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
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
Parameter |
Mandatory |
Type |
Description |
algorithmName |
Yes |
String |
Algorithm name |
parameters |
Yes |
parameters Object |
Algorithm 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. |
Error Codes
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