Model End Point Giving Blank Response while Model URIs perfectly giving output

Question

Model End Point Giving Blank Response while Model URIs perfectly giving output

Sharma, Priya 0

My LGBM Model is giving me perfect output when I am querying the Model URI while blank response when I query its real time end point.

dupammi 8,615 Reputation points Microsoft External Staff

2024-08-12T08:24:47.7666667+00:00

Hi @Sharma, Priya

Thank you for your question.

Please ensure that the real-time endpoint is properly configured, including the scoring script and environment setup, as any issues here might cause the input to be incorrectly processed when queried. For troubleshooting, enable logging on the endpoint to identify any errors or warnings during the query process—this will help determine if the request is reaching the model and being processed correctly. Additionally, verify that the scoring script handles the input data correctly, as differences in how the data is passed between the URI and the endpoint can cause issues. Sometimes, deployment-related inconsistencies may impact the endpoint but not the URI; in such cases, redeploying the model or endpoint might resolve the problem. Finally, ensure all necessary dependencies (like LightGBM) are installed in the endpoint's environment, and double-check that the input data format matches what the model expects when querying the real-time endpoint.

For more details, refer - debug-and-troubleshoot-deployments
dupammi 8,615 Reputation points Microsoft External Staff

2024-08-13T02:41:35.93+00:00

Hi @Sharma, Priya

We haven’t heard from you on the last response and was just checking back to see if you got a chance to check my above suggestions. Thank you.
dupammi 8,615 Reputation points Microsoft External Staff

2024-08-14T05:56:01.71+00:00

Hi @Sharma, Priya

We haven’t heard from you on the last response and was just checking back to see if you got a chance to check my above suggestions. Thank you.