Method, program, system, and device for estimating cause of problem
One or more embodiments of the invention is a method for estimating the cause of a problem from game log data in a game that proceeds in accordance with actions selected by users, whereby a game state is updated, the method including a step of determining, for a combination of an action preceding the occurrence of the problem and a prescribed game state element included in a game state relating to that action, the action and the game state element being included in one irregular-log-data array among irregular-log-data arrays, whether or not the combination is a cause of the occurrence of the problem on the basis of the degree of presence of the combination in the irregular-log-data arrays included in the game log data and the degree of presence of the same combination in regular-log-data arrays included in the game log data.
1 . A method comprising:
generating, by a computer, a virtual environment for executing a game service of a computer game,
wherein the virtual environment employs a virtual game server, a virtual terminal device, and a virtual database server to produce an end-to-end virtualization of the computer game, and
wherein the game service is provided by the virtual game server to the virtual terminal device via a network;
executing, by the computer, a plurality of auto-plays of the game service using the virtual environment to produce a plurality of game logs;
detecting, by the computer and during a respective auto-play among the plurality of auto-plays, a game error in a respective game log among the plurality of game logs;
assigning, by the computer, an irregular label to a first game log among the plurality of game logs in response to detecting the game error to produce a plurality of irregular-log-data arrays;
assigning, by the computer, a regular label to a second game log among the plurality of game logs in response to detecting no error occurred to produce a plurality of regular-log-data arrays;
determining, by the computer, an action preceding an occurrence of the game error in the respective auto-play and a game state element relating to the action using a respective irregular-log-data array among the plurality of irregular-log-data arrays; and
determining, by the computer, whether a combination of the action and the game state element is a cause of the occurrence of the game error based on a degree of presence of the combination in the plurality of irregular- log-data arrays and a degree of presence of the combination in the plurality of regular-log-data arrays.
2 . The method according to claim 1 , wherein determining the combination of the action and the game state element is the cause of the occurrence of the game error is further based on a ratio of a first value based on the degree of presence of the combination in the plurality of irregular-log-data arrays to a second value based on the degree of presence of the combination in the plurality of regular-log-data arrays being greater than or equal to a prescribed value.
3 . The method according to claim 1 , the method comprising:
extracting the game state element from a plurality of game state elements in the respective auto-play.
4 . The method according to claim 1 , wherein determining the cause of the occurrence of the game error is based on one action immediately preceding the occurrence of the game error in the respective auto-play.
5 . The method according to claim 1 , wherein determining the cause of the occurrence of the game error is based on two or more actions immediately preceding the occurrence of the game error in the respective auto-play.
6 . A non-transitory computer readable medium storing a program for causing the computer to execute the method according to claim 1 .
7 . An estimating system comprising:
a processor; and
a memory connected to the processor, wherein the memory comprises a program configured to perform a method comprising:
generating a virtual environment for executing a game service of a computer game,
wherein the virtual environment employs a virtual game server, a virtual terminal device, and a virtual database server to produce an end-to-end virtualization of the computer game, and
wherein the game service is provided by the virtual game server to the virtual terminal device via a network;
executing a plurality of auto-plays of the game service using the virtual environment to produce a plurality of game logs;
detecting, during a respective auto-play among the plurality of auto-plays, a game error in a respective game log among the plurality of game logs;
assigning an irregular label to a first game log among the plurality of game logs in response to detecting the game error to produce a plurality of irregular-log-data arrays;
assigning a regular label to a second game log among the plurality of game logs in response to detecting no error occurred to produce a plurality of regular-log-data arrays;
determining an action preceding an occurrence of the game error in the respective auto-play and a game state element relating to the action using a respective irregular-log-data array among the plurality of irregular-log-data arrays; and
determining whether a combination of the action and the game state element is a cause of the occurrence of the game error based on a degree of presence of the combination in the plurality of irregular-log-data arrays and a degree of presence of the combination in the plurality of regular-log-data arrays.
8 . An estimating device comprising:
a processor; and
a memory connected to the processor, wherein the memory comprises a program configured to perform a method comprising:
generating a virtual environment for executing a game service of a computer game,
wherein the virtual environment employs a virtual game server, a virtual terminal device, and a virtual database server to produce an end-to-end virtualization of the computer game, and
wherein the game service is provided by the virtual game server to the virtual terminal device via a network;
executing a plurality of auto-plays of the game service using the virtual environment to produce a plurality of game logs;
wherein the plurality of game logs comprise a plurality of irregular-log-data arrays that are assigned an irregular label in response to detecting at least one game error, and
wherein the plurality of game logs comprise a plurality of regular-log-data arrays that are assigned an irregular label in response to detecting no game errors;
determining an action preceding an occurrence of the at least one game error in a respective auto-play among the plurality of auto-plays and a game state element relating to the action using a respective irregular-log-data array among the plurality of irregular-log-data arrays; and
determining whether a combination of the action and the game state element is a cause of the occurrence of the at least one game error based on a degree of presence of the combination in the plurality of irregular-log-data arrays and a degree of presence of the combination in the plurality of regular-log-data arrays.