WO2023065882A1 - Method and apparatus for resource allocation, and computer-readable storage medium - Google Patents

Abstract

Disclosed in embodiments of the present invention are a method and apparatus for resource allocation, and a computer-readable storage medium. The method comprises: calculating a consumption value of at least one resource each used by at least one usage object; according to the consumption value of each resource of the at least one resource, determining a resource heat value of each usage object for each resource, the resource heat value representing the degree to which the resource is consumed; according to the resource heat value of each resource, determining a resource gravity value and a gravity direction value between a pair of resources; and performing resource dynamic allocation according to the resource heat value of each resource as well as the resource gravity value and the gravity direction value between a pair of resources.

Description

Resource allocation method and device, and computer-readable storage medium

Cross References to Related Applications

The present invention claims the priority of the Chinese patent application submitted to the China Patent Office on October 22, 2021, with the application number 202111235925.0 and the application name "A resource allocation method and device, and a computer-readable storage medium", the entire content of which is passed References are incorporated herein.

technical field

The present invention relates to the field of recommendation application systems and algorithms, in particular to a resource allocation method and device, and a computer-readable storage medium.

Background technique

With the development of the Internet and information technology, cloud computing has become one of the research hotspots of the Internet. The simplest definition of "cloud" is to convert various resources into services for Internet users. At present, the dynamic resource allocation system is mainly used to allocate resources. This allocation method not only helps service providers to achieve reasonable resource allocation and integration, but also satisfies the user's experience quality of resources on the platform.

In related technologies, resource allocation is carried out by focusing on certain characteristics of resources, performance index analysis, and user evaluation models, which to a certain extent leads to the problem of low overall resource utilization.

Contents of the invention

Embodiments of the present invention provide a resource allocation method and device, and a computer-readable storage medium, which can improve the overall utilization rate of resources when allocating resources.

Technical scheme of the present invention is realized like this:

An embodiment of the present invention provides a resource allocation method, the method comprising:

Counting the consumption value of at least one resource used by each of the at least one usage object;

Through the consumption value of each resource in the at least one resource, determine the resource popularity value of each resource for each use object; wherein, the resource popularity value represents the degree of resource consumption;

According to the resource popularity value of each resource, determine the resource gravitational value and gravitational direction value between any two resources;

Resource dynamic allocation is performed according to the resource popularity value of each resource, the resource gravity value and the gravity direction value between the two resources.

In the above solution, the determination of the resource popularity value of each resource through the consumption value of each resource in the at least one resource includes:

Determine the total consumption value of each resource by using the consumption value of each resource in the at least one resource used by the at least one usage object;

The resource popularity value of each resource is determined according to the total consumption value of each resource and the consumption value of each resource used by each usage object.

In the above solution, the determination of the resource gravitational value and gravitational direction value between two resources according to the resource heat value of each resource includes:

Determining the joint result after the operation by performing a vector sum operation on the resource popularity values of any two resources among the resources;

determining a gravitational force value between the two resources according to the joint result and the resource heat value of each of the two resources;

A gravitational direction value between the two resources is determined according to the resource popularity value of each of the two resources and the gravitational force value between the two resources.

In the above solution, the determination of the gravitational value between the two resources according to the joint result and the resource popularity value of each resource in the two resources includes:

determining the total resource popularity value of the two resources according to the resource popularity value of each resource in the two resources;

The difference between the total resource heat value of the two resources and the joint result is determined to determine the gravitational force between the two resources.

In the above solution, the determination of the gravitational direction value between the two resources according to the resource heat value of each of the two resources and the gravitational force value between the two resources includes:

A gravitational direction value between the two resources is determined according to the total resource heat value of the two resources and the gravitational force value between the two resources.

In the above solution, the dynamic allocation of resources is performed according to the resource popularity value of each resource, the resource gravity value and the gravity direction value between the two resources, including:

sorting the at least one resource according to the resource popularity value of each resource, and determining the sorting result;

According to the sorting result, determine the first resource; wherein, the first resource is the resource with the largest resource popularity value among the resources;

Determine the comparison result by comparing the gravitational force value and the gravitational direction value between the second resource and the first resource; wherein the second resource is a resource after the first resource is removed from the at least one resource;

Dynamic resource allocation is performed based on the first resource and the comparison result.

In the above solution, the determination of the comparison result by comparing the gravitational force value and the gravitational force direction value between the second resource and the first resource includes:

If the resource gravitational value between each of the second resources and the first resource is not equal, according to the resource gravitational value of each of the second resources, for the second resource Each resource in is allocated;

If the resource gravitational value between any two resources in the second resource and the first resource is equal, according to the resource gravitational direction value between any two resources in the second resource and the first resource Make resource allocation.

In the above solution, if the resource gravitational value between any two resources in the second resource and the first resource is equal, then according to the relationship between any two resources in the second resource and the first resource resource allocation between resource gravitational direction values, including:

Counting the first gravitational direction value between any two resources in the second resource and the first resource;

Making a difference between the first gravitational direction value and the second gravitational direction value of the previous time period to determine the difference result;

If the difference result is negative, the gravitational direction between at least one of the any two resources and the first resource is negative;

If the difference result is positive, the gravitational direction between at least one of the two resources and the first resource is positive;

According to the positive gravitational force or the negative gravitational force, resource allocation of any two resources in the second resources is determined.

In the above solution, the resource allocation of any two resources in the second resource is determined according to the positive gravity or negative gravity, including:

If the gravitational direction is positive, the allocation amount allocated to at least one of the any two resources is proportional to the allocation amount of the first resource;

If the direction of gravitational force is negative gravitational force, the allocation amount allocated to at least one of the arbitrary resources is inversely proportional to the allocation amount of the first resource;

If the gravity directions of any two resources are both positive gravity or negative gravity, resource allocation is performed according to the difference between the first value of the gravity direction and the second value of the previous time period.

In the above solution, if the gravitational directions of any two resources are positive or negative, according to the difference between the first gravitational direction value and the second gravitational direction value of the previous time period Values are allocated for resources, including:

If the gravitational direction of the any two resources is positive gravitational force, the allocation amount allocated to at least one of the any two resources is proportional to the difference;

If the gravitational direction of any two resources is negative gravitational force, the allocation amount allocated to at least one of the any two resources is inversely proportional to the difference.

An embodiment of the present invention provides a resource allocation device, the resource allocation device includes a statistical part, a determination part and an allocation part; wherein,

The statistical part is configured to count the consumption value of at least one resource used by the usage object;

The determining part is configured to determine the resource heat value of each resource through the consumption value of each resource in the at least one resource; wherein, the resource heat value represents the degree of resource consumption;

The determination part is further configured to determine the resource gravity value and the gravity direction value between any two resources according to the resource heat value of each resource;

The allocation part is configured to dynamically allocate resources according to the resource popularity value of each resource, the resource gravity value and the gravity direction value between the two resources.

An embodiment of the present invention provides a resource allocation device, and the resource allocation device includes:

memory configured to store executable data instructions;

When the processor is configured to execute the executable instructions stored in the memory, implement the resource allocation method according to the embodiment of the present invention.

This embodiment provides a computer-readable storage medium, which is characterized in that executable instructions are stored for causing a processor to implement the resource allocation method as described in the embodiment of the present invention.

An embodiment of the present invention provides a resource allocation method and device, and a computer-readable storage medium. The method includes: collecting the dependence or consumption value of each resource within a period of time; determining the heat value of each resource based on the dependence or consumption value of each resource; Among them, the heat value of resources is the characteristic value of the dependence or consumption degree of each resource; when the heat value of each resource is determined, the gravitational force and direction between each resource are determined according to the heat value of each resource. Using the above implementation plan, objective parameter indicators such as resource heat, gravitational value, and gravitational direction are proposed from an objective point of view, avoiding certain characteristics of resources or performance indicators of resources as dynamic allocation algorithm parameters, so that the platform can dynamically allocate resources according to its own characteristics. Furthermore, a gravity model is introduced in the scheme to establish a relationship between resources, so that when a single resource is allocated, its related resources can be allocated together, which improves the overall resource utilization.

Description of drawings

FIG. 1 is a first schematic flow diagram of a resource allocation method provided by an embodiment of the present invention;

FIG. 2 is a second schematic flow diagram of a resource allocation method provided by an embodiment of the present invention;

FIG. 3 is a third schematic flowchart of a resource allocation method provided by an embodiment of the present invention;

FIG. 4 is a schematic diagram of vector sum operation of two resources provided by an embodiment of the present invention;

FIG. 5 is a fourth schematic flowchart of a resource allocation method provided by an embodiment of the present invention;

FIG. 6 is a schematic flow diagram V of a resource allocation method provided by an embodiment of the present invention;

FIG. 7 is a sixth schematic flow diagram of a resource allocation method provided by an embodiment of the present invention;

FIG. 8 is a schematic flow diagram VII of a resource allocation method provided by an embodiment of the present invention;

FIG. 9 is a schematic flowchart eighth of a resource allocation method provided by an embodiment of the present invention;

FIG. 10 is a first structural schematic diagram of a resource allocation device provided by an embodiment of the present invention;

FIG. 11 is a second schematic structural diagram of a resource allocation device provided by an embodiment of the present invention.

Detailed ways

The following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

In order to enable those skilled in the art to better understand the solution of the present invention, the present invention will be further described in detail below in conjunction with the accompanying drawings and specific embodiments. FIG. 1 is a first schematic flowchart of a resource allocation method provided by an embodiment of the present invention, which will be described in conjunction with the steps shown in FIG. 1 .

S101. Count the consumption value of at least one resource used by at least one usage object.

In the embodiment of the present invention, it is applicable to a scenario where the resource allocation device determines the amount of resource consumption by using objects.

In the embodiment of the present invention, the consumption value of each resource can be determined by using objects. Specifically, when calculating the consumption value of resources, first clarify the number of objects used, and filter out the objects that use resources. The amount consumed by each object is summed to calculate the total amount of the resource consumed.

In the embodiment of the present invention, the data is obtained by monitoring the flow, and the background analyzes the visitor information in the data, and determines through the resource application record of the visitor.

In the embodiment of the present invention, the resource may be provided by a device that basically provides the resource.

In the embodiment of the present invention, resources can be hardware resources such as server equipment (CUP, memory, disk), storage equipment (disk array), network equipment (router, switch, load balancing) and (operating system, integrated development environment IDE, database, web server, middleware, cache) and other software resources.

In the embodiment of the present invention, the user may be a user of a public cloud management platform.

It can be understood that in the embodiment of the present invention, the background records are used to count the consumption of all resources used by the object, and the total consumption of all resources is further calculated, and the total consumption of resources can be used to clarify the current period of time for each resource. Demand provides prerequisites for the allocation of resources in the future.

S102. Based on the consumption value of each resource in the at least one resource, determine the resource popularity value of each resource for each usage object.

In the embodiment of the present invention, it is applicable to a scenario where the resource allocation device determines the resource popularity value of each resource after obtaining the consumed value of each resource.

In the embodiment of the present invention, the consumption value of each resource and the value of using the resource by any one of all usage objects are obtained first, and then the resource popularity value of each resource is calculated based on the above two values.

In the embodiment of the present invention, the heat value of a resource indicates the degree of consumption of the resource. When the heat of the resource is relatively high, it is necessary to properly allocate more resources of this type.

It can be understood that, in the embodiment of the present invention, the resource popularity value of each resource is calculated according to the consumption value of each resource, and the resource popularity value of each resource determines which type of resource needs to be allocated more, which improves the The dynamic allocation efficiency of the resource allocation device.

S103. According to the resource heat value of each resource, determine the resource gravitational force value and the gravitational force direction value between any two resources.

In the embodiment of the present invention, it is applicable to a scenario where the resource allocation device determines the gravitational force value and the gravitational force direction value between any two resources among all resources after obtaining the resource heat value of each resource.

In the embodiment of the present invention, after obtaining the resource heat value of each resource, in order to avoid considering each resource in isolation, determine the resource gravity value and The gravitational direction value enables dynamic allocation of resources from an overall perspective.

In the embodiment of the present invention, the gravitational force represents the size of the area covered by the resource popularity values of the two resources.

In the embodiment of the present invention, the gravitational direction value can be used to represent the correlation between resources, and it can be judged whether the heat value between resources tends to be the same or opposite by the gravitational direction value of the resource. During resource allocation, the allocation relationship between resources is restricted by whether the resources are of the same sex or different sex.

It can be understood that, in the embodiment of the present invention, the resource gravity value and the gravity direction value between any two resources are calculated according to the resource heat value of each resource, and the gravity value and the gravity direction value of the resources can be used to judge the resource The correlation among them makes it possible to allocate related resources together when allocating a single resource, thereby improving the overall resource utilization rate of the resource allocating device.

S104. Perform resource dynamic allocation according to the resource heat value of each resource, the resource gravity value and the gravity direction value between two resources.

In the embodiment of the present invention, it is applicable to a scenario where each resource is dynamically allocated after the resource heat value of each resource is determined and the interrelationships between resources are obtained.

In the embodiment of the present invention, after obtaining the resource popularity value of each resource and the resource gravity value and gravitational direction value of any two resources, dynamically allocate resources according to the popularity value of each resource and the correlation between each other.

It can be understood that, in the embodiment of the present invention, after obtaining the resource popularity value of each resource and the resource gravity value and gravitational direction value of any two resources, the The dynamic allocation of resources makes it possible to allocate related resources together when allocating a single resource, thereby improving the overall resource utilization rate of the resource allocation device.

In some embodiments, referring to FIG. 2, FIG. 2 is a second schematic flowchart of a resource allocation method provided by an embodiment of the present invention. S102 shown in FIG. 2 can be implemented through S1021 to S1022, which will be described in conjunction with each step.

S1021. Determine the total consumption value of each resource by using the consumption value of each resource in the at least one resource used by the at least one usage object.

In some embodiments of the present invention, it is applicable to a scenario in which the total consumption value of each resource is obtained based on the amount of each resource consumed by each user object after determining that each resource is used by each user object.

In some embodiments of the present invention, the background records of the resource allocation device can be used to obtain the information that each user has applied for resources, and through these records, the value of each resource consumed by any user can be obtained. The amount of a certain resource consumed by the object can be added to determine the total value of the resource consumed.

As an example, suppose that when calculating the number of virtual machines of a certain specification consumed in a certain period of time in the public platform, first determine the number of users U of the platform, and set U to be 8 people, then the statistical usage of users is a vector (2,2 ,0,0,2,0,0,2), this vector specifically expresses that the first user consumes 2 virtual machines, the second user consumes 2 virtual machines, and the third user consumes 2 virtual machines Machine is 0 and so on, and finally it can be calculated that within a period of time, a total of N=8 virtual machines are consumed.

Exemplarily, when calculating the value of memory consumed within a certain period of time in the platform, the number of users remains unchanged at 8, and the statistical usage of users is (200, 1000, 0, 0, 500, 4000, 0, 2492). The specific vector It means that the memory consumed by the first user is 200MB, the memory consumed by the second user is 1000MB, the memory consumed by the third user is 0MB, and so on. Finally, it can be calculated that within a period of time, the total amount of memory consumed is Consumed 2 ³ G.

It can be understood that, in some embodiments of the present invention, the total consumption of resources is calculated by using the amount of resources consumed by the object, and the total consumption of resources can determine the demand of each resource in the current period of time, which can be used for future resource consumption. The assignment of provides prerequisites.

S1022. Determine the resource popularity value of each resource according to the total consumption value of each resource and the consumption value of each resource used by each usage object.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device determines the resource popularity value based on the resource consumption value after determining the resource consumption value.

In some embodiments of the present invention, for example, when calculating the resource heat value of a certain resource, it is first clear which users of the resource are applied for and used, and the amount of the resource consumed by each user is counted. After the total consumption, divide any usage object by the total consumption value of the resource to calculate the ratio of the usage object to the total consumption value of the resource, and finally calculate the ratio of each usage object to the total consumption value of the resource The proportions of the resources are summed to calculate the resource heat value of the resource.

Exemplarily, the popularity value of each resource can be obtained by the following formula (1).

Among them, X represents a certain resource; _Nu represents the value of the resource consumed by one of the users; CA(X) represents the resource heat value of the resource; N represents the total value of the resource consumed.

Exemplarily, when calculating the resource heat value of a virtual machine of a certain specification in a certain period of time in the platform, first, S1021 obtains that the amount consumed by each user of the virtual machine within the time period is (2, 2, 0, 0,2,0,0,2), and the total consumption of the virtual machine is 8, and then substituted into the formula (1) to obtain the resource heat value of the virtual machine, specifically:

X represents a virtual machine. From the above calculation, it can be concluded that the resource heat value of the virtual machine is 0.602.

When X represents memory, it can be concluded from the above calculation that the resource heat value of memory is 0.376.

In some embodiments of the present invention, the heat value of a resource indicates the degree of consumption of the resource. When the heat of the resource is relatively high, more resources of this type need to be properly allocated.

It can be understood that, in the embodiment of the present invention, the resource popularity value of each resource is calculated according to the consumption value of each resource, and the resource popularity value of the resource can determine which type of resource needs to be allocated more, which improves the dynamic allocation efficiency.

In some embodiments, refer to FIG. 3 . FIG. 3 is a third flowchart of a resource allocation method provided by an embodiment of the present invention. S103 shown in FIG. 3 can be implemented through S1031 to S1033 , which will be described in conjunction with each step.

S1031. Perform a vector sum operation on the resource heat values of any two resources among the resources to determine a joint result after the operation.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device determines a joint result between the two resources after obtaining the resource popularity values of any two resources among the resources.

In some embodiments of the present invention, after acquiring the resource popularity values of any two resources, perform a vector sum operation on the resource popularity values of the two resources to determine the combined result after the operation, and based on the combined result, calculate two The gravitational force value and gravitational direction value between resources provide prerequisites.

Exemplarily, when calculating the joint result of the thermal value between the virtual machine and the memory, first obtain the consumption amount of each user virtual machine as: (2,2,0,0,2,0,0,2), The amount of memory consumed is: (200, 1000, 0, 0, 500, 4000, 0, 2492), then when the resource heat values of these two resources are vectored and operated, the corresponding digits of the two vectors are taken to the maximum value to determine The combined result after the operation is (200,1000,0,0,500,4000,0,2492), and then substituted into the formula to obtain the result.

S1032. Determine the gravitational force between the two resources according to the joint result and the resource heat value of each of the two resources.

In some embodiments of the present invention, it is applicable to the scenario where the resource allocation device determines the gravitational value between the resources after obtaining the popularity values of the two resources.

In some embodiments, after acquiring the resource heat value and the joint result of the two resources, the resource heat value of the two resources is added to determine the operation result, and the operation result and the joint result are subtracted to determine the relationship between the two resources. gravitational value between.

Exemplarily, when calculating the gravitational force value between two resources, the gravitational force value between the virtual machine and the memory can be obtained through the following formula (2).

G(XY)＝CA(X)+CA(Y)-CA(XY) (2)

Among them, G(XY) is the gravitational value between any two resources, C(Y) represents the resource heat value of resource Y; CA(XY) represents the statistical vector of resource X

Statistics vector with resource Y

Perform vector sum operation to get joint result

Exemplarily, CA(XY) can be obtained by formula (1), which is 0.376, and the value calculated by S1022 and S1031 is substituted into the following formula (3):

G(XY)＝0.602+0.376-0.376＝0.602

G(XY) means that the gravitational force between the virtual machine and the memory is 0.602.

In some embodiments, the result of the calculation indicates the total area size covered by the two resources.

In some embodiments, the difference between the operation result and the joint result can be expressed as removing the area where two resources overlap in the total area size, as shown in FIG. 4 . In Figure 4, CA(X) represents the heat value of resource X, CA(Y) represents the heat value of resource Y, and the total heat value of resource X and resource Y is expressed as the total area covered by the two circles in Figure 4, CA(XY) is the joint result of the vector sum operation of the statistical vector of resource X and the statistical vector of resource Y, as shown in the shaded part in Figure 4; because the shaded part is repeatedly calculated, the actual relationship between resource X and resource Y The gravity value between should be the total area CA(X)+CA(Y) covered by the two circles minus the shaded area CA(XY).

It can be understood that, in some embodiments of the present invention, the gravitational value of two resources is determined through the resource heat value of each resource and the joint result between the two resources, and the interconnection between resources is determined based on the gravitational value. When allocating resources, related resources are allocated together, which improves the overall resource utilization.

S1033. Determine the gravitational direction value between the two resources according to the resource heat value of each of the two resources and the gravitational force value between the two resources.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device determines the value of the direction of gravity after obtaining the resource heat value and the value of gravity of each resource.

In some embodiments, when calculating the gravitational direction value between two resources, first obtain the resource heat value of the two resources, and sum the two resource heat values to obtain the total resource heat value of the two resources; based on The determined gravitational value between the two resources is divided by the total resource heat value between the two resources to determine the gravitational direction value between the two resources.

Exemplarily, the gravitational direction value between the virtual machine and the memory can be calculated by the following formula (3).

in,

is the gravitational direction value between any two resources, and G(XY) is the gravitational value between any two resources.

Exemplarily, when calculating the gravitational direction value between the virtual machine and the memory, the values obtained by S1032 and S1022 are substituted into formula (3) to obtain:

From the calculation result of the above formula, it can be seen that the value of the gravitational direction between the virtual machine and the memory is 0.616.

It can be understood that, in some embodiments of the present invention, the gravitational direction value of two resources is determined by the resource popularity value of each resource and the gravitational force value between the two resources, and the mutual relationship between resources is determined based on the gravitational direction value. Contact, so that when resources are allocated, related resources are allocated together, which improves the overall resource utilization.

In some embodiments, referring to FIG. 5 , FIG. 5 is a fourth schematic flowchart of a resource allocation method provided by an embodiment of the present invention. S104 shown in FIG. 5 can be implemented through S1041 to S1044 , which will be described in conjunction with each step.

S1041. Sort at least one resource according to the resource popularity value of each resource, and determine the sorting result.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device determines the magnitude relationship of each resource's popularity value after obtaining the resource popularity value of each resource.

In some embodiments of the present invention, after the resource popularity value of each resource is determined, each resource is sorted according to the resource popularity value in descending order.

In some embodiments of the present invention, the data may be sorted according to sorting algorithms such as quick sort, insertion sort, merge sort, and bubble sort, which are not limited in the embodiments of the present invention.

It can be understood that, in the embodiment of the present invention, the resources are sorted according to the heat value of the resources, and the allocation amount of each resource is determined according to the sorting result, which improves the dynamic allocation efficiency of the resources.

S1042. Determine the first resource according to the sorting result; wherein, the first resource is the resource with the largest resource popularity among the resources.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device obtains the resource with the largest allocation amount based on the sorting result after obtaining the sorting result of each resource.

In some embodiments of the present invention, after the sorting result is obtained, the resource with the largest resource popularity value among the resources is determined.

Exemplarily, the resources that need to be allocated on the platform are virtual machines, memory, and hard disks. The thermal values of the virtual machines and memory are obtained by S1022, which are 0.602 and 0.376 respectively. The thermal values of the hard disks are calculated as 0.301 through formula (1). The popularity values of the three resources are sorted from largest to smallest, with the virtual machine being the largest and the hard disk being the smallest, so the first resource is the virtual machine.

In some embodiments of the present invention, among the resources, the resource with the highest resource popularity value may indicate that the allocation amount of this resource is higher than that of other resources.

It can be understood that, in the embodiment of the present invention, the resource allocation device selects the resource with the largest resource popularity value among the resources according to the resource popularity value, and the resource popularity value of the resource indicates that the demand for the resource is the largest, so it is allocated to the resource. The allocation amount is the largest, which improves the dynamic allocation efficiency of resources.

S1043. Determine a comparison result by comparing the gravitational force value and the gravitational direction value between the second resource and the first resource; wherein, the second resource is a resource in which the first resource is removed from the at least one resource.

In some embodiments of the present invention, it is applicable to the scene where the resource allocation device feeds back the comparison result after obtaining the gravitational force value and the gravitational force direction value between the second resource and the first resource.

In some embodiments of the present invention, the resource with the highest resource heat value has been identified, and the allocation amount of the second resource is sorted by comparing the gravitational value and gravitational direction value between the second resource and the first resource . It can be understood that, in the embodiment of the present invention, after obtaining the resource with the largest resource heat value, the correlation between the second resource and the resource with the largest heat value is determined through the gravitational force value and the gravitational direction value, so that when assigning the heat value When the largest resource is allocated, its related resources are allocated together, which improves the overall resource utilization.

S1044. Dynamically allocate resources based on the first resource and the comparison result.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device dynamically allocates resources based on the first resource and the final comparison result after acquiring the first resource and the final comparison result.

In some embodiments of the present invention, the allocation amount of the first resource is determined first, and then according to the final comparison result, the correlation between the resources in the second resource and the first resource is determined, and then each resource in the second resource resources are allocated.

It can be understood that, in the embodiment of the present invention, based on the first resource and the comparison result, dynamic resource allocation is performed, so that when the resource with the highest popularity value is allocated, its related resources are allocated together to improve the overall resource utilization rate.

In some embodiments, referring to FIG. 6, FIG. 6 is a schematic flowchart of a resource allocation method provided by an embodiment of the present invention. As shown in FIG. 6, the gravitational force value and the gravitational force Direction values are compared to obtain comparison results, mainly including the following steps:

S201. If the resource gravity value between each resource in the second resources and the first resource is not equal, perform an operation on each resource in the second resources according to the resource gravity value of each resource in the second resources. distribute.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device allocates each resource after obtaining the gravitational force value between each resource in the second resource and the first resource.

In some embodiments of the present invention, after comparing the resource gravity value between each of the second resources and the first resource, if the resource gravity value between each of the second resources and the first resource are not equal, which proves that the allocation amount of each resource in the second resource is different, and the resources are allocated according to the gravity value.

It can be understood that, in some embodiments of the present invention, when the resource gravitational value between each resource in the second resource and the first resource obtained through calculation is not equal, according to the gravitational force of each resource in the second resource Value size for resource allocation. Through this allocation method, when allocating the resource with the highest popularity value, its related resources are allocated together, which improves the overall resource utilization rate.

S202. If the resource gravity values between any two resources in the second resources and the first resource are equal, perform resource allocation according to the resource gravity direction value between any two resources in the second resources and the first resource.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device allocates each resource after obtaining the gravitational force value between each resource in the second resource and the first resource.

In some embodiments of the present invention, after comparing the resource gravity values between each resource in the second resources and the first resource, if the resource gravity values between any two resources in the second resources and the first resource If the values are equal, it is necessary to determine the resource gravitational direction value between any two resources in the second resource and the first resource, and determine the allocation amount allocated to each resource in the second resource based on the gravitational direction value.

Exemplarily, the gravitational value between the virtual machine and the memory obtained from S1032 is 0.602, and the gravitational value between the virtual machine and the hard disk is also calculated by formula (2), which is 0.602; The gravitational force value is equal to the gravitational force value between the hard disk and the virtual machine, so it is necessary to compare the gravitational force direction values between resources for resource allocation.

It can be understood that, in some embodiments of the present invention, after acquiring at least two resources in the second resource that have the same gravitational value as the first resource, by calculating the resources with equal gravitational value among the second resources and The gravitational direction value between the first resources determines the allocation amount allocated to resources with the same gravitational value. Through this allocation method, when allocating the resource with the highest popularity value, its related resources are allocated together, which improves the overall resource utilization rate.

In some embodiments, refer to FIG. 7. FIG. 7 is a sixth flowchart of a resource allocation method provided by an embodiment of the present invention. As shown in FIG. 7, between any two resources in the second resource and the first resource When the resource gravity values of resources are equal, resource allocation is performed according to the resource gravity direction value between any two resources in the second resource and the first resource, which mainly includes the following steps:

S301. Count the first gravitational direction value between any two resources in the second resource and the first resource.

In some embodiments of the present invention, after the resource allocation device determines that the resource gravitational value between any two resources in the second resources and the first resource is equal, based on any two resources in the second resources and the first resource Scenarios in which resources are allocated between resource gravitational direction values.

In some embodiments of the present invention, after obtaining the same gravitational value between at least two resources among the second resources and the first resource, it is necessary to count the first resource between at least two resources among the second resources. A gravitational direction value determines the allocation amount assigned to the resource.

In some embodiments of the present invention, the statistics may be performed on the gravitational direction value calculated in S1033.

It can be understood that, in some embodiments of the present invention, according to the resource gravitational direction value between any two resources in the second resource and the first resource, the resource allocation amount allocated to the resource with the same gravitational value among the second resources is judged . When the resource gravitational value is equal, the resources are compared through the gravitational direction value of the resource, and the allocation amount of each resource is clarified, which improves the overall resource utilization rate.

S302. Make a difference between the first gravitational direction value and the second gravitational direction value in the previous time period, and determine the difference result.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device determines a difference result based on the gravitational direction values in different time periods after acquiring the gravitational direction values in different time periods.

In some embodiments of the present invention, the first gravitational force value and the second gravitational force value are subtracted, and the dynamic allocation of resources is performed through the difference result obtained after the subtraction.

Table 1 Resource gravity direction value relationship mapping table

Exemplarily, Table 1 is a relationship mapping table of resource gravity direction values:

gravitational value	The value of the first direction of gravity	Second gravitational direction value	difference
Hard disk and virtual machine	0.667	0.733	-0.056
Virtual Machines and Memory	0.616	0.501	0.115

From Table 1 above, it can be seen that the gravitational direction difference between the hard disk and the virtual machine is -0.056, and the gravitational direction difference between the virtual machine and the memory is 0.115.

In some embodiments of the present invention, the second gravitational direction value is the gravitational direction value obtained through the calculation method of S1033 in the previous cycle.

It can be understood that, in some embodiments of the present invention, the difference results are calculated according to the gravitational direction values in different time periods, the resources are compared through the difference results between the gravitational direction values, and the allocation amount of each resource is clarified, which improves the overall resource utilization.

S303. If the result of the difference is negative, the gravitational direction between at least one of any two resources and the first resource is negative.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device determines the gravitational direction between the resource with the same gravitational value and the first resource based on the difference result after obtaining the difference result.

In some embodiments of the present invention, after obtaining the difference result of the gravitational direction value in different time periods, if the difference result is negative, the gravitational direction between at least one of any two resources and the first resource is negative Towards.

Exemplarily, as shown in Table 1 above, the difference between the hard disk and the virtual machine is -0.056, which indicates that the gravitational direction between the hard disk and the virtual machine is negative.

In some embodiments of the present invention, the negative gravitational force may be expressed as that the resource popularity values of two resources tend to be opposite.

It can be understood that, in some embodiments of the present invention, by obtaining negative gravitational direction values of resources in different time periods, the gravitational direction between any two resources in the second resource and the first resource is determined, and the The direction of gravitational force between resources can be determined, and the correlation between resources can be judged, which improves the overall resource utilization.

S304. If the result of the difference is positive, the gravitational direction between at least one of any two resources and the first resource is positive.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device determines the gravitational direction between the resource with the same gravitational value and the first resource based on the difference result after obtaining the difference result.

In some embodiments of the present invention, after obtaining the difference results of the gravitational direction values in different time periods, the gravitational direction between resources is judged according to the difference result, if the gravitational direction is positive, it proves that the gravitational direction between resources is positive Towards.

Exemplarily, as shown in Table 1 above, the difference between the virtual machine and the memory is 0.115, which indicates that the gravitational direction between the virtual machine and the memory is positive.

In some embodiments of the present invention, positive gravity can be expressed as that the resource popularity values of two resources tend to be the same.

It can be understood that, in some embodiments of the present invention, by obtaining positive gravitational direction values of resources in different time periods, the gravitational direction between any two resources in the second resource and the first resource is determined. The direction of gravitational force between resources can be judged, and the correlation between resources can be judged, which improves the overall resource utilization rate.

S305. Determine the resource allocation of any two resources in the second resources according to the positive gravitational force or the negative gravitational force.

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device allocates resources after acquiring the gravitational direction between the resource in the second resource and the first resource.

In some embodiments of the present invention, after obtaining the gravitational direction between any two resources with the same gravitational force value in the second resource and the first resource, any two resources in the second resource are compared according to whether the gravitational direction is positive or negative. Resources are allocated.

It can be understood that, in some embodiments of the present invention, the correlation between resources is determined according to the gravitational direction between any two resources in the second resources and the first resource, which improves the utilization rate of the overall resources.

In some embodiments, refer to FIG. 8 . FIG. 8 is a schematic flow diagram VII of a resource allocation method provided by an embodiment of the present invention. As shown in FIG. 8 , according to positive gravity or negative gravity, determine any The resource allocation of two resources mainly includes the following steps:

S401. If the gravitational direction is positive, the allocation amount allocated to at least one of any two resources is proportional to the allocation amount of the first resource;

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device allocates resources after determining the direction of gravity.

In some embodiments of the present invention, after obtaining the gravitational direction between any two resources in the second resource and the first resource, if the gravitational direction is positive, it indicates that in the second resource, there is at least one resource The allocation amount of is proportional to the allocation amount of the first resource. When allocating the first resource, the allocation amount of the resource proportional to the first resource also needs to be dynamically increased.

Exemplarily, as shown in Table 1 above, if the gravitational direction between the virtual machine and the memory is positive, then when allocating memory, increase the amount of memory allocated accordingly. It can be understood that, in some embodiments of the present invention, resources are allocated according to the gravitational direction between any two resources in the second resources and the first resource, so that when a single resource is allocated, its related resources are Allocation improves the overall resource utilization.

S402. If the gravitational direction is negative gravitational force, the allocation amount allocated to at least one resource among any resources is inversely proportional to the allocation amount of the first resource;

In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device allocates resources after determining the direction of gravity.

In some embodiments of the present invention, after obtaining the gravitational direction between any two resources in the second resource and the first resource, if the gravitational direction is negative, it indicates that in the second resource, at least one resource The allocation amount of is inversely proportional to the allocation amount of the first resource. When allocating the first resource, the allocation amount also needs to be dynamically reduced for resources that are inversely proportional to the first resource.

Exemplarily, as shown in Table 1 above, if the gravitational direction between the hard disk and the virtual machine is negative, then when allocating the virtual machine, the allocation amount of the hard disk is correspondingly reduced. It can be understood that, in some embodiments of the present invention, resources are allocated according to the gravitational direction between any two resources in the second resources and the first resource, so that when a single resource is allocated, its related resources Allocating together improves overall resource utilization.

S403. If the gravitational directions of any two resources are positive or negative, resource allocation is performed according to the difference between the first gravitational direction value and the second gravitational direction value in the previous time period. In some embodiments of the present invention, it is applicable to a scenario where the resource allocation device allocates resources after determining the direction of gravity.

In some embodiments, S403 can be obtained through S4031 to S4032, and the specific steps are as follows:

S4031. If the gravitational direction of the any two resources is positive gravitational force, the allocation amount allocated to at least one of the any two resources is proportional to the difference;

S4032. If the gravitational direction of the any two resources is negative gravitational force, the allocation amount allocated to at least one of the any two resources is inversely proportional to the difference.

In some embodiments of the present invention, if it is obtained that the gravitational direction values between any two resources with equal gravitational values and the first resource are both positive or negative, it indicates that when the first resource is allocated, the same The allocation amount of resources whose gravitational direction is positive/negative among the first resources should be appropriately increased/decreased, and the specific increase/decrease range of each resource should be based on the value of the first gravitational direction and the previous time The difference between the second gravitational direction values for the segments is determined. If the gravitational direction is positive, the greater the resource difference, the more resources will be allocated. If the gravitational direction is negative, the larger the resource difference, the smaller the resource allocation.

It can be understood that, in some embodiments of the present invention, when the gravitational direction between any two resources obtained from the second resource is the same as that of the first resource, it is necessary to further calculate the difference, and allocate resources according to the difference When a single resource is allocated, its related resources are allocated together, which improves the overall resource utilization.

In order to better reflect the purpose of the present invention, an exemplary application of the embodiment of the present invention in an actual application scenario will be described below.

FIG. 9 is an eighth schematic flowchart of a resource allocation method provided by an embodiment of the present invention.

Exemplarily, taking a public cloud management platform as an example to allocate resources, it mainly includes the following steps:

S1. Count the consumption values of each resource.

In the embodiment of the present invention, the consumption value of each resource can be determined by using objects. First, the number of used objects is specified, and the objects that use resources are selected, and the amount of the resource is consumed for each selected used object. Sum up to calculate the total amount of resources consumed.

S2. Determine whether to add an object to be used; if yes, execute S3; if not, execute S4.

In the embodiment of the present invention, it is judged whether the consumption value of the resource changes, and the consumption value of the resource changes with the change of the user.

S3. Update each resource consumption value.

In the embodiment of the present invention, when the platform obtains that the resource is applied for by an existing user or a new user, the consumption value of the resource changes, that is, the consumption value of the resource is updated.

S4. Calculate the resource popularity value of each resource.

In the embodiment of the present invention, the resource popularity value of each resource for each usage object is determined through the consumption value of each resource in the at least one resource.

In an embodiment of the present invention, using the consumption value of each resource in at least one resource, determining the resource popularity value of each resource for each use object includes:

S4.1. Determine the total consumption value of each resource by using the consumption value of each resource in the at least one resource used by the at least one usage object.

S4.2. Determine the resource popularity value of each resource according to the total consumption value of each resource and the consumption value of each resource used by each user.

In the embodiment of the present invention, when calculating the heat value of the resource, it is necessary to clarify the value consumed by each user and the total value consumed; the heat value of the resource is determined by the value consumed by each user and the total value consumed .

S5. Calculate the gravitational force value and the gravitational direction value of each resource.

According to the resource heat value of each resource, determine the resource gravity value and gravity direction value between two resources, including:

S5.1. Perform a vector sum operation on the resource popularity values of any two resources in the resource to determine a joint result after the operation.

S5.2. Determine the gravitational force between the two resources according to the joint result and the resource heat value of each of the two resources.

S5.3. Determine the gravitational direction value between the two resources according to the resource heat value of each of the two resources and the gravitational force value between the two resources.

S6. Dynamically allocate resources according to the resource heat value, gravity value, and gravity direction value.

According to the resource popularity value of each resource, resource gravity value and gravity direction value between two resources, resources are dynamically allocated, including:

S6.1. Sort at least one resource according to the resource popularity value of each resource, and determine the sorting result.

S6.2. Determine the first resource according to the sorting result; wherein, the first resource is the resource with the largest resource popularity value among the resources.

S6.3. Determine the first resource according to the sorting result; wherein, the first resource is the resource with the largest resource popularity value among the resources.

S6.4. Determine the comparison result by comparing the gravitational force value and the gravitational force direction value between the second resource and the first resource; wherein, the second resource is a resource in which the first resource is removed from the at least one resource.

After the resource allocation device completes the original data work of each resource, it needs to sort according to the heat value, and dynamically allocate resources in sequence according to the heat value. When dynamically allocating resources, resource allocation needs to be dynamically adjusted according to the gravitational force value and the gravitational direction value. If resource Y’s gravitational value is greater than resource Z’s gravitational value when dynamically allocating resource X, resource Y must be greater than Allocate resource Z; if the gravity value of resource Y is equal to the gravity value of resource Z, but the gravity direction values of resource X and resource Y increase and the gravity direction values of resource X and resource Y become smaller, then when resources are allocated, resource Y must Relatively speaking, the allocation of resources should be reduced.

It can be understood that, in the embodiment of the present invention, when allocating resources, the cloud management platform first calculates the resource popularity value of each resource, and selects the resource with the highest resource popularity value to give more allocation amount. Then calculate the gravitational force value and gravitational direction value between the remaining resources and the resource with the largest resource heat value, determine the correlation between the remaining resources and the resource with the largest resource heat value according to the gravitational force value and the gravitational direction value, and finally transform the single dynamic resource allocation into When resources are allocated dynamically, related resources are allocated together, which improves the overall resource utilization.

Based on the methods of the above embodiments, the embodiment of the present invention also provides a resource allocation device, as shown in FIG. 10 , which is a schematic structural diagram of a resource allocation device provided by the embodiment of the present invention. The device 10 includes: Part 1001, determination part 1002 and allocation part 1003; wherein;

The statistical part 1001 is configured to count the consumption value of at least one resource used by the usage object;

The determining part 1002 is configured to determine the resource popularity value of each resource through the consumption value of each resource in the at least one resource; wherein, the resource popularity value represents the degree of resource consumption;

The determination part 1002 is further configured to determine the resource gravity value and the gravity direction value between any two resources according to the resource heat value of each resource;

The allocation part 1003 is configured to dynamically allocate resources according to the resource popularity value of each resource, the resource gravity value and the gravity direction value between the two resources.

Based on the method of the above-mentioned embodiment, the embodiment of the present invention also provides a resource allocation device, as shown in FIG. 11 , which is a schematic structural diagram of a resource allocation device provided by the embodiment of the present invention. The device 11 includes: a processor 1101 and memory 1102; the memory 1101 stores one or more programs executable by the processor, and when the one or more programs are executed, the processor 1102 executes any resource allocation method in the above-mentioned embodiments.

Based on the resource allocation method of the above-mentioned embodiment, the embodiment of the present invention also provides a computer-readable storage medium, the computer-readable storage medium stores one or more programs, and one or more programs can be used by one or more processors Execute, when the program is executed by the processor, the resource allocation method disclosed in this embodiment is implemented.

Those skilled in the art should understand that the embodiments of the present invention may be provided as methods, systems, or computer program products. Accordingly, the present invention can take the form of a hardware embodiment, a 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 and optical storage, etc.) 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 should be understood that each procedure and/or block in the flowchart and/or block diagram, and a combination of procedures and/or blocks in the flowchart and/or block diagram can be realized by computer program instructions. These computer program instructions may be provided to a general purpose computer, special purpose computer, embedded processor, or processor of other programmable data processing equipment to produce a machine such that the instructions executed by the processor of the computer or other programmable data processing equipment produce a An apparatus for realizing the functions specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.

These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing apparatus to operate in a specific manner, such that the instructions stored in the computer-readable memory produce an article of manufacture comprising instruction means, the instructions The device realizes the function specified in one or more procedures of the flowchart and/or one or more blocks of the block diagram.

These computer program instructions can also be loaded onto a computer or other programmable data processing device, causing a series of operational steps to be performed on the computer or other programmable device to produce a computer-implemented process, thereby The instructions provide steps for implementing the functions specified in the flow chart or blocks of the flowchart and/or the block or blocks of the block diagrams.

The above descriptions are only preferred embodiments of the present invention, and are not intended to limit the protection scope of the present invention.

Industrial Applicability

An embodiment of the present invention provides a resource allocation method and device, and a storage medium. The method includes: collecting the dependence or consumption value of each resource within a period of time; determining the heat value of each resource according to the dependence or consumption value of each resource; wherein, the resource The heat value is a characteristic value of the degree of dependence or consumption of each resource; when the heat value of each resource is determined, the gravity and direction between each resource are determined according to the heat value of each resource. In this method, objective parameter indicators such as resource heat, gravitational value, and gravitational direction are proposed from an objective point of view, and certain characteristics of resources themselves or resource performance indicators are not used as dynamic allocation algorithm parameters, so that the platform can dynamically allocate resources according to its own characteristics. Furthermore, a gravity model is introduced to establish a relationship between resources, so that when a single resource is allocated, its related resources can be allocated together, which improves the overall resource utilization.

Claims (13)

1. A resource allocation method comprising:

   Counting the consumption value of at least one resource used by each of the at least one usage object;

   Through the consumption value of each resource in the at least one resource, determine the resource popularity value of each resource for each use object; wherein, the resource popularity value represents the degree of resource consumption;

   According to the resource popularity value of each resource, determine the resource gravitational value and gravitational direction value between any two resources;

   Resource dynamic allocation is performed according to the resource popularity value of each resource, the resource gravity value and the gravity direction value between the two resources.
2. The method according to claim 1, wherein said determining the resource popularity value of each resource through the consumption value of each resource in the at least one resource comprises:

   Determine the total consumption value of each resource by using the consumption value of each resource in the at least one resource used by the at least one usage object;

   The resource popularity value of each resource is determined according to the total consumption value of each resource and the consumption value of each resource used by each usage object.
3. The method according to claim 1, wherein, according to the resource heat value of each resource, determining the resource gravitational value and the gravitational direction value between two resources includes:

   Determining the joint result after the operation by performing a vector sum operation on the resource popularity values of any two resources among the resources;

   determining a gravitational force value between the two resources according to the joint result and the resource heat value of each of the two resources;

   A gravitational direction value between the two resources is determined according to the resource popularity value of each of the two resources and the gravitational force value between the two resources.
4. The method according to claim 3, wherein said determining the gravitational force value between the two resources according to the joint result and the resource heat value of each resource in the two resources comprises:

   determining the total resource popularity value of the two resources according to the resource popularity value of each resource in the two resources;

   The difference between the total resource heat value of the two resources and the joint result is determined to determine the gravitational force between the two resources.
5. The method according to claim 3, wherein, according to the resource popularity value of each resource in the two resources and the gravitational force value between the two resources, the gravitational force between the two resources is determined Orientation values, including:

   A gravitational direction value between the two resources is determined according to the total resource heat value of the two resources and the gravitational force value between the two resources.
6. The method according to any one of claims 1 to 3, wherein the dynamic allocation of resources is performed according to the resource popularity value of each resource, the resource gravity value and the gravity direction value between the two resources, include:

   sorting the at least one resource according to the resource popularity value of each resource, and determining the sorting result;

   According to the sorting result, determine the first resource; wherein, the first resource is the resource with the largest resource popularity value among the resources;

   Determine the comparison result by comparing the gravitational force value and the gravitational direction value between the second resource and the first resource; wherein the second resource is a resource after the first resource is removed from the at least one resource;

   Dynamic resource allocation is performed based on the first resource and the comparison result.
7. The method according to claim 6, wherein said determining the comparison result by comparing the gravitational force value and the gravitational force direction value between the second resource and the first resource comprises:

   If the resource gravitational value between each of the second resources and the first resource is not equal, according to the resource gravitational value of each of the second resources, for the second resource Each resource in is allocated;

   If the resource gravitational value between any two resources in the second resource and the first resource is equal, according to the resource gravitational direction value between any two resources in the second resource and the first resource Make resource allocation.
8. The method according to claim 7, wherein, if the resource gravitational value between any two resources in the second resources and the first resource is equal, then according to any two resources in the second resources Perform resource allocation with the resource gravitational direction value between the first resource, including:

   Counting the first gravitational direction value between any two resources in the second resource and the first resource;

   Making a difference between the first gravitational direction value and the second gravitational direction value of the previous time period to determine the difference result;

   If the difference result is negative, the gravitational direction between at least one of the any two resources and the first resource is negative;

   If the difference result is positive, the gravitational direction between at least one of the two resources and the first resource is positive;

   According to the positive gravitational force or the negative gravitational force, resource allocation of any two resources in the second resources is determined.
9. The method according to claim 8, wherein said determining the resource allocation of any two resources in the second resources according to the positive gravitational force or the negative gravitational force comprises:

   If the gravitational direction is positive, the allocation amount allocated to at least one of the any two resources is proportional to the allocation amount of the first resource;

   If the direction of gravitational force is negative gravitational force, the allocation amount allocated to at least one of the arbitrary resources is inversely proportional to the allocation amount of the first resource;

   If the gravity directions of any two resources are both positive gravity or negative gravity, resource allocation is performed according to the difference between the first value of the gravity direction and the second value of the previous time period.
10. The method according to claim 9, wherein if the gravitational directions of any two resources are positive or negative, then according to the value of the first gravitational direction and the second value of the previous time period The difference between the gravitational direction values is used for resource allocation, including:

    If the gravitational direction of the any two resources is positive gravitational force, the allocation amount allocated to at least one of the any two resources is proportional to the difference;

    If the gravitational direction of any two resources is negative gravitational force, the allocation amount allocated to at least one of the any two resources is inversely proportional to the difference.
11. A resource allocation device, wherein the resource allocation device includes a statistics part, a determination part and an allocation part; wherein,

    The statistical part is configured to count the consumption value of at least one resource used by the usage object;

    The determining part is configured to determine the resource heat value of each resource through the consumption value of each resource in the at least one resource; wherein, the resource heat value represents the degree of resource consumption;

    The determination part is further configured to determine the resource gravity value and the gravity direction value between any two resources according to the resource heat value of each resource;

    The allocation part is configured to dynamically allocate resources according to the resource popularity value of each resource, the resource gravity value and the gravity direction value between the two resources.
12. A resource allocation device, wherein the resource allocation device includes:

    memory configured to store executable data instructions;

    The processor is configured to implement the method according to any one of claims 1 to 10 when executing the executable instructions stored in the memory.
13. A computer-readable storage medium, wherein executable instructions are stored for causing a processor to implement the method according to any one of claims 1 to 10.

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