Run Multiple Model Instances per GPU
Use concurrent execution to lift utilization.
One Copy Can Stall
With a single model copy, request two must wait while request one runs. Even a fast GPU can sit idle between calls, leaving throughput on the table.
Run Several Copies
Triton can load multiple instances of the same model so several requests execute concurrently and overlap their work on the GPU.
All lessons in this course
- Why GPUs Need Batching
- Configure Dynamic Batching in Triton
- Run Multiple Model Instances per GPU
- Profile and Tune Inference Latency