deficiencies in the prior art, an object of the present invention is to provide a system for constructing a standard system model with higher efficiency.

[0005] To achieve the above purpose, the present invention provides the following technical solutions: a system for constructing a standard system model, which is mainly used for constructing a standard system of the red wine industry system, including: Standard collection unit, used to collect and integrate all standard documents within the target industry system from multiple sources; The work scope catalog generation unit is used to generate the work scope catalog and each stage node of the target industry system throughout its life cycle through the guidance of target system experts and the large model; Standards analysis unit, used to understand the collected standards document contents through large models; Content mapping unit, used to map the standard content understood by the large model to the corresponding nodes of the work scope directory, and generate a full life cycle standard system model of the target industrial system; The standard system model assessment unit is used to assess the weaknesses of the generated standard system model for the entire life cycle of the target industry system.

[0006] As a further improvement of the present invention, the sources collected by the standard acquisition unit include a title database, a full-text database, a paragraph database, a standard indicator database, a standard method database and a standard announcement database.

[0007] As a further improvement of the present invention, the specific steps of the work scope catalog generation unit generating the work scope catalog of the entire life cycle of the target industrial system and the nodes of each stage are as follows: Step 1: Have the target system experts list the first draft of the work scope catalog for the entire life cycle of the target system production model ; Step 2: Draft a work scope catalog for the entire life cycle of the target system production model and specific prompt words At the same time, it is input into the preset large language model to generate a work scope catalog of the entire life cycle of the target system production model with nodes at each stage ; Step 3: The target system expert catalogs the work scope of the target system production model throughout its life cycle Conduct review, modification, and formulate a work scope catalog for the entire life cycle of the target system production model .

[0008] As a further improvement of the present invention, the specific steps of the standard analysis unit understanding the collected standard file content through the large model are as follows: Step 1: Add specific prompt words and standard documents into the preset large model, and convert the standard documents into Split the content into multiple fragments Output, where Indicates standard documents It was divided into fragments; Step 2: Add specific prompt words , Target system production model full life cycle work scope catalog The standard document fragments output in step 1 are input into the preset large model. The large model understands the content of each fragment and determines the working scope catalog of each fragment and the full life cycle of the target system production model. The relationship between the nodes in the standard document Fragments in The processing result is ; Step 3: After analyzing all relevant standards of the target system, output the analysis results: In the formula, Indicates the total number of standards related to the target system.

[0009] As a further improvement of the present invention, the standard document in step 2 Fragments in The processing result is The specific formula is as follows: In the formula, Representation fragment Catalog of work scope for the entire life cycle of the target system production model Middle Title Node related; Representation fragment Catalog of work scope for the entire life cycle of the target system production model Middle Title Node related, standard documentation After all the fragments are processed, merge the processing results: .

[0010] As a further improvement of the present invention, the specific method in which the content mapping unit generates the full life cycle standard system model of the target industrial system is: according to the output result R of the standard analysis unit, all content fragments of the target system-related standards are automatically mapped to the work scope catalog of the full life cycle of the target system production model. In the process, a full life cycle production model of the target system is generated.

[0011] As a further improvement of the present invention, the specific prompt word in step 2 Describes how to produce a model for the entire life cycle according to the target system. Generate a work scope directory containing fine-grained information about the phase nodes , limits the output format of the preset large model, and gives a specific example as a reference.

[0012] As a further improvement of the present invention, the specific prompt word Describes how to produce a model for the entire life cycle according to the target system Categorize the snippets in the standard and limit the output to empty or working scope directories One or more nodes in , no other content is allowed.

[0013] The beneficial effect of the present invention is that through the setting of the standard collection unit, all standard files can be effectively collected from multiple sources, and then through the setting of the work scope directory generation unit, the work scope directory and each stage node of the entire life cycle of the target industrial system can be effectively generated. After that, through the setting of the standard analysis unit, the large model can be effectively used to understand the collected standard file content, and then through the setting of the content mapping unit, the generation of the target industrial system full life cycle standard system model can be effectively completed. Finally, through the setting of the standard system model evaluation unit, the evaluation of the completed target industrial system full life cycle standard system model can be realized, and the target industrial system full life cycle standard system model can be further optimized. DETAILED DESCRIPTION

[0014] The present invention will be further described in detail with reference to the given embodiments below.

[0015] A construction system of a standard system model in this embodiment is mainly used for the construction of a standard system of the red wine industry system, including: Standard collection unit, used to collect and integrate all standard documents in the target industry system from multiple sources. The sources collected by the standard collection unit include bibliographic database, full-text database, paragraph database, standard indicator database, standard method database and standard announcement database; The work scope catalog generation unit is used to generate the work scope catalog and each stage node of the target industry system throughout its life cycle through the guidance of target system experts and the large model; Standards analysis unit, used to understand the collected standards document contents through large models; Content mapping unit, used to map the standard content understood by the large model to the corresponding nodes of the work scope directory, and generate a full life cycle standard system model of the target industrial system; The standard system model evaluation unit is used to evaluate the weaknesses of the generated standard system model of the target industry system throughout its life cycle. In the process of using the construction system of this embodiment, it is only necessary to collect standard files through the standard collection unit, and then generate the work scope directory and each stage node of the target industry system throughout its life cycle through the work scope directory generation unit. After that, the standard analysis unit uses the big model to understand the collected standard file content, and then uses the content mapping unit to map the standard content understood by the big model to the corresponding node of the work scope directory to generate the standard system model of the target industry system throughout its life cycle. Finally, the generated model is evaluated by the standard system model evaluation unit to further optimize the generated model. Compared with the method in the prior art, the generation efficiency of the standard body model is higher. The big model used in this embodiment selects chatglm4-9b as the pre-training model, and then uses the title database, full-text database, paragraph database, standard indicator library, standard method library and standard announcement library to construct a training set to fine-tune the pre-training model.

[0016] As a specific implementation of the improvement, the work scope catalog generation unit adopts a dynamic adjustment mechanism to adapt to the changes in each stage of the target industrial system life cycle. The specific steps of the work scope catalog generation unit to generate the work scope catalog of the entire life cycle of the target industrial system and the nodes of each stage are as follows: Step 1: Have the target system experts list the first draft of the work scope catalog for the entire life cycle of the target system production model ; Step 2: Draft a work scope catalog for the entire life cycle of the target system production model and specific prompt words At the same time, it is input into the preset large language model to generate a work scope catalog of the entire life cycle of the target system production model with nodes at each stage ; Step 3: The target system expert catalogs the work scope of the target system production model throughout its life cycle Conduct review, modification, and formulate a work scope catalog for the entire life cycle of the target system production model By setting the above steps, you can use the role of the target system expert to maintain the final generated work scope directory accuracy and effectiveness.

[0017] As a specific implementation of the improvement, the specific steps of the standard analysis unit understanding the collected standard file content through the large model are as follows: Step 1: Add specific prompt words and standard documents into the preset large model, and convert the standard documents into Split the content into multiple fragments Output, where Indicates standard documents It was divided into fragments; Step 2: Add specific prompt words , Target system production model full life cycle work scope catalog The standard document fragments output in step 1 are input into the preset large model. The large model understands the content of each fragment and determines the working scope catalog of each fragment and the full life cycle of the target system production model. The relationship between the nodes in the standard document Fragments in The processing result is ; Step 3: After analyzing all relevant standards of the target system, output the analysis results: In the formula, It represents the total number of standards related to the target system. By setting the above steps, it is possible to effectively understand the collected standard file contents through a large model.

[0018] As a specific implementation of the improvement, in step 2, the standard document Fragments in The processing result is The specific formula is as follows: In the formula, Representation fragment Catalog of work scope for the entire life cycle of the target system production model Middle Title Node related; Representation fragment Catalog of work scope for the entire life cycle of the target system production model Middle Title Node related, standard documentation After all the fragments are processed, merge the processing results: By setting the above steps, you can simply and effectively implement the standard document Fragments in Processed.

[0019] As a specific implementation method of the improvement, the specific method in which the content mapping unit generates the full life cycle standard system model of the target industrial system is: according to the output result R of the standard analysis unit, all content fragments of the target system-related standards are automatically mapped to the work scope catalog of the full life cycle of the target system production model. In the process of generating a full life cycle production model for the target system, the above-mentioned setting can effectively achieve the goal of mapping all content fragments of the target system-related standards to the work scope catalog of the full life cycle of the target system production model. The full life cycle production model of the target system is generated in this way.

[0020] As an improved specific implementation method, the specific prompt word in step 2 Describes how to produce a model for the entire life cycle according to the target system. Generate a work scope directory containing fine-grained information about the phase nodes , limiting the output format of the preset large model, and giving a specific example as a reference. By setting the above method, specific prompt words can be effectively used. To guide the generation of a work scope directory containing fine-grained information such as stage nodes .

[0021] As an improved specific implementation method, the specific prompt word Describes how to produce a model for the entire life cycle according to the target system Categorize the snippets in the standard and limit the output to empty or working scope directories One or more nodes in the list do not allow other content to appear. By setting the above method, specific prompt words can be effectively used. To limit the output to only be empty or working scope directory One or more nodes in .

[0022] This embodiment provides a specific method for applying the above system to the construction of a standard system for the red wine industry system: Step 1: Data Collection Based on the standard collection unit, a large amount of standard data is collected, including system database, title database, full-text database, paragraph database, standard indicator database, standard method database and standard announcement database.

[0023] Step 2: Prepare the training set In this paper, two special SFT (Supervised Fine-tuning) datasets are prepared for the two problems of automatic generation of standard architecture and classification of standard text fragments: System training set: The data comes from the system database and contains a large number of standard system models. These system model structures can be used to guide the model to learn how to generate the work scope catalog and each stage node of the entire life cycle of the system.

[0024] Standard classification training set: The data comes from the full-text database and paragraph database. The training set contains a large amount of standard text and system labels, which are used to guide the model to learn how to accurately classify standard fragments.

[0025] Compared with existing technologies, our two training sets have larger data volumes and more accurate annotations, which help improve the model's standard system construction and classification capabilities.

[0026] Step 3: Fine-tune the model Using deep learning technology, select a suitable pre-trained model (chatglm4-9b is used in this example), and use the two training sets prepared in the second step to fine-tune the model respectively, and obtain the standard system construction large model and the standard classification large model. The model fine-tuning method adopts the Lora fine-tuning method, the optimizer selects AdamW, the learning rate is set to lr=5e-5, and fine-tuning training is performed based on the huggingface open source peft fine-tuning basic tool, and fine-tuning training is performed based on the following four sets of parameters: r=8, lora_alpha=16, lora_dropout=0.05, bias=none; r=8, lora_alpha=32, lora_dropout=0.05, bias=none; r=16, lora_alpha=16, lora_dropout=0.05, bias=none; r=16, lora_alpha=32, lora_dropout=0.05, bias=none; After the four sets of parameters are trained, the models trained with the four sets of parameters are evaluated on the validation set respectively, and the optimal fine-tuning model is selected to obtain the standard system construction large model and the standard classification large model.

[0027] Step 4: Generate work scope catalog Experts of the red wine industry standard system listed the first draft of the work scope catalogue of the red wine industry standard system throughout its life cycle, for example: Red wine industry standard system --Base --Laws and regulations --Industry standards --Education and Training --Material --Grape cultivation --Excipients and additives --Packaging materials --Production -- Brewing process --Quality Control --Environmental management --Sale --Market positioning and strategy --Distribution channels --Customer service and after-sales The draft of the work scope catalog of the whole life cycle of the red wine industry standard system is input into the large model of standard system construction. The large model of standard system construction improves the system based on the draft according to the prompt words generated by the system. The result generated in this example is as follows: Red wine industry standard system --Base --Laws and regulations --Food Safety Law --Liquor Management Regulations --Inspection standards for imported wine --Industry standards --Grape and Wine Organization --National red wine quality grade standard --Organic red wine certification standards --Education and Training --Professional education in brewing technology --Taster training --Promote wine culture --Material --Grape cultivation --Variety selection and cultivation --Soil management and irrigation --Pest control --Excipients and additives --yeast --Clarifying agent --Sulfur dioxide --Packaging materials --Glass bottles --Cork / screw cap --Labels and outer packaging --Production -- Brewing process --Fermentation management --Aging and maturation --Mixture and canning --Quality Control --Physical and chemical index testing --Sensory evaluation --Batch tracking and recording --Environmental management --Clean production and energy saving --Wastewater treatment --Waste management --Sale --Market positioning and strategy --Target market analysis --Brand positioning --Marketing strategy planning --Distribution channels --Direct selling and retail --Wholesale and distribution --E-commerce platform --Customer service and after-sales --Product consultation and recommendation --Logistics and distribution --Return and exchange processing The large model for building the standard system refers to the structures of a large number of standard systems, and can quickly build a complete and well-defined standard system for the wine industry, which can provide great reference value for the establishment of the standard system.

[0028] Step 5: Standard fragment analysis Standard segmentation Through a custom word segmenter, the standard text related to the red wine industry standard system is segmented and labeled accordingly.

[0029] Standard fragment classification Each standard fragment is input into the standard classification model. The standard classification model understands the content of each fragment according to the standard classification prompt words, determines the relationship between each fragment and each node in the work scope directory of the full life cycle of the red wine industry standard system, and marks the corresponding node label.

[0030] Step 6: System model construction According to the work scope catalog of the red wine industry standard system defined in the fourth step, the content mapping unit automatically establishes the system model of the red wine industry standard system, and according to the standard fragments and node labels obtained in the fifth step, automatically adds the corresponding standard names and paragraph labels to the red wine industry standard system model.

[0031] To summarize, the construction system of the standard system model of the present embodiment collects and integrates all standard documents within the target industry system from multiple sources through the standard collection unit; the work scope directory generation unit generates the work scope directory and each stage node of the target industry system's entire life cycle through the guidance of the target system experts and the big model; the standard analysis unit understands the collected standard file contents through the big model; the content mapping unit is used to map the standard contents understood by the big model to the corresponding nodes of the work scope directory, and generate a standard system model of the target industry system's entire life cycle; the standard system model evaluation unit is used to evaluate the weaknesses of the generated standard system model of the target industry system's entire life cycle, effectively realizing the efficient construction of the standard system model, and being able to build the standard system of the red wine industry system more quickly.

[0032] The above is only a preferred embodiment of the present invention, and the protection scope of the present invention is not limited to the above embodiments. All technical solutions under the concept of the present invention belong to the protection scope of the present invention. It should be pointed out that for ordinary technicians in this technical field, some improvements and modifications without departing from the principle of the present invention should also be regarded as the protection scope of the present invention.

Claims

1. A construction system of a standard system model, applied to the construction of a standard system for the red wine industry system, characterized by: include: Standard collection unit, used to collect and integrate all standard documents within the target industry system from multiple sources; The work scope catalog generation unit is used to generate the work scope catalog and each stage node of the target industry system throughout its life cycle through the guidance of target system experts and the large model; Standards analysis unit, used to understand the collected standards document contents through large models; Content mapping unit, used to map the standard content understood by the large model to the corresponding nodes of the work scope directory, and generate a full life cycle standard system model of the target industrial system; The standard system model assessment unit is used to assess the weaknesses of the generated standard system model for the entire life cycle of the target industry system.

2. The system for constructing a standard system model according to claim 1, characterized in that: The sources collected by the standard acquisition unit include a title database, a full-text database, a paragraph database, a standard indicator database, a standard method database and a standard announcement database.

3. The system for constructing a standard system model according to claim 1 or 2, characterized in that: The specific steps of the work scope catalog generation unit to generate the work scope catalog of the entire life cycle of the target industrial system and the nodes of each stage are as follows: Step 1: Have the target system experts list the first draft of the work scope catalog for the entire life cycle of the target system production model ; Step 2: Draft a work scope catalog for the entire life cycle of the target system production model and specific prompt words At the same time, it is input into the preset large language model to generate a work scope catalog of the entire life cycle of the target system production model with nodes at each stage ; Step 3: The target system expert catalogs the work scope of the target system production model throughout its life cycle Conduct review, modification, and formulate a work scope catalog for the entire life cycle of the target system production model .

4. The system for constructing a standard system model according to claim 3, characterized in that: The specific steps of the standard analysis unit understanding the collected standard file contents through the large model are as follows: Step 1: Add specific prompt words and standard documents into the preset large model, and convert the standard documents into Split the content into multiple fragments Output, where Indicates standard documents It was divided into fragments; Step 2: Add specific prompt words , Target system production model full life cycle work scope catalog The standard document fragments output in step 1 are input into the preset large model. The large model understands the content of each fragment and determines the working scope catalog of each fragment and the full life cycle of the target system production model. The relationship between the nodes in the standard document Fragments in The processing result is ; Step 3: After analyzing all relevant standards of the target system, output the analysis results: In the formula, Indicates the total number of standards related to the target system.

5. The system for constructing a standard system model according to claim 4, characterized in that: In step 2, the standard document Fragments in The processing result is The specific formula is as follows: In the formula, Representation fragment Catalog of work scope for the entire life cycle of the target system production model Middle Title Node related; Representation fragment Catalog of work scope for the entire life cycle of the target system production model Middle Title Node related, standard documentation After all the fragments are processed, merge the processing results: 。 6. The system for constructing a standard system model according to claim 4 or 5, characterized in that: The specific method of the content mapping unit to generate the full life cycle standard system model of the target industrial system is: according to the output result R of the standard analysis unit, all content fragments of the target system-related standards are automatically mapped to the work scope catalog of the full life cycle of the target system production model. In the process, a full life cycle production model of the target system is generated.

7. The system for constructing a standard system model according to claim 3, characterized in that: The specific prompt word in step 2 Describes how to produce a model for the entire life cycle according to the target system. Generate a work scope directory containing fine-grained information about the phase nodes , limits the output format of the preset large model, and gives a specific example as a reference.

8. The system for constructing a standard system model according to claim 4, characterized in that: The specific prompt word in step 2 Describes how to produce a model for the entire life cycle according to the target system Categorize the snippets in the standard and limit the output to empty or working scope directories One or more nodes in , no other content is allowed.

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