DataRobot Connectors support providing data to DataRobot and returning the response. Each configured instance of a DataRobot Connector is called a connector.
The DataRobot Connector sends arbitrary data to DataRobot and returns DataRobot’s unmodified response as a JSON output file. Input files must be CSV, but no further input validation is performed by the connector.
Authentication requires a DataRobot username/password combination, as well as the Deployment ID, DataRobot Key, and Endpoint for the specific DataRobot project to invoke.
Settings related to authenticating against the DataRobot service.
- Connector Id The static name of the connector. All connector-specific files are held in a folder by the same name within the Data Directory.
- Connector Description An optional field to provide free-form description of the connector and its role in the flow.
- Username The username credential.
- Password The password credential.
Settings related to the specific DataRobot project.
- Deployment Id Identifies the deployment to predict.
- DataRobot Key Identifies the DataRobot account associated with the project.
- DataRobot Endpoint The endpoint where the target deployment can be reached.
Settings related to the automatic processing of files by the connector.
- Send Whether files arriving at the connector will automatically be converted into a DataRobot request.
- Retry Interval The amount of time before a failed send is retried.
- Retry Maximum Attempts The maximum number of times a failed send will be retried.
Settings that determine where the connector will read files to send, and where to write files after receiving a response.
- Input Folder (Send) Files placed here will be read by the connector to send. If Send Automation is enabled, the connector will automatically poll this location for files to process.
- Output Folder (Receive) DataRobot responses will be written as files to this folder. If the connector is connected to another connector in the flow, files will not remain here and will instead be passed along to the Input/Send folder for the connected connector.
- Processed Folder (Sent) After sending, the connector will place a copy of the file here if Save to Sent Folder is enabled. This copy of the file will not be passed along to the next connector in the flow.
Settings related to the allocation of resources to the connector.
- Max Workers The maximum number of worker threads that will be consumed from the threadpool to process files on this connector. If set, overrides the default setting from the Profile tab.
- Max Files The maximum number of files that will be processed by the connector each time worker threads are assigned to the connector. If set, overrides the default setting from the Profile tab.
- Log Messages Whether logs from processed files will include a copy of the file itself.
- Save to Sent Folder Whether files processed by the connector should be copied to the Sent folder for the connector.
The DataRobot Connector can send arbitrary data to DataRobot and return DataRobot’s unmodified response as a JSON output file. Input files must be CSV, but no further input validation is performed by the connector.
The DataRobot Connector expects input files to be CSV formatted. You can use the XML Map Connector and the CSV Connector to convert your data to CSV-formatted files that DataRobot can process.
Sample CSV input:
was_delayed,daily_rainfall,did_rain,Carrier Code,Date,Flight Number,Tail Number,Destination Airport,Scheduled Departure Time true,1.2,true,US,09/10/2019,DL121,N861DA,RDU,1430
While CSV messages are sent to the DataRobot Connector as inputs, the connector produces JSON formatted output messages. The JSON file will contain additional data that has been enriched by DataRobot’s API based on the project you have set up in your account.