Benchmarking Text Generation Inference
In this blog we will be exploring Text Generation Inference’s (TGI) little brother, the TGI Benchmarking tool. It will help us understand how to profile TGI beyond simple throughput to better understand the tradeoffs to make decisions on how to tune your deployment for your needs. If you have ever felt like LLM deployments cost too much or if you want to tune your deployment to improve performance this blog is for you!
I’ll show you how to do this in a convenient Hugging Face Space. You can take the results and use it on an Inference Endpoint or other copy of the same hardware.
In this blog we will be exploring Text Generation Inference’s (TGI) little brother, the TGI Benchmarking tool. It will help us understand how to profile TGI beyond simple throughput to better understand the tradeoffs to make decisions on how to tune your deployment for your needs. If you have ever felt like LLM deployments cost too much or if you want to tune your deployment to improve performance this blog is for you!
I’ll show you how to do this in a convenient Hugging Face Space. You can take the results and use it on an Inference Endpoint or other copy of the same hardware.