CN111580993A - Data processing method and device, electronic equipment and storage medium - Google Patents
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Abstract
The application provides a data processing method and device, electronic equipment and a storage medium, and relates to the technical field of data processing. In the application, first, to-be-processed data sent by a terminal device is obtained through a preset target switch, where the target switch is a broadcast switch. Secondly, broadcasting the data to be processed to each request queue with a binding relationship established in advance through the target switch, wherein each request queue corresponds to at least one target service end and is used for processing the data to be processed in the corresponding request queue to obtain target data. And then, acquiring the target data obtained by each target server through a preset response queue so that the terminal equipment acquires each target data corresponding to the data to be processed from the response queue. By the method, the problem that dynamic adjustment of the server side is inconvenient in the prior art can be solved.
Description
Technical Field
The present application relates to the field of data processing technologies, and in particular, to a data processing method and apparatus, an electronic device, and a storage medium.
Background
In order to make data processing more efficient, in the prior art, processing is generally performed by a cluster in which a plurality of servers are deployed. For example, the client may send the data to be processed to a plurality of servers, so that each server may process the data to be processed.
The inventor researches and discovers that in the prior art, when a client sends data to be processed, all the servers in a cluster need to be determined, and then effective data sending can be carried out. Therefore, the coupling between the client and the server is high, so that the client needs to be adjusted after the server is dynamically adjusted (e.g., expanded or contracted), and the dynamic adjustment of the server is limited by the client, which is inconvenient.
Disclosure of Invention
In view of the above, an object of the present application is to provide a data processing method and apparatus, an electronic device, and a storage medium, so as to solve the problem in the prior art that dynamic adjustment of a server is inconvenient.
In order to achieve the above purpose, the embodiment of the present application adopts the following technical solutions:
a data processing method is applied to a proxy server, and comprises the following steps:
acquiring data to be processed sent by terminal equipment through a preset target switch, wherein the target switch is a broadcast switch;
broadcasting the data to be processed to each request queue with a binding relationship established in advance through the target switch, wherein each request queue corresponds to at least one target server and is used for processing the data to be processed in the corresponding request queue to obtain target data;
and acquiring the target data obtained by each target server through a preset response queue so that the terminal equipment acquires each target data corresponding to the data to be processed from the response queue.
In a preferred option of the embodiment of the present application, in the data processing method, the step of obtaining, by a preset target switch, to-be-processed data sent by a terminal device includes:
establishing communication connection with the terminal equipment based on pre-installed message agent software and first connection request information sent by the terminal equipment based on an advanced message queue protocol;
creating a target switch of a broadcast class based on switch declaration information sent by the terminal equipment;
and acquiring the data to be processed sent by the terminal equipment through the target switch.
In a preferred option of the embodiment of the present application, in the data processing method, the step of broadcasting, by the target switch, the to-be-processed data to each request queue pre-established with a binding relationship includes:
establishing communication connection with each target server based on pre-installed message agent software and second connection request information sent by each target server based on an advanced message queue protocol;
respectively creating corresponding request queues based on queue declaration information sent by each target server side, and establishing a binding relationship between each request queue and a target switch;
broadcasting the data to be processed to each request queue having a binding relationship with the target switch through the target switch.
In a preferred option of the embodiment of the present application, in the data processing method, the step of establishing a binding relationship between each request queue and the target switch includes:
judging whether a switch corresponding to the service type of the target server side is established or not based on the queue binding information sent by each target server side;
if an exchanger corresponding to the service type of the target server is established, the exchanger is used as the target exchanger, and a binding relation is established with a request queue corresponding to the target server;
and if the switch corresponding to the service type of the target service end is not established, establishing a target switch based on the service type of the target service end, and establishing a binding relationship between a request queue corresponding to the target service end and the target switch.
The embodiment of the application also provides another data processing method, which is applied to terminal equipment and comprises the following steps:
sending data to be processed to a target switch of a proxy server, wherein the target switch is a preset broadcast switch and is used for broadcasting the data to be processed to each request queue with a binding relationship established in advance;
and acquiring each target data corresponding to the to-be-processed data from a pre-established response queue, wherein each request queue corresponds to at least one target server and is used for processing the to-be-processed data in the corresponding request queue to obtain the target data and sending the target data to the response queue of the proxy server.
In a preferred option of the embodiment of the present application, in the data processing method, the step of sending the data to be processed to the target switch of the proxy server includes:
sending first connection request information to a proxy server based on an advanced message queue protocol, wherein the proxy server is pre-installed with message proxy software formed based on the advanced message queue protocol and used for establishing communication connection with the terminal equipment based on the first connection request information;
sending switch declaration information to the proxy server based on the communication connection, wherein the proxy server is used for creating a target switch of a broadcast class based on the switch declaration information;
and sending the data to be processed to a target switch of the proxy server.
An embodiment of the present application further provides a data processing apparatus, which is applied to a proxy server, and the apparatus includes:
the system comprises a first data acquisition module, a first processing module and a second processing module, wherein the first data acquisition module is used for acquiring to-be-processed data sent by terminal equipment through a preset target switch, and the target switch is a broadcast switch;
the data broadcasting module is used for broadcasting the data to be processed to each request queue with a binding relationship established in advance through the target switch, wherein each request queue corresponds to at least one target server and is used for processing the data to be processed in the corresponding request queue to obtain target data;
and the second data acquisition module is used for acquiring the target data obtained by each target server through a preset response queue so that the terminal equipment can acquire each target data corresponding to the data to be processed from the response queue.
The embodiment of the present application further provides another data processing apparatus, which is applied to a terminal device, and the apparatus includes:
the system comprises a to-be-processed data sending module, a proxy server and a client, wherein the to-be-processed data sending module is used for sending the to-be-processed data to a target switch of the proxy server, and the target switch is a preset broadcast switch and is used for broadcasting the to-be-processed data to each request queue with a binding relationship established in advance;
and the target data acquisition module is used for acquiring each target data corresponding to the to-be-processed data from a pre-established response queue, wherein each request queue corresponds to at least one target server, and is used for processing the to-be-processed data in the corresponding request queue to obtain the target data and sending the target data to the response queue of the proxy server.
On the basis, an embodiment of the present application further provides an electronic device, including:
a memory for storing a computer program;
a processor coupled to the memory for executing the computer program;
when the electronic device is used as a proxy server, the processor executes the computer program to realize the data processing method applied to the proxy server;
when the electronic device is used as a terminal device, the processor executes the computer program to realize the data processing method applied to the terminal device.
On the basis of the above, the present application further provides a computer-readable storage medium, on which a computer program is stored, and when the computer program is executed, the data processing method is implemented.
According to the data processing method and device, the electronic device and the storage medium, the data to be processed is sent to the target switch of the proxy server, and the target switch belongs to the broadcasting class, so that the data to be processed can be broadcasted to all the bound request queues, and therefore all the target servers can obtain the data to be processed from the corresponding request queues, and the target data can be obtained through processing. Therefore, after the server is adjusted (such as the number is expanded or reduced), only the corresponding request queue needs to be applied and bound to the target switch, no direct association exists between the server and the client of the terminal device, and the coupling between the client and the server is reduced (namely decoupling), so that the problem that the dynamic adjustment of the server in the prior art is inconvenient because the dynamic adjustment is limited by the client is solved, and particularly in the application with more service deployment ends and higher dynamic adjustment frequency, the method has a better application effect and higher practical value.
In order to make the aforementioned objects, features and advantages of the present application more comprehensible, preferred embodiments accompanied with figures are described in detail below.
Drawings
Fig. 1 is a system interaction diagram of a data processing system according to an embodiment of the present application.
Fig. 2 is a block diagram of an electronic device according to an embodiment of the present disclosure.
Fig. 3 is a flowchart illustrating steps included in a data processing method (applied to a proxy server) according to an embodiment of the present application.
Fig. 4 is a flowchart illustrating steps included in step S110 in fig. 3.
Fig. 5 is a flowchart illustrating steps included in step S120 in fig. 3.
Fig. 6 is a flowchart illustrating steps included in step S122 in fig. 4.
Fig. 7 is a flowchart illustrating steps included in a data processing method (applied to a terminal device) according to an embodiment of the present application.
Fig. 8 is a flowchart illustrating steps included in step S210 in fig. 7.
Fig. 9 is a schematic diagram of data transmission of a request queue and a response queue according to an embodiment of the present application.
Fig. 10 is a block diagram illustrating functional modules included in a first data processing apparatus according to an embodiment of the present disclosure.
Fig. 11 is a block diagram illustrating functional modules included in a second data processing apparatus according to an embodiment of the present application.
Icon: 10-a data processing system; 20-an electronic device; 22-a memory; 24-a processor; 100-a first data processing apparatus; 110-a first data acquisition module; 120-a data broadcasting module; 130-a second data acquisition module; 200-a second data processing device; 210-a to-be-processed data sending module; 220-target data acquisition Module.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only a part of the embodiments of the present application, and not all the embodiments. The components of the embodiments of the present application, generally described and illustrated in the figures herein, can be arranged and designed in a wide variety of different configurations.
Thus, the following detailed description of the embodiments of the present application, presented in the accompanying drawings, is not intended to limit the scope of the claimed application, but is merely representative of selected embodiments of the application. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present application.
As shown in fig. 1, an embodiment of the present application provides a data processing system 10. The data processing system 10 may include, among other things, terminal devices, proxy servers, and server clusters.
In detail, the terminal device may be configured to send data to be processed to a target switch of the proxy server. Secondly, the proxy server may be configured to broadcast the to-be-processed data to each request queue with a binding relationship established in advance through the target switch. Then, each target server in the server cluster may be configured to process the to-be-processed data in the corresponding request queue to obtain target data, and send the target data to a response queue of the proxy server. Finally, the terminal device may be further configured to obtain each target data corresponding to the to-be-processed data from the response queue of the proxy server.
Optionally, specific types of the terminal device, the proxy server, and the server cluster are not limited, and may be selected according to actual application requirements.
For example, in an alternative example, the terminal device may be a computer, a mobile phone, a tablet computer, or the like. The proxy server may be a server installed with message proxy software (e.g., RabbitMQ, message-oriented middleware), and correspondingly, the target switch may be a virtual switch formed based on the message proxy software. The server cluster may be a cluster formed based on k8s (kubernets, a container orchestration tool in which containers may be used to deploy the target server) technology.
It will be appreciated that the above-described proxy server may be plural, forming a distributed system. Wherein, in the foregoing and the following description, "a plurality" means two or more.
With reference to fig. 2, an electronic device 20 is further provided in the embodiment of the present application. The electronic device 20 may include, among other things, a memory 22, a processor 24, and data processing means.
In detail, the memory 22 and the processor 24 are electrically connected directly or indirectly to enable data transmission or interaction. For example, they may be electrically connected to each other via one or more communication buses or signal lines. The data processing device comprises at least one software functional module which can be stored in the memory in the form of software or firmware (firmware). The processor 24 is configured to execute an executable computer program stored in the memory 22, for example, a software functional module and a computer program included in the data processing apparatus, so as to implement the data processing method provided by the embodiment of the present application (as applied to a proxy server and a data processing method in the following, or applied to a terminal device).
Alternatively, the Memory 22 may be, but is not limited to, a Random Access Memory (RAM), a Read Only Memory (ROM), a Programmable Read-Only Memory (PROM), an Erasable Read-Only Memory (EPROM), an electrically Erasable Read-Only Memory (EEPROM), and the like.
Also, the Processor 24 may be a general-purpose Processor including a Central Processing Unit (CPU), a Network Processor (NP), a System on chip (SoC), and the like; but may also be a Digital Signal Processor (DSP), an Application Specific Integrated Circuit (ASIC), a Field Programmable Gate Array (FPGA) or other programmable logic device, discrete gate or transistor logic device, discrete hardware components.
It will be appreciated that the configuration shown in fig. 2 is merely illustrative, and that the electronic device 20 may also include more or fewer components than shown in fig. 2, or have a different configuration than shown in fig. 2, for example, and may also include a communication unit for information interaction with other devices.
The electronic device 20 may be used as the proxy server (and thus the communication unit may be used for communicating with the terminal device) or the terminal device (and thus the communication unit may be used for communicating with the proxy server) when applied to the data processing system 10.
With reference to fig. 3, an embodiment of the present application further provides a data processing method, which is applicable to the proxy server included in the data processing system 10. Wherein the method steps defined by the flow relating to the data processing method may be implemented by the proxy server. The specific process shown in fig. 3 will be described in detail below.
Step S110, obtaining data to be processed sent by the terminal device through a preset target switch.
In this embodiment, the proxy server may obtain the to-be-processed data sent by the terminal device based on a preset target switch.
Wherein the target switch is a broadcast switch.
Step S120, broadcasting the data to be processed to each request queue with a binding relationship established in advance through the target switch.
In this embodiment, after obtaining the to-be-processed data based on step S110, since the target switch belongs to the broadcast class, the proxy server may broadcast the to-be-processed data to each request queue with a binding relationship established in advance based on the target switch.
And each request queue corresponds to at least one target server and is used for processing the data to be processed in the corresponding request queue to obtain target data. Thus, after the data to be processed is broadcasted to the request queues, the target server corresponding to each request queue can obtain the data to be processed from the request queue and process the data to be processed to obtain a processing result, that is, to form the target data.
Step S130, obtaining target data obtained by each target server through a preset response queue, so that the terminal device obtains each target data corresponding to the to-be-processed data from the response queue.
In this embodiment, after the to-be-processed data is broadcasted to each bound request queue based on step S120, so that the corresponding target server can process the to-be-processed data, the target data processed by each target server can be obtained through a preset response queue. Therefore, the terminal device can be ensured to acquire each target data from the response queue, namely each target data corresponding to the data to be processed.
Based on the method, after the target server is adjusted (such as the number is expanded or reduced), only the request queue needs to be adjusted (such as the corresponding request queue is applied and bound to the target switch), and no direct association exists between the client and the target server, so that the coupling between the client and the target server is reduced (i.e. decoupled), and the problem that the dynamic adjustment of the target server in the prior art is inconvenient because of being limited by the client of the terminal equipment is solved, and particularly, the method has a better application effect in the application that the target server is deployed more and has a higher dynamic adjustment frequency.
In the first aspect, it should be noted that, in step S110, a specific manner of obtaining the to-be-processed data through the target switch is not limited, and may be selected according to an actual application requirement.
For example, in an alternative example, the to-be-processed data sent by the terminal device may be obtained through an arbitrary broadcast-class switch (that is, the terminal device may send the to-be-processed data to any one of a plurality of pre-created broadcast-class switches, but the to-be-processed data carries type information of the data, so that the switch may broadcast the to-be-processed data based on the type information, such as to each request queue bound based on the type information).
For another example, in another alternative example, in order to ensure reliability and convenience of data transmission, in conjunction with fig. 4, step S110 may include step S111, step S112, and step S113, which are described in detail below.
Step S111, based on the pre-installed message agent software and the first connection request information sent by the terminal device based on the advanced message queue protocol, establishing communication connection with the terminal device.
In this embodiment, the proxy server may first obtain first connection request information sent by the terminal device based on an Advanced Message Queuing Protocol (AMQP), which is a binary application layer Protocol used to effectively support various Message-passing applications and communication modes, and then process the first connection request information based on pre-installed Message proxy software to establish communication connection with the terminal device.
Step S112, based on the switch declaration information sent by the terminal equipment, a target switch of the broadcast class is created.
In this embodiment, after establishing the communication connection with the terminal device based on step S111, the switch declaration information sent by the terminal device may be acquired based on the communication connection, and then, based on the switch declaration information, a target switch of a broadcast class (e.g., Fanout Exchange) is created, so that the target switch has a function of broadcasting data.
Step S113, obtaining the to-be-processed data sent by the terminal device through the target switch.
In this embodiment, after the target switch is created based on step S112, the data to be processed, which is sent by the terminal device through the already established communication connection, may be acquired based on the target switch. That is, the terminal device may send the pending data to the target switch.
Optionally, the specific manner of executing step S111 to establish the communication connection is not limited, and may be selected according to the actual application requirement.
For example, in an alternative example, the message broker software may be a message-facing middleware formed based on an advanced message queuing protocol, such as a RabbitMQ. Therefore, the proxy server and the terminal device can effectively communicate based on the advanced message queue protocol, on one hand, the communication safety can be ensured, and on the other hand, the convenience of corresponding program development (applicable to various program development languages) can be ensured.
In the second aspect, it should be noted that, in step S120, a specific manner of broadcasting the pending data to the request queue is also not limited, and may be selected according to actual application requirements.
For example, in an alternative example, in order to improve the data processing efficiency, the proxy server may determine a corresponding request queue from a plurality of request queues created in advance based on the request information of each target server, and establish a binding relationship between the determined request queue and the target switch.
For another example, in another alternative example, in order to avoid the problem of queue resource waste, in conjunction with fig. 5, step S120 may include step S121, step S122, and step S123, which are described in detail below.
Step S121, based on the pre-installed message agent software and the second connection request information sent by each target server based on the advanced message queue protocol, establishing communication connection with each target server respectively.
In this embodiment, the proxy server may install message agent software (RabbitMQ as described above) in advance, and then may acquire, based on the message agent software, second request information sent by the target server based on the advanced message queue protocol, and establish a communication connection with the target server.
In this way, each target server can establish a communication connection with the proxy server.
Step S122, respectively creating corresponding request queues based on the queue declaration information sent by each target server, and establishing a binding relationship between each request queue and the target switch.
In this embodiment, after the proxy server establishes a communication connection with the target server based on step S121, the target server may send queue declaration information to the proxy server. The proxy server may create a corresponding request queue based on the queue declaration information and then establish a binding relationship between the request queue and the target switch.
In this way, each target server can request to create at least one request queue, and the at least one request queue and the target switch are in a binding relationship.
Step S123, broadcasting the data to be processed to each request queue having a binding relationship with the target switch through the target switch.
In this embodiment, after the to-be-processed data is acquired based on step S110 and the binding relationship is established based on step S122, the to-be-processed data may be broadcasted to each corresponding request queue by the target switch based on the binding relationship.
Optionally, the specific manner of executing step S122 to establish the binding relationship between the request queue and the target switch is not limited, and may be selected according to the actual application requirement.
For example, in an alternative example, in order to improve the efficiency of data processing, the proxy server may create a plurality of broadcast class switches in advance, and determine the traffic type of data specifically broadcast by each broadcast class switch.
In this way, after the proxy server creates the request queue based on the request information sent by each target server, the proxy server can directly establish a binding relationship between the request queue and the corresponding switch based on the service type of each target server.
For another example, in another alternative example, in order to avoid waste of switch resources, in conjunction with fig. 6, step S122 may include step S122a, step S122b, and step S122c, which are described in detail below.
Step S122a, based on the queue binding information sent by each target server, determines whether a switch corresponding to the service type of the target server has been established.
In this embodiment, after the corresponding request queue is created based on the queue declaration information sent by the target server, the queue binding information sent by each target server may be obtained first, and then, it is determined that the switch corresponding to the service type of the target server has been established based on the queue binding information. For example, the service type of one target server is a recommendation anchor, and a binding relationship may be established between a request queue corresponding to the target server and a switch for broadcasting to-be-processed data requesting the recommendation anchor.
If the proxy server has already established a switch corresponding to the service type of the target server, step S122b may be executed; if the proxy server does not have a switch corresponding to the service type of the target server, step S122c may be executed.
Step S122b, the switch corresponding to the service type of the target server is used as the target switch, and a binding relationship is established with the request queue corresponding to the target server.
In this embodiment, when it is determined based on step S122a that a switch corresponding to the service type of the target server has been established, the switch may be used as the target switch, that is, the switch may be in a binding relationship with the request queue corresponding to the target server.
Step S122c, creating a target switch based on the service type of the target server, and establishing a binding relationship between the request queue corresponding to the target server and the target switch.
In this embodiment, when it is determined based on step S122a that a switch corresponding to the service type of the target server is not established, the service type of the target server may be obtained based on the queue binding information sent by the target server, then a target switch is created based on the service type, and finally, a binding relationship is established between the target switch and the request queue corresponding to the target server.
Based on the method, the request queues corresponding to the target service terminals with different service types can be respectively bound with different target switches. For example, a plurality of request queues corresponding to a plurality of target servers for anchor recommendation may establish a binding relationship with the same target switch (e.g., a first switch); the plurality of request queues corresponding to the plurality of target servers for performing video recommendation may establish a binding relationship with a same target switch (e.g., a second switch, different from the first switch).
With reference to fig. 7, an embodiment of the present application further provides a data processing method, which is applicable to the terminal device included in the data processing system 10. Wherein the method steps defined by the flow related to the data processing method may be implemented by the terminal device. The specific process shown in fig. 7 will be described in detail below.
Step S210, sending the data to be processed to the target switch of the proxy server.
In this embodiment, the terminal device may send the data to be processed to the target switch of the proxy server. The target switch is a preset broadcast switch, so that the data to be processed can be broadcast to each request queue with a binding relationship established in advance.
Step S220, obtaining each target data corresponding to the data to be processed from a pre-created response queue.
In this embodiment, after the to-be-processed data is sent to the target switch based on step S220, the to-be-processed data is broadcasted to each bound request queue, so that at least one target server corresponding to each request queue can obtain the to-be-processed data, then, the to-be-processed data is processed to obtain target data, and finally, the target data is sent to a response queue created in advance by the proxy server.
In this way, the terminal device may obtain, from the response queue, each target data corresponding to the data to be processed, that is, all target data sent by all target servers that process the data to be processed.
Based on the method, the terminal device only needs to send the data to be processed to the target switch belonging to the broadcast class in the proxy server, and the data to be processed can be forwarded to all bound request queues in a broadcast manner, so that each corresponding target server can acquire the data to be processed, and the data sending of the terminal device is not affected after the number of the target servers is adjusted, that is, the client on the terminal device does not need to be adjusted, and the dynamic adjustment limitation of the target server is reduced.
In the first aspect, it should be noted that, in step S210, a specific manner of sending the to-be-processed data to the target switch is not limited, and may be selected according to an actual application requirement.
For example, in an alternative example, in order to improve the security of data transmission and the convenience of development of the client of the proxy server, in conjunction with fig. 8, step S210 may include step S211, step S212, and step S213, which are described in detail below.
Step S211, sending the first connection request information to the proxy server based on the advanced message queue protocol.
In this embodiment, the terminal device may send the first connection request information to the proxy server based on the advanced message queuing protocol, so that the proxy server may process the first connection request information based on pre-installed message proxy software formed based on the advanced message queuing protocol, thereby establishing a communication connection with the terminal device.
Therefore, the advanced message queue protocol can be used as the basis of communication connection, so that higher safety of data transmission based on the communication connection is ensured, a client developed by the terminal equipment based on the advanced message queue protocol can adopt multiple programming languages, and the development convenience is higher.
Step S212, switch declaration information is sent to the proxy server based on the communication connection.
In this embodiment, after transmitting the first connection request information to establish the communication connection based on step S211, the terminal device may transmit switch announcement information to the proxy server based on the communication connection.
In this manner, the proxy server can create a target switch of a broadcast class based on the switch announcement information.
Step S213, sending the data to be processed to the target switch of the proxy server.
In this embodiment, after transmitting the switch declaration information to create the target switch of the broadcast class based on step S212, the terminal device may transmit the data to be processed to the target switch.
In the second aspect, it should be noted that, in step S220, after each target data corresponding to the to-be-processed data is acquired, different processing may be performed based on different actual application requirements.
For example, in an alternative example, after acquiring the to-be-processed data, different target servers perform sharding calculation processing, that is, the different target servers respectively process different parts of the to-be-processed data. In this way, after the terminal device acquires the plurality of target data, the terminal device can also perform integration processing on the target data, so as to obtain a corresponding processing result.
Based on the above two examples of data processing methods, the present application also provides a specific application example. In this application example, the target server may be an inference server (e.g., a neural network model, which is used to perform video recommendation, anchor recommendation, or commodity recommendation, etc.), as shown in fig. 9, the inference server may include 4 inference servers, which are respectively deployed in 4 containers (k8s system), and the 4 containers may be respectively deployed in 4 slave nodes (e.g., 4 servers, which may be managed by one server serving as a master node). The 4 inference service terminals can respectively request the proxy server to create request queues, form 4 request queues, and establish a binding relationship between the 4 request queues and a broadcast switch, and the proxy server also creates a response queue.
In this way, after the terminal device generates the to-be-processed data based on the operation of the user, the to-be-processed data may be sent to the switch of the broadcast class, and then the switch may broadcast the to-be-processed data to the 4 request queues, so that the 4 inference servers may respectively obtain the to-be-processed data from the 4 request queues.
After the 4 inference servers respectively acquire the data to be processed, part of the data in the data to be processed can be processed based on the principle of fragment computation. For example, if the data to be processed includes 400 feature parameters, the first inference server performs inference processing on the top 100 feature parameters to obtain inference data 1. The second reasoning server performs reasoning processing on the 100 th and 200 th characteristic parameters to obtain reasoning data 2. And the third reasoning server carries out reasoning processing on the 200 th and 300 th characteristic parameters to obtain reasoning data 3. And the fourth reasoning server carries out reasoning processing on the 300 th and 400 th characteristic parameters to obtain reasoning data 4.
And, the 4 reasoning servers can respectively send reasoning data 1, reasoning data 2, reasoning data 3 and reasoning data 4 to the response queue. Finally, the terminal device may acquire inference data 1, inference data 2, inference data 3, and inference data 4 from the response queue, and integrate the 4 inference data to obtain inference results corresponding to the data to be processed (e.g., recommending 10 anchor that may be interested in, etc.).
With reference to fig. 10, an embodiment of the present application further provides a first data processing apparatus 100, which is applicable to the proxy server in the data processing system 10. The first data processing apparatus 100 may include a first data acquiring module 110, a data broadcasting module 120, and a second data acquiring module 130.
The first data obtaining module 110 is configured to obtain, through a preset target switch, to-be-processed data sent by a terminal device, where the target switch is a broadcast switch. In this embodiment, the first data acquiring module 110 may be configured to execute step S110 shown in fig. 3, and reference may be made to the foregoing description of step S110 for relevant contents of the first data acquiring module 110.
The data broadcasting module 120 is configured to broadcast the to-be-processed data to each request queue with a binding relationship established in advance through the target switch, where each request queue corresponds to at least one target server and is configured to process the to-be-processed data in the corresponding request queue to obtain target data. In this embodiment, the data broadcasting module 120 may be configured to perform step S120 shown in fig. 3, and reference may be made to the foregoing description of step S120 for related contents of the data broadcasting module 120.
The second data obtaining module 130 is configured to obtain the target data obtained by each target server through a preset response queue, so that the terminal device obtains each target data corresponding to the to-be-processed data from the response queue. In this embodiment, the second data obtaining module 130 may be configured to perform step S130 shown in fig. 3, and reference may be made to the foregoing description of step S130 for relevant contents of the second data obtaining module 130.
With reference to fig. 11, the present embodiment further provides a second data processing apparatus 200, which can be applied to the terminal device in the data processing system 10. The second data processing apparatus 200 may include a to-be-processed data sending module 210 and a target data obtaining module 220.
The to-be-processed data sending module 210 is configured to send the to-be-processed data to a target switch of the proxy server, where the target switch is a preset broadcast switch and is configured to broadcast the to-be-processed data to each request queue that is pre-established with a binding relationship. In this embodiment, the to-be-processed data sending module 210 may be configured to execute step S210 shown in fig. 7, and reference may be made to the foregoing description of step S210 regarding relevant contents of the to-be-processed data sending module 210.
The target data obtaining module 220 is configured to obtain each target data corresponding to the to-be-processed data from a pre-created response queue, where each request queue corresponds to at least one target server, and is configured to process the to-be-processed data in the corresponding request queue to obtain target data, and send the target data to the response queue of the proxy server. In this embodiment, the target data acquiring module 220 may be configured to execute step S220 shown in fig. 7, and reference may be made to the foregoing description of step S220 regarding the relevant content of the target data acquiring module 220.
In an embodiment of the present application, corresponding to the server running method, a computer-readable storage medium is further provided, in which a computer program is stored, and the computer program executes the steps of the data processing method when running.
The steps executed when the computer program runs are not described in detail herein, and reference may be made to the foregoing explanation of the two data processing methods.
To sum up, according to the data processing method and apparatus, the electronic device, and the storage medium provided by the present application, the data to be processed is sent to the target switch of the proxy server, and the target switch belongs to the broadcast class, so that the data to be processed can be broadcast to all the bound request queues, thereby ensuring that all the target servers can obtain the data to be processed from the corresponding request queues, and obtain the target data through processing. Therefore, after the server is adjusted (such as the number is expanded or reduced), only the corresponding request queue needs to be applied and bound to the target switch, no direct association exists between the server and the client of the terminal device, and the coupling between the client and the server is reduced (namely decoupling), so that the problem that the dynamic adjustment of the server in the prior art is inconvenient because the dynamic adjustment is limited by the client is solved, and particularly in the application with more service deployment ends and higher dynamic adjustment frequency, the method has a better application effect and higher practical value.
In the embodiments provided in the present application, it should be understood that the disclosed apparatus and method can be implemented in other ways. The apparatus and method embodiments described above are illustrative only, as the flowcharts and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of apparatus, methods and computer program products according to various embodiments of the present application. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of code, which comprises one or more executable instructions for implementing the specified logical function(s). It should also be noted that, in some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
In addition, functional modules in the embodiments of the present application may be integrated together to form an independent part, or each module may exist separately, or two or more modules may be integrated to form an independent part.
The functions, if implemented in the form of software functional modules and sold or used as a stand-alone product, may be stored in a computer readable storage medium. Based on such understanding, the technical solution of the present application or portions thereof that substantially contribute to the prior art may be embodied in the form of a software product stored in a storage medium and including instructions for causing a computer device (which may be a personal computer, an electronic device, or a network device) to perform all or part of the steps of the method according to the embodiments of the present application. And the aforementioned storage medium includes: a U-disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk or an optical disk, and other various media capable of storing program codes. It should be noted that, in this document, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other identical elements in a process, method, article, or apparatus that comprises the element.
The above description is only a preferred embodiment of the present application and is not intended to limit the present application, and various modifications and changes may be made by those skilled in the art. Any modification, equivalent replacement, improvement and the like made within the spirit and principle of the present application shall be included in the protection scope of the present application.
Claims (10)
1. A data processing method is applied to a proxy server, and comprises the following steps:
acquiring data to be processed sent by terminal equipment through a preset target switch, wherein the target switch is a broadcast switch;
broadcasting the data to be processed to each request queue with a binding relationship established in advance through the target switch, wherein each request queue corresponds to at least one target server and is used for processing the data to be processed in the corresponding request queue to obtain target data;
and acquiring the target data obtained by each target server through a preset response queue so that the terminal equipment acquires each target data corresponding to the data to be processed from the response queue.
2. The data processing method according to claim 1, wherein the step of obtaining the data to be processed sent by the terminal device through a preset target switch comprises:
establishing communication connection with the terminal equipment based on pre-installed message agent software and first connection request information sent by the terminal equipment based on an advanced message queue protocol;
creating a target switch of a broadcast class based on switch declaration information sent by the terminal equipment;
and acquiring the data to be processed sent by the terminal equipment through the target switch.
3. The data processing method according to claim 1 or 2, wherein the step of broadcasting the data to be processed to each request queue with a binding relationship pre-established by the target switch comprises:
establishing communication connection with each target server based on pre-installed message agent software and second connection request information sent by each target server based on an advanced message queue protocol;
respectively creating corresponding request queues based on queue declaration information sent by each target server side, and establishing a binding relationship between each request queue and a target switch;
broadcasting the data to be processed to each request queue having a binding relationship with the target switch through the target switch.
4. The data processing method of claim 3, wherein the step of establishing a binding relationship between each request queue and the target switch comprises:
judging whether a switch corresponding to the service type of the target server side is established or not based on the queue binding information sent by each target server side;
if an exchanger corresponding to the service type of the target server is established, the exchanger is used as the target exchanger, and a binding relation is established with a request queue corresponding to the target server;
and if the switch corresponding to the service type of the target service end is not established, establishing a target switch based on the service type of the target service end, and establishing a binding relationship between a request queue corresponding to the target service end and the target switch.
5. A data processing method is applied to a terminal device, and comprises the following steps:
sending data to be processed to a target switch of a proxy server, wherein the target switch is a preset broadcast switch and is used for broadcasting the data to be processed to each request queue with a binding relationship established in advance;
and acquiring each target data corresponding to the to-be-processed data from a pre-established response queue, wherein each request queue corresponds to at least one target server and is used for processing the to-be-processed data in the corresponding request queue to obtain the target data and sending the target data to the response queue of the proxy server.
6. The data processing method of claim 5, wherein the step of sending the data to be processed to the target switch of the proxy server comprises:
sending first connection request information to a proxy server based on an advanced message queue protocol, wherein the proxy server is pre-installed with message proxy software formed based on the advanced message queue protocol and used for establishing communication connection with the terminal equipment based on the first connection request information;
sending switch declaration information to the proxy server based on the communication connection, wherein the proxy server is used for creating a target switch of a broadcast class based on the switch declaration information;
and sending the data to be processed to a target switch of the proxy server.
7. A data processing apparatus, applied to a proxy server, the apparatus comprising:
the system comprises a first data acquisition module, a first processing module and a second processing module, wherein the first data acquisition module is used for acquiring to-be-processed data sent by terminal equipment through a preset target switch, and the target switch is a broadcast switch;
the data broadcasting module is used for broadcasting the data to be processed to each request queue with a binding relationship established in advance through the target switch, wherein each request queue corresponds to at least one target server and is used for processing the data to be processed in the corresponding request queue to obtain target data;
and the second data acquisition module is used for acquiring the target data obtained by each target server through a preset response queue so that the terminal equipment can acquire each target data corresponding to the data to be processed from the response queue.
8. A data processing apparatus, applied to a terminal device, the apparatus comprising:
the system comprises a to-be-processed data sending module, a proxy server and a client, wherein the to-be-processed data sending module is used for sending the to-be-processed data to a target switch of the proxy server, and the target switch is a preset broadcast switch and is used for broadcasting the to-be-processed data to each request queue with a binding relationship established in advance;
and the target data acquisition module is used for acquiring each target data corresponding to the to-be-processed data from a pre-established response queue, wherein each request queue corresponds to at least one target server, and is used for processing the to-be-processed data in the corresponding request queue to obtain the target data and sending the target data to the response queue of the proxy server.
9. An electronic device, comprising:
a memory for storing a computer program;
a processor coupled to the memory for executing the computer program;
wherein, when the electronic device is used as a proxy server, the processor executes the computer program to realize the data processing method of any one of claims 1 to 4;
when the electronic device is used as a terminal device, the processor executes the computer program to implement the data processing method of claim 5 or 6.
10. A computer-readable storage medium, on which a computer program is stored, characterized in that the computer program, when executed, implements the data processing method of any one of claims 1 to 6.
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