TWI719336B - System and method for micro-service heterogeneous regenerating based on industrial internet, readable storage medium - Google Patents
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Abstract
Description
本發明涉及工業互聯網技術領域,尤其涉及一種基於工業互聯網之微服務異構再生系統、方法及電腦可讀存儲介質。 The present invention relates to the technical field of industrial Internet, and in particular to a system, method and computer-readable storage medium for heterogeneous regeneration of microservices based on industrial Internet.
習知之工業互聯網平臺服務可被分類為資料型微服務、服務型微服務及搭配專業領域知識而得之解決方案型微服務,各平臺均獨立提供服務,無法有效地進行整合,制約了工業互聯網之發展前景。 Conventional industrial Internet platform services can be classified into data-based microservices, service-based microservices, and solution-based microservices derived from professional domain knowledge. Each platform provides services independently and cannot be effectively integrated, which restricts the industrial Internet. The development prospects.
有鑑於此,有必要提供一種基於工業互聯網之微服務異構再生系統、方法及電腦可讀存儲介質,其能實現將資料、演算法服務及製造業行業專業知識進行彙整,進而彙整輸出微服務之解決方案。 In view of this, it is necessary to provide a heterogeneous regeneration system, method and computer-readable storage medium for microservices based on the Industrial Internet, which can aggregate data, algorithm services and manufacturing industry expertise, and then aggregate and output microservices The solution.
本發明一實施方式提供一種基於工業互聯網之微服務異構再生系統,包括:處理器;及記憶體,適於存儲多條指令,所述指令適於由所述處理器執行:建立一資料處理資源池,所述資料處理資源池包括多種資料操作機制及多種資料處理演算法;從所述資料處理資源池中選擇與一目標微服務匹配之 資料操作機制及資料處理演算法進行組合,以生成一演算法服務模型;及獲取與所述目標微服務匹配之資料,並記錄藉由與所述目標微服務對應之工業機理及所述演算法服務模型對所述資料進行處理過程中之資料流程處理機制,以生成所述目標微服務之解決方案。 An embodiment of the present invention provides a heterogeneous regeneration system for microservices based on the Industrial Internet, including: a processor; and a memory, suitable for storing a plurality of instructions, the instructions being suitable for being executed by the processor: establishing a data processing Resource pool, the data processing resource pool includes a variety of data operation mechanisms and a variety of data processing algorithms; from the data processing resource pool, select the one that matches a target microservice The data operation mechanism and the data processing algorithm are combined to generate an algorithm service model; and the data matching the target microservice is obtained, and the industrial mechanism and the algorithm corresponding to the target microservice are recorded by The data flow processing mechanism in the process of processing the data by the service model to generate the solution of the target microservice.
本發明一實施方式還提供一種基於工業互聯網之微服務異構再生方法,所述方法包括以下步驟:建立一資料處理資源池,所述資料處理資源池包括多種資料操作機制及多種資料處理演算法;從所述資料處理資源池中選擇與一目標微服務匹配之資料操作機制及資料處理演算法進行組合,以生成一演算法服務模型;及獲取與所述目標微服務匹配之資料,並記錄藉由與所述目標微服務對應之工業機理及所述演算法服務模型對所述資料進行處理過程中之資料流程處理機制,以生成所述目標微服務之解決方案。 An embodiment of the present invention also provides a heterogeneous regeneration method for microservices based on the Industrial Internet, the method includes the following steps: establishing a data processing resource pool, the data processing resource pool includes multiple data operation mechanisms and multiple data processing algorithms ; Select a data operation mechanism and data processing algorithm that matches a target microservice from the data processing resource pool to combine to generate an algorithm service model; and obtain data matching the target microservice, and record The data flow processing mechanism in the process of processing the data by the industrial mechanism corresponding to the target microservice and the algorithm service model is used to generate the solution of the target microservice.
本發明一實施方式還提供一種一種可讀存儲介質,所述可讀存儲介質存儲有多條指令,多條所述指令可被一個或者多個處理器執行,以實現上述基於工業互聯網的微服務異構再生方法之步驟。 An embodiment of the present invention also provides a readable storage medium, the readable storage medium stores a plurality of instructions, and the plurality of instructions can be executed by one or more processors to realize the aforementioned industrial Internet-based microservices Steps of heterogeneous regeneration method.
與習知技術相比,上述基於工業互聯網之微服務異構再生系統,將資料、演算法服務及製造業積累之工業機理有效地整合於一起,進而實現提供解決方案型微服務之異構再生搭建,基於工業互聯網之Paas on Pass理念可有效地重複利用已開發之微服務架構,實現根據使用者之微服務需求快速生成與其對應之解決方案。 Compared with conventional technologies, the above-mentioned industrial Internet-based microservice heterogeneous regeneration system effectively integrates data, algorithm services, and industrial mechanisms accumulated by the manufacturing industry to achieve heterogeneous regeneration of solution-based microservices. Built, the Paas on Pass concept based on the Industrial Internet can effectively reuse the developed micro-service architecture and realize the rapid generation of corresponding solutions according to the user's micro-service needs.
10:建立模組 10: Create a module
11:記憶體 11: Memory
12:處理器 12: processor
13:網路介面 13: network interface
20:組合模組 20: Combination module
30:生成模組 30: Generate modules
100:基於工業互聯網之微服務異構再生系統 100: Micro-service heterogeneous regeneration system based on industrial Internet
101:伺服器 101: server
圖1是本發明一實施方式之伺服器之架構示意圖。 FIG. 1 is a schematic diagram of the structure of a server according to an embodiment of the present invention.
圖2是本發明一實施方式之基於工業互聯網之微服務異構再生系統之功能模組圖。 Fig. 2 is a functional module diagram of a heterogeneous regeneration system for microservices based on the Industrial Internet according to an embodiment of the present invention.
圖3是本發明一實施方式之基於工業互聯網之微服務異構再生系統生成與目標微服務匹配之解決方案之示意圖。 FIG. 3 is a schematic diagram of a solution for generating and matching target microservices in a heterogeneous regeneration system of microservices based on the Industrial Internet according to an embodiment of the present invention.
圖4是本發明一實施方式之基於工業互聯網之微服務異構再生方法之步驟流程圖。 FIG. 4 is a flow chart of the steps of a heterogeneous regeneration method for microservices based on the Industrial Internet according to an embodiment of the present invention.
請參閱圖1,是本發明各個實施例一可選之應用環境示意圖。 Please refer to FIG. 1, which is a schematic diagram of an optional application environment of each embodiment of the present invention.
伺服器101可包括藉由系統匯流排相互通信連接記憶體11、處理器12、網路介面13。需要指出之是,圖1僅示出了具有元件11-13之伺服器101,可理解之是,所述伺服器101可包括更多或者更少之元件。其中,所述伺服器101可是機架式伺服器、刀片式伺服器、塔式伺服器或機櫃式伺服器,該伺服器101可是獨立之伺服器,亦可是多個伺服器所組成之伺服器集群。
The
所述記憶體11至少包括一種類型之可讀存儲介質,所述可讀存儲介質包括快閃記憶體、硬碟機、多媒體卡、卡型記憶體(例如,SD或DX記憶體等)、隨機訪問記憶體(RAM)、靜態隨機訪問記憶體(SRAM)、唯讀記憶體(ROM)、電可擦除可程式設計唯讀記憶體(EEPROM)、可程式設計唯讀記憶體(PROM)、磁性記憶體、磁片、光碟等。於一實施例中,所述記憶體11可是所述伺服器101之內部存儲單元,例如伺服器101之硬碟機或記憶體。所述記憶體11亦可是所述伺服器101之外部存放裝置,例如該伺服器101上配備之插接式硬碟機,智慧存儲卡(Smart Media Card,SMC),安全數位(Secure Digital,SD)卡,快閃記憶體卡(Flash Card)等。所述記憶體11還可既包括所述伺服器101之內部存儲單元亦包括其它外部存放裝置。本一實施例中,所述記憶體11可用於存儲安裝所述伺服器101之作業系統及應用軟體。本一實施例中,所述記憶體11還可存儲基於工業互聯網之微服務異構再生系統100之程式碼等。
The
所述處理器12於一些實施例中可是中央處理器(Central Processing Unit,CPU)、控制器、微控制器、微處理器、或其他資料處理晶片。所述處理器12可用於運行所述記憶體11中存儲之程式碼或者處理資料,例如運行所述基於工業互聯網之微服務異構再生系統100等。
In some embodiments, the
所述網路介面13可包括無線網路介面或有線網路介面,該網路介面13可用在於所述伺服器101與其他通信設備之間建立通信連接。
The
請同時參閱圖2與圖3,所述基於工業互聯網之微服務異構再生系統100可運行於所述伺服器101中。所述基於工業互聯網之微服務異構再生系統100可被分割成一個或多個模組,所述一個或者多個模組被存儲於所述記憶體11中,並由一個或多個處理器(例如本實施例中為所述處理器12)所執行,以完成本發明之功能。所述基於工業互聯網之微服務異構再生系統100可被分割成建立模組10、組合模組20及生成模組30。本發明所稱之模組是指能夠完成特定功能之一系列電腦程式指令段,比程式更適合於描述所述基於工業互聯網之微服務異構再生系統100於所述伺服器101中之執行過程。
Please refer to FIG. 2 and FIG. 3 at the same time. The microservice
所述建立模組10用於建立一資料處理資源池,所述資料處理資源池包括多種資料操作機制及多種資料處理演算法。
The
舉例而言,所述資料操作機制可包括資料搜尋操作、資料格式轉換操作、基本統計操作、資料分析操作等。所述資料處理演算法可是統計演算法、機器學習演算法、深度學習演算法等,例如Spark演算法、TensorFlow演算法、Caffe演算法、Keras演算法或其他協力廠商演算法庫。 For example, the data operation mechanism may include data search operations, data format conversion operations, basic statistical operations, data analysis operations, and so on. The data processing algorithm may be a statistical algorithm, a machine learning algorithm, a deep learning algorithm, etc., such as Spark algorithm, TensorFlow algorithm, Caffe algorithm, Keras algorithm, or other third-party algorithm libraries.
所述組合模組20用於從所述資料處理資源池中選擇與一目標微服務匹配之資料操作機制及資料處理演算法進行組合,以生成一演算法服務模型。
The
於一實施方式中,不同類型之微服務所運用到之資料操作機制及
資料處理演算法可能並不相同,所述組合模組20可根據目標微服務之需求資訊來搜尋與之匹配之資料操作機制及資料處理演算法。
In one embodiment, the data manipulation mechanism used by different types of microservices and
The data processing algorithms may be different. The
所述生成模組30用於獲取與所述目標微服務匹配之資料,並記錄藉由與所述目標微服務對應之工業機理及所述演算法服務模型對所述資料進行處理過程中之資料流程處理機制,以生成所述目標微服務之解決方案。
The
於一實施方式中,所述工業機理可包括工廠所積累之生產設備工業機理、行業規則/經驗等。對於不同之解決方案型微服務,可藉由組合不同之工業機理、資料操作機制及資料處理演算法,並搭配資料之提供來滿足其需求,進而可實現針對不同之Pass(Platform as a Service、平臺即服務)進行整合,來生成所述目標微服務之解決方案。所述基於工業互聯網之微服務異構再生系統100可將每一Pass等同於一平臺再次進行平臺即服務整合,實現PaaS on PaaS概念(或稱為PaaS over PaaS,PaaS of PaaS,PaaS in PaaS,PaaS above PaaS,PaaS under PaaS,或PaaS with PaaS概念)。資料、資料演算法服務及工業機理可開發成相互獨立之模組,當需要生成目標微服務之解決方案時,可將三者與目標微服務匹配之區塊進行組合來形成解決方案,同時由於所述基於工業互聯網之微服務異構再生系統100具有深度學習功能,經過不斷之機器學習可使得該系統生成微服務之解決方案之能力會越來越強大。
In one embodiment, the industrial mechanism may include the industrial mechanism of production equipment accumulated by the factory, industry rules/experience, etc. For different solution-type microservices, different industrial mechanisms, data manipulation mechanisms, and data processing algorithms can be combined to meet their needs, and data can be provided to meet their needs. Then, different Pass (Platform as a Service, (Platform as a Service) is integrated to generate the solution of the target microservice. The industrial Internet-based microservice
於一實施方式中,所述目標微服務可是為實現生產設備管理之微服務。所述資料可包括設備資料、車間資料、工廠資料等等。所述基於工業互聯網之微服務異構再生系統100可建立一資料庫(圖未示)來存儲所述資料,即所述設備資料、所述車間資料及所述工廠資料均可存儲至所述資料庫,所述資料庫可設置於邊緣資料存放地或者雲端伺服器。所述車間資料可是指包括該車間內每一設備資料之與,再加上車間之環境資料(例如:車間溫度、車間濕度等)。所述工廠資料可是指包括該廠區內每一車間資料之與。
In one embodiment, the target microservice may be a microservice for realizing production equipment management. The data may include equipment data, workshop data, factory data, and so on. The industrial Internet-based microservice
於一實施方式中,所述資料庫優選為資料庫集群,並藉由Spark橋接方式來提供資料操作。 In one embodiment, the database is preferably a database cluster, and data operations are provided by Spark bridging.
於一實施方式中,所述生成模組30可藉由API(Application
Programming Interface、應用程式設計發展介面)介面來獲取與所述目標微服務匹配之資料。所述生成模組30還用於判斷與所述目標微服務匹配之資料之資料量是否大於一預設值,若所述資料量不大於所述預設值,則所述生成模組30可直接利用API介面獲取與所述目標微服務匹配之資料;若所述資料量大於所述預設值,則所述生成模組30利用所述API介面獲取與所述目標微服務匹配之資料之存放資訊,然後再根據所述資料之存放資訊從雲端伺服器中提取與所述目標微服務匹配之資料。
In one embodiment, the generating
於一實施方式中,所述資料庫中存儲之資料均定義有資料格式及資料說明,所述生成模組30於進行資料提取時可根據所述資料之資料格式及資料說明來確定是否與所述目標微服務匹配。舉例而言,所述目標微服務是針對車間A之微服務,則所述生成模組30提取之資料是定義有歸屬於車間A之資料。
In one embodiment, the data stored in the database is defined with a data format and data description, and the
於一實施方式中,當與所述目標微服務匹配之資料過大時,所述資料處理資源池優選部署至所述資料之存放地,並利用所述資料之存放地之計算資源對所述資料進行處理,減少資料之搬運成本,提高目標微服務之生成速度。 In one embodiment, when the data matching the target microservice is too large, the data processing resource pool is preferably deployed to the storage location of the data, and the computing resources of the storage location of the data are used to analyze the data. Perform processing to reduce the cost of data transportation and increase the speed of target microservice generation.
於一實施方式中,所述資料處理資源池中之每一所述資料操作機制及每一所述資料處理演算法均定義有相應之調用方式,所述組合模組20可根據每一所述資料操作機制及每一所述資料處理演算法之調用方式來確定是否與所述目標微服務匹配。
In one embodiment, each of the data operation mechanisms and each of the data processing algorithms in the data processing resource pool is defined with a corresponding calling method, and the
圖4為本發明一實施方式中基於工業互聯網之微服務異構再生方
法之流程圖。本方法可使用於圖3所示之基於工業互聯網之微服務異構再生系統100中。
Figure 4 is a heterogeneous regeneration method of microservices based on the Industrial Internet in an embodiment of the present invention
Flow chart of law. This method can be used in the microservice
步驟S400,所述建立模組10建立一資料處理資源池,所述資料處理資源池包括多種資料操作機制及多種資料處理演算法。
In step S400, the
步驟S402,所述組合模組20從所述資料處理資源池中選擇與一目標微服務匹配之資料操作機制及資料處理演算法進行組合,以生成一演算法服務模型。
In step S402, the
步驟S404,所述生成模組30獲取與所述目標微服務匹配之資料,並記錄藉由與所述目標微服務對應之工業機理及所述演算法服務模型對所述資料進行處理過程中之資料流程處理機制,以生成所述目標微服務之解決方案。
Step S404, the generating
上述基於工業互聯網之微服務異構再生系統,將資料、演算法服務及製造業積累之工業機理有效地整合於一起,進而實現提供解決方案型微服務之異構再生搭建,基於工業互聯網之Paas on Pass理念可有效地重複利用已開發之微服務架構,實現根據使用者之微服務需求快速生成與其對應之解決方案。 The above-mentioned heterogeneous regeneration system for microservices based on the Industrial Internet effectively integrates data, algorithm services and industrial mechanisms accumulated by the manufacturing industry to achieve heterogeneous regeneration of microservices that provide solutions. Paas based on the Industrial Internet The on Pass concept can effectively reuse the developed micro-service architecture to realize the rapid generation of corresponding solutions according to the user's micro-service needs.
綜上所述,本發明符合發明專利要件,爰依法提出專利申請。惟,以上所述者僅為本發明之較佳實施方式,本發明之範圍並不以上述實施方式為限,舉凡熟悉本案技藝之人士爰依本發明之精神所作之等效修飾或變化,皆應 涵蓋於以下申請專利範圍內。 In summary, the present invention meets the requirements of an invention patent, and Yan filed a patent application in accordance with the law. However, the above are only the preferred embodiments of the present invention, and the scope of the present invention is not limited to the above embodiments. Anyone familiar with the art of the present case makes equivalent modifications or changes based on the spirit of the present invention. should Covered in the scope of the following patent applications.
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