CN111461867A - Batch operation simulation operation model establishing method and device - Google Patents

Batch operation simulation operation model establishing method and device Download PDF

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Publication number
CN111461867A
CN111461867A CN202010248874.4A CN202010248874A CN111461867A CN 111461867 A CN111461867 A CN 111461867A CN 202010248874 A CN202010248874 A CN 202010248874A CN 111461867 A CN111461867 A CN 111461867A
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job
batch
simulation
model
information
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张牧宇
董潇
白玉
李彬
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Bank of China Ltd
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Bank of China Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/02Banking, e.g. interest calculation or account maintenance
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes

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Abstract

The invention discloses a method and a device for establishing a batch operation simulation operation model, wherein the method comprises the following steps: acquiring historical running information, resource access information and a job flow chart of each job; acquiring an operation time curve, a service volume curve and operation efficiency of a single job of each job according to historical operation information of each job; and establishing a batch job simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of the single transaction job, the resource access information and the operation flow chart, wherein the batch job simulation operation model is used for simulating the operation flow and acquiring the operation time of each job. The method and the device can save a large amount of human resources, and have higher accuracy in predicting the execution time of batch operation.

Description

Batch operation simulation operation model establishing method and device
Technical Field
The invention relates to the technical field of computers, in particular to a batch operation simulation operation model establishing method and device.
Background
In the computer field, batch processing of data is often involved, and specifically, a computer needs to process a large amount of business information according to a certain flow sequence, including different transactions of different fields and different customers. For example, in the banking industry, a large number of financial transactions need to be completed using computer batch processing functions. These transactions include all customers' deposit charges, account expiring, account charging, loan charges, risk classification level calculations, fund calculations, batch printing of accounting statements, etc.
In the batch operation process, the concept of 'time window' exists, the time window means that batch processing needs to be carried out in non-business hours at night, if the batch operation time is too long, the batch process cannot be finished in the next morning before each network point opens the door, and once the problem occurs, the normal operation of all network points is influenced, and a major accident is caused. Therefore, before batch operation every day, especially when business peaks such as an ending day, a production day, a double eleven day, a final annual settlement and the like come, in order to avoid uncontrollable time windows, the batch operation time needs to be estimated, and then an operation plan is adjusted or an emergency plan is made to prevent accidents. Therefore, it is important to estimate the execution time of the batch job.
In the prior art, generally, the execution time of batch operation is manually judged by experienced operation and maintenance personnel according to the daily transaction amount information. With the increase of the number of transactions, the method not only consumes a large amount of human resources, but also has low accuracy of predicting the execution time of the batch job.
Disclosure of Invention
The embodiment of the invention provides a batch operation simulation operation model establishing method, which can save a large amount of human resources and has higher accuracy for predicting the execution time of batch operation, and the method comprises the following steps:
acquiring historical running information, resource access information and a job flow chart of each job;
acquiring an operation time curve, a service volume curve and operation efficiency of a single job of each job according to historical operation information of each job;
and establishing a batch job simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of the single transaction job, the resource access information and the operation flow chart, wherein the batch job simulation operation model is used for simulating the operation flow and acquiring the operation time of each job.
Optionally, the method further includes:
and executing simulation operation by using the batch operation simulation operation model, and generating a batch operation report for reflecting the batch operation condition.
Optionally, the method further includes:
and identifying the resource congestion condition in the batch operation simulation operation model according to the batch operation report.
Optionally, the method further includes:
judging whether resource preemption exists in the simulation operation flow or not according to the resource access information;
and adjusting the batch operation simulation operation model according to the judgment result.
The embodiment of the present invention further provides a batch job simulation operation model building apparatus, which can not only save a large amount of human resources, but also has high accuracy in predicting the execution time of batch jobs, and the apparatus includes:
the first information acquisition module is used for acquiring historical running information, resource access information and a job flow chart of each job;
the second information acquisition module is used for acquiring the operation time curve, the service volume curve and the operation efficiency of a single job of each job according to the historical operation information of each job;
and the simulation operation model establishing module is used for establishing a batch operation simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of single transaction operation, the resource access information and the operation flow chart, and the batch operation simulation operation model is used for simulating the operation flow and acquiring the operation time of each operation.
Optionally, the apparatus further comprises:
and the operation report generating module is used for executing the simulation operation by utilizing the batch operation simulation operation model and generating a batch operation report for reflecting the operation condition of the batch operation.
Optionally, the apparatus further comprises:
and the identification module is used for identifying the resource congestion condition in the batch operation simulation operation model according to the batch operation report.
Optionally, the apparatus further comprises:
the resource seizing judgment module is used for judging whether resource seizing exists in the simulation operation flow or not according to the resource access information;
and the model adjusting module is used for adjusting the batch operation simulation operation model according to the judgment result.
The embodiment of the present invention further provides a computer device, which includes a memory, a processor, and a computer program stored in the memory and executable on the processor, and the processor implements the method when executing the computer program.
An embodiment of the present invention further provides a computer-readable storage medium, in which a computer program for executing the above method is stored.
In the embodiment of the invention, the historical running information, the resource access information and the job flow chart of each job are acquired. And obtaining the operation time curve, the service volume curve and the operation efficiency of the single operation of each operation according to the historical operation information of each operation, and then establishing a batch operation simulation operation model for simulating the transaction operation flow and obtaining the operation time of each operation according to the operation time curve, the service volume curve, the operation efficiency of the single transaction operation, the resource access information and the operation flow chart.
Drawings
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts. In the drawings:
FIG. 1 is a first exemplary flowchart of a batch job simulation run model building method according to an embodiment of the present invention;
FIG. 2 is a flow chart of a second example of a method for modeling batch job simulation operations according to an embodiment of the present invention;
FIG. 3 is a third exemplary flowchart of a batch job simulation run model building method according to an embodiment of the present invention;
FIG. 4 is a fourth exemplary flowchart of a batch job simulation run model building method according to an embodiment of the present invention;
FIG. 5 is a schematic structural diagram of a first example of a batch job simulation operation model building apparatus according to an embodiment of the present invention;
FIG. 6 is a schematic structural diagram of a second example of a batch job simulation operation model building apparatus according to an embodiment of the present invention;
FIG. 7 is a schematic structural diagram of a third example of a batch job simulation operation model building apparatus according to an embodiment of the present invention;
FIG. 8 is a schematic structural diagram of a fourth example of a batch job simulation operation model building apparatus according to an embodiment of the present invention;
FIG. 9 is a diagram illustrating an exemplary operation of a flowchart according to an embodiment of the present invention;
FIG. 10 is a diagram illustrating an exemplary operation time curve according to an embodiment of the present invention.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present invention more apparent, the embodiments of the present invention are further described in detail below with reference to the accompanying drawings. The exemplary embodiments and descriptions of the present invention are provided to explain the present invention, but not to limit the present invention.
In the description of the present specification, the terms "comprising," "including," "having," "containing," and the like are used in an open-ended fashion, i.e., to mean including, but not limited to. Reference to the description of the terms "one embodiment," "a particular embodiment," "some embodiments," "for example," etc., means that a particular feature, structure, or characteristic described in connection with the embodiment or example is included in at least one embodiment or example of the application. In this specification, the schematic representations of the terms used above do not necessarily refer to the same embodiment or example. Furthermore, the particular features, structures, or characteristics described may be combined in any suitable manner in any one or more embodiments or examples. The sequence of steps involved in the embodiments is for illustrative purposes to illustrate the implementation of the present application, and the sequence of steps is not limited and can be adjusted as needed.
Fig. 1 is a first exemplary flowchart of a batch job simulation operation model building method according to an embodiment of the present invention, and as shown in fig. 1, the method includes:
step 101, obtaining historical running information, resource access information and a job flow chart of each job.
In this embodiment, historical execution information of all job executions may be acquired through a computer interface, the historical execution information including: the running time of each job in each time period of the past year, month and day.
The resource access information refers to: access data table information in a database or computer file, and what operation was performed to access the data table. For example, the resource access information includes: job a accesses data table 1, data table 2, and data table 3, and performs an "update" operation in data table 1, a "read" operation in data table 2, and a "write" operation in data table 3.
The work flow diagram refers to: a flow chart which is pre-established by a worker before operation and is used for embodying the execution sequence of each operation, and fig. 9 is a specific example diagram of the flow chart.
And 102, acquiring an operation time curve, a traffic curve and the operation efficiency of a single job of each job according to the historical operation information of each job.
In the present embodiment, the operation time curve can be seen in fig. 10, which shows the operation time of a plurality of time segments for each day of 1 month and 7 months, and similarly, the traffic curve represents the traffic of a plurality of time segments for each day of a certain month. The method aims at the situation that the next day of business volume is variable, for example, the next day is 'double 11', the running time curve and the business volume curve can be used for analyzing and calculating the business volume and the operation running time of 'double 11' in the past year, an average value is obtained, and the operation running time of the next day is further obtained.
The running efficiency of a single job can be obtained by dividing the transaction amount of the job on each day by the time and averaging the multiple days, wherein the running efficiency of the single job is a fixed value for the case that the traffic amount on the next day is known.
And 103, establishing a batch job simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of the single transaction job, the resource access information and the job flow chart, wherein the batch job simulation operation model is used for simulating the job flow and acquiring the operation time of each job.
In this embodiment, the batch job simulation operation model may be a flowchart, and the flowchart may be understood as: time nodes are added on the basis of the workflow diagram, namely corresponding running time is added to each job node of the workflow diagram.
It should be noted that the total time length of a single job is the transaction amount of a single transaction duration ×, where:
if the history record exists, the single transaction time length is the history operation time length divided by the history transaction quantity. If no history record exists, program compiling data needs to be obtained, and the single transaction duration is analyzed through codes.
If the transaction amount can be read in advance, the transaction amount is directly obtained. If the transaction quantity can not be directly read, curve fitting is carried out on the historical transaction quantity, a yearly transaction quantity distribution graph is drawn, and the quantity of a certain day is estimated.
Fig. 2 is a flowchart of a second example of a batch job simulation operation model building method according to an embodiment of the present invention, and as shown in fig. 2, the method includes:
step 201, obtaining historical running information, resource access information and a job flow chart of each job.
Step 202, obtaining the operation time curve, the traffic curve and the operation efficiency of a single job according to the historical operation information of each job.
And 203, establishing a batch job simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of the single transaction job, the resource access information and the job flow chart, wherein the batch job simulation operation model is used for simulating the job flow and acquiring the operation time of each job.
And 204, executing the simulation operation by using the batch operation simulation operation model, and generating a batch operation report for reflecting the operation condition of the batch operation.
In the present embodiment, the "batch job execution condition" refers to: in the whole batch job simulation running model, which jobs consume resources, which jobs are executed synchronously, and the like.
Fig. 3 is a flowchart of a third example of a batch job simulation operation model building method according to an embodiment of the present invention, and as shown in fig. 3, the method includes:
301, acquiring historical running information, resource access information and a job flow chart of each job;
step 302, acquiring an operation time curve, a service volume curve and operation efficiency of a single job of each job according to historical operation information of each job;
and 303, establishing a batch job simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of a single transaction job, the resource access information and the job flow chart, wherein the batch job simulation operation model is used for simulating the job flow and acquiring the operation time of each job.
And 304, identifying the resource congestion condition in the batch job simulation operation model according to the batch job operation report.
In the embodiment, by identifying the resource congestion condition in the batch operation simulation operation model, the staff can conveniently and quickly find the problem of resource congestion or conflict in the batch operation simulation operation model. The resources refer to a Central Processing Unit (CPU), input/output (IO), and the like.
Specifically, when a plurality of jobs in the batch job simulation running model consume larger resources at the same time, the plurality of jobs are indicated by a warning in the batch job simulation running model.
When a plurality of job operation conflicts appear in the batch job simulation operation model, the plurality of jobs are subjected to alarm marking in the batch job simulation operation model. The warning and alarm indicia may be distinguished by different colors. For the alarm indication, for example, when job a accesses data table 1 and data table 2, and job B accesses data table 2 and data table 3, then at this time, if job a and job B perform a read operation in data table 2 at the same time, it is possible, but if job a and job B perform a write operation in data table 2 at the same time, an operation conflict occurs, and thus, an alarm indication is performed on job a and job B.
Fig. 4 is a fourth exemplary flowchart of a batch job simulation operation model building method according to an embodiment of the present invention, and as shown in fig. 4, the method further includes:
step 401, judging whether resource preemption exists in the simulation operation flow according to the resource access information.
And step 402, adjusting the batch job simulation operation model according to the judgment result.
Specifically, step 402 includes: and if the resource preemption occurs in the simulation operation flow, adjusting the batch operation simulation running model.
When the batch job simulation operation model is applied, if the simulation operation result deviates from the actual result, the batch job simulation operation model is corrected. If the deviation is small, the batch operation simulation operation model can be automatically corrected by comparing the operation result with the actual result. If the deviation is large, a worker is required to perform manual correction.
As can be seen from fig. 1, historical operation information, resource access information, and a job flowchart of each job are acquired. And obtaining the operation time curve, the service volume curve and the operation efficiency of the single operation of each operation according to the historical operation information of each operation, and then establishing a batch operation simulation operation model for simulating the transaction operation flow and obtaining the operation time of each operation according to the operation time curve, the service volume curve, the operation efficiency of the single transaction operation, the resource access information and the operation flow chart.
In addition, when the operation flow chart is greatly changed according to actual operation, the changed operation flow chart is only required to replace the original operation flow chart, and the accuracy is high.
Based on the same inventive concept, the embodiment of the present invention further provides a batch job simulation operation model establishing apparatus, as described in the following embodiments. Because the principle of solving the problems of the batch operation simulation operation model establishing device is similar to that of the batch operation simulation operation model establishing method, the implementation of the batch operation simulation operation model establishing device can refer to the implementation of the batch operation simulation operation model establishing method, and repeated parts are not repeated. As used hereinafter, the term "unit" or "module" may be a combination of software and/or hardware that implements a predetermined function. Although the means described in the embodiments below are preferably implemented in software, an implementation in hardware, or a combination of software and hardware is also possible and contemplated.
Fig. 5 is a schematic structural diagram of a first example of a batch job simulation operation model building apparatus according to an embodiment of the present invention, and as shown in fig. 5, the apparatus includes:
the first information obtaining module 501 is configured to obtain historical running information, resource access information, and a job flowchart of each job.
The second information obtaining module 502 is configured to obtain an operation time curve, a traffic curve, and an operation efficiency of a single job of each job according to the historical operation information of each job.
The simulation operation model establishing module 503 is configured to establish a batch job simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of a single transaction job, the resource access information, and the job flow chart, where the batch job simulation operation model is used to simulate a job flow and obtain the operation time of each job.
Fig. 6 is a schematic structural diagram of a second example of a batch job simulation operation model building apparatus according to an embodiment of the present invention, and as shown in fig. 6, the apparatus includes:
the first information obtaining module 601 is configured to obtain historical running information, resource access information, and a job flowchart of each job.
And a second information obtaining module 602, configured to obtain an operation time curve, a traffic curve, and an operation efficiency of a single job of each job according to the historical operation information of each job.
The simulation operation model establishing module 603 is configured to establish a batch job simulation operation model according to an operation time curve, a traffic curve, operation efficiency of a single transaction job, resource access information, and a job flow diagram, where the batch job simulation operation model is used to simulate a job flow and obtain an operation time of each job.
And the running report generating module 604 is configured to execute the simulation job by using the batch job simulation running model, and generate a batch job running report for reflecting the running condition of the batch job.
Fig. 7 is a schematic structural diagram of a third example of a batch job simulation operation model building apparatus according to an embodiment of the present invention, and as shown in fig. 7, the apparatus includes:
the first information obtaining module 701 is configured to obtain historical running information, resource access information, and a job flowchart of each job.
A second information obtaining module 702, configured to obtain an operation time curve, a traffic curve, and an operation efficiency of a single job of each job according to historical operation information of each job.
The simulation operation model establishing module 703 is configured to establish a batch job simulation operation model according to an operation time curve, a traffic curve, the operation efficiency of a single transaction job, resource access information, and an operation flow chart, where the batch job simulation operation model is used to simulate an operation flow and obtain the operation time of each job.
An identifying module 704, configured to identify a resource congestion condition in the batch job simulation running model according to the batch job running report.
Fig. 8 is a schematic structural diagram of a fourth example of a batch job simulation operation model building apparatus according to an embodiment of the present invention, and as shown in fig. 8, the apparatus further includes:
a resource preemption judging module 801, configured to judge whether resource preemption exists in the simulation workflow according to the resource access information.
And the model adjusting module 801 is configured to adjust the batch job simulation operation model according to the determination result.
The embodiment of the present invention further provides a computer device, which includes a memory, a processor, and a computer program stored in the memory and executable on the processor, and the processor implements the above method when executing the computer program.
An embodiment of the present invention further provides a computer-readable storage medium, in which a computer program for executing the above method is stored.
In summary, the present invention obtains the historical running information, the resource access information, and the job flow chart of each job. And obtaining the operation time curve, the service volume curve and the operation efficiency of the single operation of each operation according to the historical operation information of each operation, and then establishing a batch operation simulation operation model for simulating the transaction operation flow and obtaining the operation time of each operation according to the operation time curve, the service volume curve, the operation efficiency of the single transaction operation, the resource access information and the operation flow chart.
In addition, when the operation flow chart is greatly changed according to actual operation, the changed operation flow chart is only required to replace the original operation flow chart, and the accuracy is high.
As will be appreciated by one skilled in the art, embodiments of the present invention may be provided as a method, system, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
The above-mentioned embodiments are intended to illustrate the objects, technical solutions and advantages of the present invention in further detail, and it should be understood that the above-mentioned embodiments are only exemplary embodiments of the present invention, and are not intended to limit the scope of the present invention, and any modifications, equivalent substitutions, improvements and the like made within the spirit and principle of the present invention should be included in the scope of the present invention.

Claims (10)

1. A batch operation simulation operation model building method is characterized by comprising the following steps:
acquiring historical running information, resource access information and a job flow chart of each job;
acquiring an operation time curve, a service volume curve and operation efficiency of a single job of each job according to historical operation information of each job;
and establishing a batch job simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of the single transaction job, the resource access information and the operation flow chart, wherein the batch job simulation operation model is used for simulating the operation flow and acquiring the operation time of each job.
2. The method of claim 1, further comprising:
and executing simulation operation by using the batch operation simulation operation model, and generating a batch operation report for reflecting the batch operation condition.
3. The method of claim 2, further comprising:
and identifying the resource congestion condition in the batch operation simulation operation model according to the batch operation report.
4. The method of claim 1, further comprising:
judging whether resource preemption exists in the simulation operation flow or not according to the resource access information;
and adjusting the batch operation simulation operation model according to the judgment result.
5. A batch operation simulation operation model establishing device is characterized by comprising:
the first information acquisition module is used for acquiring historical running information, resource access information and a job flow chart of each job;
the second information acquisition module is used for acquiring the operation time curve, the service volume curve and the operation efficiency of a single job of each job according to the historical operation information of each job;
and the simulation operation model establishing module is used for establishing a batch operation simulation operation model according to the operation time curve, the traffic curve, the operation efficiency of single transaction operation, the resource access information and the operation flow chart, and the batch operation simulation operation model is used for simulating the operation flow and acquiring the operation time of each operation.
6. The apparatus of claim 5, further comprising:
and the operation report generating module is used for executing the simulation operation by utilizing the batch operation simulation operation model and generating a batch operation report for reflecting the operation condition of the batch operation.
7. The apparatus of claim 6, further comprising:
and the identification module is used for identifying the resource congestion condition in the batch operation simulation operation model according to the batch operation report.
8. The apparatus of claim 5, further comprising:
the resource seizing judgment module is used for judging whether resource seizing exists in the simulation operation flow or not according to the resource access information;
and the model adjusting module is used for adjusting the batch operation simulation operation model according to the judgment result.
9. A computer device comprising a memory, a processor and a computer program stored on the memory and executable on the processor, characterized in that the processor implements the method of any of claims 1 to 4 when executing the computer program.
10. A computer-readable storage medium, characterized in that the computer-readable storage medium stores a computer program for executing the method of any one of claims 1 to 4.
CN202010248874.4A 2020-04-01 2020-04-01 Batch operation simulation operation model establishing method and device Pending CN111461867A (en)

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CN112860523A (en) * 2021-03-16 2021-05-28 中国工商银行股份有限公司 Fault prediction method and device for batch job processing and server
CN113971495A (en) * 2021-11-02 2022-01-25 中国银行股份有限公司 Daytime batch processing method and device

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CN110287018A (en) * 2019-07-04 2019-09-27 中国工商银行股份有限公司 Batch tasks method of combination and device
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CN113971495A (en) * 2021-11-02 2022-01-25 中国银行股份有限公司 Daytime batch processing method and device

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