Label Propagation
Function
This API is used to run the Label Propagation algorithm based on input parameters.
The Label Propagation algorithm is a graph-based semi-supervised learning method. Its basic principle is to predict the label information about unlabeled nodes using that of the labeled nodes. This algorithm can create graphs based on the relationships between samples. Nodes include labeled data and unlabeled data, and the edge indicates the similarity between two nodes. Node labels are transferred to other nodes based on the similarity. Labeled data is like a source used to label unlabeled data. The greater the node similarity is, the easier the label propagation will be.
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 |
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. |
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":"label_propagation", "parameters":{ "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" }
Query result
- Example Request
GET http://{SERVER_URL}/ges/v1.0/{project_id}/graphs/{graph_name}/jobs/{jobId}/status?limit=limit
- Query result response
Table 4 response_data parameter description Parameter
Type
Description
community
List
Community corresponding to each vertex. The format is as follows:
[{vertexId1:communityId},{vertexId2:communityId}],
where
vertexId: string type. The list is sorted by vertex ID.
communityId: string type
Note: The communityId itself has no meaning and uses the internal ID of HyG.
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
Feedback
Was this page helpful?
Provide feedbackThank you very much for your feedback. We will continue working to improve the documentation.See the reply and handling status in My Cloud VOC.
For any further questions, feel free to contact us through the chatbot.
Chatbot