Updated on 2024-05-23 GMT+08:00

PersonalRank

Function

This API is used to run the PersonalRank algorithm based on input parameters.

PersonalRank is also called Personalized PageRank. It inherits the idea of the classic PageRank algorithm and uses the graph link structure to recursively calculate the importance of each node. Unlike the PageRank algorithm, the PersonalRank algorithm ensures that the probability of visiting each node during random walks reflects the user's preferences. This is achieved by having each jump during the random walk return to the source node with a probability of (1-alpha).

URI

POST /ges/v1.0/{project_id}/hyg/{graph_name}/algorithm
Table 1 URI parameters

Parameter

Mandatory

Type

Description

project_id

Yes

String

Project ID. For how to obtain the project ID, see Obtaining a Project ID.

graph_name

Yes

String

Graph name

Request Parameters

Table 2 Request body parameters

Parameter

Mandatory

Type

Description

algorithmName

Yes

String

Algorithm name

parameters

Yes

parameters Object

Algorithm parameters

Table 3 parameters

Parameter

Mandatory

Type

Description

source

Yes

String

Node ID

alpha

No

Double

Weight coefficient (also called damping coefficient). The value range is (0, 1). The default value is 0.85.

convergence

No

Double

Convergence accuracy. The value range is (0, 1). The default value is 0.00001.

max_iterations

No

Integer

Maximum iterations. An integer ranging from 1 to 2147483647. For frontend calls, the range is [1, 2000]. The default value is 1000.

directed

No

Boolean

Whether to consider the edge direction. The value can be true or false. The default value is true.

Response Parameters

Parameter

Type

Description

errorMessage

String

System prompt. If execution succeeds, this parameter may be left blank. If the execution fails, this parameter is used to display the error message.

errorCode

String

System prompt. If execution succeeds, this parameter may be left blank. If the execution fails, this parameter is used to display the error code.

jobId

String

ID of the algorithm execution job. This parameter is left blank when the request fails.

NOTE:

You can use the returned job ID to view the task execution status and obtain the algorithm return result. For details, see Querying Job Status on the Service Plane (1.0.0).

jobType

Integer

Job type. This parameter is left blank when the request fails.

Example Request

POST http://{SERVER_URL}/ges/v1.0/{project_id}/hyg/{graph_name}/algorithm 
{ 
 "algorithmName":"personalrank", 
 "parameters":{ 
   "source":"lili",
        "alpha":0.85,
        "convergence":0.00001, 
        "max_iterations":1000 
 } 
}

SERVER_URL: Address for accessing a graph. For details about its value, see Using Service Plane APIs.

Example Response

Status code: 200

Example response for a successful request

Http Status Code: 200
{  
"jobId": "4448c9fb-0b16-4a78-8d89-2a137c53454a001679122",
"jobType": 1
}

Status code: 400

Example response for a failed request

Http Status Code: 400
{
"errorMessage":"graph [demo] is not found",
"errorCode":"GES.8402"
}

Status Codes

Return Value

Description

400 Bad Request

Request error.

401 Unauthorized

Authorization failed.

403 Forbidden

No operation permissions.

404 Not Found

No resources found.

500 Internal Server Error

Internal server error.

503 Service Unavailable

Service unavailable.