Hi Shivam,
I review the following video and I would recommend following it to get all HTTP responses from your OpenAI instance:
Log & Monitor Everything in Azure Open AI with API Management Service
https://www.youtube.com/watch?v=j40RGK5SAeY
Note that you will need to use APIM to log and monitor these events.
More documentation on this solution can be found here:
Implement logging and monitoring for Azure OpenAI models
If this is helpful please accept answer.