Web service crowdsourcing test task allocation method based on deep reinforcement learning

Abstract

The invention discloses a web service crowdsourcing test task allocation method based on deep reinforcement learning, which comprises the steps of a deep reinforcement learning-based Web service testtask allocation model is trained according to data information in a worker pool and a task pool on a crowdsourcing platform; the crowdsourcing platform receives a test task submitted by a demander, and allocates the test task by using the trained Web service test task allocation model; and a worker receives and executes the task and feeds back a task test result to the crowdsourcing platform, andthe crowdsourcing platform transmits the test result fed back by the worker to the corresponding task demander. A deep reinforcement learning method DQN is used to train a Web service test task allocation model. The effect of distributing the Web service crowdsourcing test tasks in real time is achieved, it can be guaranteed to a certain extent that the test tasks can be handled by appropriate test personnel on the crowdsourcing test platform, and the test effect is improved.

Description

technical field [0001] The invention relates to the technical field of data processing, in particular to a method for allocating Web service crowdsourcing testing tasks based on deep reinforcement learning. Background technique [0002] As the application of Web services becomes more and more widespread, the demand for whether they can be executed normally and achieve expected functional effects is also becoming more and more urgent. To ensure that a Web service meets its intended functional and quality requirements, it must be thoroughly tested. Testing Web services requires testers to have a certain degree of relevant knowledge and capabilities, such as test case design capabilities, corresponding programming capabilities, and test report writing capabilities. In this case, traditional testing methods and testing tools are difficult to meet the above requirements. [0003] The form of crowdsourcing testing that has emerged in recent years can well consider the selection ...

AI Technical Summary

Problems solved by technology

However, in crowdsourcing testing, how to allocate testing tasks to more suitable testers and at the same time obtain better test results with the lowest possible testing cost is a very important issue.

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